diff --git a/.claude-plugin/marketplace.json b/.claude-plugin/marketplace.json
index 5c60bafbd..7b05a891e 100644
--- a/.claude-plugin/marketplace.json
+++ b/.claude-plugin/marketplace.json
@@ -4,70070 +4,259 @@
     "name": "GrayCode AI",
     "url": "https://github.com/GrayCodeAI"
   },
+  "description": "GrayCode Skills: community Agent Skills (SKILL.md) packages for Rho and other Agent Skills clients, one plugin per category.",
   "plugins": [
     {
-      "name": "graycode-skills",
-      "source": "./",
-      "description": "Community skill packages for graycode \u2014 security, code review, DevOps, and more.",
-      "version": "0.0.1",
+      "name": "graycode-skills-ai-ml",
+      "source": "./categories/ai-ml",
+      "description": "GrayCode Skills, ai-ml category: 420 skills.",
+      "version": "0.2.0",
       "skills": [
-        {
-          "name": "advanced-rag-retrieval",
-          "path": "categories/ai-ml/advanced-rag-retrieval",
-          "invoke": "/graycode:advanced-rag-retrieval"
-        },
-        {
-          "name": "agent-cognitive-loop-architecture",
-          "path": "categories/ai-ml/agent-cognitive-loop-architecture",
-          "invoke": "/graycode:agent-cognitive-loop-architecture"
-        },
-        {
-          "name": "agent-development-cli",
-          "path": "categories/ai-ml/agent-development-cli",
-          "invoke": "/graycode:agent-development-cli"
-        },
-        {
-          "name": "agent-interactions-api",
-          "path": "categories/ai-ml/agent-interactions-api",
-          "invoke": "/graycode:agent-interactions-api"
-        },
-        {
-          "name": "agent-memory-architecture",
-          "path": "categories/ai-ml/agent-memory-architecture",
-          "invoke": "/graycode:agent-memory-architecture"
-        },
-        {
-          "name": "agent-platform-tuning",
-          "path": "categories/ai-ml/agent-platform-tuning",
-          "invoke": "/graycode:agent-platform-tuning"
-        },
-        {
-          "name": "agent-tool-grounding",
-          "path": "categories/ai-ml/agent-tool-grounding",
-          "invoke": "/graycode:agent-tool-grounding"
-        },
-        {
-          "name": "agentic-ai-data-science",
-          "path": "categories/ai-ml/agentic-ai-data-science",
-          "invoke": "/graycode:agentic-ai-data-science"
-        },
-        {
-          "name": "agentic-analytics-multicloud",
-          "path": "categories/ai-ml/agentic-analytics-multicloud",
-          "invoke": "/graycode:agentic-analytics-multicloud"
-        },
-        {
-          "name": "agentic-workflow-orchestration",
-          "path": "categories/ai-ml/agentic-workflow-orchestration",
-          "invoke": "/graycode:agentic-workflow-orchestration"
-        },
-        {
-          "name": "ai-agent-alerting-policies",
-          "path": "categories/ai-ml/ai-agent-alerting-policies",
-          "invoke": "/graycode:ai-agent-alerting-policies"
-        },
-        {
-          "name": "ai-agent-build-deploy",
-          "path": "categories/ai-ml/ai-agent-build-deploy",
-          "invoke": "/graycode:ai-agent-build-deploy"
-        },
-        {
-          "name": "ai-agent-framework-development",
-          "path": "categories/ai-ml/ai-agent-framework-development",
-          "invoke": "/graycode:ai-agent-framework-development"
-        },
-        {
-          "name": "ai-agent-lifecycle-management",
-          "path": "categories/ai-ml/ai-agent-lifecycle-management",
-          "invoke": "/graycode:ai-agent-lifecycle-management"
-        },
-        {
-          "name": "ai-agent-platform-troubleshooting",
-          "path": "categories/ai-ml/ai-agent-platform-troubleshooting",
-          "invoke": "/graycode:ai-agent-platform-troubleshooting"
-        },
-        {
-          "name": "ai-agent-project-development",
-          "path": "categories/ai-ml/ai-agent-project-development",
-          "invoke": "/graycode:ai-agent-project-development"
-        },
-        {
-          "name": "ai-agent-skill-registry",
-          "path": "categories/ai-ml/ai-agent-skill-registry",
-          "invoke": "/graycode:ai-agent-skill-registry"
-        },
-        {
-          "name": "ai-api-migration-cloud",
-          "path": "categories/ai-ml/ai-api-migration-cloud",
-          "invoke": "/graycode:ai-api-migration-cloud"
-        },
-        {
-          "name": "ai-app-cli",
-          "path": "categories/ai-ml/ai-app-cli",
-          "invoke": "/graycode:ai-app-cli"
-        },
-        {
-          "name": "ai-app-cli-runner",
-          "path": "categories/ai-ml/ai-app-cli-runner",
-          "invoke": "/graycode:ai-app-cli-runner"
-        },
-        {
-          "name": "ai-app-development-python",
-          "path": "categories/ai-ml/ai-app-development-python",
-          "invoke": "/graycode:ai-app-development-python"
-        },
-        {
-          "name": "ai-app-sdk-dart",
-          "path": "categories/ai-ml/ai-app-sdk-dart",
-          "invoke": "/graycode:ai-app-sdk-dart"
-        },
-        {
-          "name": "ai-app-sdk-javascript",
-          "path": "categories/ai-ml/ai-app-sdk-javascript",
-          "invoke": "/graycode:ai-app-sdk-javascript"
-        },
-        {
-          "name": "ai-avatar-talking-head",
-          "path": "categories/ai-ml/ai-avatar-talking-head",
-          "invoke": "/graycode:ai-avatar-talking-head"
-        },
-        {
-          "name": "ai-eval-quality-flywheel",
-          "path": "categories/ai-ml/ai-eval-quality-flywheel",
-          "invoke": "/graycode:ai-eval-quality-flywheel"
-        },
-        {
-          "name": "ai-foundry-project-management-dotnet",
-          "path": "categories/ai-ml/ai-foundry-project-management-dotnet",
-          "invoke": "/graycode:ai-foundry-project-management-dotnet"
-        },
-        {
-          "name": "ai-gateway-governance",
-          "path": "categories/ai-ml/ai-gateway-governance",
-          "invoke": "/graycode:ai-gateway-governance"
-        },
-        {
-          "name": "ai-image-creation",
-          "path": "categories/ai-ml/ai-image-creation",
-          "invoke": "/graycode:ai-image-creation"
-        },
-        {
-          "name": "ai-image-edit",
-          "path": "categories/ai-ml/ai-image-edit",
-          "invoke": "/graycode:ai-image-edit"
-        },
-        {
-          "name": "ai-image-generation",
-          "path": "categories/ai-ml/ai-image-generation",
-          "invoke": "/graycode:ai-image-generation"
-        },
-        {
-          "name": "ai-image-generation-ai-image-generation-prime-skills",
-          "path": "categories/ai-ml/ai-image-generation-ai-image-generation-prime-skills",
-          "invoke": "/graycode:ai-image-generation-ai-image-generation-prime-skills"
-        },
-        {
-          "name": "ai-image-generation-ai-image-generation-skills-101",
-          "path": "categories/ai-ml/ai-image-generation-ai-image-generation-skills-101",
-          "invoke": "/graycode:ai-image-generation-ai-image-generation-skills-101"
-        },
-        {
-          "name": "ai-media-generation",
-          "path": "categories/ai-ml/ai-media-generation",
-          "invoke": "/graycode:ai-media-generation"
-        },
-        {
-          "name": "ai-model-cli",
-          "path": "categories/ai-ml/ai-model-cli",
-          "invoke": "/graycode:ai-model-cli"
-        },
-        {
-          "name": "ai-model-deployment",
-          "path": "categories/ai-ml/ai-model-deployment",
-          "invoke": "/graycode:ai-model-deployment"
-        },
-        {
-          "name": "ai-model-download",
-          "path": "categories/ai-ml/ai-model-download",
-          "invoke": "/graycode:ai-model-download"
-        },
-        {
-          "name": "ai-music-composition",
-          "path": "categories/ai-ml/ai-music-composition",
-          "invoke": "/graycode:ai-music-composition"
-        },
-        {
-          "name": "ai-music-generation",
-          "path": "categories/ai-ml/ai-music-generation",
-          "invoke": "/graycode:ai-music-generation"
-        },
-        {
-          "name": "ai-music-router",
-          "path": "categories/ai-ml/ai-music-router",
-          "invoke": "/graycode:ai-music-router"
-        },
-        {
-          "name": "ai-podcast-production",
-          "path": "categories/ai-ml/ai-podcast-production",
-          "invoke": "/graycode:ai-podcast-production"
-        },
-        {
-          "name": "ai-project-agent-development",
-          "path": "categories/ai-ml/ai-project-agent-development",
-          "invoke": "/graycode:ai-project-agent-development"
-        },
-        {
-          "name": "ai-project-resource-management",
-          "path": "categories/ai-ml/ai-project-resource-management",
-          "invoke": "/graycode:ai-project-resource-management"
-        },
-        {
-          "name": "ai-saas-platform-architecture",
-          "path": "categories/ai-ml/ai-saas-platform-architecture",
-          "invoke": "/graycode:ai-saas-platform-architecture"
-        },
-        {
-          "name": "ai-search-indexing",
-          "path": "categories/ai-ml/ai-search-indexing",
-          "invoke": "/graycode:ai-search-indexing"
-        },
-        {
-          "name": "ai-services-integration",
-          "path": "categories/ai-ml/ai-services-integration",
-          "invoke": "/graycode:ai-services-integration"
-        },
-        {
-          "name": "ai-solutions-architect-persona",
-          "path": "categories/ai-ml/ai-solutions-architect-persona",
-          "invoke": "/graycode:ai-solutions-architect-persona"
-        },
-        {
-          "name": "ai-sound-effects",
-          "path": "categories/ai-ml/ai-sound-effects",
-          "invoke": "/graycode:ai-sound-effects"
-        },
-        {
-          "name": "ai-video-creation",
-          "path": "categories/ai-ml/ai-video-creation",
-          "invoke": "/graycode:ai-video-creation"
-        },
-        {
-          "name": "ai-video-generation",
-          "path": "categories/ai-ml/ai-video-generation",
-          "invoke": "/graycode:ai-video-generation"
-        },
-        {
-          "name": "ai-video-generation-ai-video-generation-prime-skills",
-          "path": "categories/ai-ml/ai-video-generation-ai-video-generation-prime-skills",
-          "invoke": "/graycode:ai-video-generation-ai-video-generation-prime-skills"
-        },
-        {
-          "name": "ai-video-generation-ai-video-generation-skills-101",
-          "path": "categories/ai-ml/ai-video-generation-ai-video-generation-skills-101",
-          "invoke": "/graycode:ai-video-generation-ai-video-generation-skills-101"
-        },
-        {
-          "name": "ai-voice-synthesis",
-          "path": "categories/ai-ml/ai-voice-synthesis",
-          "invoke": "/graycode:ai-voice-synthesis"
-        },
-        {
-          "name": "ai-web-search-extraction",
-          "path": "categories/ai-ml/ai-web-search-extraction",
-          "invoke": "/graycode:ai-web-search-extraction"
-        },
-        {
-          "name": "anomaly-dataset-integration",
-          "path": "categories/ai-ml/anomaly-dataset-integration",
-          "invoke": "/graycode:anomaly-dataset-integration"
-        },
-        {
-          "name": "anomaly-detection",
-          "path": "categories/ai-ml/anomaly-detection",
-          "invoke": "/graycode:anomaly-detection"
-        },
-        {
-          "name": "anomaly-detection-model-training",
-          "path": "categories/ai-ml/anomaly-detection-model-training",
-          "invoke": "/graycode:anomaly-detection-model-training"
-        },
-        {
-          "name": "anomaly-model-benchmarking",
-          "path": "categories/ai-ml/anomaly-model-benchmarking",
-          "invoke": "/graycode:anomaly-model-benchmarking"
-        },
-        {
-          "name": "anomaly-model-integration",
-          "path": "categories/ai-ml/anomaly-model-integration",
-          "invoke": "/graycode:anomaly-model-integration"
-        },
-        {
-          "name": "audio-synced-video-generation",
-          "path": "categories/ai-ml/audio-synced-video-generation",
-          "invoke": "/graycode:audio-synced-video-generation"
-        },
-        {
-          "name": "audio-transcription",
-          "path": "categories/ai-ml/audio-transcription",
-          "invoke": "/graycode:audio-transcription"
-        },
-        {
-          "name": "audio-transcription-skills-101",
-          "path": "categories/ai-ml/audio-transcription-skills-101",
-          "invoke": "/graycode:audio-transcription-skills-101"
-        },
-        {
-          "name": "audio-video-dubbing",
-          "path": "categories/ai-ml/audio-video-dubbing",
-          "invoke": "/graycode:audio-video-dubbing"
-        },
-        {
-          "name": "autonomous-agent-design",
-          "path": "categories/ai-ml/autonomous-agent-design",
-          "invoke": "/graycode:autonomous-agent-design"
-        },
-        {
-          "name": "avatar-talking-head",
-          "path": "categories/ai-ml/avatar-talking-head",
-          "invoke": "/graycode:avatar-talking-head"
-        },
-        {
-          "name": "avatar-talking-head-video",
-          "path": "categories/ai-ml/avatar-talking-head-video",
-          "invoke": "/graycode:avatar-talking-head-video"
-        },
-        {
-          "name": "background-removal-tool",
-          "path": "categories/ai-ml/background-removal-tool",
-          "invoke": "/graycode:background-removal-tool"
-        },
-        {
-          "name": "batch-image-editing",
-          "path": "categories/ai-ml/batch-image-editing",
-          "invoke": "/graycode:batch-image-editing"
-        },
-        {
-          "name": "best-model-recommendation",
-          "path": "categories/ai-ml/best-model-recommendation",
-          "invoke": "/graycode:best-model-recommendation"
-        },
-        {
-          "name": "bidirectional-streaming-ai-solution",
-          "path": "categories/ai-ml/bidirectional-streaming-ai-solution",
-          "invoke": "/graycode:bidirectional-streaming-ai-solution"
-        },
-        {
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-          "path": "categories/ai-ml/borderless-data-lakehouse",
-          "invoke": "/graycode:borderless-data-lakehouse"
-        },
-        {
-          "name": "building-ai-agent-on-cloudflare",
-          "path": "categories/ai-ml/building-ai-agent-on-cloudflare",
-          "invoke": "/graycode:building-ai-agent-on-cloudflare"
-        },
-        {
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-          "path": "categories/ai-ml/camera-backend-integration",
-          "invoke": "/graycode:camera-backend-integration"
-        },
-        {
-          "name": "chain-of-thought-prompting",
-          "path": "categories/ai-ml/chain-of-thought-prompting",
-          "invoke": "/graycode:chain-of-thought-prompting"
-        },
-        {
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-          "path": "categories/ai-ml/cinematic-short-video",
-          "invoke": "/graycode:cinematic-short-video"
-        },
-        {
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-          "path": "categories/ai-ml/cinematic-video-generation",
-          "invoke": "/graycode:cinematic-video-generation"
-        },
-        {
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-          "path": "categories/ai-ml/cinematic-video-generation-prime-skills",
-          "invoke": "/graycode:cinematic-video-generation-prime-skills"
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-        {
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-          "invoke": "/graycode:classical-machine-learning"
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-        {
-          "name": "cloud-gpu-model-finetuning",
-          "path": "categories/ai-ml/cloud-gpu-model-finetuning",
-          "invoke": "/graycode:cloud-gpu-model-finetuning"
-        },
-        {
-          "name": "computer-vision",
-          "path": "categories/ai-ml/computer-vision",
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-          "path": "categories/ai-ml/computer-vision-analytics-stack",
-          "invoke": "/graycode:computer-vision-analytics-stack"
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-          "invoke": "/graycode:computer-vision-pipeline-api"
-        },
-        {
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-          "path": "categories/ai-ml/content-moderation-safety",
-          "invoke": "/graycode:content-moderation-safety"
-        },
-        {
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-          "path": "categories/ai-ml/content-safety-moderation",
-          "invoke": "/graycode:content-safety-moderation"
-        },
-        {
-          "name": "conversational-language-understanding",
-          "path": "categories/ai-ml/conversational-language-understanding",
-          "invoke": "/graycode:conversational-language-understanding"
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-        {
-          "name": "cr-next-type-llm",
-          "path": "categories/ai-ml/cr-next-type-llm",
-          "invoke": "/graycode:cr-next-type-llm"
-        },
-        {
-          "name": "cursor-langchain",
-          "path": "categories/ai-ml/cursor-langchain",
-          "invoke": "/graycode:cursor-langchain"
-        },
-        {
-          "name": "cursor-pytorch",
-          "path": "categories/ai-ml/cursor-pytorch",
-          "invoke": "/graycode:cursor-pytorch"
-        },
-        {
-          "name": "cursor-tensorflow",
-          "path": "categories/ai-ml/cursor-tensorflow",
-          "invoke": "/graycode:cursor-tensorflow"
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-          "invoke": "/graycode:custom-video-composition"
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-        {
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-          "path": "categories/ai-ml/design-to-video-import",
-          "invoke": "/graycode:design-to-video-import"
-        },
-        {
-          "name": "desktop-pet-sprite-generator",
-          "path": "categories/ai-ml/desktop-pet-sprite-generator",
-          "invoke": "/graycode:desktop-pet-sprite-generator"
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-        {
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-          "path": "categories/ai-ml/desktop-pet-spritesheet",
-          "invoke": "/graycode:desktop-pet-spritesheet"
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-          "invoke": "/graycode:distributed-model-training"
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-        {
-          "name": "document-batch-translation",
-          "path": "categories/ai-ml/document-batch-translation",
-          "invoke": "/graycode:document-batch-translation"
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-          "path": "categories/ai-ml/document-data-extraction",
-          "invoke": "/graycode:document-data-extraction"
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-          "invoke": "/graycode:enterprise-genai-api"
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-          "invoke": "/graycode:face-swap"
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-          "invoke": "/graycode:face-swap-prime-skills"
-        },
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-          "path": "categories/ai-ml/fast-image-generation",
-          "invoke": "/graycode:fast-image-generation"
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-          "path": "categories/ai-ml/fast-text-to-image",
-          "invoke": "/graycode:fast-text-to-image"
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-        {
-          "name": "feature-engineering",
-          "path": "categories/ai-ml/feature-engineering",
-          "invoke": "/graycode:feature-engineering"
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-        {
-          "name": "feature-store-design",
-          "path": "categories/ai-ml/feature-store-design",
-          "invoke": "/graycode:feature-store-design"
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-          "path": "categories/cursor-rules/blef-800-server-actions",
-          "invoke": "/graycode:blef-800-server-actions"
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-        {
-          "name": "blef-801-fetching-caching",
-          "path": "categories/cursor-rules/blef-801-fetching-caching",
-          "invoke": "/graycode:blef-801-fetching-caching"
-        },
-        {
-          "name": "cr-PatrickJS-awesome",
-          "path": "categories/cursor-rules/cr-PatrickJS-awesome",
-          "invoke": "/graycode:cr-PatrickJS-awesome"
-        },
-        {
-          "name": "cr-ai-agent-specialist",
-          "path": "categories/cursor-rules/cr-ai-agent-specialist",
-          "invoke": "/graycode:cr-ai-agent-specialist"
-        },
-        {
-          "name": "cr-alpha-skills-quant-factor-research",
-          "path": "categories/cursor-rules/cr-alpha-skills-quant-factor-research",
-          "invoke": "/graycode:cr-alpha-skills-quant-factor-research"
-        },
-        {
-          "name": "cr-ascii-simulation-game",
-          "path": "categories/cursor-rules/cr-ascii-simulation-game",
-          "invoke": "/graycode:cr-ascii-simulation-game"
-        },
-        {
-          "name": "cr-aspnet-abp",
-          "path": "categories/cursor-rules/cr-aspnet-abp",
-          "invoke": "/graycode:cr-aspnet-abp"
-        },
-        {
-          "name": "cr-beefreeSDK-nocode-content-editor",
-          "path": "categories/cursor-rules/cr-beefreeSDK-nocode-content-editor",
-          "invoke": "/graycode:cr-beefreeSDK-nocode-content-editor"
-        },
-        {
-          "name": "cr-code-guidelines",
-          "path": "categories/cursor-rules/cr-code-guidelines",
-          "invoke": "/graycode:cr-code-guidelines"
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-        {
-          "name": "cr-code-pair-interviews",
-          "path": "categories/cursor-rules/cr-code-pair-interviews",
-          "invoke": "/graycode:cr-code-pair-interviews"
-        },
-        {
-          "name": "cr-code-style-consistency",
-          "path": "categories/cursor-rules/cr-code-style-consistency",
-          "invoke": "/graycode:cr-code-style-consistency"
-        },
-        {
-          "name": "cr-convex",
-          "path": "categories/cursor-rules/cr-convex",
-          "invoke": "/graycode:cr-convex"
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-          "name": "cr-cpp-programming-guidelines",
-          "path": "categories/cursor-rules/cr-cpp-programming-guidelines",
-          "invoke": "/graycode:cr-cpp-programming-guidelines"
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-        {
-          "name": "cr-cursor-rules-pack-v2",
-          "path": "categories/cursor-rules/cr-cursor-rules-pack-v2",
-          "invoke": "/graycode:cr-cursor-rules-pack-v2"
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-        {
-          "name": "cr-cursorrules-cursor-ai-wordpress-draft-macos-prompt",
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-        },
-        {
-          "name": "cr-deno-integration-techniques",
-          "path": "categories/cursor-rules/cr-deno-integration-techniques",
-          "invoke": "/graycode:cr-deno-integration-techniques"
-        },
-        {
-          "name": "cr-dragonruby-best-practices",
-          "path": "categories/cursor-rules/cr-dragonruby-best-practices",
-          "invoke": "/graycode:cr-dragonruby-best-practices"
-        },
-        {
-          "name": "cr-drupal-11",
-          "path": "categories/cursor-rules/cr-drupal-11",
-          "invoke": "/graycode:cr-drupal-11"
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-        {
-          "name": "cr-elixir-engineer-guidelines",
-          "path": "categories/cursor-rules/cr-elixir-engineer-guidelines",
-          "invoke": "/graycode:cr-elixir-engineer-guidelines"
-        },
-        {
-          "name": "cr-engineering-ticket-template",
-          "path": "categories/cursor-rules/cr-engineering-ticket-template",
-          "invoke": "/graycode:cr-engineering-ticket-template"
-        },
-        {
-          "name": "cr-es-module-nodejs-guidelines",
-          "path": "categories/cursor-rules/cr-es-module-nodejs-guidelines",
-          "invoke": "/graycode:cr-es-module-nodejs-guidelines"
-        },
-        {
-          "name": "cr-github",
-          "path": "categories/cursor-rules/cr-github",
-          "invoke": "/graycode:cr-github"
-        },
-        {
-          "name": "cr-github-code-quality",
-          "path": "categories/cursor-rules/cr-github-code-quality",
-          "invoke": "/graycode:cr-github-code-quality"
-        },
-        {
-          "name": "cr-graphical-apps-development",
-          "path": "categories/cursor-rules/cr-graphical-apps-development",
-          "invoke": "/graycode:cr-graphical-apps-development"
-        },
-        {
-          "name": "cr-helium-mcp",
-          "path": "categories/cursor-rules/cr-helium-mcp",
-          "invoke": "/graycode:cr-helium-mcp"
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-        {
-          "name": "cr-how-to-documentation",
-          "path": "categories/cursor-rules/cr-how-to-documentation",
-          "invoke": "/graycode:cr-how-to-documentation"
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-        {
-          "name": "cr-htmx-basic",
-          "path": "categories/cursor-rules/cr-htmx-basic",
-          "invoke": "/graycode:cr-htmx-basic"
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-        {
-          "name": "cr-htmx-go-basic",
-          "path": "categories/cursor-rules/cr-htmx-go-basic",
-          "invoke": "/graycode:cr-htmx-go-basic"
-        },
-        {
-          "name": "cr-htmx-go-fiber",
-          "path": "categories/cursor-rules/cr-htmx-go-fiber",
-          "invoke": "/graycode:cr-htmx-go-fiber"
-        },
-        {
-          "name": "cr-java-general-purpose",
-          "path": "categories/cursor-rules/cr-java-general-purpose",
-          "invoke": "/graycode:cr-java-general-purpose"
-        },
-        {
-          "name": "cr-java-springboot-jpa",
-          "path": "categories/cursor-rules/cr-java-springboot-jpa",
-          "invoke": "/graycode:cr-java-springboot-jpa"
-        },
-        {
-          "name": "cr-javascript-chrome-apis",
-          "path": "categories/cursor-rules/cr-javascript-chrome-apis",
-          "invoke": "/graycode:cr-javascript-chrome-apis"
-        },
-        {
-          "name": "cr-knative-istio-typesense-gpu",
-          "path": "categories/cursor-rules/cr-knative-istio-typesense-gpu",
-          "invoke": "/graycode:cr-knative-istio-typesense-gpu"
-        },
-        {
-          "name": "cr-landing-page-image-quality",
-          "path": "categories/cursor-rules/cr-landing-page-image-quality",
-          "invoke": "/graycode:cr-landing-page-image-quality"
-        },
-        {
-          "name": "cr-laravel-php-83",
-          "path": "categories/cursor-rules/cr-laravel-php-83",
-          "invoke": "/graycode:cr-laravel-php-83"
-        },
-        {
-          "name": "cr-laravel-tall-stack-best-practices",
-          "path": "categories/cursor-rules/cr-laravel-tall-stack-best-practices",
-          "invoke": "/graycode:cr-laravel-tall-stack-best-practices"
-        },
-        {
-          "name": "cr-manifest-yaml",
-          "path": "categories/cursor-rules/cr-manifest-yaml",
-          "invoke": "/graycode:cr-manifest-yaml"
-        },
-        {
-          "name": "cr-medusa",
-          "path": "categories/cursor-rules/cr-medusa",
-          "invoke": "/graycode:cr-medusa"
-        },
-        {
-          "name": "cr-momen-cursurrules-prompt-file",
-          "path": "categories/cursor-rules/cr-momen-cursurrules-prompt-file",
-          "invoke": "/graycode:cr-momen-cursurrules-prompt-file"
-        },
-        {
-          "name": "cr-nativescript",
-          "path": "categories/cursor-rules/cr-nativescript",
-          "invoke": "/graycode:cr-nativescript"
-        },
-        {
-          "name": "cr-netlify-official",
-          "path": "categories/cursor-rules/cr-netlify-official",
-          "invoke": "/graycode:cr-netlify-official"
-        },
-        {
-          "name": "cr-optimize-dry-solid-principles",
-          "path": "categories/cursor-rules/cr-optimize-dry-solid-principles",
-          "invoke": "/graycode:cr-optimize-dry-solid-principles"
-        },
-        {
-          "name": "cr-optimize-rell-blockchain-code",
-          "path": "categories/cursor-rules/cr-optimize-rell-blockchain-code",
-          "invoke": "/graycode:cr-optimize-rell-blockchain-code"
-        },
-        {
-          "name": "cr-pandas-scikit-learn-guide",
-          "path": "categories/cursor-rules/cr-pandas-scikit-learn-guide",
-          "invoke": "/graycode:cr-pandas-scikit-learn-guide"
-        },
-        {
-          "name": "cr-plasticode-telegram-api",
-          "path": "categories/cursor-rules/cr-plasticode-telegram-api",
-          "invoke": "/graycode:cr-plasticode-telegram-api"
-        },
-        {
-          "name": "cr-pr-review",
-          "path": "categories/cursor-rules/cr-pr-review",
-          "invoke": "/graycode:cr-pr-review"
-        },
-        {
-          "name": "cr-pr-template",
-          "path": "categories/cursor-rules/cr-pr-template",
-          "invoke": "/graycode:cr-pr-template"
-        },
-        {
-          "name": "cr-project-epic-template",
-          "path": "categories/cursor-rules/cr-project-epic-template",
-          "invoke": "/graycode:cr-project-epic-template"
-        },
-        {
-          "name": "cr-qa-bug-report",
-          "path": "categories/cursor-rules/cr-qa-bug-report",
-          "invoke": "/graycode:cr-qa-bug-report"
-        },
-        {
-          "name": "cr-qwik-basic",
-          "path": "categories/cursor-rules/cr-qwik-basic",
-          "invoke": "/graycode:cr-qwik-basic"
-        },
-        {
-          "name": "cr-r",
-          "path": "categories/cursor-rules/cr-r",
-          "invoke": "/graycode:cr-r"
-        },
-        {
-          "name": "cr-rails",
-          "path": "categories/cursor-rules/cr-rails",
-          "invoke": "/graycode:cr-rails"
-        },
-        {
-          "name": "cr-readme-best-practices",
-          "path": "categories/cursor-rules/cr-readme-best-practices",
-          "invoke": "/graycode:cr-readme-best-practices"
-        },
-        {
-          "name": "cr-rtl-right-to-left-i18n",
-          "path": "categories/cursor-rules/cr-rtl-right-to-left-i18n",
-          "invoke": "/graycode:cr-rtl-right-to-left-i18n"
-        },
-        {
-          "name": "cr-snowflake-cortex-ai",
-          "path": "categories/cursor-rules/cr-snowflake-cortex-ai",
-          "invoke": "/graycode:cr-snowflake-cortex-ai"
-        },
-        {
-          "name": "cr-snowflake-data-engineering",
-          "path": "categories/cursor-rules/cr-snowflake-data-engineering",
-          "invoke": "/graycode:cr-snowflake-data-engineering"
-        },
-        {
-          "name": "cr-snowflake-snowpark-dbt",
-          "path": "categories/cursor-rules/cr-snowflake-snowpark-dbt",
-          "invoke": "/graycode:cr-snowflake-snowpark-dbt"
-        },
-        {
-          "name": "cr-solidity-foundry",
-          "path": "categories/cursor-rules/cr-solidity-foundry",
-          "invoke": "/graycode:cr-solidity-foundry"
-        },
-        {
-          "name": "cr-solidity-hardhat",
-          "path": "categories/cursor-rules/cr-solidity-hardhat",
-          "invoke": "/graycode:cr-solidity-hardhat"
-        },
-        {
-          "name": "cr-solidjs-basic",
-          "path": "categories/cursor-rules/cr-solidjs-basic",
-          "invoke": "/graycode:cr-solidjs-basic"
-        },
-        {
-          "name": "cr-tanstack-query-v5",
-          "path": "categories/cursor-rules/cr-tanstack-query-v5",
-          "invoke": "/graycode:cr-tanstack-query-v5"
-        },
-        {
-          "name": "cr-tanstack-start",
-          "path": "categories/cursor-rules/cr-tanstack-start",
-          "invoke": "/graycode:cr-tanstack-start"
-        },
-        {
-          "name": "cr-typo3cms-extension",
-          "path": "categories/cursor-rules/cr-typo3cms-extension",
-          "invoke": "/graycode:cr-typo3cms-extension"
-        },
-        {
-          "name": "cr-uikit-guidelines",
-          "path": "categories/cursor-rules/cr-uikit-guidelines",
-          "invoke": "/graycode:cr-uikit-guidelines"
-        },
-        {
-          "name": "cr-unity-cursor-ai-c",
-          "path": "categories/cursor-rules/cr-unity-cursor-ai-c",
-          "invoke": "/graycode:cr-unity-cursor-ai-c"
-        },
-        {
-          "name": "cr-vercel-deployment",
-          "path": "categories/cursor-rules/cr-vercel-deployment",
-          "invoke": "/graycode:cr-vercel-deployment"
-        },
-        {
-          "name": "cr-web-app-optimization",
-          "path": "categories/cursor-rules/cr-web-app-optimization",
-          "invoke": "/graycode:cr-web-app-optimization"
-        },
-        {
-          "name": "cr-webassembly-z80-cellular-automata",
-          "path": "categories/cursor-rules/cr-webassembly-z80-cellular-automata",
-          "invoke": "/graycode:cr-webassembly-z80-cellular-automata"
-        },
-        {
-          "name": "cr-wordpress-claude-stack",
-          "path": "categories/cursor-rules/cr-wordpress-claude-stack",
-          "invoke": "/graycode:cr-wordpress-claude-stack"
-        },
-        {
-          "name": "cr-wordpress-php-guzzle-gutenberg",
-          "path": "categories/cursor-rules/cr-wordpress-php-guzzle-gutenberg",
-          "invoke": "/graycode:cr-wordpress-php-guzzle-gutenberg"
-        },
-        {
-          "name": "cr-xian-smart-contracts-cursor-rules-prompt-file",
-          "path": "categories/cursor-rules/cr-xian-smart-contracts-cursor-rules-prompt-file",
-          "invoke": "/graycode:cr-xian-smart-contracts-cursor-rules-prompt-file"
-        },
-        {
-          "name": "extra-add-to-changelog",
-          "path": "categories/cursor-rules/extra-add-to-changelog",
-          "invoke": "/graycode:extra-add-to-changelog"
-        },
-        {
-          "name": "extra-analyze-issue",
-          "path": "categories/cursor-rules/extra-analyze-issue",
-          "invoke": "/graycode:extra-analyze-issue"
-        },
-        {
-          "name": "extra-android",
-          "path": "categories/cursor-rules/extra-android",
-          "invoke": "/graycode:extra-android"
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-        {
-          "name": "extra-android_bak",
-          "path": "categories/cursor-rules/extra-android_bak",
-          "invoke": "/graycode:extra-android_bak"
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-        {
-          "name": "extra-appkit",
-          "path": "categories/cursor-rules/extra-appkit",
-          "invoke": "/graycode:extra-appkit"
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-        {
-          "name": "extra-bug-fix",
-          "path": "categories/cursor-rules/extra-bug-fix",
-          "invoke": "/graycode:extra-bug-fix"
-        },
-        {
-          "name": "extra-c#",
-          "path": "categories/cursor-rules/extra-c#",
-          "invoke": "/graycode:extra-c#"
-        },
-        {
-          "name": "extra-c++",
-          "path": "categories/cursor-rules/extra-c++",
-          "invoke": "/graycode:extra-c++"
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-        {
-          "name": "extra-check",
-          "path": "categories/cursor-rules/extra-check",
-          "invoke": "/graycode:extra-check"
-        },
-        {
-          "name": "extra-clean",
-          "path": "categories/cursor-rules/extra-clean",
-          "invoke": "/graycode:extra-clean"
-        },
-        {
-          "name": "extra-code-analysis",
-          "path": "categories/cursor-rules/extra-code-analysis",
-          "invoke": "/graycode:extra-code-analysis"
-        },
-        {
-          "name": "extra-commit",
-          "path": "categories/cursor-rules/extra-commit",
-          "invoke": "/graycode:extra-commit"
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-        {
-          "name": "extra-commit-fast",
-          "path": "categories/cursor-rules/extra-commit-fast",
-          "invoke": "/graycode:extra-commit-fast"
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-        {
-          "name": "extra-context-prime",
-          "path": "categories/cursor-rules/extra-context-prime",
-          "invoke": "/graycode:extra-context-prime"
-        },
-        {
-          "name": "extra-continuous-improvement",
-          "path": "categories/cursor-rules/extra-continuous-improvement",
-          "invoke": "/graycode:extra-continuous-improvement"
-        },
-        {
-          "name": "extra-core",
-          "path": "categories/cursor-rules/extra-core",
-          "invoke": "/graycode:extra-core"
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-        {
-          "name": "extra-create-command",
-          "path": "categories/cursor-rules/extra-create-command",
-          "invoke": "/graycode:extra-create-command"
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-        {
-          "name": "extra-create-docs",
-          "path": "categories/cursor-rules/extra-create-docs",
-          "invoke": "/graycode:extra-create-docs"
-        },
-        {
-          "name": "extra-css",
-          "path": "categories/cursor-rules/extra-css",
-          "invoke": "/graycode:extra-css"
-        },
-        {
-          "name": "extra-cursor-rules-meta-guide",
-          "path": "categories/cursor-rules/extra-cursor-rules-meta-guide",
-          "invoke": "/graycode:extra-cursor-rules-meta-guide"
-        },
-        {
-          "name": "extra-django",
-          "path": "categories/cursor-rules/extra-django",
-          "invoke": "/graycode:extra-django"
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-        {
-          "name": "extra-document",
-          "path": "categories/cursor-rules/extra-document",
-          "invoke": "/graycode:extra-document"
-        },
-        {
-          "name": "extra-fastapi",
-          "path": "categories/cursor-rules/extra-fastapi",
-          "invoke": "/graycode:extra-fastapi"
-        },
-        {
-          "name": "extra-five",
-          "path": "categories/cursor-rules/extra-five",
-          "invoke": "/graycode:extra-five"
-        },
-        {
-          "name": "extra-flask",
-          "path": "categories/cursor-rules/extra-flask",
-          "invoke": "/graycode:extra-flask"
-        },
-        {
-          "name": "extra-flutter",
-          "path": "categories/cursor-rules/extra-flutter",
-          "invoke": "/graycode:extra-flutter"
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-        {
-          "name": "extra-general",
-          "path": "categories/cursor-rules/extra-general",
-          "invoke": "/graycode:extra-general"
-        },
-        {
-          "name": "extra-git",
-          "path": "categories/cursor-rules/extra-git",
-          "invoke": "/graycode:extra-git"
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-        {
-          "name": "extra-gitflow",
-          "path": "categories/cursor-rules/extra-gitflow",
-          "invoke": "/graycode:extra-gitflow"
-        },
-        {
-          "name": "extra-github-issue-creation",
-          "path": "categories/cursor-rules/extra-github-issue-creation",
-          "invoke": "/graycode:extra-github-issue-creation"
-        },
-        {
-          "name": "extra-golang",
-          "path": "categories/cursor-rules/extra-golang",
-          "invoke": "/graycode:extra-golang"
-        },
-        {
-          "name": "extra-implement-task",
-          "path": "categories/cursor-rules/extra-implement-task",
-          "invoke": "/graycode:extra-implement-task"
-        },
-        {
-          "name": "extra-java",
-          "path": "categories/cursor-rules/extra-java",
-          "invoke": "/graycode:extra-java"
-        },
-        {
-          "name": "extra-kotlin",
-          "path": "categories/cursor-rules/extra-kotlin",
-          "invoke": "/graycode:extra-kotlin"
-        },
-        {
-          "name": "extra-mcp-best-practices",
-          "path": "categories/cursor-rules/extra-mcp-best-practices",
-          "invoke": "/graycode:extra-mcp-best-practices"
-        },
-        {
-          "name": "extra-mcp-inspector-debugging",
-          "path": "categories/cursor-rules/extra-mcp-inspector-debugging",
-          "invoke": "/graycode:extra-mcp-inspector-debugging"
-        },
-        {
-          "name": "extra-mcp-peekaboo-setup",
-          "path": "categories/cursor-rules/extra-mcp-peekaboo-setup",
-          "invoke": "/graycode:extra-mcp-peekaboo-setup"
-        },
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-          "name": "extra-mcp-releasing",
-          "path": "categories/cursor-rules/extra-mcp-releasing",
-          "invoke": "/graycode:extra-mcp-releasing"
-        },
-        {
-          "name": "extra-mcp-sync-rule",
-          "path": "categories/cursor-rules/extra-mcp-sync-rule",
-          "invoke": "/graycode:extra-mcp-sync-rule"
-        },
-        {
-          "name": "extra-mermaid",
-          "path": "categories/cursor-rules/extra-mermaid",
-          "invoke": "/graycode:extra-mermaid"
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-        {
-          "name": "extra-modern-swift",
-          "path": "categories/cursor-rules/extra-modern-swift",
-          "invoke": "/graycode:extra-modern-swift"
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-          "name": "extra-nextjs",
-          "path": "categories/cursor-rules/extra-nextjs",
-          "invoke": "/graycode:extra-nextjs"
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-          "name": "extra-pr-review",
-          "path": "categories/cursor-rules/extra-pr-review",
-          "invoke": "/graycode:extra-pr-review"
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-        {
-          "name": "extra-project-structure",
-          "path": "categories/cursor-rules/extra-project-structure",
-          "invoke": "/graycode:extra-project-structure"
-        },
-        {
-          "name": "extra-python",
-          "path": "categories/cursor-rules/extra-python",
-          "invoke": "/graycode:extra-python"
-        },
-        {
-          "name": "extra-react",
-          "path": "categories/cursor-rules/extra-react",
-          "invoke": "/graycode:extra-react"
-        },
-        {
-          "name": "extra-react-hook-form",
-          "path": "categories/cursor-rules/extra-react-hook-form",
-          "invoke": "/graycode:extra-react-hook-form"
-        },
-        {
-          "name": "extra-react-native",
-          "path": "categories/cursor-rules/extra-react-native",
-          "invoke": "/graycode:extra-react-native"
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-          "name": "extra-safari-automation",
-          "path": "categories/cursor-rules/extra-safari-automation",
-          "invoke": "/graycode:extra-safari-automation"
-        },
-        {
-          "name": "extra-screenshot-automation",
-          "path": "categories/cursor-rules/extra-screenshot-automation",
-          "invoke": "/graycode:extra-screenshot-automation"
-        },
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-          "invoke": "/graycode:extra-zustand"
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-          "invoke": "/graycode:mdc-accessibility"
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-          "invoke": "/graycode:mdc-ai-friendly-coding-practices"
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-          "invoke": "/graycode:mdc-ai-interaction-guidelines"
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-          "invoke": "/graycode:mdc-ai-sdk-rsc-integration-rules"
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-          "invoke": "/graycode:mdc-aiohttp"
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-          "invoke": "/graycode:mdc-alembic-database-migrations"
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-          "invoke": "/graycode:mdc-alpine-js-usage-rules"
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-          "invoke": "/graycode:mdc-ant-design"
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-          "path": "categories/cursor-rules/mdc-anyio",
-          "invoke": "/graycode:mdc-anyio"
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-          "invoke": "/graycode:mdc-api-documentation-rule"
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-          "invoke": "/graycode:mdc-apollo-caching"
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-          "invoke": "/graycode:mdc-apollo-client"
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-          "invoke": "/graycode:mdc-apollo-custom-hooks"
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-          "invoke": "/graycode:mdc-apollo-graphql"
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-          "invoke": "/graycode:mdc-apollo-provider-setup"
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-          "invoke": "/graycode:mdc-application-password-rule"
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-          "invoke": "/graycode:mdc-army-and-battle-mechanics-rule"
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-          "invoke": "/graycode:mdc-asp-net"
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-          "invoke": "/graycode:mdc-assistant-response-rules"
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-          "invoke": "/graycode:mdc-astro"
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-          "path": "categories/cursor-rules/mdc-astro-build-and-deployment",
-          "invoke": "/graycode:mdc-astro-build-and-deployment"
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-          "invoke": "/graycode:mdc-astro-component-development"
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-          "invoke": "/graycode:mdc-astro-content-management"
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-          "invoke": "/graycode:mdc-astro-data-fetching"
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-          "invoke": "/graycode:mdc-astro-development-guidelines"
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-          "invoke": "/graycode:mdc-astro-general"
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-          "path": "categories/cursor-rules/mdc-astro-integrations-and-plugins",
-          "invoke": "/graycode:mdc-astro-integrations-and-plugins"
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-          "path": "categories/cursor-rules/mdc-astro-performance-optimization",
-          "invoke": "/graycode:mdc-astro-performance-optimization"
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-          "path": "categories/cursor-rules/mdc-astro-project-structure",
-          "invoke": "/graycode:mdc-astro-project-structure"
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-          "path": "categories/cursor-rules/mdc-astro-routing-and-pages",
-          "invoke": "/graycode:mdc-astro-routing-and-pages"
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-          "path": "categories/cursor-rules/mdc-astro-seo-and-meta-tags",
-          "invoke": "/graycode:mdc-astro-seo-and-meta-tags"
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-          "invoke": "/graycode:mdc-astro-styling"
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-          "invoke": "/graycode:mdc-async-operations"
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-          "path": "categories/cursor-rules/mdc-asynchronous-programming-preference",
-          "invoke": "/graycode:mdc-asynchronous-programming-preference"
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-          "path": "categories/cursor-rules/mdc-asyncio",
-          "invoke": "/graycode:mdc-asyncio"
-        },
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-          "name": "mdc-autogen",
-          "path": "categories/cursor-rules/mdc-autogen",
-          "invoke": "/graycode:mdc-autogen"
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-          "path": "categories/cursor-rules/mdc-automation-script-rule",
-          "invoke": "/graycode:mdc-automation-script-rule"
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-          "path": "categories/cursor-rules/mdc-babel-configuration-for-nativewind",
-          "invoke": "/graycode:mdc-babel-configuration-for-nativewind"
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-          "invoke": "/graycode:mdc-backend-communication-rules"
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-          "invoke": "/graycode:mdc-backend-development-rules"
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-          "invoke": "/graycode:mdc-backend-performance-optimization"
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-          "invoke": "/graycode:mdc-backend-stack-rules"
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-          "name": "mdc-bash",
-          "path": "categories/cursor-rules/mdc-bash",
-          "invoke": "/graycode:mdc-bash"
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-          "path": "categories/cursor-rules/mdc-bcrypt-rules",
-          "invoke": "/graycode:mdc-bcrypt-rules"
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-          "path": "categories/cursor-rules/mdc-beautifulsoup4",
-          "invoke": "/graycode:mdc-beautifulsoup4"
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-          "path": "categories/cursor-rules/mdc-behave",
-          "invoke": "/graycode:mdc-behave"
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-          "path": "categories/cursor-rules/mdc-best-practices-guidelines",
-          "invoke": "/graycode:mdc-best-practices-guidelines"
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-          "path": "categories/cursor-rules/mdc-biome-rules",
-          "invoke": "/graycode:mdc-biome-rules"
-        },
-        {
-          "name": "mdc-black",
-          "path": "categories/cursor-rules/mdc-black",
-          "invoke": "/graycode:mdc-black"
-        },
-        {
-          "name": "mdc-boto3",
-          "path": "categories/cursor-rules/mdc-boto3",
-          "invoke": "/graycode:mdc-boto3"
-        },
-        {
-          "name": "mdc-bottle",
-          "path": "categories/cursor-rules/mdc-bottle",
-          "invoke": "/graycode:mdc-bottle"
-        },
-        {
-          "name": "mdc-browser-api-usage-rules",
-          "path": "categories/cursor-rules/mdc-browser-api-usage-rules",
-          "invoke": "/graycode:mdc-browser-api-usage-rules"
-        },
-        {
-          "name": "mdc-bug-handling-with-todo-comments",
-          "path": "categories/cursor-rules/mdc-bug-handling-with-todo-comments",
-          "invoke": "/graycode:mdc-bug-handling-with-todo-comments"
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-        {
-          "name": "mdc-build-and-deployment-rules",
-          "path": "categories/cursor-rules/mdc-build-and-deployment-rules",
-          "invoke": "/graycode:mdc-build-and-deployment-rules"
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-        {
-          "name": "mdc-build-notes-file-rules",
-          "path": "categories/cursor-rules/mdc-build-notes-file-rules",
-          "invoke": "/graycode:mdc-build-notes-file-rules"
-        },
-        {
-          "name": "mdc-build-notes-guidelines",
-          "path": "categories/cursor-rules/mdc-build-notes-guidelines",
-          "invoke": "/graycode:mdc-build-notes-guidelines"
-        },
-        {
-          "name": "mdc-bun",
-          "path": "categories/cursor-rules/mdc-bun",
-          "invoke": "/graycode:mdc-bun"
-        },
-        {
-          "name": "mdc-c-sharp",
-          "path": "categories/cursor-rules/mdc-c-sharp",
-          "invoke": "/graycode:mdc-c-sharp"
-        },
-        {
-          "name": "mdc-cairo-contract-rules",
-          "path": "categories/cursor-rules/mdc-cairo-contract-rules",
-          "invoke": "/graycode:mdc-cairo-contract-rules"
-        },
-        {
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-          "path": "categories/cursor-rules/mdc-chakra-ui",
-          "invoke": "/graycode:mdc-chakra-ui"
-        },
-        {
-          "name": "mdc-chakra-ui---accessibility-features",
-          "path": "categories/cursor-rules/mdc-chakra-ui---accessibility-features",
-          "invoke": "/graycode:mdc-chakra-ui---accessibility-features"
-        },
-        {
-          "name": "mdc-chakra-ui---component-composition",
-          "path": "categories/cursor-rules/mdc-chakra-ui---component-composition",
-          "invoke": "/graycode:mdc-chakra-ui---component-composition"
-        },
-        {
-          "name": "mdc-chakra-ui---dark-mode-implementation",
-          "path": "categories/cursor-rules/mdc-chakra-ui---dark-mode-implementation",
-          "invoke": "/graycode:mdc-chakra-ui---dark-mode-implementation"
-        },
-        {
-          "name": "mdc-chakra-ui---performance-optimization",
-          "path": "categories/cursor-rules/mdc-chakra-ui---performance-optimization",
-          "invoke": "/graycode:mdc-chakra-ui---performance-optimization"
-        },
-        {
-          "name": "mdc-chakra-ui---responsive-design",
-          "path": "categories/cursor-rules/mdc-chakra-ui---responsive-design",
-          "invoke": "/graycode:mdc-chakra-ui---responsive-design"
-        },
-        {
-          "name": "mdc-chakra-ui---semantic-html-rendering",
-          "path": "categories/cursor-rules/mdc-chakra-ui---semantic-html-rendering",
-          "invoke": "/graycode:mdc-chakra-ui---semantic-html-rendering"
-        },
-        {
-          "name": "mdc-chakra-ui---theme-directory-rules",
-          "path": "categories/cursor-rules/mdc-chakra-ui---theme-directory-rules",
-          "invoke": "/graycode:mdc-chakra-ui---theme-directory-rules"
-        },
-        {
-          "name": "mdc-chakra-ui-best-practices",
-          "path": "categories/cursor-rules/mdc-chakra-ui-best-practices",
-          "invoke": "/graycode:mdc-chakra-ui-best-practices"
-        },
-        {
-          "name": "mdc-check-x-md-content-rule",
-          "path": "categories/cursor-rules/mdc-check-x-md-content-rule",
-          "invoke": "/graycode:mdc-check-x-md-content-rule"
-        },
-        {
-          "name": "mdc-cheerio",
-          "path": "categories/cursor-rules/mdc-cheerio",
-          "invoke": "/graycode:mdc-cheerio"
-        },
-        {
-          "name": "mdc-chemistry-ml---data-handling-and-preprocessing",
-          "path": "categories/cursor-rules/mdc-chemistry-ml---data-handling-and-preprocessing",
-          "invoke": "/graycode:mdc-chemistry-ml---data-handling-and-preprocessing"
-        },
-        {
-          "name": "mdc-chemistry-ml---model-evaluation-and-interpretation",
-          "path": "categories/cursor-rules/mdc-chemistry-ml---model-evaluation-and-interpretation",
-          "invoke": "/graycode:mdc-chemistry-ml---model-evaluation-and-interpretation"
-        },
-        {
-          "name": "mdc-chemistry-ml---rdkit-usage",
-          "path": "categories/cursor-rules/mdc-chemistry-ml---rdkit-usage",
-          "invoke": "/graycode:mdc-chemistry-ml---rdkit-usage"
-        },
-        {
-          "name": "mdc-chemistry-ml---reproducibility-and-version-control",
-          "path": "categories/cursor-rules/mdc-chemistry-ml---reproducibility-and-version-control",
-          "invoke": "/graycode:mdc-chemistry-ml---reproducibility-and-version-control"
-        },
-        {
-          "name": "mdc-chemistry-ml---scikit-learn-models",
-          "path": "categories/cursor-rules/mdc-chemistry-ml---scikit-learn-models",
-          "invoke": "/graycode:mdc-chemistry-ml---scikit-learn-models"
-        },
-        {
-          "name": "mdc-chemistry-ml---tauri-integration",
-          "path": "categories/cursor-rules/mdc-chemistry-ml---tauri-integration",
-          "invoke": "/graycode:mdc-chemistry-ml---tauri-integration"
-        },
-        {
-          "name": "mdc-chrome-extension-general-rules",
-          "path": "categories/cursor-rules/mdc-chrome-extension-general-rules",
-          "invoke": "/graycode:mdc-chrome-extension-general-rules"
-        },
-        {
-          "name": "mdc-chrome-extension-manifest-rules",
-          "path": "categories/cursor-rules/mdc-chrome-extension-manifest-rules",
-          "invoke": "/graycode:mdc-chrome-extension-manifest-rules"
-        },
-        {
-          "name": "mdc-circleci",
-          "path": "categories/cursor-rules/mdc-circleci",
-          "invoke": "/graycode:mdc-circleci"
-        },
-        {
-          "name": "mdc-ckeditor-rules",
-          "path": "categories/cursor-rules/mdc-ckeditor-rules",
-          "invoke": "/graycode:mdc-ckeditor-rules"
-        },
-        {
-          "name": "mdc-clarification-requirement",
-          "path": "categories/cursor-rules/mdc-clarification-requirement",
-          "invoke": "/graycode:mdc-clarification-requirement"
-        },
-        {
-          "name": "mdc-class-based-state-management",
-          "path": "categories/cursor-rules/mdc-class-based-state-management",
-          "invoke": "/graycode:mdc-class-based-state-management"
-        },
-        {
-          "name": "mdc-clerk",
-          "path": "categories/cursor-rules/mdc-clerk",
-          "invoke": "/graycode:mdc-clerk"
-        },
-        {
-          "name": "mdc-click",
-          "path": "categories/cursor-rules/mdc-click",
-          "invoke": "/graycode:mdc-click"
-        },
-        {
-          "name": "mdc-code-commenting-standards",
-          "path": "categories/cursor-rules/mdc-code-commenting-standards",
-          "invoke": "/graycode:mdc-code-commenting-standards"
-        },
-        {
-          "name": "mdc-code-formatting-with-ruff",
-          "path": "categories/cursor-rules/mdc-code-formatting-with-ruff",
-          "invoke": "/graycode:mdc-code-formatting-with-ruff"
-        },
-        {
-          "name": "mdc-code-organization-rules",
-          "path": "categories/cursor-rules/mdc-code-organization-rules",
-          "invoke": "/graycode:mdc-code-organization-rules"
-        },
-        {
-          "name": "mdc-code-output-rules",
-          "path": "categories/cursor-rules/mdc-code-output-rules",
-          "invoke": "/graycode:mdc-code-output-rules"
-        },
-        {
-          "name": "mdc-code-quality-and-best-practices",
-          "path": "categories/cursor-rules/mdc-code-quality-and-best-practices",
-          "invoke": "/graycode:mdc-code-quality-and-best-practices"
-        },
-        {
-          "name": "mdc-code-quality-standards",
-          "path": "categories/cursor-rules/mdc-code-quality-standards",
-          "invoke": "/graycode:mdc-code-quality-standards"
-        },
-        {
-          "name": "mdc-code-quality-tools",
-          "path": "categories/cursor-rules/mdc-code-quality-tools",
-          "invoke": "/graycode:mdc-code-quality-tools"
-        },
-        {
-          "name": "mdc-code-style",
-          "path": "categories/cursor-rules/mdc-code-style",
-          "invoke": "/graycode:mdc-code-style"
-        },
-        {
-          "name": "mdc-code-style-and-formatting-rules",
-          "path": "categories/cursor-rules/mdc-code-style-and-formatting-rules",
-          "invoke": "/graycode:mdc-code-style-and-formatting-rules"
-        },
-        {
-          "name": "mdc-code-style-and-improvements",
-          "path": "categories/cursor-rules/mdc-code-style-and-improvements",
-          "invoke": "/graycode:mdc-code-style-and-improvements"
-        },
-        {
-          "name": "mdc-code-style-and-structure-rule",
-          "path": "categories/cursor-rules/mdc-code-style-and-structure-rule",
-          "invoke": "/graycode:mdc-code-style-and-structure-rule"
-        },
-        {
-          "name": "mdc-code-style-and-structure-rules",
-          "path": "categories/cursor-rules/mdc-code-style-and-structure-rules",
-          "invoke": "/graycode:mdc-code-style-and-structure-rules"
-        },
-        {
-          "name": "mdc-code-writing-standards",
-          "path": "categories/cursor-rules/mdc-code-writing-standards",
-          "invoke": "/graycode:mdc-code-writing-standards"
-        },
-        {
-          "name": "mdc-codemirror",
-          "path": "categories/cursor-rules/mdc-codemirror",
-          "invoke": "/graycode:mdc-codemirror"
-        },
-        {
-          "name": "mdc-coding-guidelines---dry-and-functional-style",
-          "path": "categories/cursor-rules/mdc-coding-guidelines---dry-and-functional-style",
-          "invoke": "/graycode:mdc-coding-guidelines---dry-and-functional-style"
-        },
-        {
-          "name": "mdc-coding-guidelines---early-returns-and-conditionals",
-          "path": "categories/cursor-rules/mdc-coding-guidelines---early-returns-and-conditionals",
-          "invoke": "/graycode:mdc-coding-guidelines---early-returns-and-conditionals"
-        },
-        {
-          "name": "mdc-coding-guidelines---naming-and-constants",
-          "path": "categories/cursor-rules/mdc-coding-guidelines---naming-and-constants",
-          "invoke": "/graycode:mdc-coding-guidelines---naming-and-constants"
-        },
-        {
-          "name": "mdc-coding-process-rules",
-          "path": "categories/cursor-rules/mdc-coding-process-rules",
-          "invoke": "/graycode:mdc-coding-process-rules"
-        },
-        {
-          "name": "mdc-coding-style-rules",
-          "path": "categories/cursor-rules/mdc-coding-style-rules",
-          "invoke": "/graycode:mdc-coding-style-rules"
-        },
-        {
-          "name": "mdc-collaboration-and-version-control-rules",
-          "path": "categories/cursor-rules/mdc-collaboration-and-version-control-rules",
-          "invoke": "/graycode:mdc-collaboration-and-version-control-rules"
-        },
-        {
-          "name": "mdc-comment-usage",
-          "path": "categories/cursor-rules/mdc-comment-usage",
-          "invoke": "/graycode:mdc-comment-usage"
-        },
-        {
-          "name": "mdc-communication-and-problem-solving",
-          "path": "categories/cursor-rules/mdc-communication-and-problem-solving",
-          "invoke": "/graycode:mdc-communication-and-problem-solving"
-        },
-        {
-          "name": "mdc-communication-tone",
-          "path": "categories/cursor-rules/mdc-communication-tone",
-          "invoke": "/graycode:mdc-communication-tone"
-        },
-        {
-          "name": "mdc-component-development-rules",
-          "path": "categories/cursor-rules/mdc-component-development-rules",
-          "invoke": "/graycode:mdc-component-development-rules"
-        },
-        {
-          "name": "mdc-component-file-structure",
-          "path": "categories/cursor-rules/mdc-component-file-structure",
-          "invoke": "/graycode:mdc-component-file-structure"
-        },
-        {
-          "name": "mdc-component-naming-and-directory-structure",
-          "path": "categories/cursor-rules/mdc-component-naming-and-directory-structure",
-          "invoke": "/graycode:mdc-component-naming-and-directory-structure"
-        },
-        {
-          "name": "mdc-component-structure-rules",
-          "path": "categories/cursor-rules/mdc-component-structure-rules",
-          "invoke": "/graycode:mdc-component-structure-rules"
-        },
-        {
-          "name": "mdc-composer-dependency-management",
-          "path": "categories/cursor-rules/mdc-composer-dependency-management",
-          "invoke": "/graycode:mdc-composer-dependency-management"
-        },
-        {
-          "name": "mdc-comprehensive-type-annotations",
-          "path": "categories/cursor-rules/mdc-comprehensive-type-annotations",
-          "invoke": "/graycode:mdc-comprehensive-type-annotations"
-        },
-        {
-          "name": "mdc-conditional-encapsulation",
-          "path": "categories/cursor-rules/mdc-conditional-encapsulation",
-          "invoke": "/graycode:mdc-conditional-encapsulation"
-        },
-        {
-          "name": "mdc-configuration-management",
-          "path": "categories/cursor-rules/mdc-configuration-management",
-          "invoke": "/graycode:mdc-configuration-management"
-        },
-        {
-          "name": "mdc-configuration-management-rule",
-          "path": "categories/cursor-rules/mdc-configuration-management-rule",
-          "invoke": "/graycode:mdc-configuration-management-rule"
-        },
-        {
-          "name": "mdc-containerization-rules",
-          "path": "categories/cursor-rules/mdc-containerization-rules",
-          "invoke": "/graycode:mdc-containerization-rules"
-        },
-        {
-          "name": "mdc-content-creation-rules",
-          "path": "categories/cursor-rules/mdc-content-creation-rules",
-          "invoke": "/graycode:mdc-content-creation-rules"
-        },
-        {
-          "name": "mdc-context-files-rules",
-          "path": "categories/cursor-rules/mdc-context-files-rules",
-          "invoke": "/graycode:mdc-context-files-rules"
-        },
-        {
-          "name": "mdc-continuous-improvement-focus",
-          "path": "categories/cursor-rules/mdc-continuous-improvement-focus",
-          "invoke": "/graycode:mdc-continuous-improvement-focus"
-        },
-        {
-          "name": "mdc-continuous-improvement-rules",
-          "path": "categories/cursor-rules/mdc-continuous-improvement-rules",
-          "invoke": "/graycode:mdc-continuous-improvement-rules"
-        },
-        {
-          "name": "mdc-convex-development---general",
-          "path": "categories/cursor-rules/mdc-convex-development---general",
-          "invoke": "/graycode:mdc-convex-development---general"
-        },
-        {
-          "name": "mdc-convex-schema-design---built-in-types",
-          "path": "categories/cursor-rules/mdc-convex-schema-design---built-in-types",
-          "invoke": "/graycode:mdc-convex-schema-design---built-in-types"
-        },
-        {
-          "name": "mdc-convex-schema-design---example-schema",
-          "path": "categories/cursor-rules/mdc-convex-schema-design---example-schema",
-          "invoke": "/graycode:mdc-convex-schema-design---example-schema"
-        },
-        {
-          "name": "mdc-convex-schema-design---system-fields",
-          "path": "categories/cursor-rules/mdc-convex-schema-design---system-fields",
-          "invoke": "/graycode:mdc-convex-schema-design---system-fields"
-        },
-        {
-          "name": "mdc-core-game-mechanics-rule",
-          "path": "categories/cursor-rules/mdc-core-game-mechanics-rule",
-          "invoke": "/graycode:mdc-core-game-mechanics-rule"
-        },
-        {
-          "name": "mdc-crewai",
-          "path": "categories/cursor-rules/mdc-crewai",
-          "invoke": "/graycode:mdc-crewai"
-        },
-        {
-          "name": "mdc-css",
-          "path": "categories/cursor-rules/mdc-css",
-          "invoke": "/graycode:mdc-css"
-        },
-        {
-          "name": "mdc-css-specific-rules",
-          "path": "categories/cursor-rules/mdc-css-specific-rules",
-          "invoke": "/graycode:mdc-css-specific-rules"
-        },
-        {
-          "name": "mdc-cuda",
-          "path": "categories/cursor-rules/mdc-cuda",
-          "invoke": "/graycode:mdc-cuda"
-        },
-        {
-          "name": "mdc-custom-slash-commands",
-          "path": "categories/cursor-rules/mdc-custom-slash-commands",
-          "invoke": "/graycode:mdc-custom-slash-commands"
-        },
-        {
-          "name": "mdc-customtkinter",
-          "path": "categories/cursor-rules/mdc-customtkinter",
-          "invoke": "/graycode:mdc-customtkinter"
-        },
-        {
-          "name": "mdc-d3",
-          "path": "categories/cursor-rules/mdc-d3",
-          "invoke": "/graycode:mdc-d3"
-        },
-        {
-          "name": "mdc-dask",
-          "path": "categories/cursor-rules/mdc-dask",
-          "invoke": "/graycode:mdc-dask"
-        },
-        {
-          "name": "mdc-data-fetching-rules-for-server-components",
-          "path": "categories/cursor-rules/mdc-data-fetching-rules-for-server-components",
-          "invoke": "/graycode:mdc-data-fetching-rules-for-server-components"
-        },
-        {
-          "name": "mdc-data-pipeline-management-with-dvc",
-          "path": "categories/cursor-rules/mdc-data-pipeline-management-with-dvc",
-          "invoke": "/graycode:mdc-data-pipeline-management-with-dvc"
-        },
-        {
-          "name": "mdc-data-synchronization-rules",
-          "path": "categories/cursor-rules/mdc-data-synchronization-rules",
-          "invoke": "/graycode:mdc-data-synchronization-rules"
-        },
-        {
-          "name": "mdc-data-tracking-and-charts-rule",
-          "path": "categories/cursor-rules/mdc-data-tracking-and-charts-rule",
-          "invoke": "/graycode:mdc-data-tracking-and-charts-rule"
-        },
-        {
-          "name": "mdc-data-validation-with-pydantic",
-          "path": "categories/cursor-rules/mdc-data-validation-with-pydantic",
-          "invoke": "/graycode:mdc-data-validation-with-pydantic"
-        },
-        {
-          "name": "mdc-data-visualization-rules",
-          "path": "categories/cursor-rules/mdc-data-visualization-rules",
-          "invoke": "/graycode:mdc-data-visualization-rules"
-        },
-        {
-          "name": "mdc-database-algorithm-rules",
-          "path": "categories/cursor-rules/mdc-database-algorithm-rules",
-          "invoke": "/graycode:mdc-database-algorithm-rules"
-        },
-        {
-          "name": "mdc-database-interaction-best-practices",
-          "path": "categories/cursor-rules/mdc-database-interaction-best-practices",
-          "invoke": "/graycode:mdc-database-interaction-best-practices"
-        },
-        {
-          "name": "mdc-database-interaction-rules",
-          "path": "categories/cursor-rules/mdc-database-interaction-rules",
-          "invoke": "/graycode:mdc-database-interaction-rules"
-        },
-        {
-          "name": "mdc-database-querying-rules",
-          "path": "categories/cursor-rules/mdc-database-querying-rules",
-          "invoke": "/graycode:mdc-database-querying-rules"
-        },
-        {
-          "name": "mdc-databricks",
-          "path": "categories/cursor-rules/mdc-databricks",
-          "invoke": "/graycode:mdc-databricks"
-        },
-        {
-          "name": "mdc-datadog",
-          "path": "categories/cursor-rules/mdc-datadog",
-          "invoke": "/graycode:mdc-datadog"
-        },
-        {
-          "name": "mdc-deno",
-          "path": "categories/cursor-rules/mdc-deno",
-          "invoke": "/graycode:mdc-deno"
-        },
-        {
-          "name": "mdc-dependencies-management-rules",
-          "path": "categories/cursor-rules/mdc-dependencies-management-rules",
-          "invoke": "/graycode:mdc-dependencies-management-rules"
-        },
-        {
-          "name": "mdc-deployment-rule",
-          "path": "categories/cursor-rules/mdc-deployment-rule",
-          "invoke": "/graycode:mdc-deployment-rule"
-        },
-        {
-          "name": "mdc-design-and-user-experience-guidelines",
-          "path": "categories/cursor-rules/mdc-design-and-user-experience-guidelines",
-          "invoke": "/graycode:mdc-design-and-user-experience-guidelines"
-        },
-        {
-          "name": "mdc-detailed-docstrings",
-          "path": "categories/cursor-rules/mdc-detailed-docstrings",
-          "invoke": "/graycode:mdc-detailed-docstrings"
-        },
-        {
-          "name": "mdc-detox",
-          "path": "categories/cursor-rules/mdc-detox",
-          "invoke": "/graycode:mdc-detox"
-        },
-        {
-          "name": "mdc-development-principles-rules",
-          "path": "categories/cursor-rules/mdc-development-principles-rules",
-          "invoke": "/graycode:mdc-development-principles-rules"
-        },
-        {
-          "name": "mdc-development-process-rules",
-          "path": "categories/cursor-rules/mdc-development-process-rules",
-          "invoke": "/graycode:mdc-development-process-rules"
-        },
-        {
-          "name": "mdc-development-workflow-details",
-          "path": "categories/cursor-rules/mdc-development-workflow-details",
-          "invoke": "/graycode:mdc-development-workflow-details"
-        },
-        {
-          "name": "mdc-devias-template-integration",
-          "path": "categories/cursor-rules/mdc-devias-template-integration",
-          "invoke": "/graycode:mdc-devias-template-integration"
-        },
-        {
-          "name": "mdc-digitalocean",
-          "path": "categories/cursor-rules/mdc-digitalocean",
-          "invoke": "/graycode:mdc-digitalocean"
-        },
-        {
-          "name": "mdc-directory-naming-convention",
-          "path": "categories/cursor-rules/mdc-directory-naming-convention",
-          "invoke": "/graycode:mdc-directory-naming-convention"
-        },
-        {
-          "name": "mdc-directory-naming-conventions",
-          "path": "categories/cursor-rules/mdc-directory-naming-conventions",
-          "invoke": "/graycode:mdc-directory-naming-conventions"
-        },
-        {
-          "name": "mdc-discord-api",
-          "path": "categories/cursor-rules/mdc-discord-api",
-          "invoke": "/graycode:mdc-discord-api"
-        },
-        {
-          "name": "mdc-documentation",
-          "path": "categories/cursor-rules/mdc-documentation",
-          "invoke": "/graycode:mdc-documentation"
-        },
-        {
-          "name": "mdc-documentation-best-practices-rules",
-          "path": "categories/cursor-rules/mdc-documentation-best-practices-rules",
-          "invoke": "/graycode:mdc-documentation-best-practices-rules"
-        },
-        {
-          "name": "mdc-documentation-rule",
-          "path": "categories/cursor-rules/mdc-documentation-rule",
-          "invoke": "/graycode:mdc-documentation-rule"
-        },
-        {
-          "name": "mdc-documentation-rules",
-          "path": "categories/cursor-rules/mdc-documentation-rules",
-          "invoke": "/graycode:mdc-documentation-rules"
-        },
-        {
-          "name": "mdc-documentation-standards",
-          "path": "categories/cursor-rules/mdc-documentation-standards",
-          "invoke": "/graycode:mdc-documentation-standards"
-        },
-        {
-          "name": "mdc-documentation-style-and-structure-rules",
-          "path": "categories/cursor-rules/mdc-documentation-style-and-structure-rules",
-          "invoke": "/graycode:mdc-documentation-style-and-structure-rules"
-        },
-        {
-          "name": "mdc-dragonruby-error-handling",
-          "path": "categories/cursor-rules/mdc-dragonruby-error-handling",
-          "invoke": "/graycode:mdc-dragonruby-error-handling"
-        },
-        {
-          "name": "mdc-dragonruby-general-ruby-rules",
-          "path": "categories/cursor-rules/mdc-dragonruby-general-ruby-rules",
-          "invoke": "/graycode:mdc-dragonruby-general-ruby-rules"
-        },
-        {
-          "name": "mdc-dragonruby-naming-conventions",
-          "path": "categories/cursor-rules/mdc-dragonruby-naming-conventions",
-          "invoke": "/graycode:mdc-dragonruby-naming-conventions"
-        },
-        {
-          "name": "mdc-dragonruby-syntax-and-formatting",
-          "path": "categories/cursor-rules/mdc-dragonruby-syntax-and-formatting",
-          "invoke": "/graycode:mdc-dragonruby-syntax-and-formatting"
-        },
-        {
-          "name": "mdc-dry-principle",
-          "path": "categories/cursor-rules/mdc-dry-principle",
-          "invoke": "/graycode:mdc-dry-principle"
-        },
-        {
-          "name": "mdc-dto-conventions",
-          "path": "categories/cursor-rules/mdc-dto-conventions",
-          "invoke": "/graycode:mdc-dto-conventions"
-        },
-        {
-          "name": "mdc-duckdb",
-          "path": "categories/cursor-rules/mdc-duckdb",
-          "invoke": "/graycode:mdc-duckdb"
-        },
-        {
-          "name": "mdc-editing-code-rules",
-          "path": "categories/cursor-rules/mdc-editing-code-rules",
-          "invoke": "/graycode:mdc-editing-code-rules"
-        },
-        {
-          "name": "mdc-eeg-signal-processing-rules",
-          "path": "categories/cursor-rules/mdc-eeg-signal-processing-rules",
-          "invoke": "/graycode:mdc-eeg-signal-processing-rules"
-        },
-        {
-          "name": "mdc-elasticsearch",
-          "path": "categories/cursor-rules/mdc-elasticsearch",
-          "invoke": "/graycode:mdc-elasticsearch"
-        },
-        {
-          "name": "mdc-electron",
-          "path": "categories/cursor-rules/mdc-electron",
-          "invoke": "/graycode:mdc-electron"
-        },
-        {
-          "name": "mdc-element-file-structure-rules",
-          "path": "categories/cursor-rules/mdc-element-file-structure-rules",
-          "invoke": "/graycode:mdc-element-file-structure-rules"
-        },
-        {
-          "name": "mdc-elite-software-engineer-and-product-manager",
-          "path": "categories/cursor-rules/mdc-elite-software-engineer-and-product-manager",
-          "invoke": "/graycode:mdc-elite-software-engineer-and-product-manager"
-        },
-        {
-          "name": "mdc-elixir-general-engineering-rule",
-          "path": "categories/cursor-rules/mdc-elixir-general-engineering-rule",
-          "invoke": "/graycode:mdc-elixir-general-engineering-rule"
-        },
-        {
-          "name": "mdc-elk-stack",
-          "path": "categories/cursor-rules/mdc-elk-stack",
-          "invoke": "/graycode:mdc-elk-stack"
-        },
-        {
-          "name": "mdc-elon-musk-s-algorithm-for-efficiency",
-          "path": "categories/cursor-rules/mdc-elon-musk-s-algorithm-for-efficiency",
-          "invoke": "/graycode:mdc-elon-musk-s-algorithm-for-efficiency"
-        },
-        {
-          "name": "mdc-emacs",
-          "path": "categories/cursor-rules/mdc-emacs",
-          "invoke": "/graycode:mdc-emacs"
-        },
-        {
-          "name": "mdc-email-confirmation-rule",
-          "path": "categories/cursor-rules/mdc-email-confirmation-rule",
-          "invoke": "/graycode:mdc-email-confirmation-rule"
-        },
-        {
-          "name": "mdc-entity-class-conventions",
-          "path": "categories/cursor-rules/mdc-entity-class-conventions",
-          "invoke": "/graycode:mdc-entity-class-conventions"
-        },
-        {
-          "name": "mdc-entry-creation-rule",
-          "path": "categories/cursor-rules/mdc-entry-creation-rule",
-          "invoke": "/graycode:mdc-entry-creation-rule"
-        },
-        {
-          "name": "mdc-entry-management-rules",
-          "path": "categories/cursor-rules/mdc-entry-management-rules",
-          "invoke": "/graycode:mdc-entry-management-rules"
-        },
-        {
-          "name": "mdc-error-handling-and-data-validation-rules",
-          "path": "categories/cursor-rules/mdc-error-handling-and-data-validation-rules",
-          "invoke": "/graycode:mdc-error-handling-and-data-validation-rules"
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-          "invoke": "/graycode:mdc-railway"
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-          "invoke": "/graycode:mdc-redux"
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-          "invoke": "/graycode:mdc-redux-devtools-debugging"
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-          "invoke": "/graycode:mdc-redux-folder-structure"
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-          "invoke": "/graycode:mdc-redux-toolkit-best-practices"
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-          "invoke": "/graycode:mdc-refactoring-guidance"
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-          "invoke": "/graycode:mdc-rell-general-rules"
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-          "invoke": "/graycode:mdc-remix"
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-          "invoke": "/graycode:mdc-request-and-entry-tracking-rule"
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-          "invoke": "/graycode:mdc-riverpod"
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-          "invoke": "/graycode:mdc-root-level-project-instructions"
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-          "invoke": "/graycode:mdc-ros"
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-          "invoke": "/graycode:mdc-ruby"
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-          "invoke": "/graycode:mdc-sanic"
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-          "invoke": "/graycode:mdc-scoring-and-ranking-rules"
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-          "invoke": "/graycode:mdc-senior-frontend-developer-mindset"
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-          "invoke": "/graycode:mdc-sentry"
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-          "invoke": "/graycode:mdc-spring"
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-          "invoke": "/graycode:mdc-springboot"
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-          "invoke": "/graycode:mdc-statsmodels"
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-          "name": "mdc-streamlit",
-          "path": "categories/cursor-rules/mdc-streamlit",
-          "invoke": "/graycode:mdc-streamlit"
-        },
-        {
-          "name": "mdc-strict-user-requirements-adherence",
-          "path": "categories/cursor-rules/mdc-strict-user-requirements-adherence",
-          "invoke": "/graycode:mdc-strict-user-requirements-adherence"
-        },
-        {
-          "name": "mdc-stripe",
-          "path": "categories/cursor-rules/mdc-stripe",
-          "invoke": "/graycode:mdc-stripe"
-        },
-        {
-          "name": "mdc-styled-components---attrs-method",
-          "path": "categories/cursor-rules/mdc-styled-components---attrs-method",
-          "invoke": "/graycode:mdc-styled-components---attrs-method"
-        },
-        {
-          "name": "mdc-styled-components---conditional-styling-css-prop",
-          "path": "categories/cursor-rules/mdc-styled-components---conditional-styling-css-prop",
-          "invoke": "/graycode:mdc-styled-components---conditional-styling-css-prop"
-        },
-        {
-          "name": "mdc-styled-components---css-in-js",
-          "path": "categories/cursor-rules/mdc-styled-components---css-in-js",
-          "invoke": "/graycode:mdc-styled-components---css-in-js"
-        },
-        {
-          "name": "mdc-styled-components---documentation",
-          "path": "categories/cursor-rules/mdc-styled-components---documentation",
-          "invoke": "/graycode:mdc-styled-components---documentation"
-        },
-        {
-          "name": "mdc-styled-components---naming-conventions",
-          "path": "categories/cursor-rules/mdc-styled-components---naming-conventions",
-          "invoke": "/graycode:mdc-styled-components---naming-conventions"
-        },
-        {
-          "name": "mdc-styled-components---theming",
-          "path": "categories/cursor-rules/mdc-styled-components---theming",
-          "invoke": "/graycode:mdc-styled-components---theming"
-        },
-        {
-          "name": "mdc-styled-components-best-practices---general",
-          "path": "categories/cursor-rules/mdc-styled-components-best-practices---general",
-          "invoke": "/graycode:mdc-styled-components-best-practices---general"
-        },
-        {
-          "name": "mdc-submission-process-outline",
-          "path": "categories/cursor-rules/mdc-submission-process-outline",
-          "invoke": "/graycode:mdc-submission-process-outline"
-        },
-        {
-          "name": "mdc-syntax-and-formatting",
-          "path": "categories/cursor-rules/mdc-syntax-and-formatting",
-          "invoke": "/graycode:mdc-syntax-and-formatting"
-        },
-        {
-          "name": "mdc-syntax-and-formatting-rule",
-          "path": "categories/cursor-rules/mdc-syntax-and-formatting-rule",
-          "invoke": "/graycode:mdc-syntax-and-formatting-rule"
-        },
-        {
-          "name": "mdc-syntax-and-formatting-rules",
-          "path": "categories/cursor-rules/mdc-syntax-and-formatting-rules",
-          "invoke": "/graycode:mdc-syntax-and-formatting-rules"
-        },
-        {
-          "name": "mdc-tall-stack-general",
-          "path": "categories/cursor-rules/mdc-tall-stack-general",
-          "invoke": "/graycode:mdc-tall-stack-general"
-        },
-        {
-          "name": "mdc-tauri",
-          "path": "categories/cursor-rules/mdc-tauri",
-          "invoke": "/graycode:mdc-tauri"
-        },
-        {
-          "name": "mdc-tauri-native-api-integration",
-          "path": "categories/cursor-rules/mdc-tauri-native-api-integration",
-          "invoke": "/graycode:mdc-tauri-native-api-integration"
-        },
-        {
-          "name": "mdc-tech-stack",
-          "path": "categories/cursor-rules/mdc-tech-stack",
-          "invoke": "/graycode:mdc-tech-stack"
-        },
-        {
-          "name": "mdc-tech-stack-configuration",
-          "path": "categories/cursor-rules/mdc-tech-stack-configuration",
-          "invoke": "/graycode:mdc-tech-stack-configuration"
-        },
-        {
-          "name": "mdc-tech-stack-definition",
-          "path": "categories/cursor-rules/mdc-tech-stack-definition",
-          "invoke": "/graycode:mdc-tech-stack-definition"
-        },
-        {
-          "name": "mdc-technical-accuracy-and-usability-rules",
-          "path": "categories/cursor-rules/mdc-technical-accuracy-and-usability-rules",
-          "invoke": "/graycode:mdc-technical-accuracy-and-usability-rules"
-        },
-        {
-          "name": "mdc-technology-stack-backend-rules",
-          "path": "categories/cursor-rules/mdc-technology-stack-backend-rules",
-          "invoke": "/graycode:mdc-technology-stack-backend-rules"
-        },
-        {
-          "name": "mdc-technology-stack-frontend-rules",
-          "path": "categories/cursor-rules/mdc-technology-stack-frontend-rules",
-          "invoke": "/graycode:mdc-technology-stack-frontend-rules"
-        },
-        {
-          "name": "mdc-telegram-bot-api-rules",
-          "path": "categories/cursor-rules/mdc-telegram-bot-api-rules",
-          "invoke": "/graycode:mdc-telegram-bot-api-rules"
-        },
-        {
-          "name": "mdc-terminal-commands-rule",
-          "path": "categories/cursor-rules/mdc-terminal-commands-rule",
-          "invoke": "/graycode:mdc-terminal-commands-rule"
-        },
-        {
-          "name": "mdc-thoughtful-and-accurate-responses",
-          "path": "categories/cursor-rules/mdc-thoughtful-and-accurate-responses",
-          "invoke": "/graycode:mdc-thoughtful-and-accurate-responses"
-        },
-        {
-          "name": "mdc-three-js",
-          "path": "categories/cursor-rules/mdc-three-js",
-          "invoke": "/graycode:mdc-three-js"
-        },
-        {
-          "name": "mdc-tinygrad",
-          "path": "categories/cursor-rules/mdc-tinygrad",
-          "invoke": "/graycode:mdc-tinygrad"
-        },
-        {
-          "name": "mdc-tkinter",
-          "path": "categories/cursor-rules/mdc-tkinter",
-          "invoke": "/graycode:mdc-tkinter"
-        },
-        {
-          "name": "mdc-todo-app-general-rules",
-          "path": "categories/cursor-rules/mdc-todo-app-general-rules",
-          "invoke": "/graycode:mdc-todo-app-general-rules"
-        },
-        {
-          "name": "mdc-tornado",
-          "path": "categories/cursor-rules/mdc-tornado",
-          "invoke": "/graycode:mdc-tornado"
-        },
-        {
-          "name": "mdc-tortoise-orm",
-          "path": "categories/cursor-rules/mdc-tortoise-orm",
-          "invoke": "/graycode:mdc-tortoise-orm"
-        },
-        {
-          "name": "mdc-tqdm",
-          "path": "categories/cursor-rules/mdc-tqdm",
-          "invoke": "/graycode:mdc-tqdm"
-        },
-        {
-          "name": "mdc-transformers",
-          "path": "categories/cursor-rules/mdc-transformers",
-          "invoke": "/graycode:mdc-transformers"
-        },
-        {
-          "name": "mdc-trio",
-          "path": "categories/cursor-rules/mdc-trio",
-          "invoke": "/graycode:mdc-trio"
-        },
-        {
-          "name": "mdc-truthfulness-and-clarity-for-ai",
-          "path": "categories/cursor-rules/mdc-truthfulness-and-clarity-for-ai",
-          "invoke": "/graycode:mdc-truthfulness-and-clarity-for-ai"
-        },
-        {
-          "name": "mdc-turbopack",
-          "path": "categories/cursor-rules/mdc-turbopack",
-          "invoke": "/graycode:mdc-turbopack"
-        },
-        {
-          "name": "mdc-turret-mechanics-rules",
-          "path": "categories/cursor-rules/mdc-turret-mechanics-rules",
-          "invoke": "/graycode:mdc-turret-mechanics-rules"
-        },
-        {
-          "name": "mdc-type-hinting-rule",
-          "path": "categories/cursor-rules/mdc-type-hinting-rule",
-          "invoke": "/graycode:mdc-type-hinting-rule"
-        },
-        {
-          "name": "mdc-typer",
-          "path": "categories/cursor-rules/mdc-typer",
-          "invoke": "/graycode:mdc-typer"
-        },
-        {
-          "name": "mdc-typesense-specific-rules",
-          "path": "categories/cursor-rules/mdc-typesense-specific-rules",
-          "invoke": "/graycode:mdc-typesense-specific-rules"
-        },
-        {
-          "name": "mdc-ui-and-styling",
-          "path": "categories/cursor-rules/mdc-ui-and-styling",
-          "invoke": "/graycode:mdc-ui-and-styling"
-        },
-        {
-          "name": "mdc-ui-and-styling-rule",
-          "path": "categories/cursor-rules/mdc-ui-and-styling-rule",
-          "invoke": "/graycode:mdc-ui-and-styling-rule"
-        },
-        {
-          "name": "mdc-ui-and-styling-rules",
-          "path": "categories/cursor-rules/mdc-ui-and-styling-rules",
-          "invoke": "/graycode:mdc-ui-and-styling-rules"
-        },
-        {
-          "name": "mdc-ui-component-styling-rule",
-          "path": "categories/cursor-rules/mdc-ui-component-styling-rule",
-          "invoke": "/graycode:mdc-ui-component-styling-rule"
-        },
-        {
-          "name": "mdc-ui-component-styling-rules",
-          "path": "categories/cursor-rules/mdc-ui-component-styling-rules",
-          "invoke": "/graycode:mdc-ui-component-styling-rules"
-        },
-        {
-          "name": "mdc-ui-styling-rules",
-          "path": "categories/cursor-rules/mdc-ui-styling-rules",
-          "invoke": "/graycode:mdc-ui-styling-rules"
-        },
-        {
-          "name": "mdc-unity",
-          "path": "categories/cursor-rules/mdc-unity",
-          "invoke": "/graycode:mdc-unity"
-        },
-        {
-          "name": "mdc-unreal-engine",
-          "path": "categories/cursor-rules/mdc-unreal-engine",
-          "invoke": "/graycode:mdc-unreal-engine"
-        },
-        {
-          "name": "mdc-user-flow-rules",
-          "path": "categories/cursor-rules/mdc-user-flow-rules",
-          "invoke": "/graycode:mdc-user-flow-rules"
-        },
-        {
-          "name": "mdc-user-interface-development-rules",
-          "path": "categories/cursor-rules/mdc-user-interface-development-rules",
-          "invoke": "/graycode:mdc-user-interface-development-rules"
-        },
-        {
-          "name": "mdc-vercel",
-          "path": "categories/cursor-rules/mdc-vercel",
-          "invoke": "/graycode:mdc-vercel"
-        },
-        {
-          "name": "mdc-vercel-ai-sdk-integration-rules",
-          "path": "categories/cursor-rules/mdc-vercel-ai-sdk-integration-rules",
-          "invoke": "/graycode:mdc-vercel-ai-sdk-integration-rules"
-        },
-        {
-          "name": "mdc-vercel-ai-sdk-rules",
-          "path": "categories/cursor-rules/mdc-vercel-ai-sdk-rules",
-          "invoke": "/graycode:mdc-vercel-ai-sdk-rules"
-        },
-        {
-          "name": "mdc-vercel-kv-database-rules",
-          "path": "categories/cursor-rules/mdc-vercel-kv-database-rules",
-          "invoke": "/graycode:mdc-vercel-kv-database-rules"
-        },
-        {
-          "name": "mdc-verify-information-rule",
-          "path": "categories/cursor-rules/mdc-verify-information-rule",
-          "invoke": "/graycode:mdc-verify-information-rule"
-        },
-        {
-          "name": "mdc-version-control-rule",
-          "path": "categories/cursor-rules/mdc-version-control-rule",
-          "invoke": "/graycode:mdc-version-control-rule"
-        },
-        {
-          "name": "mdc-vim",
-          "path": "categories/cursor-rules/mdc-vim",
-          "invoke": "/graycode:mdc-vim"
-        },
-        {
-          "name": "mdc-virtual-environment-usage",
-          "path": "categories/cursor-rules/mdc-virtual-environment-usage",
-          "invoke": "/graycode:mdc-virtual-environment-usage"
-        },
-        {
-          "name": "mdc-visual-and-observational-rules",
-          "path": "categories/cursor-rules/mdc-visual-and-observational-rules",
-          "invoke": "/graycode:mdc-visual-and-observational-rules"
-        },
-        {
-          "name": "mdc-vite",
-          "path": "categories/cursor-rules/mdc-vite",
-          "invoke": "/graycode:mdc-vite"
-        },
-        {
-          "name": "mdc-vite-build-optimization-rule",
-          "path": "categories/cursor-rules/mdc-vite-build-optimization-rule",
-          "invoke": "/graycode:mdc-vite-build-optimization-rule"
-        },
-        {
-          "name": "mdc-vite-plugins-for-qwik",
-          "path": "categories/cursor-rules/mdc-vite-plugins-for-qwik",
-          "invoke": "/graycode:mdc-vite-plugins-for-qwik"
-        },
-        {
-          "name": "mdc-wasm-interface-enhancement-rules",
-          "path": "categories/cursor-rules/mdc-wasm-interface-enhancement-rules",
-          "invoke": "/graycode:mdc-wasm-interface-enhancement-rules"
-        },
-        {
-          "name": "mdc-webpack",
-          "path": "categories/cursor-rules/mdc-webpack",
-          "invoke": "/graycode:mdc-webpack"
-        },
-        {
-          "name": "mdc-weekly-scoring-process-pseudocode",
-          "path": "categories/cursor-rules/mdc-weekly-scoring-process-pseudocode",
-          "invoke": "/graycode:mdc-weekly-scoring-process-pseudocode"
-        },
-        {
-          "name": "mdc-windows-compatibility",
-          "path": "categories/cursor-rules/mdc-windows-compatibility",
-          "invoke": "/graycode:mdc-windows-compatibility"
-        },
-        {
-          "name": "mdc-wordpress-plugin-general-rules",
-          "path": "categories/cursor-rules/mdc-wordpress-plugin-general-rules",
-          "invoke": "/graycode:mdc-wordpress-plugin-general-rules"
-        },
-        {
-          "name": "mdc-workflow-and-integration-rules",
-          "path": "categories/cursor-rules/mdc-workflow-and-integration-rules",
-          "invoke": "/graycode:mdc-workflow-and-integration-rules"
-        },
-        {
-          "name": "mdc-xgboost",
-          "path": "categories/cursor-rules/mdc-xgboost",
-          "invoke": "/graycode:mdc-xgboost"
-        },
-        {
-          "name": "mdc-zsh",
-          "path": "categories/cursor-rules/mdc-zsh",
-          "invoke": "/graycode:mdc-zsh"
-        },
-        {
-          "name": "mdc-zustand",
-          "path": "categories/cursor-rules/mdc-zustand",
-          "invoke": "/graycode:mdc-zustand"
-        },
-        {
-          "name": "acid-lake-tables",
-          "path": "categories/database/acid-lake-tables",
-          "invoke": "/graycode:acid-lake-tables"
-        },
-        {
-          "name": "ai-search-indexing-querying",
-          "path": "categories/database/ai-search-indexing-querying",
-          "invoke": "/graycode:ai-search-indexing-querying"
-        },
-        {
-          "name": "airflow-dbt-etl-orchestration",
-          "path": "categories/database/airflow-dbt-etl-orchestration",
-          "invoke": "/graycode:airflow-dbt-etl-orchestration"
-        },
-        {
-          "name": "analytics-data-modeling",
-          "path": "categories/database/analytics-data-modeling",
-          "invoke": "/graycode:analytics-data-modeling"
-        },
-        {
-          "name": "batch-etl-pipeline-orchestration",
-          "path": "categories/database/batch-etl-pipeline-orchestration",
-          "invoke": "/graycode:batch-etl-pipeline-orchestration"
-        },
-        {
-          "name": "blockchain-data-indexing",
-          "path": "categories/database/blockchain-data-indexing",
-          "invoke": "/graycode:blockchain-data-indexing"
-        },
-        {
-          "name": "bulk-data-import-pipeline",
-          "path": "categories/database/bulk-data-import-pipeline",
-          "invoke": "/graycode:bulk-data-import-pipeline"
-        },
-        {
-          "name": "business-intelligence-dashboard-design",
-          "path": "categories/database/business-intelligence-dashboard-design",
-          "invoke": "/graycode:business-intelligence-dashboard-design"
-        },
-        {
-          "name": "clickhouse-logs-querying",
-          "path": "categories/database/clickhouse-logs-querying",
-          "invoke": "/graycode:clickhouse-logs-querying"
-        },
-        {
-          "name": "columnar-data-formats",
-          "path": "categories/database/columnar-data-formats",
-          "invoke": "/graycode:columnar-data-formats"
-        },
-        {
-          "name": "columnar-data-warehouse-engine",
-          "path": "categories/database/columnar-data-warehouse-engine",
-          "invoke": "/graycode:columnar-data-warehouse-engine"
-        },
-        {
-          "name": "cosmos-db-resource-management-dotnet",
-          "path": "categories/database/cosmos-db-resource-management-dotnet",
-          "invoke": "/graycode:cosmos-db-resource-management-dotnet"
-        },
-        {
-          "name": "cr-nodejs-mongodb",
-          "path": "categories/database/cr-nodejs-mongodb",
-          "invoke": "/graycode:cr-nodejs-mongodb"
-        },
-        {
-          "name": "cursor-drizzle",
-          "path": "categories/database/cursor-drizzle",
-          "invoke": "cursor:drizzle"
-        },
-        {
-          "name": "cursor-firebase",
-          "path": "categories/database/cursor-firebase",
-          "invoke": "/graycode:cursor-firebase"
-        },
-        {
-          "name": "cursor-mongodb",
-          "path": "categories/database/cursor-mongodb",
-          "invoke": "/graycode:cursor-mongodb"
-        },
-        {
-          "name": "cursor-postgresql",
-          "path": "categories/database/cursor-postgresql",
-          "invoke": "/graycode:cursor-postgresql"
-        },
-        {
-          "name": "cursor-prisma",
-          "path": "categories/database/cursor-prisma",
-          "invoke": "/graycode:cursor-prisma"
-        },
-        {
-          "name": "cursor-redis",
-          "path": "categories/database/cursor-redis",
-          "invoke": "/graycode:cursor-redis"
-        },
-        {
-          "name": "cursor-sqlalchemy",
-          "path": "categories/database/cursor-sqlalchemy",
-          "invoke": "/graycode:cursor-sqlalchemy"
-        },
-        {
-          "name": "cursor-sqlite",
-          "path": "categories/database/cursor-sqlite",
-          "invoke": "/graycode:cursor-sqlite"
-        },
-        {
-          "name": "cursor-supabase",
-          "path": "categories/database/cursor-supabase",
-          "invoke": "/graycode:cursor-supabase"
-        },
-        {
-          "name": "data-catalog-metadata-governance",
-          "path": "categories/database/data-catalog-metadata-governance",
-          "invoke": "/graycode:data-catalog-metadata-governance"
-        },
-        {
-          "name": "data-engineer-persona",
-          "path": "categories/database/data-engineer-persona",
-          "invoke": "/graycode:data-engineer-persona"
-        },
-        {
-          "name": "data-explorer-querying",
-          "path": "categories/database/data-explorer-querying",
-          "invoke": "/graycode:data-explorer-querying"
-        },
-        {
-          "name": "data-lineage-impact-analysis",
-          "path": "categories/database/data-lineage-impact-analysis",
-          "invoke": "/graycode:data-lineage-impact-analysis"
-        },
-        {
-          "name": "data-lineage-summary",
-          "path": "categories/database/data-lineage-summary",
-          "invoke": "/graycode:data-lineage-summary"
-        },
-        {
-          "name": "data-mesh-architecture",
-          "path": "categories/database/data-mesh-architecture",
-          "invoke": "/graycode:data-mesh-architecture"
-        },
-        {
-          "name": "data-pipeline-observability",
-          "path": "categories/database/data-pipeline-observability",
-          "invoke": "/graycode:data-pipeline-observability"
-        },
-        {
-          "name": "data-quality-validation-framework",
-          "path": "categories/database/data-quality-validation-framework",
-          "invoke": "/graycode:data-quality-validation-framework"
-        },
-        {
-          "name": "data-warehouse-dimensional-modeling",
-          "path": "categories/database/data-warehouse-dimensional-modeling",
-          "invoke": "/graycode:data-warehouse-dimensional-modeling"
-        },
-        {
-          "name": "data-warehouse-querying",
-          "path": "categories/database/data-warehouse-querying",
-          "invoke": "/graycode:data-warehouse-querying"
-        },
-        {
-          "name": "database-architecture-design",
-          "path": "categories/database/database-architecture-design",
-          "invoke": "/graycode:database-architecture-design"
-        },
-        {
-          "name": "database-performance-engineering",
-          "path": "categories/database/database-performance-engineering",
-          "invoke": "/graycode:database-performance-engineering"
-        },
-        {
-          "name": "database-query-optimization",
-          "path": "categories/database/database-query-optimization",
-          "invoke": "/graycode:database-query-optimization"
-        },
-        {
-          "name": "database-scaling-sharding",
-          "path": "categories/database/database-scaling-sharding",
-          "invoke": "/graycode:database-scaling-sharding"
-        },
-        {
-          "name": "database-schema-migration",
-          "path": "categories/database/database-schema-migration",
-          "invoke": "/graycode:database-schema-migration"
-        },
-        {
-          "name": "database-schema-optimization",
-          "path": "categories/database/database-schema-optimization",
-          "invoke": "/graycode:database-schema-optimization"
-        },
-        {
-          "name": "database-selection-onboarding",
-          "path": "categories/database/database-selection-onboarding",
-          "invoke": "/graycode:database-selection-onboarding"
-        },
-        {
-          "name": "database-sharding-consistent-hashing",
-          "path": "categories/database/database-sharding-consistent-hashing",
-          "invoke": "/graycode:database-sharding-consistent-hashing"
-        },
-        {
-          "name": "database-storage-engines",
-          "path": "categories/database/database-storage-engines",
-          "invoke": "/graycode:database-storage-engines"
-        },
-        {
-          "name": "detecting-sql-injection-via-waf-logs",
-          "path": "categories/database/detecting-sql-injection-via-waf-logs",
-          "invoke": "/graycode:detecting-sql-injection-via-waf-logs"
-        },
-        {
-          "name": "dimensional-warehouse-modeling",
-          "path": "categories/database/dimensional-warehouse-modeling",
-          "invoke": "/graycode:dimensional-warehouse-modeling"
-        },
-        {
-          "name": "distributed-data-compute-tuning",
-          "path": "categories/database/distributed-data-compute-tuning",
-          "invoke": "/graycode:distributed-data-compute-tuning"
-        },
-        {
-          "name": "distributed-data-storage",
-          "path": "categories/database/distributed-data-storage",
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-          "invoke": "/graycode:llm-api-documentation"
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-          "name": "llm-readable-doc-index",
-          "path": "categories/documentation/llm-readable-doc-index",
-          "invoke": "/graycode:llm-readable-doc-index"
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-          "name": "markdown-file-management",
-          "path": "categories/documentation/markdown-file-management",
-          "invoke": "/graycode:markdown-file-management"
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-          "invoke": "/graycode:markdown-source-saving"
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-          "path": "categories/documentation/note-taking-management",
-          "invoke": "/graycode:note-taking-management"
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-          "invoke": "/graycode:official-technology-docs-querying"
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-          "name": "onboarding-guide-generation",
-          "path": "categories/documentation/onboarding-guide-generation",
-          "invoke": "/graycode:onboarding-guide-generation"
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-          "name": "openapi-spec-first-documentation",
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-          "invoke": "/graycode:openapi-spec-first-documentation"
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-          "invoke": "/graycode:payment-docs-lookup"
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-          "invoke": "/graycode:pdf-document-processing"
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-          "path": "categories/documentation/plain-technical-writing",
-          "invoke": "/graycode:plain-technical-writing"
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-          "name": "product-changelog-writing",
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-          "invoke": "/graycode:product-changelog-writing"
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-          "invoke": "/graycode:product-copy-authoring"
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-          "invoke": "/graycode:product-technical-docs"
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-          "invoke": "/graycode:readme-authoring"
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-          "name": "readme-documentation-writing",
-          "path": "categories/documentation/readme-documentation-writing",
-          "invoke": "/graycode:readme-documentation-writing"
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-          "invoke": "/graycode:skill-authoring-workflow"
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-          "invoke": "/graycode:skill-catalog-routing"
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-          "invoke": "/graycode:spec-to-implementation-planning"
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-          "path": "categories/documentation/technical-blog-writing",
-          "invoke": "/graycode:technical-blog-writing"
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-          "path": "categories/documentation/technical-doc-page-writing",
-          "invoke": "/graycode:technical-doc-page-writing"
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-          "invoke": "/graycode:technical-docs-writing-audit"
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-          "path": "categories/documentation/technical-documentation-authoring",
-          "invoke": "/graycode:technical-documentation-authoring"
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-          "name": "walkthrough-report-generation",
-          "path": "categories/documentation/walkthrough-report-generation",
-          "invoke": "/graycode:walkthrough-report-generation"
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-        {
-          "name": "wiki-knowledge-capture",
-          "path": "categories/documentation/wiki-knowledge-capture",
-          "invoke": "/graycode:wiki-knowledge-capture"
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-        {
-          "name": "wiki-research-reporting",
-          "path": "categories/documentation/wiki-research-reporting",
-          "invoke": "/graycode:wiki-research-reporting"
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-        {
-          "name": "wiki-static-site-packaging",
-          "path": "categories/documentation/wiki-static-site-packaging",
-          "invoke": "/graycode:wiki-static-site-packaging"
-        },
-        {
-          "name": "wiki-structure-architecting",
-          "path": "categories/documentation/wiki-structure-architecting",
-          "invoke": "/graycode:wiki-structure-architecting"
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-        {
-          "name": "word-document-authoring",
-          "path": "categories/documentation/word-document-authoring",
-          "invoke": "/graycode:word-document-authoring"
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-        {
-          "name": "writing-fragment-mining",
-          "path": "categories/documentation/writing-fragment-mining",
-          "invoke": "/graycode:writing-fragment-mining"
-        },
-        {
-          "name": "analyze_answers",
-          "path": "categories/fabric-patterns/analyze_answers",
-          "invoke": "/graycode:analyze_answers"
-        },
-        {
-          "name": "analyze_bill",
-          "path": "categories/fabric-patterns/analyze_bill",
-          "invoke": "/graycode:analyze_bill"
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-          "path": "categories/fabric-patterns/analyze_bill_short",
-          "invoke": "/graycode:analyze_bill_short"
-        },
-        {
-          "name": "analyze_candidates",
-          "path": "categories/fabric-patterns/analyze_candidates",
-          "invoke": "/graycode:analyze_candidates"
-        },
-        {
-          "name": "analyze_cfp_submission",
-          "path": "categories/fabric-patterns/analyze_cfp_submission",
-          "invoke": "/graycode:analyze_cfp_submission"
-        },
-        {
-          "name": "analyze_claims",
-          "path": "categories/fabric-patterns/analyze_claims",
-          "invoke": "/graycode:analyze_claims"
-        },
-        {
-          "name": "analyze_comments",
-          "path": "categories/fabric-patterns/analyze_comments",
-          "invoke": "/graycode:analyze_comments"
-        },
-        {
-          "name": "analyze_debate",
-          "path": "categories/fabric-patterns/analyze_debate",
-          "invoke": "/graycode:analyze_debate"
-        },
-        {
-          "name": "analyze_discord_structure",
-          "path": "categories/fabric-patterns/analyze_discord_structure",
-          "invoke": "/graycode:analyze_discord_structure"
-        },
-        {
-          "name": "analyze_email_headers",
-          "path": "categories/fabric-patterns/analyze_email_headers",
-          "invoke": "/graycode:analyze_email_headers"
-        },
-        {
-          "name": "analyze_incident",
-          "path": "categories/fabric-patterns/analyze_incident",
-          "invoke": "/graycode:analyze_incident"
-        },
-        {
-          "name": "analyze_interviewer_techniques",
-          "path": "categories/fabric-patterns/analyze_interviewer_techniques",
-          "invoke": "/graycode:analyze_interviewer_techniques"
-        },
-        {
-          "name": "analyze_logs",
-          "path": "categories/fabric-patterns/analyze_logs",
-          "invoke": "/graycode:analyze_logs"
-        },
-        {
-          "name": "analyze_military_strategy",
-          "path": "categories/fabric-patterns/analyze_military_strategy",
-          "invoke": "/graycode:analyze_military_strategy"
-        },
-        {
-          "name": "analyze_mistakes",
-          "path": "categories/fabric-patterns/analyze_mistakes",
-          "invoke": "/graycode:analyze_mistakes"
-        },
-        {
-          "name": "analyze_monetization_opportunities",
-          "path": "categories/fabric-patterns/analyze_monetization_opportunities",
-          "invoke": "/graycode:analyze_monetization_opportunities"
-        },
-        {
-          "name": "analyze_paper",
-          "path": "categories/fabric-patterns/analyze_paper",
-          "invoke": "/graycode:analyze_paper"
-        },
-        {
-          "name": "analyze_paper_simple",
-          "path": "categories/fabric-patterns/analyze_paper_simple",
-          "invoke": "/graycode:analyze_paper_simple"
-        },
-        {
-          "name": "analyze_patent",
-          "path": "categories/fabric-patterns/analyze_patent",
-          "invoke": "/graycode:analyze_patent"
-        },
-        {
-          "name": "analyze_personality",
-          "path": "categories/fabric-patterns/analyze_personality",
-          "invoke": "/graycode:analyze_personality"
-        },
-        {
-          "name": "analyze_presentation",
-          "path": "categories/fabric-patterns/analyze_presentation",
-          "invoke": "/graycode:analyze_presentation"
-        },
-        {
-          "name": "analyze_product_feedback",
-          "path": "categories/fabric-patterns/analyze_product_feedback",
-          "invoke": "/graycode:analyze_product_feedback"
-        },
-        {
-          "name": "analyze_proposition",
-          "path": "categories/fabric-patterns/analyze_proposition",
-          "invoke": "/graycode:analyze_proposition"
-        },
-        {
-          "name": "analyze_prose",
-          "path": "categories/fabric-patterns/analyze_prose",
-          "invoke": "/graycode:analyze_prose"
-        },
-        {
-          "name": "analyze_prose_json",
-          "path": "categories/fabric-patterns/analyze_prose_json",
-          "invoke": "/graycode:analyze_prose_json"
-        },
-        {
-          "name": "analyze_prose_pinker",
-          "path": "categories/fabric-patterns/analyze_prose_pinker",
-          "invoke": "/graycode:analyze_prose_pinker"
-        },
-        {
-          "name": "analyze_risk",
-          "path": "categories/fabric-patterns/analyze_risk",
-          "invoke": "/graycode:analyze_risk"
-        },
-        {
-          "name": "analyze_sales_call",
-          "path": "categories/fabric-patterns/analyze_sales_call",
-          "invoke": "/graycode:analyze_sales_call"
-        },
-        {
-          "name": "analyze_spiritual_text",
-          "path": "categories/fabric-patterns/analyze_spiritual_text",
-          "invoke": "/graycode:analyze_spiritual_text"
-        },
-        {
-          "name": "analyze_tech_impact",
-          "path": "categories/fabric-patterns/analyze_tech_impact",
-          "invoke": "/graycode:analyze_tech_impact"
-        },
-        {
-          "name": "create_5_sentence_summary",
-          "path": "categories/fabric-patterns/create_5_sentence_summary",
-          "invoke": "/graycode:create_5_sentence_summary"
-        },
-        {
-          "name": "create_academic_paper",
-          "path": "categories/fabric-patterns/create_academic_paper",
-          "invoke": "/graycode:create_academic_paper"
-        },
-        {
-          "name": "create_ai_jobs_analysis",
-          "path": "categories/fabric-patterns/create_ai_jobs_analysis",
-          "invoke": "/graycode:create_ai_jobs_analysis"
-        },
-        {
-          "name": "create_aphorisms",
-          "path": "categories/fabric-patterns/create_aphorisms",
-          "invoke": "/graycode:create_aphorisms"
-        },
-        {
-          "name": "create_art_prompt",
-          "path": "categories/fabric-patterns/create_art_prompt",
-          "invoke": "/graycode:create_art_prompt"
-        },
-        {
-          "name": "create_bd_issue",
-          "path": "categories/fabric-patterns/create_bd_issue",
-          "invoke": "/graycode:create_bd_issue"
-        },
-        {
-          "name": "create_better_frame",
-          "path": "categories/fabric-patterns/create_better_frame",
-          "invoke": "/graycode:create_better_frame"
-        },
-        {
-          "name": "create_coding_feature",
-          "path": "categories/fabric-patterns/create_coding_feature",
-          "invoke": "/graycode:create_coding_feature"
-        },
-        {
-          "name": "create_coding_project",
-          "path": "categories/fabric-patterns/create_coding_project",
-          "invoke": "/graycode:create_coding_project"
-        },
-        {
-          "name": "create_command",
-          "path": "categories/fabric-patterns/create_command",
-          "invoke": "/graycode:create_command"
-        },
-        {
-          "name": "create_conceptmap",
-          "path": "categories/fabric-patterns/create_conceptmap",
-          "invoke": "/graycode:create_conceptmap"
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-        {
-          "name": "create_cyber_summary",
-          "path": "categories/fabric-patterns/create_cyber_summary",
-          "invoke": "/graycode:create_cyber_summary"
-        },
-        {
-          "name": "create_design_document",
-          "path": "categories/fabric-patterns/create_design_document",
-          "invoke": "/graycode:create_design_document"
-        },
-        {
-          "name": "create_design_system",
-          "path": "categories/fabric-patterns/create_design_system",
-          "invoke": "/graycode:create_design_system"
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-        {
-          "name": "create_diy",
-          "path": "categories/fabric-patterns/create_diy",
-          "invoke": "/graycode:create_diy"
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-        {
-          "name": "create_excalidraw_visualization",
-          "path": "categories/fabric-patterns/create_excalidraw_visualization",
-          "invoke": "/graycode:create_excalidraw_visualization"
-        },
-        {
-          "name": "create_flash_cards",
-          "path": "categories/fabric-patterns/create_flash_cards",
-          "invoke": "/graycode:create_flash_cards"
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-        {
-          "name": "create_formal_email",
-          "path": "categories/fabric-patterns/create_formal_email",
-          "invoke": "/graycode:create_formal_email"
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-          "name": "create_golden_rules",
-          "path": "categories/fabric-patterns/create_golden_rules",
-          "invoke": "/graycode:create_golden_rules"
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-        {
-          "name": "create_graph_from_input",
-          "path": "categories/fabric-patterns/create_graph_from_input",
-          "invoke": "/graycode:create_graph_from_input"
-        },
-        {
-          "name": "create_hormozi_offer",
-          "path": "categories/fabric-patterns/create_hormozi_offer",
-          "invoke": "/graycode:create_hormozi_offer"
-        },
-        {
-          "name": "create_idea_compass",
-          "path": "categories/fabric-patterns/create_idea_compass",
-          "invoke": "/graycode:create_idea_compass"
-        },
-        {
-          "name": "create_investigation_visualization",
-          "path": "categories/fabric-patterns/create_investigation_visualization",
-          "invoke": "/graycode:create_investigation_visualization"
-        },
-        {
-          "name": "create_keynote",
-          "path": "categories/fabric-patterns/create_keynote",
-          "invoke": "/graycode:create_keynote"
-        },
-        {
-          "name": "create_loe_document",
-          "path": "categories/fabric-patterns/create_loe_document",
-          "invoke": "/graycode:create_loe_document"
-        },
-        {
-          "name": "create_logo",
-          "path": "categories/fabric-patterns/create_logo",
-          "invoke": "/graycode:create_logo"
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-        {
-          "name": "create_markmap_visualization",
-          "path": "categories/fabric-patterns/create_markmap_visualization",
-          "invoke": "/graycode:create_markmap_visualization"
-        },
-        {
-          "name": "create_mermaid_visualization",
-          "path": "categories/fabric-patterns/create_mermaid_visualization",
-          "invoke": "/graycode:create_mermaid_visualization"
-        },
-        {
-          "name": "create_mermaid_visualization_for_github",
-          "path": "categories/fabric-patterns/create_mermaid_visualization_for_github",
-          "invoke": "/graycode:create_mermaid_visualization_for_github"
-        },
-        {
-          "name": "create_micro_summary",
-          "path": "categories/fabric-patterns/create_micro_summary",
-          "invoke": "/graycode:create_micro_summary"
-        },
-        {
-          "name": "create_mnemonic_phrases",
-          "path": "categories/fabric-patterns/create_mnemonic_phrases",
-          "invoke": "/graycode:create_mnemonic_phrases"
-        },
-        {
-          "name": "create_newsletter_entry",
-          "path": "categories/fabric-patterns/create_newsletter_entry",
-          "invoke": "/graycode:create_newsletter_entry"
-        },
-        {
-          "name": "create_npc",
-          "path": "categories/fabric-patterns/create_npc",
-          "invoke": "/graycode:create_npc"
-        },
-        {
-          "name": "create_pattern",
-          "path": "categories/fabric-patterns/create_pattern",
-          "invoke": "/graycode:create_pattern"
-        },
-        {
-          "name": "create_prd",
-          "path": "categories/fabric-patterns/create_prd",
-          "invoke": "/graycode:create_prd"
-        },
-        {
-          "name": "create_prediction_block",
-          "path": "categories/fabric-patterns/create_prediction_block",
-          "invoke": "/graycode:create_prediction_block"
-        },
-        {
-          "name": "create_quiz",
-          "path": "categories/fabric-patterns/create_quiz",
-          "invoke": "/graycode:create_quiz"
-        },
-        {
-          "name": "create_reading_plan",
-          "path": "categories/fabric-patterns/create_reading_plan",
-          "invoke": "/graycode:create_reading_plan"
-        },
-        {
-          "name": "create_recursive_outline",
-          "path": "categories/fabric-patterns/create_recursive_outline",
-          "invoke": "/graycode:create_recursive_outline"
-        },
-        {
-          "name": "create_report_finding",
-          "path": "categories/fabric-patterns/create_report_finding",
-          "invoke": "/graycode:create_report_finding"
-        },
-        {
-          "name": "create_rpg_summary",
-          "path": "categories/fabric-patterns/create_rpg_summary",
-          "invoke": "/graycode:create_rpg_summary"
-        },
-        {
-          "name": "create_show_intro",
-          "path": "categories/fabric-patterns/create_show_intro",
-          "invoke": "/graycode:create_show_intro"
-        },
-        {
-          "name": "create_sigma_rules",
-          "path": "categories/fabric-patterns/create_sigma_rules",
-          "invoke": "/graycode:create_sigma_rules"
-        },
-        {
-          "name": "create_slides",
-          "path": "categories/fabric-patterns/create_slides",
-          "invoke": "/graycode:create_slides"
-        },
-        {
-          "name": "create_story_about_people_interaction",
-          "path": "categories/fabric-patterns/create_story_about_people_interaction",
-          "invoke": "/graycode:create_story_about_people_interaction"
-        },
-        {
-          "name": "create_story_about_person",
-          "path": "categories/fabric-patterns/create_story_about_person",
-          "invoke": "/graycode:create_story_about_person"
-        },
-        {
-          "name": "create_story_explanation",
-          "path": "categories/fabric-patterns/create_story_explanation",
-          "invoke": "/graycode:create_story_explanation"
-        },
-        {
-          "name": "create_summary",
-          "path": "categories/fabric-patterns/create_summary",
-          "invoke": "/graycode:create_summary"
-        },
-        {
-          "name": "create_tags",
-          "path": "categories/fabric-patterns/create_tags",
-          "invoke": "/graycode:create_tags"
-        },
-        {
-          "name": "create_ttrc_graph",
-          "path": "categories/fabric-patterns/create_ttrc_graph",
-          "invoke": "/graycode:create_ttrc_graph"
-        },
-        {
-          "name": "create_ttrc_narrative",
-          "path": "categories/fabric-patterns/create_ttrc_narrative",
-          "invoke": "/graycode:create_ttrc_narrative"
-        },
-        {
-          "name": "create_upgrade_pack",
-          "path": "categories/fabric-patterns/create_upgrade_pack",
-          "invoke": "/graycode:create_upgrade_pack"
-        },
-        {
-          "name": "create_user_story",
-          "path": "categories/fabric-patterns/create_user_story",
-          "invoke": "/graycode:create_user_story"
-        },
-        {
-          "name": "create_video_chapters",
-          "path": "categories/fabric-patterns/create_video_chapters",
-          "invoke": "/graycode:create_video_chapters"
-        },
-        {
-          "name": "create_visualization",
-          "path": "categories/fabric-patterns/create_visualization",
-          "invoke": "/graycode:create_visualization"
-        },
-        {
-          "name": "explain_code",
-          "path": "categories/fabric-patterns/explain_code",
-          "invoke": "/graycode:explain_code"
-        },
-        {
-          "name": "explain_docs",
-          "path": "categories/fabric-patterns/explain_docs",
-          "invoke": "/graycode:explain_docs"
-        },
-        {
-          "name": "explain_math",
-          "path": "categories/fabric-patterns/explain_math",
-          "invoke": "/graycode:explain_math"
-        },
-        {
-          "name": "explain_project",
-          "path": "categories/fabric-patterns/explain_project",
-          "invoke": "/graycode:explain_project"
-        },
-        {
-          "name": "explain_terms",
-          "path": "categories/fabric-patterns/explain_terms",
-          "invoke": "/graycode:explain_terms"
-        },
-        {
-          "name": "explain_terms_and_conditions",
-          "path": "categories/fabric-patterns/explain_terms_and_conditions",
-          "invoke": "/graycode:explain_terms_and_conditions"
-        },
-        {
-          "name": "extract_affiliate_products",
-          "path": "categories/fabric-patterns/extract_affiliate_products",
-          "invoke": "/graycode:extract_affiliate_products"
-        },
-        {
-          "name": "extract_algorithm_update_recommendations",
-          "path": "categories/fabric-patterns/extract_algorithm_update_recommendations",
-          "invoke": "/graycode:extract_algorithm_update_recommendations"
-        },
-        {
-          "name": "extract_all_quotes",
-          "path": "categories/fabric-patterns/extract_all_quotes",
-          "invoke": "/graycode:extract_all_quotes"
-        },
-        {
-          "name": "extract_alpha",
-          "path": "categories/fabric-patterns/extract_alpha",
-          "invoke": "/graycode:extract_alpha"
-        },
-        {
-          "name": "extract_article_wisdom",
-          "path": "categories/fabric-patterns/extract_article_wisdom",
-          "invoke": "/graycode:extract_article_wisdom"
-        },
-        {
-          "name": "extract_bd_ideas",
-          "path": "categories/fabric-patterns/extract_bd_ideas",
-          "invoke": "/graycode:extract_bd_ideas"
-        },
-        {
-          "name": "extract_book_ideas",
-          "path": "categories/fabric-patterns/extract_book_ideas",
-          "invoke": "/graycode:extract_book_ideas"
-        },
-        {
-          "name": "extract_book_recommendations",
-          "path": "categories/fabric-patterns/extract_book_recommendations",
-          "invoke": "/graycode:extract_book_recommendations"
-        },
-        {
-          "name": "extract_business_ideas",
-          "path": "categories/fabric-patterns/extract_business_ideas",
-          "invoke": "/graycode:extract_business_ideas"
-        },
-        {
-          "name": "extract_characters",
-          "path": "categories/fabric-patterns/extract_characters",
-          "invoke": "/graycode:extract_characters"
-        },
-        {
-          "name": "extract_controversial_ideas",
-          "path": "categories/fabric-patterns/extract_controversial_ideas",
-          "invoke": "/graycode:extract_controversial_ideas"
-        },
-        {
-          "name": "extract_core_message",
-          "path": "categories/fabric-patterns/extract_core_message",
-          "invoke": "/graycode:extract_core_message"
-        },
-        {
-          "name": "extract_ctf_writeup",
-          "path": "categories/fabric-patterns/extract_ctf_writeup",
-          "invoke": "/graycode:extract_ctf_writeup"
-        },
-        {
-          "name": "extract_domains",
-          "path": "categories/fabric-patterns/extract_domains",
-          "invoke": "/graycode:extract_domains"
-        },
-        {
-          "name": "extract_ethical_framework",
-          "path": "categories/fabric-patterns/extract_ethical_framework",
-          "invoke": "/graycode:extract_ethical_framework"
-        },
-        {
-          "name": "extract_extraordinary_claims",
-          "path": "categories/fabric-patterns/extract_extraordinary_claims",
-          "invoke": "/graycode:extract_extraordinary_claims"
-        },
-        {
-          "name": "extract_ideas",
-          "path": "categories/fabric-patterns/extract_ideas",
-          "invoke": "/graycode:extract_ideas"
-        },
-        {
-          "name": "extract_insights",
-          "path": "categories/fabric-patterns/extract_insights",
-          "invoke": "/graycode:extract_insights"
-        },
-        {
-          "name": "extract_insights_dm",
-          "path": "categories/fabric-patterns/extract_insights_dm",
-          "invoke": "/graycode:extract_insights_dm"
-        },
-        {
-          "name": "extract_instructions",
-          "path": "categories/fabric-patterns/extract_instructions",
-          "invoke": "/graycode:extract_instructions"
-        },
-        {
-          "name": "extract_jokes",
-          "path": "categories/fabric-patterns/extract_jokes",
-          "invoke": "/graycode:extract_jokes"
-        },
-        {
-          "name": "extract_main_activities",
-          "path": "categories/fabric-patterns/extract_main_activities",
-          "invoke": "/graycode:extract_main_activities"
-        },
-        {
-          "name": "extract_main_idea",
-          "path": "categories/fabric-patterns/extract_main_idea",
-          "invoke": "/graycode:extract_main_idea"
-        },
-        {
-          "name": "extract_mcp_servers",
-          "path": "categories/fabric-patterns/extract_mcp_servers",
-          "invoke": "/graycode:extract_mcp_servers"
-        },
-        {
-          "name": "extract_most_redeeming_thing",
-          "path": "categories/fabric-patterns/extract_most_redeeming_thing",
-          "invoke": "/graycode:extract_most_redeeming_thing"
-        },
-        {
-          "name": "extract_patterns",
-          "path": "categories/fabric-patterns/extract_patterns",
-          "invoke": "/graycode:extract_patterns"
-        },
-        {
-          "name": "extract_poc",
-          "path": "categories/fabric-patterns/extract_poc",
-          "invoke": "/graycode:extract_poc"
-        },
-        {
-          "name": "extract_predictions",
-          "path": "categories/fabric-patterns/extract_predictions",
-          "invoke": "/graycode:extract_predictions"
-        },
-        {
-          "name": "extract_primary_problem",
-          "path": "categories/fabric-patterns/extract_primary_problem",
-          "invoke": "/graycode:extract_primary_problem"
-        },
-        {
-          "name": "extract_primary_solution",
-          "path": "categories/fabric-patterns/extract_primary_solution",
-          "invoke": "/graycode:extract_primary_solution"
-        },
-        {
-          "name": "extract_product_features",
-          "path": "categories/fabric-patterns/extract_product_features",
-          "invoke": "/graycode:extract_product_features"
-        },
-        {
-          "name": "extract_questions",
-          "path": "categories/fabric-patterns/extract_questions",
-          "invoke": "/graycode:extract_questions"
-        },
-        {
-          "name": "extract_recipe",
-          "path": "categories/fabric-patterns/extract_recipe",
-          "invoke": "/graycode:extract_recipe"
-        },
-        {
-          "name": "extract_recommendations",
-          "path": "categories/fabric-patterns/extract_recommendations",
-          "invoke": "/graycode:extract_recommendations"
-        },
-        {
-          "name": "extract_references",
-          "path": "categories/fabric-patterns/extract_references",
-          "invoke": "/graycode:extract_references"
-        },
-        {
-          "name": "extract_skills",
-          "path": "categories/fabric-patterns/extract_skills",
-          "invoke": "/graycode:extract_skills"
-        },
-        {
-          "name": "extract_song_meaning",
-          "path": "categories/fabric-patterns/extract_song_meaning",
-          "invoke": "/graycode:extract_song_meaning"
-        },
-        {
-          "name": "extract_sponsors",
-          "path": "categories/fabric-patterns/extract_sponsors",
-          "invoke": "/graycode:extract_sponsors"
-        },
-        {
-          "name": "extract_video_commerce_entities",
-          "path": "categories/fabric-patterns/extract_video_commerce_entities",
-          "invoke": "/graycode:extract_video_commerce_entities"
-        },
-        {
-          "name": "extract_videoid",
-          "path": "categories/fabric-patterns/extract_videoid",
-          "invoke": "/graycode:extract_videoid"
-        },
-        {
-          "name": "extract_wisdom",
-          "path": "categories/fabric-patterns/extract_wisdom",
-          "invoke": "/graycode:extract_wisdom"
-        },
-        {
-          "name": "extract_wisdom_agents",
-          "path": "categories/fabric-patterns/extract_wisdom_agents",
-          "invoke": "/graycode:extract_wisdom_agents"
-        },
-        {
-          "name": "extract_wisdom_dm",
-          "path": "categories/fabric-patterns/extract_wisdom_dm",
-          "invoke": "/graycode:extract_wisdom_dm"
-        },
-        {
-          "name": "extract_wisdom_nometa",
-          "path": "categories/fabric-patterns/extract_wisdom_nometa",
-          "invoke": "/graycode:extract_wisdom_nometa"
-        },
-        {
-          "name": "extract_wisdom_with_attribution",
-          "path": "categories/fabric-patterns/extract_wisdom_with_attribution",
-          "invoke": "/graycode:extract_wisdom_with_attribution"
-        },
-        {
-          "name": "find_female_life_partner",
-          "path": "categories/fabric-patterns/find_female_life_partner",
-          "invoke": "/graycode:find_female_life_partner"
-        },
-        {
-          "name": "find_hidden_message",
-          "path": "categories/fabric-patterns/find_hidden_message",
-          "invoke": "/graycode:find_hidden_message"
-        },
-        {
-          "name": "find_logical_fallacies",
-          "path": "categories/fabric-patterns/find_logical_fallacies",
-          "invoke": "/graycode:find_logical_fallacies"
-        },
-        {
-          "name": "improve_academic_writing",
-          "path": "categories/fabric-patterns/improve_academic_writing",
-          "invoke": "/graycode:improve_academic_writing"
-        },
-        {
-          "name": "improve_prompt",
-          "path": "categories/fabric-patterns/improve_prompt",
-          "invoke": "/graycode:improve_prompt"
-        },
-        {
-          "name": "improve_report_finding",
-          "path": "categories/fabric-patterns/improve_report_finding",
-          "invoke": "/graycode:improve_report_finding"
-        },
-        {
-          "name": "improve_writing",
-          "path": "categories/fabric-patterns/improve_writing",
-          "invoke": "/graycode:improve_writing"
-        },
-        {
-          "name": "rate_ai_response",
-          "path": "categories/fabric-patterns/rate_ai_response",
-          "invoke": "/graycode:rate_ai_response"
-        },
-        {
-          "name": "rate_ai_result",
-          "path": "categories/fabric-patterns/rate_ai_result",
-          "invoke": "/graycode:rate_ai_result"
-        },
-        {
-          "name": "rate_content",
-          "path": "categories/fabric-patterns/rate_content",
-          "invoke": "/graycode:rate_content"
-        },
-        {
-          "name": "rate_value",
-          "path": "categories/fabric-patterns/rate_value",
-          "invoke": "/graycode:rate_value"
-        },
-        {
-          "name": "summarize_board_meeting",
-          "path": "categories/fabric-patterns/summarize_board_meeting",
-          "invoke": "/graycode:summarize_board_meeting"
-        },
-        {
-          "name": "summarize_debate",
-          "path": "categories/fabric-patterns/summarize_debate",
-          "invoke": "/graycode:summarize_debate"
-        },
-        {
-          "name": "summarize_git_changes",
-          "path": "categories/fabric-patterns/summarize_git_changes",
-          "invoke": "/graycode:summarize_git_changes"
-        },
-        {
-          "name": "summarize_git_diff",
-          "path": "categories/fabric-patterns/summarize_git_diff",
-          "invoke": "/graycode:summarize_git_diff"
-        },
-        {
-          "name": "summarize_lecture",
-          "path": "categories/fabric-patterns/summarize_lecture",
-          "invoke": "/graycode:summarize_lecture"
-        },
-        {
-          "name": "summarize_legislation",
-          "path": "categories/fabric-patterns/summarize_legislation",
-          "invoke": "/graycode:summarize_legislation"
-        },
-        {
-          "name": "summarize_meeting",
-          "path": "categories/fabric-patterns/summarize_meeting",
-          "invoke": "/graycode:summarize_meeting"
-        },
-        {
-          "name": "summarize_micro",
-          "path": "categories/fabric-patterns/summarize_micro",
-          "invoke": "/graycode:summarize_micro"
-        },
-        {
-          "name": "summarize_newsletter",
-          "path": "categories/fabric-patterns/summarize_newsletter",
-          "invoke": "/graycode:summarize_newsletter"
-        },
-        {
-          "name": "summarize_paper",
-          "path": "categories/fabric-patterns/summarize_paper",
-          "invoke": "/graycode:summarize_paper"
-        },
-        {
-          "name": "summarize_prompt",
-          "path": "categories/fabric-patterns/summarize_prompt",
-          "invoke": "/graycode:summarize_prompt"
-        },
-        {
-          "name": "summarize_pull-requests",
-          "path": "categories/fabric-patterns/summarize_pull-requests",
-          "invoke": "/graycode:summarize_pull-requests"
-        },
-        {
-          "name": "summarize_rpg_session",
-          "path": "categories/fabric-patterns/summarize_rpg_session",
-          "invoke": "/graycode:summarize_rpg_session"
-        },
-        {
-          "name": "write_essay",
-          "path": "categories/fabric-patterns/write_essay",
-          "invoke": "/graycode:write_essay"
-        },
-        {
-          "name": "write_essay_pg",
-          "path": "categories/fabric-patterns/write_essay_pg",
-          "invoke": "/graycode:write_essay_pg"
-        },
-        {
-          "name": "write_hackerone_report",
-          "path": "categories/fabric-patterns/write_hackerone_report",
-          "invoke": "/graycode:write_hackerone_report"
-        },
-        {
-          "name": "write_latex",
-          "path": "categories/fabric-patterns/write_latex",
-          "invoke": "/graycode:write_latex"
-        },
-        {
-          "name": "write_micro_essay",
-          "path": "categories/fabric-patterns/write_micro_essay",
-          "invoke": "/graycode:write_micro_essay"
-        },
-        {
-          "name": "write_nuclei_template_rule",
-          "path": "categories/fabric-patterns/write_nuclei_template_rule",
-          "invoke": "/graycode:write_nuclei_template_rule"
-        },
-        {
-          "name": "write_pull-request",
-          "path": "categories/fabric-patterns/write_pull-request",
-          "invoke": "/graycode:write_pull-request"
-        },
-        {
-          "name": "write_semgrep_rule",
-          "path": "categories/fabric-patterns/write_semgrep_rule",
-          "invoke": "/graycode:write_semgrep_rule"
-        },
-        {
-          "name": "Vish-copilot-instructions",
-          "path": "categories/general/Vish-copilot-instructions",
-          "invoke": "/graycode:Vish-copilot-instructions"
-        },
-        {
-          "name": "ab-experiment-design",
-          "path": "categories/general/ab-experiment-design",
-          "invoke": "/graycode:ab-experiment-design"
-        },
-        {
-          "name": "accessible-frontend-development",
-          "path": "categories/general/accessible-frontend-development",
-          "invoke": "/graycode:accessible-frontend-development"
-        },
-        {
-          "name": "acquiring-disk-image-with-dd-and-dcfldd",
-          "path": "categories/general/acquiring-disk-image-with-dd-and-dcfldd",
-          "invoke": "/graycode:acquiring-disk-image-with-dd-and-dcfldd"
-        },
-        {
-          "name": "ad-creative-generation",
-          "path": "categories/general/ad-creative-generation",
-          "invoke": "/graycode:ad-creative-generation"
-        },
-        {
-          "name": "adversarial-decision-review",
-          "path": "categories/general/adversarial-decision-review",
-          "invoke": "/graycode:adversarial-decision-review"
-        },
-        {
-          "name": "advertising-account-diagnostics",
-          "path": "categories/general/advertising-account-diagnostics",
-          "invoke": "/graycode:advertising-account-diagnostics"
-        },
-        {
-          "name": "advertising-api-mcp-setup",
-          "path": "categories/general/advertising-api-mcp-setup",
-          "invoke": "/graycode:advertising-api-mcp-setup"
-        },
-        {
-          "name": "advertising-api-quickstart",
-          "path": "categories/general/advertising-api-quickstart",
-          "invoke": "/graycode:advertising-api-quickstart"
-        },
-        {
-          "name": "ag-00-andruia-consultant",
-          "path": "categories/general/ag-00-andruia-consultant",
-          "invoke": "/graycode:ag-00-andruia-consultant"
-        },
-        {
-          "name": "ag-007",
-          "path": "categories/general/ag-007",
-          "invoke": "/graycode:ag-007"
-        },
-        {
-          "name": "ag-10-andruia-skill-smith",
-          "path": "categories/general/ag-10-andruia-skill-smith",
-          "invoke": "/graycode:ag-10-andruia-skill-smith"
-        },
-        {
-          "name": "ag-20-andruia-niche-intelligence",
-          "path": "categories/general/ag-20-andruia-niche-intelligence",
-          "invoke": "/graycode:ag-20-andruia-niche-intelligence"
-        },
-        {
-          "name": "ag-2d-games",
-          "path": "categories/general/ag-2d-games",
-          "invoke": "/graycode:ag-2d-games"
-        },
-        {
-          "name": "ag-3d-games",
-          "path": "categories/general/ag-3d-games",
-          "invoke": "/graycode:ag-3d-games"
-        },
-        {
-          "name": "ag-3d-web-experience",
-          "path": "categories/general/ag-3d-web-experience",
-          "invoke": "/graycode:ag-3d-web-experience"
-        },
-        {
-          "name": "ag-ab-test-setup",
-          "path": "categories/general/ag-ab-test-setup",
-          "invoke": "/graycode:ag-ab-test-setup"
-        },
-        {
-          "name": "ag-acceptance-orchestrator",
-          "path": "categories/general/ag-acceptance-orchestrator",
-          "invoke": "/graycode:ag-acceptance-orchestrator"
-        },
-        {
-          "name": "ag-accessibility-compliance-accessibility-audit",
-          "path": "categories/general/ag-accessibility-compliance-accessibility-audit",
-          "invoke": "/graycode:ag-accessibility-compliance-accessibility-audit"
-        },
-        {
-          "name": "ag-active-directory-attacks",
-          "path": "categories/general/ag-active-directory-attacks",
-          "invoke": "/graycode:ag-active-directory-attacks"
-        },
-        {
-          "name": "ag-activecampaign-automation",
-          "path": "categories/general/ag-activecampaign-automation",
-          "invoke": "/graycode:ag-activecampaign-automation"
-        },
-        {
-          "name": "ag-ad-creative",
-          "path": "categories/general/ag-ad-creative",
-          "invoke": "/graycode:ag-ad-creative"
-        },
-        {
-          "name": "ag-address-github-comments",
-          "path": "categories/general/ag-address-github-comments",
-          "invoke": "/graycode:ag-address-github-comments"
-        },
-        {
-          "name": "ag-adhx",
-          "path": "categories/general/ag-adhx",
-          "invoke": "/graycode:ag-adhx"
-        },
-        {
-          "name": "ag-advanced-evaluation",
-          "path": "categories/general/ag-advanced-evaluation",
-          "invoke": "/graycode:ag-advanced-evaluation"
-        },
-        {
-          "name": "ag-advogado-criminal",
-          "path": "categories/general/ag-advogado-criminal",
-          "invoke": "/graycode:ag-advogado-criminal"
-        },
-        {
-          "name": "ag-advogado-especialista",
-          "path": "categories/general/ag-advogado-especialista",
-          "invoke": "/graycode:ag-advogado-especialista"
-        },
-        {
-          "name": "ag-aegisops-ai",
-          "path": "categories/general/ag-aegisops-ai",
-          "invoke": "/graycode:ag-aegisops-ai"
-        },
-        {
-          "name": "ag-agent-evaluation",
-          "path": "categories/general/ag-agent-evaluation",
-          "invoke": "/graycode:ag-agent-evaluation"
-        },
-        {
-          "name": "ag-agent-framework-azure-ai-py",
-          "path": "categories/general/ag-agent-framework-azure-ai-py",
-          "invoke": "/graycode:ag-agent-framework-azure-ai-py"
-        },
-        {
-          "name": "ag-agent-manager-skill",
-          "path": "categories/general/ag-agent-manager-skill",
-          "invoke": "/graycode:ag-agent-manager-skill"
-        },
-        {
-          "name": "ag-agent-memory-mcp",
-          "path": "categories/general/ag-agent-memory-mcp",
-          "invoke": "/graycode:ag-agent-memory-mcp"
-        },
-        {
-          "name": "ag-agent-memory-systems",
-          "path": "categories/general/ag-agent-memory-systems",
-          "invoke": "/graycode:ag-agent-memory-systems"
-        },
-        {
-          "name": "ag-agent-orchestration-improve-agent",
-          "path": "categories/general/ag-agent-orchestration-improve-agent",
-          "invoke": "/graycode:ag-agent-orchestration-improve-agent"
-        },
-        {
-          "name": "ag-agent-orchestration-multi-agent-optimize",
-          "path": "categories/general/ag-agent-orchestration-multi-agent-optimize",
-          "invoke": "/graycode:ag-agent-orchestration-multi-agent-optimize"
-        },
-        {
-          "name": "ag-agent-orchestrator",
-          "path": "categories/general/ag-agent-orchestrator",
-          "invoke": "/graycode:ag-agent-orchestrator"
-        },
-        {
-          "name": "ag-agent-tool-builder",
-          "path": "categories/general/ag-agent-tool-builder",
-          "invoke": "/graycode:ag-agent-tool-builder"
-        },
-        {
-          "name": "ag-agentflow",
-          "path": "categories/general/ag-agentflow",
-          "invoke": "/graycode:ag-agentflow"
-        },
-        {
-          "name": "ag-agentfolio",
-          "path": "categories/general/ag-agentfolio",
-          "invoke": "/graycode:ag-agentfolio"
-        },
-        {
-          "name": "ag-agentic-actions-auditor",
-          "path": "categories/general/ag-agentic-actions-auditor",
-          "invoke": "/graycode:ag-agentic-actions-auditor"
-        },
-        {
-          "name": "ag-agentmail",
-          "path": "categories/general/ag-agentmail",
-          "invoke": "/graycode:ag-agentmail"
-        },
-        {
-          "name": "ag-agentphone",
-          "path": "categories/general/ag-agentphone",
-          "invoke": "/graycode:ag-agentphone"
-        },
-        {
-          "name": "ag-agents-md",
-          "path": "categories/general/ag-agents-md",
-          "invoke": "/graycode:ag-agents-md"
-        },
-        {
-          "name": "ag-agents-v2-py",
-          "path": "categories/general/ag-agents-v2-py",
-          "invoke": "/graycode:ag-agents-v2-py"
-        },
-        {
-          "name": "ag-agenttrace-session-audit",
-          "path": "categories/general/ag-agenttrace-session-audit",
-          "invoke": "/graycode:ag-agenttrace-session-audit"
-        },
-        {
-          "name": "ag-ai-agent-development",
-          "path": "categories/general/ag-ai-agent-development",
-          "invoke": "/graycode:ag-ai-agent-development"
-        },
-        {
-          "name": "ag-ai-agents-architect",
-          "path": "categories/general/ag-ai-agents-architect",
-          "invoke": "/graycode:ag-ai-agents-architect"
-        },
-        {
-          "name": "ag-ai-analyzer",
-          "path": "categories/general/ag-ai-analyzer",
-          "invoke": "/graycode:ag-ai-analyzer"
-        },
-        {
-          "name": "ag-ai-dev-jobs-mcp",
-          "path": "categories/general/ag-ai-dev-jobs-mcp",
-          "invoke": "/graycode:ag-ai-dev-jobs-mcp"
-        },
-        {
-          "name": "ag-ai-engineer",
-          "path": "categories/general/ag-ai-engineer",
-          "invoke": "/graycode:ag-ai-engineer"
-        },
-        {
-          "name": "ag-ai-engineering-toolkit",
-          "path": "categories/general/ag-ai-engineering-toolkit",
-          "invoke": "/graycode:ag-ai-engineering-toolkit"
-        },
-        {
-          "name": "ag-ai-md",
-          "path": "categories/general/ag-ai-md",
-          "invoke": "/graycode:ag-ai-md"
-        },
-        {
-          "name": "ag-ai-ml",
-          "path": "categories/general/ag-ai-ml",
-          "invoke": "/graycode:ag-ai-ml"
-        },
-        {
-          "name": "ag-ai-native-cli",
-          "path": "categories/general/ag-ai-native-cli",
-          "invoke": "/graycode:ag-ai-native-cli"
-        },
-        {
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-          "path": "categories/general/copilot-coding-agent",
-          "invoke": "/graycode:copilot-coding-agent"
-        },
-        {
-          "name": "copilot-comment-code-generate-a-tutorial",
-          "path": "categories/general/copilot-comment-code-generate-a-tutorial",
-          "invoke": "/graycode:copilot-comment-code-generate-a-tutorial"
-        },
-        {
-          "name": "copilot-commit-message-storyteller",
-          "path": "categories/general/copilot-commit-message-storyteller",
-          "invoke": "/graycode:copilot-commit-message-storyteller"
-        },
-        {
-          "name": "copilot-containerize-aspnet-framework",
-          "path": "categories/general/copilot-containerize-aspnet-framework",
-          "invoke": "/graycode:copilot-containerize-aspnet-framework"
-        },
-        {
-          "name": "copilot-containerize-aspnetcore",
-          "path": "categories/general/copilot-containerize-aspnetcore",
-          "invoke": "/graycode:copilot-containerize-aspnetcore"
-        },
-        {
-          "name": "copilot-content-management-systems",
-          "path": "categories/general/copilot-content-management-systems",
-          "invoke": "/graycode:copilot-content-management-systems"
-        },
-        {
-          "name": "copilot-context-map",
-          "path": "categories/general/copilot-context-map",
-          "invoke": "/graycode:copilot-context-map"
-        },
-        {
-          "name": "copilot-conventional-commit",
-          "path": "categories/general/copilot-conventional-commit",
-          "invoke": "/graycode:copilot-conventional-commit"
-        },
-        {
-          "name": "copilot-convert-plaintext-to-md",
-          "path": "categories/general/copilot-convert-plaintext-to-md",
-          "invoke": "/graycode:copilot-convert-plaintext-to-md"
-        },
-        {
-          "name": "copilot-copilot-cli-quickstart",
-          "path": "categories/general/copilot-copilot-cli-quickstart",
-          "invoke": "/graycode:copilot-copilot-cli-quickstart"
-        },
-        {
-          "name": "copilot-copilot-instructions-blueprint-generator",
-          "path": "categories/general/copilot-copilot-instructions-blueprint-generator",
-          "invoke": "/graycode:copilot-copilot-instructions-blueprint-generator"
-        },
-        {
-          "name": "copilot-copilot-sdk",
-          "path": "categories/general/copilot-copilot-sdk",
-          "invoke": "/graycode:copilot-copilot-sdk"
-        },
-        {
-          "name": "copilot-copilot-spaces",
-          "path": "categories/general/copilot-copilot-spaces",
-          "invoke": "/graycode:copilot-copilot-spaces"
-        },
-        {
-          "name": "copilot-copilot-usage-metrics",
-          "path": "categories/general/copilot-copilot-usage-metrics",
-          "invoke": "/graycode:copilot-copilot-usage-metrics"
-        },
-        {
-          "name": "copilot-cosmosdb-datamodeling",
-          "path": "categories/general/copilot-cosmosdb-datamodeling",
-          "invoke": "/graycode:copilot-cosmosdb-datamodeling"
-        },
-        {
-          "name": "copilot-create-agentsmd",
-          "path": "categories/general/copilot-create-agentsmd",
-          "invoke": "/graycode:copilot-create-agentsmd"
-        },
-        {
-          "name": "copilot-create-architectural-decision-record",
-          "path": "categories/general/copilot-create-architectural-decision-record",
-          "invoke": "/graycode:copilot-create-architectural-decision-record"
-        },
-        {
-          "name": "copilot-create-github-action-workflow-specification",
-          "path": "categories/general/copilot-create-github-action-workflow-specification",
-          "invoke": "/graycode:copilot-create-github-action-workflow-specification"
-        },
-        {
-          "name": "copilot-create-github-issue-feature-from-specification",
-          "path": "categories/general/copilot-create-github-issue-feature-from-specification",
-          "invoke": "/graycode:copilot-create-github-issue-feature-from-specification"
-        },
-        {
-          "name": "copilot-create-github-issues-feature-from-implementation-plan",
-          "path": "categories/general/copilot-create-github-issues-feature-from-implementation-plan",
-          "invoke": "/graycode:copilot-create-github-issues-feature-from-implementation-plan"
-        },
-        {
-          "name": "copilot-create-github-issues-for-unmet-specification-requirements",
-          "path": "categories/general/copilot-create-github-issues-for-unmet-specification-requirements",
-          "invoke": "/graycode:copilot-create-github-issues-for-unmet-specification-requirements"
-        },
-        {
-          "name": "copilot-create-github-pull-request-from-specification",
-          "path": "categories/general/copilot-create-github-pull-request-from-specification",
-          "invoke": "/graycode:copilot-create-github-pull-request-from-specification"
-        },
-        {
-          "name": "copilot-create-implementation-plan",
-          "path": "categories/general/copilot-create-implementation-plan",
-          "invoke": "/graycode:copilot-create-implementation-plan"
-        },
-        {
-          "name": "copilot-create-llms",
-          "path": "categories/general/copilot-create-llms",
-          "invoke": "/graycode:copilot-create-llms"
-        },
-        {
-          "name": "copilot-create-readme",
-          "path": "categories/general/copilot-create-readme",
-          "invoke": "/graycode:copilot-create-readme"
-        },
-        {
-          "name": "copilot-create-specification",
-          "path": "categories/general/copilot-create-specification",
-          "invoke": "/graycode:copilot-create-specification"
-        },
-        {
-          "name": "copilot-create-spring-boot-java-project",
-          "path": "categories/general/copilot-create-spring-boot-java-project",
-          "invoke": "/graycode:copilot-create-spring-boot-java-project"
-        },
-        {
-          "name": "copilot-create-spring-boot-kotlin-project",
-          "path": "categories/general/copilot-create-spring-boot-kotlin-project",
-          "invoke": "/graycode:copilot-create-spring-boot-kotlin-project"
-        },
-        {
-          "name": "copilot-create-technical-spike",
-          "path": "categories/general/copilot-create-technical-spike",
-          "invoke": "/graycode:copilot-create-technical-spike"
-        },
-        {
-          "name": "copilot-create-tldr-page",
-          "path": "categories/general/copilot-create-tldr-page",
-          "invoke": "/graycode:copilot-create-tldr-page"
-        },
-        {
-          "name": "copilot-creating-oracle-to-postgres-master-migration-plan",
-          "path": "categories/general/copilot-creating-oracle-to-postgres-master-migration-plan",
-          "invoke": "/graycode:copilot-creating-oracle-to-postgres-master-migration-plan"
-        },
-        {
-          "name": "copilot-creating-oracle-to-postgres-migration-bug-report",
-          "path": "categories/general/copilot-creating-oracle-to-postgres-migration-bug-report",
-          "invoke": "/graycode:copilot-creating-oracle-to-postgres-migration-bug-report"
-        },
-        {
-          "name": "copilot-creating-oracle-to-postgres-migration-integration-tests",
-          "path": "categories/general/copilot-creating-oracle-to-postgres-migration-integration-tests",
-          "invoke": "/graycode:copilot-creating-oracle-to-postgres-migration-integration-tests"
-        },
-        {
-          "name": "copilot-csharp-async",
-          "path": "categories/general/copilot-csharp-async",
-          "invoke": "/graycode:copilot-csharp-async"
-        },
-        {
-          "name": "copilot-csharp-docs",
-          "path": "categories/general/copilot-csharp-docs",
-          "invoke": "/graycode:copilot-csharp-docs"
-        },
-        {
-          "name": "copilot-csharp-mstest",
-          "path": "categories/general/copilot-csharp-mstest",
-          "invoke": "/graycode:copilot-csharp-mstest"
-        },
-        {
-          "name": "copilot-csharp-nunit",
-          "path": "categories/general/copilot-csharp-nunit",
-          "invoke": "/graycode:copilot-csharp-nunit"
-        },
-        {
-          "name": "copilot-csharp-tunit",
-          "path": "categories/general/copilot-csharp-tunit",
-          "invoke": "/graycode:copilot-csharp-tunit"
-        },
-        {
-          "name": "copilot-csharp-xunit",
-          "path": "categories/general/copilot-csharp-xunit",
-          "invoke": "/graycode:copilot-csharp-xunit"
-        },
-        {
-          "name": "copilot-daily-prep",
-          "path": "categories/general/copilot-daily-prep",
-          "invoke": "/graycode:copilot-daily-prep"
-        },
-        {
-          "name": "copilot-data-breach-blast-radius",
-          "path": "categories/general/copilot-data-breach-blast-radius",
-          "invoke": "/graycode:copilot-data-breach-blast-radius"
-        },
-        {
-          "name": "copilot-datanalysis-credit-risk",
-          "path": "categories/general/copilot-datanalysis-credit-risk",
-          "invoke": "/graycode:copilot-datanalysis-credit-risk"
-        },
-        {
-          "name": "copilot-dataverse-python-advanced-patterns",
-          "path": "categories/general/copilot-dataverse-python-advanced-patterns",
-          "invoke": "/graycode:copilot-dataverse-python-advanced-patterns"
-        },
-        {
-          "name": "copilot-dataverse-python-production-code",
-          "path": "categories/general/copilot-dataverse-python-production-code",
-          "invoke": "/graycode:copilot-dataverse-python-production-code"
-        },
-        {
-          "name": "copilot-dataverse-python-quickstart",
-          "path": "categories/general/copilot-dataverse-python-quickstart",
-          "invoke": "/graycode:copilot-dataverse-python-quickstart"
-        },
-        {
-          "name": "copilot-dataverse-python-usecase-builder",
-          "path": "categories/general/copilot-dataverse-python-usecase-builder",
-          "invoke": "/graycode:copilot-dataverse-python-usecase-builder"
-        },
-        {
-          "name": "copilot-debian-linux-triage",
-          "path": "categories/general/copilot-debian-linux-triage",
-          "invoke": "/graycode:copilot-debian-linux-triage"
-        },
-        {
-          "name": "copilot-debugging",
-          "path": "categories/general/copilot-debugging",
-          "invoke": "/graycode:copilot-debugging"
-        },
-        {
-          "name": "copilot-declarative-agents",
-          "path": "categories/general/copilot-declarative-agents",
-          "invoke": "/graycode:copilot-declarative-agents"
-        },
-        {
-          "name": "copilot-dependabot",
-          "path": "categories/general/copilot-dependabot",
-          "invoke": "/graycode:copilot-dependabot"
-        },
-        {
-          "name": "copilot-devops-rollout-plan",
-          "path": "categories/general/copilot-devops-rollout-plan",
-          "invoke": "/graycode:copilot-devops-rollout-plan"
-        },
-        {
-          "name": "copilot-diagnose",
-          "path": "categories/general/copilot-diagnose",
-          "invoke": "/graycode:copilot-diagnose"
-        },
-        {
-          "name": "copilot-diagnosis",
-          "path": "categories/general/copilot-diagnosis",
-          "invoke": "/graycode:copilot-diagnosis"
-        },
-        {
-          "name": "copilot-documentation-writer",
-          "path": "categories/general/copilot-documentation-writer",
-          "invoke": "/graycode:copilot-documentation-writer"
-        },
-        {
-          "name": "copilot-dotnet",
-          "path": "categories/general/copilot-dotnet",
-          "invoke": "/graycode:copilot-dotnet"
-        },
-        {
-          "name": "copilot-dotnet-best-practices",
-          "path": "categories/general/copilot-dotnet-best-practices",
-          "invoke": "/graycode:copilot-dotnet-best-practices"
-        },
-        {
-          "name": "copilot-dotnet-design-pattern-review",
-          "path": "categories/general/copilot-dotnet-design-pattern-review",
-          "invoke": "/graycode:copilot-dotnet-design-pattern-review"
-        },
-        {
-          "name": "copilot-dotnet-mcp-builder",
-          "path": "categories/general/copilot-dotnet-mcp-builder",
-          "invoke": "/graycode:copilot-dotnet-mcp-builder"
-        },
-        {
-          "name": "copilot-dotnet-timezone",
-          "path": "categories/general/copilot-dotnet-timezone",
-          "invoke": "/graycode:copilot-dotnet-timezone"
-        },
-        {
-          "name": "copilot-dotnet-upgrade",
-          "path": "categories/general/copilot-dotnet-upgrade",
-          "invoke": "/graycode:copilot-dotnet-upgrade"
-        },
-        {
-          "name": "copilot-doublecheck",
-          "path": "categories/general/copilot-doublecheck",
-          "invoke": "/graycode:copilot-doublecheck"
-        },
-        {
-          "name": "copilot-draw-io-diagram-generator",
-          "path": "categories/general/copilot-draw-io-diagram-generator",
-          "invoke": "/graycode:copilot-draw-io-diagram-generator"
-        },
-        {
-          "name": "copilot-drawio",
-          "path": "categories/general/copilot-drawio",
-          "invoke": "/graycode:copilot-drawio"
-        },
-        {
-          "name": "copilot-editorconfig",
-          "path": "categories/general/copilot-editorconfig",
-          "invoke": "/graycode:copilot-editorconfig"
-        },
-        {
-          "name": "copilot-ef-core",
-          "path": "categories/general/copilot-ef-core",
-          "invoke": "/graycode:copilot-ef-core"
-        },
-        {
-          "name": "copilot-email-drafter",
-          "path": "categories/general/copilot-email-drafter",
-          "invoke": "/graycode:copilot-email-drafter"
-        },
-        {
-          "name": "copilot-entra-agent-user",
-          "path": "categories/general/copilot-entra-agent-user",
-          "invoke": "/graycode:copilot-entra-agent-user"
-        },
-        {
-          "name": "copilot-eval-driven-dev",
-          "path": "categories/general/copilot-eval-driven-dev",
-          "invoke": "/graycode:copilot-eval-driven-dev"
-        },
-        {
-          "name": "copilot-exam-ready",
-          "path": "categories/general/copilot-exam-ready",
-          "invoke": "/graycode:copilot-exam-ready"
-        },
-        {
-          "name": "copilot-excalidraw-diagram-generator",
-          "path": "categories/general/copilot-excalidraw-diagram-generator",
-          "invoke": "/graycode:copilot-excalidraw-diagram-generator"
-        },
-        {
-          "name": "copilot-eyeball",
-          "path": "categories/general/copilot-eyeball",
-          "invoke": "/graycode:copilot-eyeball"
-        },
-        {
-          "name": "copilot-fabric-lakehouse",
-          "path": "categories/general/copilot-fabric-lakehouse",
-          "invoke": "/graycode:copilot-fabric-lakehouse"
-        },
-        {
-          "name": "copilot-fedora-linux-triage",
-          "path": "categories/general/copilot-fedora-linux-triage",
-          "invoke": "/graycode:copilot-fedora-linux-triage"
-        },
-        {
-          "name": "copilot-finalize-agent-prompt",
-          "path": "categories/general/copilot-finalize-agent-prompt",
-          "invoke": "/graycode:copilot-finalize-agent-prompt"
-        },
-        {
-          "name": "copilot-finnish-humanizer",
-          "path": "categories/general/copilot-finnish-humanizer",
-          "invoke": "/graycode:copilot-finnish-humanizer"
-        },
-        {
-          "name": "copilot-first-ask",
-          "path": "categories/general/copilot-first-ask",
-          "invoke": "/graycode:copilot-first-ask"
-        },
-        {
-          "name": "copilot-flowstudio-power-automate-build",
-          "path": "categories/general/copilot-flowstudio-power-automate-build",
-          "invoke": "/graycode:copilot-flowstudio-power-automate-build"
-        },
-        {
-          "name": "copilot-flowstudio-power-automate-debug",
-          "path": "categories/general/copilot-flowstudio-power-automate-debug",
-          "invoke": "/graycode:copilot-flowstudio-power-automate-debug"
-        },
-        {
-          "name": "copilot-flowstudio-power-automate-governance",
-          "path": "categories/general/copilot-flowstudio-power-automate-governance",
-          "invoke": "/graycode:copilot-flowstudio-power-automate-governance"
-        },
-        {
-          "name": "copilot-flowstudio-power-automate-mcp",
-          "path": "categories/general/copilot-flowstudio-power-automate-mcp",
-          "invoke": "/graycode:copilot-flowstudio-power-automate-mcp"
-        },
-        {
-          "name": "copilot-flowstudio-power-automate-monitoring",
-          "path": "categories/general/copilot-flowstudio-power-automate-monitoring",
-          "invoke": "/graycode:copilot-flowstudio-power-automate-monitoring"
-        },
-        {
-          "name": "copilot-fluentui-blazor",
-          "path": "categories/general/copilot-fluentui-blazor",
-          "invoke": "/graycode:copilot-fluentui-blazor"
-        },
-        {
-          "name": "copilot-folder-structure-blueprint-generator",
-          "path": "categories/general/copilot-folder-structure-blueprint-generator",
-          "invoke": "/graycode:copilot-folder-structure-blueprint-generator"
-        },
-        {
-          "name": "copilot-foundry-agent-sync",
-          "path": "categories/general/copilot-foundry-agent-sync",
-          "invoke": "/graycode:copilot-foundry-agent-sync"
-        },
-        {
-          "name": "copilot-freecad-scripts",
-          "path": "categories/general/copilot-freecad-scripts",
-          "invoke": "/graycode:copilot-freecad-scripts"
-        },
-        {
-          "name": "copilot-from-the-other-side-vega",
-          "path": "categories/general/copilot-from-the-other-side-vega",
-          "invoke": "/graycode:copilot-from-the-other-side-vega"
-        },
-        {
-          "name": "copilot-game-engine",
-          "path": "categories/general/copilot-game-engine",
-          "invoke": "/graycode:copilot-game-engine"
-        },
-        {
-          "name": "copilot-gdpr-compliant",
-          "path": "categories/general/copilot-gdpr-compliant",
-          "invoke": "/graycode:copilot-gdpr-compliant"
-        },
-        {
-          "name": "copilot-gen-specs-as-issues",
-          "path": "categories/general/copilot-gen-specs-as-issues",
-          "invoke": "/graycode:copilot-gen-specs-as-issues"
-        },
-        {
-          "name": "copilot-generate-custom-instructions-from-codebase",
-          "path": "categories/general/copilot-generate-custom-instructions-from-codebase",
-          "invoke": "/graycode:copilot-generate-custom-instructions-from-codebase"
-        },
-        {
-          "name": "copilot-geofeed-tuner",
-          "path": "categories/general/copilot-geofeed-tuner",
-          "invoke": "/graycode:copilot-geofeed-tuner"
-        },
-        {
-          "name": "copilot-gh-cli",
-          "path": "categories/general/copilot-gh-cli",
-          "invoke": "/graycode:copilot-gh-cli"
-        },
-        {
-          "name": "copilot-git-commit",
-          "path": "categories/general/copilot-git-commit",
-          "invoke": "/graycode:copilot-git-commit"
-        },
-        {
-          "name": "copilot-git-flow-branch-creator",
-          "path": "categories/general/copilot-git-flow-branch-creator",
-          "invoke": "/graycode:copilot-git-flow-branch-creator"
-        },
-        {
-          "name": "copilot-github-copilot-starter",
-          "path": "categories/general/copilot-github-copilot-starter",
-          "invoke": "/graycode:copilot-github-copilot-starter"
-        },
-        {
-          "name": "copilot-github-issues",
-          "path": "categories/general/copilot-github-issues",
-          "invoke": "/graycode:copilot-github-issues"
-        },
-        {
-          "name": "copilot-github-release",
-          "path": "categories/general/copilot-github-release",
-          "invoke": "/graycode:copilot-github-release"
-        },
-        {
-          "name": "copilot-go",
-          "path": "categories/general/copilot-go",
-          "invoke": "/graycode:copilot-go"
-        },
-        {
-          "name": "copilot-go-mcp-server-generator",
-          "path": "categories/general/copilot-go-mcp-server-generator",
-          "invoke": "/graycode:copilot-go-mcp-server-generator"
-        },
-        {
-          "name": "copilot-gsap-framer-scroll-animation",
-          "path": "categories/general/copilot-gsap-framer-scroll-animation",
-          "invoke": "/graycode:copilot-gsap-framer-scroll-animation"
-        },
-        {
-          "name": "copilot-gtm-0-to-1-launch",
-          "path": "categories/general/copilot-gtm-0-to-1-launch",
-          "invoke": "/graycode:copilot-gtm-0-to-1-launch"
-        },
-        {
-          "name": "copilot-gtm-ai-gtm",
-          "path": "categories/general/copilot-gtm-ai-gtm",
-          "invoke": "/graycode:copilot-gtm-ai-gtm"
-        },
-        {
-          "name": "copilot-gtm-board-and-investor-communication",
-          "path": "categories/general/copilot-gtm-board-and-investor-communication",
-          "invoke": "/graycode:copilot-gtm-board-and-investor-communication"
-        },
-        {
-          "name": "copilot-gtm-developer-ecosystem",
-          "path": "categories/general/copilot-gtm-developer-ecosystem",
-          "invoke": "/graycode:copilot-gtm-developer-ecosystem"
-        },
-        {
-          "name": "copilot-gtm-enterprise-account-planning",
-          "path": "categories/general/copilot-gtm-enterprise-account-planning",
-          "invoke": "/graycode:copilot-gtm-enterprise-account-planning"
-        },
-        {
-          "name": "copilot-gtm-enterprise-onboarding",
-          "path": "categories/general/copilot-gtm-enterprise-onboarding",
-          "invoke": "/graycode:copilot-gtm-enterprise-onboarding"
-        },
-        {
-          "name": "copilot-gtm-operating-cadence",
-          "path": "categories/general/copilot-gtm-operating-cadence",
-          "invoke": "/graycode:copilot-gtm-operating-cadence"
-        },
-        {
-          "name": "copilot-gtm-partnership-architecture",
-          "path": "categories/general/copilot-gtm-partnership-architecture",
-          "invoke": "/graycode:copilot-gtm-partnership-architecture"
-        },
-        {
-          "name": "copilot-gtm-positioning-strategy",
-          "path": "categories/general/copilot-gtm-positioning-strategy",
-          "invoke": "/graycode:copilot-gtm-positioning-strategy"
-        },
-        {
-          "name": "copilot-gtm-product-led-growth",
-          "path": "categories/general/copilot-gtm-product-led-growth",
-          "invoke": "/graycode:copilot-gtm-product-led-growth"
-        },
-        {
-          "name": "copilot-gtm-technical-product-pricing",
-          "path": "categories/general/copilot-gtm-technical-product-pricing",
-          "invoke": "/graycode:copilot-gtm-technical-product-pricing"
-        },
-        {
-          "name": "copilot-horizontal-scaling",
-          "path": "categories/general/copilot-horizontal-scaling",
-          "invoke": "/graycode:copilot-horizontal-scaling"
-        },
-        {
-          "name": "copilot-image-manipulation-image-magick",
-          "path": "categories/general/copilot-image-manipulation-image-magick",
-          "invoke": "/graycode:copilot-image-manipulation-image-magick"
-        },
-        {
-          "name": "copilot-impediment-prioritization",
-          "path": "categories/general/copilot-impediment-prioritization",
-          "invoke": "/graycode:copilot-impediment-prioritization"
-        },
-        {
-          "name": "copilot-import-infrastructure-as-code",
-          "path": "categories/general/copilot-import-infrastructure-as-code",
-          "invoke": "/graycode:copilot-import-infrastructure-as-code"
-        },
-        {
-          "name": "copilot-indexing-performance-optimization",
-          "path": "categories/general/copilot-indexing-performance-optimization",
-          "invoke": "/graycode:copilot-indexing-performance-optimization"
-        },
-        {
-          "name": "copilot-instructions",
-          "path": "categories/general/copilot-instructions",
-          "invoke": "/graycode:copilot-instructions"
-        },
-        {
-          "name": "copilot-integrate-context-matic",
-          "path": "categories/general/copilot-integrate-context-matic",
-          "invoke": "/graycode:copilot-integrate-context-matic"
-        },
-        {
-          "name": "copilot-issue-fields-migration",
-          "path": "categories/general/copilot-issue-fields-migration",
-          "invoke": "/graycode:copilot-issue-fields-migration"
-        },
-        {
-          "name": "copilot-java",
-          "path": "categories/general/copilot-java",
-          "invoke": "/graycode:copilot-java"
-        },
-        {
-          "name": "copilot-java-add-graalvm-native-image-support",
-          "path": "categories/general/copilot-java-add-graalvm-native-image-support",
-          "invoke": "/graycode:copilot-java-add-graalvm-native-image-support"
-        },
-        {
-          "name": "copilot-java-docs",
-          "path": "categories/general/copilot-java-docs",
-          "invoke": "/graycode:copilot-java-docs"
-        },
-        {
-          "name": "copilot-java-junit",
-          "path": "categories/general/copilot-java-junit",
-          "invoke": "/graycode:copilot-java-junit"
-        },
-        {
-          "name": "copilot-java-mcp-server-generator",
-          "path": "categories/general/copilot-java-mcp-server-generator",
-          "invoke": "/graycode:copilot-java-mcp-server-generator"
-        },
-        {
-          "name": "copilot-java-refactoring-extract-method",
-          "path": "categories/general/copilot-java-refactoring-extract-method",
-          "invoke": "/graycode:copilot-java-refactoring-extract-method"
-        },
-        {
-          "name": "copilot-java-refactoring-remove-parameter",
-          "path": "categories/general/copilot-java-refactoring-remove-parameter",
-          "invoke": "/graycode:copilot-java-refactoring-remove-parameter"
-        },
-        {
-          "name": "copilot-java-springboot",
-          "path": "categories/general/copilot-java-springboot",
-          "invoke": "/graycode:copilot-java-springboot"
-        },
-        {
-          "name": "copilot-javascript-typescript-jest",
-          "path": "categories/general/copilot-javascript-typescript-jest",
-          "invoke": "/graycode:copilot-javascript-typescript-jest"
-        },
-        {
-          "name": "copilot-javax-to-jakarta-migration",
-          "path": "categories/general/copilot-javax-to-jakarta-migration",
-          "invoke": "/graycode:copilot-javax-to-jakarta-migration"
-        },
-        {
-          "name": "copilot-kotlin-mcp-server-generator",
-          "path": "categories/general/copilot-kotlin-mcp-server-generator",
-          "invoke": "/graycode:copilot-kotlin-mcp-server-generator"
-        },
-        {
-          "name": "copilot-kotlin-springboot",
-          "path": "categories/general/copilot-kotlin-springboot",
-          "invoke": "/graycode:copilot-kotlin-springboot"
-        },
-        {
-          "name": "copilot-learning-hub",
-          "path": "categories/general/copilot-learning-hub",
-          "invoke": "/graycode:copilot-learning-hub"
-        },
-        {
-          "name": "copilot-legacy-circuit-mockups",
-          "path": "categories/general/copilot-legacy-circuit-mockups",
-          "invoke": "/graycode:copilot-legacy-circuit-mockups"
-        },
-        {
-          "name": "copilot-linkedin-post-formatter",
-          "path": "categories/general/copilot-linkedin-post-formatter",
-          "invoke": "/graycode:copilot-linkedin-post-formatter"
-        },
-        {
-          "name": "copilot-lsp-setup",
-          "path": "categories/general/copilot-lsp-setup",
-          "invoke": "/graycode:copilot-lsp-setup"
-        },
-        {
-          "name": "copilot-make-repo-contribution",
-          "path": "categories/general/copilot-make-repo-contribution",
-          "invoke": "/graycode:copilot-make-repo-contribution"
-        },
-        {
-          "name": "copilot-make-skill-template",
-          "path": "categories/general/copilot-make-skill-template",
-          "invoke": "/graycode:copilot-make-skill-template"
-        },
-        {
-          "name": "copilot-markdown-to-html",
-          "path": "categories/general/copilot-markdown-to-html",
-          "invoke": "/graycode:copilot-markdown-to-html"
-        },
-        {
-          "name": "copilot-mcp-cli",
-          "path": "categories/general/copilot-mcp-cli",
-          "invoke": "/graycode:copilot-mcp-cli"
-        },
-        {
-          "name": "copilot-mcp-copilot-studio-server-generator",
-          "path": "categories/general/copilot-mcp-copilot-studio-server-generator",
-          "invoke": "/graycode:copilot-mcp-copilot-studio-server-generator"
-        },
-        {
-          "name": "copilot-mcp-create-adaptive-cards",
-          "path": "categories/general/copilot-mcp-create-adaptive-cards",
-          "invoke": "/graycode:copilot-mcp-create-adaptive-cards"
-        },
-        {
-          "name": "copilot-mcp-create-declarative-agent",
-          "path": "categories/general/copilot-mcp-create-declarative-agent",
-          "invoke": "/graycode:copilot-mcp-create-declarative-agent"
-        },
-        {
-          "name": "copilot-mcp-deploy-manage-agents",
-          "path": "categories/general/copilot-mcp-deploy-manage-agents",
-          "invoke": "/graycode:copilot-mcp-deploy-manage-agents"
-        },
-        {
-          "name": "copilot-mcp-security-audit",
-          "path": "categories/general/copilot-mcp-security-audit",
-          "invoke": "/graycode:copilot-mcp-security-audit"
-        },
-        {
-          "name": "copilot-md-to-docx",
-          "path": "categories/general/copilot-md-to-docx",
-          "invoke": "/graycode:copilot-md-to-docx"
-        },
-        {
-          "name": "copilot-meeting-minutes",
-          "path": "categories/general/copilot-meeting-minutes",
-          "invoke": "/graycode:copilot-meeting-minutes"
-        },
-        {
-          "name": "copilot-memory-merger",
-          "path": "categories/general/copilot-memory-merger",
-          "invoke": "/graycode:copilot-memory-merger"
-        },
-        {
-          "name": "copilot-memory-usage-optimization",
-          "path": "categories/general/copilot-memory-usage-optimization",
-          "invoke": "/graycode:copilot-memory-usage-optimization"
-        },
-        {
-          "name": "copilot-mentoring-juniors",
-          "path": "categories/general/copilot-mentoring-juniors",
-          "invoke": "/graycode:copilot-mentoring-juniors"
-        },
-        {
-          "name": "copilot-microsoft-agent-framework",
-          "path": "categories/general/copilot-microsoft-agent-framework",
-          "invoke": "/graycode:copilot-microsoft-agent-framework"
-        },
-        {
-          "name": "copilot-microsoft-code-reference",
-          "path": "categories/general/copilot-microsoft-code-reference",
-          "invoke": "/graycode:copilot-microsoft-code-reference"
-        },
-        {
-          "name": "copilot-microsoft-docs",
-          "path": "categories/general/copilot-microsoft-docs",
-          "invoke": "/graycode:copilot-microsoft-docs"
-        },
-        {
-          "name": "copilot-microsoft-skill-creator",
-          "path": "categories/general/copilot-microsoft-skill-creator",
-          "invoke": "/graycode:copilot-microsoft-skill-creator"
-        },
-        {
-          "name": "copilot-migrating-oracle-to-postgres-stored-procedures",
-          "path": "categories/general/copilot-migrating-oracle-to-postgres-stored-procedures",
-          "invoke": "/graycode:copilot-migrating-oracle-to-postgres-stored-procedures"
-        },
-        {
-          "name": "copilot-minecraft-plugin-development",
-          "path": "categories/general/copilot-minecraft-plugin-development",
-          "invoke": "/graycode:copilot-minecraft-plugin-development"
-        },
-        {
-          "name": "copilot-mini-context-graph",
-          "path": "categories/general/copilot-mini-context-graph",
-          "invoke": "/graycode:copilot-mini-context-graph"
-        },
-        {
-          "name": "copilot-minimize-latency",
-          "path": "categories/general/copilot-minimize-latency",
-          "invoke": "/graycode:copilot-minimize-latency"
-        },
-        {
-          "name": "copilot-mkdocs-translations",
-          "path": "categories/general/copilot-mkdocs-translations",
-          "invoke": "/graycode:copilot-mkdocs-translations"
-        },
-        {
-          "name": "copilot-model-recommendation",
-          "path": "categories/general/copilot-model-recommendation",
-          "invoke": "/graycode:copilot-model-recommendation"
-        },
-        {
-          "name": "copilot-msstore-cli",
-          "path": "categories/general/copilot-msstore-cli",
-          "invoke": "/graycode:copilot-msstore-cli"
-        },
-        {
-          "name": "copilot-multi-stage-dockerfile",
-          "path": "categories/general/copilot-multi-stage-dockerfile",
-          "invoke": "/graycode:copilot-multi-stage-dockerfile"
-        },
-        {
-          "name": "copilot-mvvm-toolkit",
-          "path": "categories/general/copilot-mvvm-toolkit",
-          "invoke": "/graycode:copilot-mvvm-toolkit"
-        },
-        {
-          "name": "copilot-mvvm-toolkit-di",
-          "path": "categories/general/copilot-mvvm-toolkit-di",
-          "invoke": "/graycode:copilot-mvvm-toolkit-di"
-        },
-        {
-          "name": "copilot-mvvm-toolkit-messenger",
-          "path": "categories/general/copilot-mvvm-toolkit-messenger",
-          "invoke": "/graycode:copilot-mvvm-toolkit-messenger"
-        },
-        {
-          "name": "copilot-my-issues",
-          "path": "categories/general/copilot-my-issues",
-          "invoke": "/graycode:copilot-my-issues"
-        },
-        {
-          "name": "copilot-my-pull-requests",
-          "path": "categories/general/copilot-my-pull-requests",
-          "invoke": "/graycode:copilot-my-pull-requests"
-        },
-        {
-          "name": "copilot-nano-banana-pro-openrouter",
-          "path": "categories/general/copilot-nano-banana-pro-openrouter",
-          "invoke": "/graycode:copilot-nano-banana-pro-openrouter"
-        },
-        {
-          "name": "copilot-napkin",
-          "path": "categories/general/copilot-napkin",
-          "invoke": "/graycode:copilot-napkin"
-        },
-        {
-          "name": "copilot-next-intl-add-language",
-          "path": "categories/general/copilot-next-intl-add-language",
-          "invoke": "/graycode:copilot-next-intl-add-language"
-        },
-        {
-          "name": "copilot-nodejs",
-          "path": "categories/general/copilot-nodejs",
-          "invoke": "/graycode:copilot-nodejs"
-        },
-        {
-          "name": "copilot-noob-mode",
-          "path": "categories/general/copilot-noob-mode",
-          "invoke": "/graycode:copilot-noob-mode"
-        },
-        {
-          "name": "copilot-nuget-manager",
-          "path": "categories/general/copilot-nuget-manager",
-          "invoke": "/graycode:copilot-nuget-manager"
-        },
-        {
-          "name": "copilot-onboard-context-matic",
-          "path": "categories/general/copilot-onboard-context-matic",
-          "invoke": "/graycode:copilot-onboard-context-matic"
-        },
-        {
-          "name": "copilot-oo-component-documentation",
-          "path": "categories/general/copilot-oo-component-documentation",
-          "invoke": "/graycode:copilot-oo-component-documentation"
-        },
-        {
-          "name": "copilot-openapi-to-application-code",
-          "path": "categories/general/copilot-openapi-to-application-code",
-          "invoke": "/graycode:copilot-openapi-to-application-code"
-        },
-        {
-          "name": "copilot-pdftk-server",
-          "path": "categories/general/copilot-pdftk-server",
-          "invoke": "/graycode:copilot-pdftk-server"
-        },
-        {
-          "name": "copilot-penpot-uiux-design",
-          "path": "categories/general/copilot-penpot-uiux-design",
-          "invoke": "/graycode:copilot-penpot-uiux-design"
-        },
-        {
-          "name": "copilot-performance-review-writer",
-          "path": "categories/general/copilot-performance-review-writer",
-          "invoke": "/graycode:copilot-performance-review-writer"
-        },
-        {
-          "name": "copilot-phase_prompts",
-          "path": "categories/general/copilot-phase_prompts",
-          "invoke": "/graycode:copilot-phase_prompts"
-        },
-        {
-          "name": "copilot-phoenix-cli",
-          "path": "categories/general/copilot-phoenix-cli",
-          "invoke": "/graycode:copilot-phoenix-cli"
-        },
-        {
-          "name": "copilot-phoenix-evals",
-          "path": "categories/general/copilot-phoenix-evals",
-          "invoke": "/graycode:copilot-phoenix-evals"
-        },
-        {
-          "name": "copilot-phoenix-tracing",
-          "path": "categories/general/copilot-phoenix-tracing",
-          "invoke": "/graycode:copilot-phoenix-tracing"
-        },
-        {
-          "name": "copilot-php-mcp-server-generator",
-          "path": "categories/general/copilot-php-mcp-server-generator",
-          "invoke": "/graycode:copilot-php-mcp-server-generator"
-        },
-        {
-          "name": "copilot-planning-oracle-to-postgres-migration-integration-testing",
-          "path": "categories/general/copilot-planning-oracle-to-postgres-migration-integration-testing",
-          "invoke": "/graycode:copilot-planning-oracle-to-postgres-migration-integration-testing"
-        },
-        {
-          "name": "copilot-plantuml-ascii",
-          "path": "categories/general/copilot-plantuml-ascii",
-          "invoke": "/graycode:copilot-plantuml-ascii"
-        },
-        {
-          "name": "copilot-playwright-automation-fill-in-form",
-          "path": "categories/general/copilot-playwright-automation-fill-in-form",
-          "invoke": "/graycode:copilot-playwright-automation-fill-in-form"
-        },
-        {
-          "name": "copilot-playwright-explore-website",
-          "path": "categories/general/copilot-playwright-explore-website",
-          "invoke": "/graycode:copilot-playwright-explore-website"
-        },
-        {
-          "name": "copilot-playwright-generate-test",
-          "path": "categories/general/copilot-playwright-generate-test",
-          "invoke": "/graycode:copilot-playwright-generate-test"
-        },
-        {
-          "name": "copilot-postgresql-code-review",
-          "path": "categories/general/copilot-postgresql-code-review",
-          "invoke": "/graycode:copilot-postgresql-code-review"
-        },
-        {
-          "name": "copilot-postgresql-optimization",
-          "path": "categories/general/copilot-postgresql-optimization",
-          "invoke": "/graycode:copilot-postgresql-optimization"
-        },
-        {
-          "name": "copilot-power-apps-code-app-scaffold",
-          "path": "categories/general/copilot-power-apps-code-app-scaffold",
-          "invoke": "/graycode:copilot-power-apps-code-app-scaffold"
-        },
-        {
-          "name": "copilot-power-bi-dax-optimization",
-          "path": "categories/general/copilot-power-bi-dax-optimization",
-          "invoke": "/graycode:copilot-power-bi-dax-optimization"
-        },
-        {
-          "name": "copilot-power-bi-model-design-review",
-          "path": "categories/general/copilot-power-bi-model-design-review",
-          "invoke": "/graycode:copilot-power-bi-model-design-review"
-        },
-        {
-          "name": "copilot-power-bi-performance-troubleshooting",
-          "path": "categories/general/copilot-power-bi-performance-troubleshooting",
-          "invoke": "/graycode:copilot-power-bi-performance-troubleshooting"
-        },
-        {
-          "name": "copilot-power-bi-report-design-consultation",
-          "path": "categories/general/copilot-power-bi-report-design-consultation",
-          "invoke": "/graycode:copilot-power-bi-report-design-consultation"
-        },
-        {
-          "name": "copilot-power-platform-architect",
-          "path": "categories/general/copilot-power-platform-architect",
-          "invoke": "/graycode:copilot-power-platform-architect"
-        },
-        {
-          "name": "copilot-power-platform-mcp-connector-suite",
-          "path": "categories/general/copilot-power-platform-mcp-connector-suite",
-          "invoke": "/graycode:copilot-power-platform-mcp-connector-suite"
-        },
-        {
-          "name": "copilot-powerbi-modeling",
-          "path": "categories/general/copilot-powerbi-modeling",
-          "invoke": "/graycode:copilot-powerbi-modeling"
-        },
-        {
-          "name": "copilot-pr-dashboard",
-          "path": "categories/general/copilot-pr-dashboard",
-          "invoke": "/graycode:copilot-pr-dashboard"
-        },
-        {
-          "name": "copilot-prd",
-          "path": "categories/general/copilot-prd",
-          "invoke": "/graycode:copilot-prd"
-        },
-        {
-          "name": "copilot-premium-frontend-ui",
-          "path": "categories/general/copilot-premium-frontend-ui",
-          "invoke": "/graycode:copilot-premium-frontend-ui"
-        },
-        {
-          "name": "copilot-project-workflow-analysis-blueprint-generator",
-          "path": "categories/general/copilot-project-workflow-analysis-blueprint-generator",
-          "invoke": "/graycode:copilot-project-workflow-analysis-blueprint-generator"
-        },
-        {
-          "name": "copilot-prompt-builder",
-          "path": "categories/general/copilot-prompt-builder",
-          "invoke": "/graycode:copilot-prompt-builder"
-        },
-        {
-          "name": "copilot-publish-to-pages",
-          "path": "categories/general/copilot-publish-to-pages",
-          "invoke": "/graycode:copilot-publish-to-pages"
-        },
-        {
-          "name": "copilot-pytest-coverage",
-          "path": "categories/general/copilot-pytest-coverage",
-          "invoke": "/graycode:copilot-pytest-coverage"
-        },
-        {
-          "name": "copilot-python",
-          "path": "categories/general/copilot-python",
-          "invoke": "/graycode:copilot-python"
-        },
-        {
-          "name": "copilot-python-azure-iot-edge-modules",
-          "path": "categories/general/copilot-python-azure-iot-edge-modules",
-          "invoke": "/graycode:copilot-python-azure-iot-edge-modules"
-        },
-        {
-          "name": "copilot-python-mcp-server-generator",
-          "path": "categories/general/copilot-python-mcp-server-generator",
-          "invoke": "/graycode:copilot-python-mcp-server-generator"
-        },
-        {
-          "name": "copilot-python-pypi-package-builder",
-          "path": "categories/general/copilot-python-pypi-package-builder",
-          "invoke": "/graycode:copilot-python-pypi-package-builder"
-        },
-        {
-          "name": "copilot-qdrant-clients-sdk",
-          "path": "categories/general/copilot-qdrant-clients-sdk",
-          "invoke": "/graycode:copilot-qdrant-clients-sdk"
-        },
-        {
-          "name": "copilot-qdrant-deployment-options",
-          "path": "categories/general/copilot-qdrant-deployment-options",
-          "invoke": "/graycode:copilot-qdrant-deployment-options"
-        },
-        {
-          "name": "copilot-qdrant-model-migration",
-          "path": "categories/general/copilot-qdrant-model-migration",
-          "invoke": "/graycode:copilot-qdrant-model-migration"
-        },
-        {
-          "name": "copilot-qdrant-monitoring",
-          "path": "categories/general/copilot-qdrant-monitoring",
-          "invoke": "/graycode:copilot-qdrant-monitoring"
-        },
-        {
-          "name": "copilot-qdrant-performance-optimization",
-          "path": "categories/general/copilot-qdrant-performance-optimization",
-          "invoke": "/graycode:copilot-qdrant-performance-optimization"
-        },
-        {
-          "name": "copilot-qdrant-scaling",
-          "path": "categories/general/copilot-qdrant-scaling",
-          "invoke": "/graycode:copilot-qdrant-scaling"
-        },
-        {
-          "name": "copilot-qdrant-search-quality",
-          "path": "categories/general/copilot-qdrant-search-quality",
-          "invoke": "/graycode:copilot-qdrant-search-quality"
-        },
-        {
-          "name": "copilot-qdrant-version-upgrade",
-          "path": "categories/general/copilot-qdrant-version-upgrade",
-          "invoke": "/graycode:copilot-qdrant-version-upgrade"
-        },
-        {
-          "name": "copilot-quality-playbook",
-          "path": "categories/general/copilot-quality-playbook",
-          "invoke": "/graycode:copilot-quality-playbook"
-        },
-        {
-          "name": "copilot-quasi-coder",
-          "path": "categories/general/copilot-quasi-coder",
-          "invoke": "/graycode:copilot-quasi-coder"
-        },
-        {
-          "name": "copilot-react-audit-grep-patterns",
-          "path": "categories/general/copilot-react-audit-grep-patterns",
-          "invoke": "/graycode:copilot-react-audit-grep-patterns"
-        },
-        {
-          "name": "copilot-react18-batching-patterns",
-          "path": "categories/general/copilot-react18-batching-patterns",
-          "invoke": "/graycode:copilot-react18-batching-patterns"
-        },
-        {
-          "name": "copilot-react18-dep-compatibility",
-          "path": "categories/general/copilot-react18-dep-compatibility",
-          "invoke": "/graycode:copilot-react18-dep-compatibility"
-        },
-        {
-          "name": "copilot-react18-enzyme-to-rtl",
-          "path": "categories/general/copilot-react18-enzyme-to-rtl",
-          "invoke": "/graycode:copilot-react18-enzyme-to-rtl"
-        },
-        {
-          "name": "copilot-react18-legacy-context",
-          "path": "categories/general/copilot-react18-legacy-context",
-          "invoke": "/graycode:copilot-react18-legacy-context"
-        },
-        {
-          "name": "copilot-react18-lifecycle-patterns",
-          "path": "categories/general/copilot-react18-lifecycle-patterns",
-          "invoke": "/graycode:copilot-react18-lifecycle-patterns"
-        },
-        {
-          "name": "copilot-react18-string-refs",
-          "path": "categories/general/copilot-react18-string-refs",
-          "invoke": "/graycode:copilot-react18-string-refs"
-        },
-        {
-          "name": "copilot-react19-concurrent-patterns",
-          "path": "categories/general/copilot-react19-concurrent-patterns",
-          "invoke": "/graycode:copilot-react19-concurrent-patterns"
-        },
-        {
-          "name": "copilot-react19-source-patterns",
-          "path": "categories/general/copilot-react19-source-patterns",
-          "invoke": "/graycode:copilot-react19-source-patterns"
-        },
-        {
-          "name": "copilot-react19-test-patterns",
-          "path": "categories/general/copilot-react19-test-patterns",
-          "invoke": "/graycode:copilot-react19-test-patterns"
-        },
-        {
-          "name": "copilot-readme-blueprint-generator",
-          "path": "categories/general/copilot-readme-blueprint-generator",
-          "invoke": "/graycode:copilot-readme-blueprint-generator"
-        },
-        {
-          "name": "copilot-refactor",
-          "path": "categories/general/copilot-refactor",
-          "invoke": "/graycode:copilot-refactor"
-        },
-        {
-          "name": "copilot-refactor-method-complexity-reduce",
-          "path": "categories/general/copilot-refactor-method-complexity-reduce",
-          "invoke": "/graycode:copilot-refactor-method-complexity-reduce"
-        },
-        {
-          "name": "copilot-refactor-plan",
-          "path": "categories/general/copilot-refactor-plan",
-          "invoke": "/graycode:copilot-refactor-plan"
-        },
-        {
-          "name": "copilot-references",
-          "path": "categories/general/copilot-references",
-          "invoke": "/graycode:copilot-references"
-        },
-        {
-          "name": "copilot-remember",
-          "path": "categories/general/copilot-remember",
-          "invoke": "/graycode:copilot-remember"
-        },
-        {
-          "name": "copilot-remember-interactive-programming",
-          "path": "categories/general/copilot-remember-interactive-programming",
-          "invoke": "/graycode:copilot-remember-interactive-programming"
-        },
-        {
-          "name": "copilot-repo-story-time",
-          "path": "categories/general/copilot-repo-story-time",
-          "invoke": "/graycode:copilot-repo-story-time"
-        },
-        {
-          "name": "copilot-resemble-detect",
-          "path": "categories/general/copilot-resemble-detect",
-          "invoke": "/graycode:copilot-resemble-detect"
-        },
-        {
-          "name": "copilot-review-and-refactor",
-          "path": "categories/general/copilot-review-and-refactor",
-          "invoke": "/graycode:copilot-review-and-refactor"
-        },
-        {
-          "name": "copilot-reviewing-oracle-to-postgres-migration",
-          "path": "categories/general/copilot-reviewing-oracle-to-postgres-migration",
-          "invoke": "/graycode:copilot-reviewing-oracle-to-postgres-migration"
-        },
-        {
-          "name": "copilot-roundup",
-          "path": "categories/general/copilot-roundup",
-          "invoke": "/graycode:copilot-roundup"
-        },
-        {
-          "name": "copilot-roundup-setup",
-          "path": "categories/general/copilot-roundup-setup",
-          "invoke": "/graycode:copilot-roundup-setup"
-        },
-        {
-          "name": "copilot-ruby-mcp-server-generator",
-          "path": "categories/general/copilot-ruby-mcp-server-generator",
-          "invoke": "/graycode:copilot-ruby-mcp-server-generator"
-        },
-        {
-          "name": "copilot-ruff-recursive-fix",
-          "path": "categories/general/copilot-ruff-recursive-fix",
-          "invoke": "/graycode:copilot-ruff-recursive-fix"
-        },
-        {
-          "name": "copilot-runnable-examples",
-          "path": "categories/general/copilot-runnable-examples",
-          "invoke": "/graycode:copilot-runnable-examples"
-        },
-        {
-          "name": "copilot-rust-mcp-server-generator",
-          "path": "categories/general/copilot-rust-mcp-server-generator",
-          "invoke": "/graycode:copilot-rust-mcp-server-generator"
-        },
-        {
-          "name": "copilot-salesforce-apex-quality",
-          "path": "categories/general/copilot-salesforce-apex-quality",
-          "invoke": "/graycode:copilot-salesforce-apex-quality"
-        },
-        {
-          "name": "copilot-salesforce-component-standards",
-          "path": "categories/general/copilot-salesforce-component-standards",
-          "invoke": "/graycode:copilot-salesforce-component-standards"
-        },
-        {
-          "name": "copilot-salesforce-flow-design",
-          "path": "categories/general/copilot-salesforce-flow-design",
-          "invoke": "/graycode:copilot-salesforce-flow-design"
-        },
-        {
-          "name": "copilot-sandbox-npm-install",
-          "path": "categories/general/copilot-sandbox-npm-install",
-          "invoke": "/graycode:copilot-sandbox-npm-install"
-        },
-        {
-          "name": "copilot-scaffolding-oracle-to-postgres-migration-test-project",
-          "path": "categories/general/copilot-scaffolding-oracle-to-postgres-migration-test-project",
-          "invoke": "/graycode:copilot-scaffolding-oracle-to-postgres-migration-test-project"
-        },
-        {
-          "name": "copilot-scaling-data-volume",
-          "path": "categories/general/copilot-scaling-data-volume",
-          "invoke": "/graycode:copilot-scaling-data-volume"
-        },
-        {
-          "name": "copilot-scaling-qps",
-          "path": "categories/general/copilot-scaling-qps",
-          "invoke": "/graycode:copilot-scaling-qps"
-        },
-        {
-          "name": "copilot-scaling-query-volume",
-          "path": "categories/general/copilot-scaling-query-volume",
-          "invoke": "/graycode:copilot-scaling-query-volume"
-        },
-        {
-          "name": "copilot-scoutqa-test",
-          "path": "categories/general/copilot-scoutqa-test",
-          "invoke": "/graycode:copilot-scoutqa-test"
-        },
-        {
-          "name": "copilot-search-speed-optimization",
-          "path": "categories/general/copilot-search-speed-optimization",
-          "invoke": "/graycode:copilot-search-speed-optimization"
-        },
-        {
-          "name": "copilot-search-strategies",
-          "path": "categories/general/copilot-search-strategies",
-          "invoke": "/graycode:copilot-search-strategies"
-        },
-        {
-          "name": "copilot-secret-scanning",
-          "path": "categories/general/copilot-secret-scanning",
-          "invoke": "/graycode:copilot-secret-scanning"
-        },
-        {
-          "name": "copilot-security",
-          "path": "categories/general/copilot-security",
-          "invoke": "/graycode:copilot-security"
-        },
-        {
-          "name": "copilot-security-review",
-          "path": "categories/general/copilot-security-review",
-          "invoke": "/graycode:copilot-security-review"
-        },
-        {
-          "name": "copilot-semantic-kernel",
-          "path": "categories/general/copilot-semantic-kernel",
-          "invoke": "/graycode:copilot-semantic-kernel"
-        },
-        {
-          "name": "copilot-setup",
-          "path": "categories/general/copilot-setup",
-          "invoke": "/graycode:copilot-setup"
-        },
-        {
-          "name": "copilot-shuffle-json-data",
-          "path": "categories/general/copilot-shuffle-json-data",
-          "invoke": "/graycode:copilot-shuffle-json-data"
-        },
-        {
-          "name": "copilot-skeletons",
-          "path": "categories/general/copilot-skeletons",
-          "invoke": "/graycode:copilot-skeletons"
-        },
-        {
-          "name": "copilot-slang-shader-engineer",
-          "path": "categories/general/copilot-slang-shader-engineer",
-          "invoke": "/graycode:copilot-slang-shader-engineer"
-        },
-        {
-          "name": "copilot-sliding-time-window",
-          "path": "categories/general/copilot-sliding-time-window",
-          "invoke": "/graycode:copilot-sliding-time-window"
-        },
-        {
-          "name": "copilot-snowflake-semanticview",
-          "path": "categories/general/copilot-snowflake-semanticview",
-          "invoke": "/graycode:copilot-snowflake-semanticview"
-        },
-        {
-          "name": "copilot-sponsor-finder",
-          "path": "categories/general/copilot-sponsor-finder",
-          "invoke": "/graycode:copilot-sponsor-finder"
-        },
-        {
-          "name": "copilot-spring-boot-testing",
-          "path": "categories/general/copilot-spring-boot-testing",
-          "invoke": "/graycode:copilot-spring-boot-testing"
-        },
-        {
-          "name": "copilot-sql-code-review",
-          "path": "categories/general/copilot-sql-code-review",
-          "invoke": "/graycode:copilot-sql-code-review"
-        },
-        {
-          "name": "copilot-sql-optimization",
-          "path": "categories/general/copilot-sql-optimization",
-          "invoke": "/graycode:copilot-sql-optimization"
-        },
-        {
-          "name": "copilot-structured-autonomy-generate",
-          "path": "categories/general/copilot-structured-autonomy-generate",
-          "invoke": "/graycode:copilot-structured-autonomy-generate"
-        },
-        {
-          "name": "copilot-structured-autonomy-implement",
-          "path": "categories/general/copilot-structured-autonomy-implement",
-          "invoke": "/graycode:copilot-structured-autonomy-implement"
-        },
-        {
-          "name": "copilot-structured-autonomy-plan",
-          "path": "categories/general/copilot-structured-autonomy-plan",
-          "invoke": "/graycode:copilot-structured-autonomy-plan"
-        },
-        {
-          "name": "copilot-suggest-awesome-github-copilot-agents",
-          "path": "categories/general/copilot-suggest-awesome-github-copilot-agents",
-          "invoke": "/graycode:copilot-suggest-awesome-github-copilot-agents"
-        },
-        {
-          "name": "copilot-suggest-awesome-github-copilot-instructions",
-          "path": "categories/general/copilot-suggest-awesome-github-copilot-instructions",
-          "invoke": "/graycode:copilot-suggest-awesome-github-copilot-instructions"
-        },
-        {
-          "name": "copilot-suggest-awesome-github-copilot-skills",
-          "path": "categories/general/copilot-suggest-awesome-github-copilot-skills",
-          "invoke": "/graycode:copilot-suggest-awesome-github-copilot-skills"
-        },
-        {
-          "name": "copilot-support",
-          "path": "categories/general/copilot-support",
-          "invoke": "/graycode:copilot-support"
-        },
-        {
-          "name": "copilot-swift-mcp-server-generator",
-          "path": "categories/general/copilot-swift-mcp-server-generator",
-          "invoke": "/graycode:copilot-swift-mcp-server-generator"
-        },
-        {
-          "name": "copilot-technology-stack-blueprint-generator",
-          "path": "categories/general/copilot-technology-stack-blueprint-generator",
-          "invoke": "/graycode:copilot-technology-stack-blueprint-generator"
-        },
-        {
-          "name": "copilot-templates",
-          "path": "categories/general/copilot-templates",
-          "invoke": "/graycode:copilot-templates"
-        },
-        {
-          "name": "copilot-tenant-scaling",
-          "path": "categories/general/copilot-tenant-scaling",
-          "invoke": "/graycode:copilot-tenant-scaling"
-        },
-        {
-          "name": "copilot-terraform-azurerm-set-diff-analyzer",
-          "path": "categories/general/copilot-terraform-azurerm-set-diff-analyzer",
-          "invoke": "/graycode:copilot-terraform-azurerm-set-diff-analyzer"
-        },
-        {
-          "name": "copilot-threat-model-analyst",
-          "path": "categories/general/copilot-threat-model-analyst",
-          "invoke": "/graycode:copilot-threat-model-analyst"
-        },
-        {
-          "name": "copilot-tldr-prompt",
-          "path": "categories/general/copilot-tldr-prompt",
-          "invoke": "/graycode:copilot-tldr-prompt"
-        },
-        {
-          "name": "copilot-transloadit-media-processing",
-          "path": "categories/general/copilot-transloadit-media-processing",
-          "invoke": "/graycode:copilot-transloadit-media-processing"
-        },
-        {
-          "name": "copilot-typescript-mcp-server-generator",
-          "path": "categories/general/copilot-typescript-mcp-server-generator",
-          "invoke": "/graycode:copilot-typescript-mcp-server-generator"
-        },
-        {
-          "name": "copilot-typespec-api-operations",
-          "path": "categories/general/copilot-typespec-api-operations",
-          "invoke": "/graycode:copilot-typespec-api-operations"
-        },
-        {
-          "name": "copilot-typespec-create-agent",
-          "path": "categories/general/copilot-typespec-create-agent",
-          "invoke": "/graycode:copilot-typespec-create-agent"
-        },
-        {
-          "name": "copilot-typespec-create-api-plugin",
-          "path": "categories/general/copilot-typespec-create-api-plugin",
-          "invoke": "/graycode:copilot-typespec-create-api-plugin"
-        },
-        {
-          "name": "copilot-unit-test-vue-pinia",
-          "path": "categories/general/copilot-unit-test-vue-pinia",
-          "invoke": "/graycode:copilot-unit-test-vue-pinia"
-        },
-        {
-          "name": "copilot-update-avm-modules-in-bicep",
-          "path": "categories/general/copilot-update-avm-modules-in-bicep",
-          "invoke": "/graycode:copilot-update-avm-modules-in-bicep"
-        },
-        {
-          "name": "copilot-update-implementation-plan",
-          "path": "categories/general/copilot-update-implementation-plan",
-          "invoke": "/graycode:copilot-update-implementation-plan"
-        },
-        {
-          "name": "copilot-update-llms",
-          "path": "categories/general/copilot-update-llms",
-          "invoke": "/graycode:copilot-update-llms"
-        },
-        {
-          "name": "copilot-update-markdown-file-index",
-          "path": "categories/general/copilot-update-markdown-file-index",
-          "invoke": "/graycode:copilot-update-markdown-file-index"
-        },
-        {
-          "name": "copilot-update-specification",
-          "path": "categories/general/copilot-update-specification",
-          "invoke": "/graycode:copilot-update-specification"
-        },
-        {
-          "name": "copilot-vardoger-analyze",
-          "path": "categories/general/copilot-vardoger-analyze",
-          "invoke": "/graycode:copilot-vardoger-analyze"
-        },
-        {
-          "name": "copilot-vertical-scaling",
-          "path": "categories/general/copilot-vertical-scaling",
-          "invoke": "/graycode:copilot-vertical-scaling"
-        },
-        {
-          "name": "copilot-vscode-ext-commands",
-          "path": "categories/general/copilot-vscode-ext-commands",
-          "invoke": "/graycode:copilot-vscode-ext-commands"
-        },
-        {
-          "name": "copilot-vscode-ext-localization",
-          "path": "categories/general/copilot-vscode-ext-localization",
-          "invoke": "/graycode:copilot-vscode-ext-localization"
-        },
-        {
-          "name": "copilot-web-coder",
-          "path": "categories/general/copilot-web-coder",
-          "invoke": "/graycode:copilot-web-coder"
-        },
-        {
-          "name": "copilot-web-design-reviewer",
-          "path": "categories/general/copilot-web-design-reviewer",
-          "invoke": "/graycode:copilot-web-design-reviewer"
-        },
-        {
-          "name": "copilot-webapp-testing",
-          "path": "categories/general/copilot-webapp-testing",
-          "invoke": "/graycode:copilot-webapp-testing"
-        },
-        {
-          "name": "copilot-what-context-needed",
-          "path": "categories/general/copilot-what-context-needed",
-          "invoke": "/graycode:copilot-what-context-needed"
-        },
-        {
-          "name": "copilot-winapp-cli",
-          "path": "categories/general/copilot-winapp-cli",
-          "invoke": "/graycode:copilot-winapp-cli"
-        },
-        {
-          "name": "copilot-winmd-api-search",
-          "path": "categories/general/copilot-winmd-api-search",
-          "invoke": "/graycode:copilot-winmd-api-search"
-        },
-        {
-          "name": "copilot-winui3-migration-guide",
-          "path": "categories/general/copilot-winui3-migration-guide",
-          "invoke": "/graycode:copilot-winui3-migration-guide"
-        },
-        {
-          "name": "copilot-workflows",
-          "path": "categories/general/copilot-workflows",
-          "invoke": "/graycode:copilot-workflows"
-        },
-        {
-          "name": "copilot-workiq-copilot",
-          "path": "categories/general/copilot-workiq-copilot",
-          "invoke": "/graycode:copilot-workiq-copilot"
-        },
-        {
-          "name": "copilot-write-coding-standards-from-file",
-          "path": "categories/general/copilot-write-coding-standards-from-file",
-          "invoke": "/graycode:copilot-write-coding-standards-from-file"
-        },
-        {
-          "name": "copilot-x-twitter-scraper",
-          "path": "categories/general/copilot-x-twitter-scraper",
-          "invoke": "/graycode:copilot-x-twitter-scraper"
-        },
-        {
-          "name": "copy-editing",
-          "path": "categories/general/copy-editing",
-          "invoke": "/graycode:copy-editing"
-        },
-        {
-          "name": "copywriting",
-          "path": "categories/general/copywriting",
-          "invoke": "/graycode:copywriting"
-        },
-        {
-          "name": "core-tween-animation",
-          "path": "categories/general/core-tween-animation",
-          "invoke": "/graycode:core-tween-animation"
-        },
-        {
-          "name": "core-web-vitals-optimization",
-          "path": "categories/general/core-web-vitals-optimization",
-          "invoke": "/graycode:core-web-vitals-optimization"
-        },
-        {
-          "name": "cost-benefit-analysis-cost-benefit-j4flmao",
-          "path": "categories/general/cost-benefit-analysis-cost-benefit-j4flmao",
-          "invoke": "/graycode:cost-benefit-analysis-cost-benefit-j4flmao"
-        },
-        {
-          "name": "cost-benefit-analysis-cost-benefit-j4flmao-2",
-          "path": "categories/general/cost-benefit-analysis-cost-benefit-j4flmao-2",
-          "invoke": "/graycode:cost-benefit-analysis-cost-benefit-j4flmao-2"
-        },
-        {
-          "name": "cpa-_root",
-          "path": "categories/general/cpa-_root",
-          "invoke": "/graycode:cpa-_root"
-        },
-        {
-          "name": "cpa-acat",
-          "path": "categories/general/cpa-acat",
-          "invoke": "/graycode:cpa-acat"
-        },
-        {
-          "name": "cpa-account",
-          "path": "categories/general/cpa-account",
-          "invoke": "/graycode:cpa-account"
-        },
-        {
-          "name": "cpa-acr",
-          "path": "categories/general/cpa-acr",
-          "invoke": "/graycode:cpa-acr"
-        },
-        {
-          "name": "cpa-ad",
-          "path": "categories/general/cpa-ad",
-          "invoke": "/graycode:cpa-ad"
-        },
-        {
-          "name": "cpa-add-on",
-          "path": "categories/general/cpa-add-on",
-          "invoke": "/graycode:cpa-add-on"
-        },
-        {
-          "name": "cpa-adr",
-          "path": "categories/general/cpa-adr",
-          "invoke": "/graycode:cpa-adr"
-        },
-        {
-          "name": "cpa-advisor",
-          "path": "categories/general/cpa-advisor",
-          "invoke": "/graycode:cpa-advisor"
-        },
-        {
-          "name": "cpa-afd",
-          "path": "categories/general/cpa-afd",
-          "invoke": "/graycode:cpa-afd"
-        },
-        {
-          "name": "cpa-ai-examples",
-          "path": "categories/general/cpa-ai-examples",
-          "invoke": "/graycode:cpa-ai-examples"
-        },
-        {
-          "name": "cpa-aks",
-          "path": "categories/general/cpa-aks",
-          "invoke": "/graycode:cpa-aks"
-        },
-        {
-          "name": "cpa-aksarc",
-          "path": "categories/general/cpa-aksarc",
-          "invoke": "/graycode:cpa-aksarc"
-        },
-        {
-          "name": "cpa-alb",
-          "path": "categories/general/cpa-alb",
-          "invoke": "/graycode:cpa-alb"
-        },
-        {
-          "name": "cpa-alerts-management",
-          "path": "categories/general/cpa-alerts-management",
-          "invoke": "/graycode:cpa-alerts-management"
-        },
-        {
-          "name": "cpa-alias",
-          "path": "categories/general/cpa-alias",
-          "invoke": "/graycode:cpa-alias"
-        },
-        {
-          "name": "cpa-amlfs",
-          "path": "categories/general/cpa-amlfs",
-          "invoke": "/graycode:cpa-amlfs"
-        },
-        {
-          "name": "cpa-ams",
-          "path": "categories/general/cpa-ams",
-          "invoke": "/graycode:cpa-ams"
-        },
-        {
-          "name": "cpa-aosm",
-          "path": "categories/general/cpa-aosm",
-          "invoke": "/graycode:cpa-aosm"
-        },
-        {
-          "name": "cpa-apic",
-          "path": "categories/general/cpa-apic",
-          "invoke": "/graycode:cpa-apic"
-        },
-        {
-          "name": "cpa-apim",
-          "path": "categories/general/cpa-apim",
-          "invoke": "/graycode:cpa-apim"
-        },
-        {
-          "name": "cpa-appconfig",
-          "path": "categories/general/cpa-appconfig",
-          "invoke": "/graycode:cpa-appconfig"
-        },
-        {
-          "name": "cpa-application-gateway",
-          "path": "categories/general/cpa-application-gateway",
-          "invoke": "/graycode:cpa-application-gateway"
-        },
-        {
-          "name": "cpa-appnet",
-          "path": "categories/general/cpa-appnet",
-          "invoke": "/graycode:cpa-appnet"
-        },
-        {
-          "name": "cpa-appservice",
-          "path": "categories/general/cpa-appservice",
-          "invoke": "/graycode:cpa-appservice"
-        },
-        {
-          "name": "cpa-arc",
-          "path": "categories/general/cpa-arc",
-          "invoke": "/graycode:cpa-arc"
-        },
-        {
-          "name": "cpa-arc-multicloud",
-          "path": "categories/general/cpa-arc-multicloud",
-          "invoke": "/graycode:cpa-arc-multicloud"
-        },
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-          "invoke": "/graycode:cpa-feature"
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-          "invoke": "/graycode:cpa-fzf"
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-          "invoke": "/graycode:cpa-gallery"
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-          "invoke": "/graycode:cpa-github-action"
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-          "invoke": "/graycode:cpa-go.instructions"
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-          "invoke": "/graycode:cpa-grafana"
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-          "invoke": "/graycode:cpa-hack"
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-          "invoke": "/graycode:cpa-hdinsight"
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-          "invoke": "/graycode:cpa-healthbot"
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-          "invoke": "/graycode:cpa-healthcareapis"
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-          "invoke": "/graycode:cpa-hostname"
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-          "invoke": "/graycode:cpa-hpc-cache"
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-          "invoke": "/graycode:cpa-hub"
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-          "invoke": "/graycode:cpa-identity"
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-          "invoke": "/graycode:cpa-image"
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-          "invoke": "/graycode:cpa-import-export"
-        },
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-          "path": "categories/general/cpa-informatica",
-          "invoke": "/graycode:cpa-informatica"
-        },
-        {
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-          "invoke": "/graycode:cpa-ingress"
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-          "name": "cpa-init",
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-          "invoke": "/graycode:cpa-init"
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-          "invoke": "/graycode:cpa-interactive"
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-          "invoke": "/graycode:cpa-internet-analyzer"
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-          "invoke": "/graycode:cpa-iot"
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-          "invoke": "/graycode:cpa-ip-group"
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-          "invoke": "/graycode:cpa-java"
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-          "invoke": "/graycode:cpa-java.instructions"
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-          "path": "categories/general/cpa-javascript.instructions",
-          "invoke": "/graycode:cpa-javascript.instructions"
-        },
-        {
-          "name": "cpa-job",
-          "path": "categories/general/cpa-job",
-          "invoke": "/graycode:cpa-job"
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-        {
-          "name": "cpa-k8s-configuration",
-          "path": "categories/general/cpa-k8s-configuration",
-          "invoke": "/graycode:cpa-k8s-configuration"
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-        {
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-          "path": "categories/general/cpa-k8s-extension",
-          "invoke": "/graycode:cpa-k8s-extension"
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-          "path": "categories/general/cpa-k8s-runtime",
-          "invoke": "/graycode:cpa-k8s-runtime"
-        },
-        {
-          "name": "cpa-keyvault",
-          "path": "categories/general/cpa-keyvault",
-          "invoke": "/graycode:cpa-keyvault"
-        },
-        {
-          "name": "cpa-kotlin.instructions",
-          "path": "categories/general/cpa-kotlin.instructions",
-          "invoke": "/graycode:cpa-kotlin.instructions"
-        },
-        {
-          "name": "cpa-kusto",
-          "path": "categories/general/cpa-kusto",
-          "invoke": "/graycode:cpa-kusto"
-        },
-        {
-          "name": "cpa-lab",
-          "path": "categories/general/cpa-lab",
-          "invoke": "/graycode:cpa-lab"
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-        {
-          "name": "cpa-label-history",
-          "path": "categories/general/cpa-label-history",
-          "invoke": "/graycode:cpa-label-history"
-        },
-        {
-          "name": "cpa-lambda-test",
-          "path": "categories/general/cpa-lambda-test",
-          "invoke": "/graycode:cpa-lambda-test"
-        },
-        {
-          "name": "cpa-large-instance",
-          "path": "categories/general/cpa-large-instance",
-          "invoke": "/graycode:cpa-large-instance"
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-          "path": "categories/general/cpa-large-storage-instance",
-          "invoke": "/graycode:cpa-large-storage-instance"
-        },
-        {
-          "name": "cpa-lb",
-          "path": "categories/general/cpa-lb",
-          "invoke": "/graycode:cpa-lb"
-        },
-        {
-          "name": "cpa-list",
-          "path": "categories/general/cpa-list",
-          "invoke": "/graycode:cpa-list"
-        },
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-          "name": "cpa-list-service-aliases",
-          "path": "categories/general/cpa-list-service-aliases",
-          "invoke": "/graycode:cpa-list-service-aliases"
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-          "name": "cpa-list-service-tags",
-          "path": "categories/general/cpa-list-service-tags",
-          "invoke": "/graycode:cpa-list-service-tags"
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-        {
-          "name": "cpa-list-usages",
-          "path": "categories/general/cpa-list-usages",
-          "invoke": "/graycode:cpa-list-usages"
-        },
-        {
-          "name": "cpa-load",
-          "path": "categories/general/cpa-load",
-          "invoke": "/graycode:cpa-load"
-        },
-        {
-          "name": "cpa-local-gateway",
-          "path": "categories/general/cpa-local-gateway",
-          "invoke": "/graycode:cpa-local-gateway"
-        },
-        {
-          "name": "cpa-lock",
-          "path": "categories/general/cpa-lock",
-          "invoke": "/graycode:cpa-lock"
-        },
-        {
-          "name": "cpa-logic",
-          "path": "categories/general/cpa-logic",
-          "invoke": "/graycode:cpa-logic"
-        },
-        {
-          "name": "cpa-logicapp",
-          "path": "categories/general/cpa-logicapp",
-          "invoke": "/graycode:cpa-logicapp"
-        },
-        {
-          "name": "cpa-login",
-          "path": "categories/general/cpa-login",
-          "invoke": "/graycode:cpa-login"
-        },
-        {
-          "name": "cpa-logout",
-          "path": "categories/general/cpa-logout",
-          "invoke": "/graycode:cpa-logout"
-        },
-        {
-          "name": "cpa-logs",
-          "path": "categories/general/cpa-logs",
-          "invoke": "/graycode:cpa-logs"
-        },
-        {
-          "name": "cpa-lua.instructions",
-          "path": "categories/general/cpa-lua.instructions",
-          "invoke": "/graycode:cpa-lua.instructions"
-        },
-        {
-          "name": "cpa-maintenance",
-          "path": "categories/general/cpa-maintenance",
-          "invoke": "/graycode:cpa-maintenance"
-        },
-        {
-          "name": "cpa-managed-cassandra",
-          "path": "categories/general/cpa-managed-cassandra",
-          "invoke": "/graycode:cpa-managed-cassandra"
-        },
-        {
-          "name": "cpa-managedapp",
-          "path": "categories/general/cpa-managedapp",
-          "invoke": "/graycode:cpa-managedapp"
-        },
-        {
-          "name": "cpa-managedcleanroom",
-          "path": "categories/general/cpa-managedcleanroom",
-          "invoke": "/graycode:cpa-managedcleanroom"
-        },
-        {
-          "name": "cpa-managedservices",
-          "path": "categories/general/cpa-managedservices",
-          "invoke": "/graycode:cpa-managedservices"
-        },
-        {
-          "name": "cpa-managementpartner",
-          "path": "categories/general/cpa-managementpartner",
-          "invoke": "/graycode:cpa-managementpartner"
-        },
-        {
-          "name": "cpa-manager",
-          "path": "categories/general/cpa-manager",
-          "invoke": "/graycode:cpa-manager"
-        },
-        {
-          "name": "cpa-maps",
-          "path": "categories/general/cpa-maps",
-          "invoke": "/graycode:cpa-maps"
-        },
-        {
-          "name": "cpa-mariadb",
-          "path": "categories/general/cpa-mariadb",
-          "invoke": "/graycode:cpa-mariadb"
-        },
-        {
-          "name": "cpa-mcc",
-          "path": "categories/general/cpa-mcc",
-          "invoke": "/graycode:cpa-mcc"
-        },
-        {
-          "name": "cpa-mdp",
-          "path": "categories/general/cpa-mdp",
-          "invoke": "/graycode:cpa-mdp"
-        },
-        {
-          "name": "cpa-mesh",
-          "path": "categories/general/cpa-mesh",
-          "invoke": "/graycode:cpa-mesh"
-        },
-        {
-          "name": "cpa-migrate",
-          "path": "categories/general/cpa-migrate",
-          "invoke": "/graycode:cpa-migrate"
-        },
-        {
-          "name": "cpa-ml",
-          "path": "categories/general/cpa-ml",
-          "invoke": "/graycode:cpa-ml"
-        },
-        {
-          "name": "cpa-mongo-db",
-          "path": "categories/general/cpa-mongo-db",
-          "invoke": "/graycode:cpa-mongo-db"
-        },
-        {
-          "name": "cpa-monitor",
-          "path": "categories/general/cpa-monitor",
-          "invoke": "/graycode:cpa-monitor"
-        },
-        {
-          "name": "cpa-mysql",
-          "path": "categories/general/cpa-mysql",
-          "invoke": "/graycode:cpa-mysql"
-        },
-        {
-          "name": "cpa-nat",
-          "path": "categories/general/cpa-nat",
-          "invoke": "/graycode:cpa-nat"
-        },
-        {
-          "name": "cpa-netappfiles",
-          "path": "categories/general/cpa-netappfiles",
-          "invoke": "/graycode:cpa-netappfiles"
-        },
-        {
-          "name": "cpa-network",
-          "path": "categories/general/cpa-network",
-          "invoke": "/graycode:cpa-network"
-        },
-        {
-          "name": "cpa-network-analytics",
-          "path": "categories/general/cpa-network-analytics",
-          "invoke": "/graycode:cpa-network-analytics"
-        },
-        {
-          "name": "cpa-network-function",
-          "path": "categories/general/cpa-network-function",
-          "invoke": "/graycode:cpa-network-function"
-        },
-        {
-          "name": "cpa-network-watcher",
-          "path": "categories/general/cpa-network-watcher",
-          "invoke": "/graycode:cpa-network-watcher"
-        },
-        {
-          "name": "cpa-networkcloud",
-          "path": "categories/general/cpa-networkcloud",
-          "invoke": "/graycode:cpa-networkcloud"
-        },
-        {
-          "name": "cpa-networkfabric",
-          "path": "categories/general/cpa-networkfabric",
-          "invoke": "/graycode:cpa-networkfabric"
-        },
-        {
-          "name": "cpa-new-relic",
-          "path": "categories/general/cpa-new-relic",
-          "invoke": "/graycode:cpa-new-relic"
-        },
-        {
-          "name": "cpa-next",
-          "path": "categories/general/cpa-next",
-          "invoke": "/graycode:cpa-next"
-        },
-        {
-          "name": "cpa-nexusidentity",
-          "path": "categories/general/cpa-nexusidentity",
-          "invoke": "/graycode:cpa-nexusidentity"
-        },
-        {
-          "name": "cpa-nginx",
-          "path": "categories/general/cpa-nginx",
-          "invoke": "/graycode:cpa-nginx"
-        },
-        {
-          "name": "cpa-nic",
-          "path": "categories/general/cpa-nic",
-          "invoke": "/graycode:cpa-nic"
-        },
-        {
-          "name": "cpa-notification-hub",
-          "path": "categories/general/cpa-notification-hub",
-          "invoke": "/graycode:cpa-notification-hub"
-        },
-        {
-          "name": "cpa-nsg",
-          "path": "categories/general/cpa-nsg",
-          "invoke": "/graycode:cpa-nsg"
-        },
-        {
-          "name": "cpa-offazure",
-          "path": "categories/general/cpa-offazure",
-          "invoke": "/graycode:cpa-offazure"
-        },
-        {
-          "name": "cpa-ops",
-          "path": "categories/general/cpa-ops",
-          "invoke": "/graycode:cpa-ops"
-        },
-        {
-          "name": "cpa-oracle-database",
-          "path": "categories/general/cpa-oracle-database",
-          "invoke": "/graycode:cpa-oracle-database"
-        },
-        {
-          "name": "cpa-orbital",
-          "path": "categories/general/cpa-orbital",
-          "invoke": "/graycode:cpa-orbital"
-        },
-        {
-          "name": "cpa-p2s-vpn-gateway",
-          "path": "categories/general/cpa-p2s-vpn-gateway",
-          "invoke": "/graycode:cpa-p2s-vpn-gateway"
-        },
-        {
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-          "path": "categories/general/cpa-palo-alto",
-          "invoke": "/graycode:cpa-palo-alto"
-        },
-        {
-          "name": "cpa-partnercenter",
-          "path": "categories/general/cpa-partnercenter",
-          "invoke": "/graycode:cpa-partnercenter"
-        },
-        {
-          "name": "cpa-patch",
-          "path": "categories/general/cpa-patch",
-          "invoke": "/graycode:cpa-patch"
-        },
-        {
-          "name": "cpa-peering",
-          "path": "categories/general/cpa-peering",
-          "invoke": "/graycode:cpa-peering"
-        },
-        {
-          "name": "cpa-perimeter",
-          "path": "categories/general/cpa-perimeter",
-          "invoke": "/graycode:cpa-perimeter"
-        },
-        {
-          "name": "cpa-pipelines",
-          "path": "categories/general/cpa-pipelines",
-          "invoke": "/graycode:cpa-pipelines"
-        },
-        {
-          "name": "cpa-policy",
-          "path": "categories/general/cpa-policy",
-          "invoke": "/graycode:cpa-policy"
-        },
-        {
-          "name": "cpa-portal",
-          "path": "categories/general/cpa-portal",
-          "invoke": "/graycode:cpa-portal"
-        },
-        {
-          "name": "cpa-postgres",
-          "path": "categories/general/cpa-postgres",
-          "invoke": "/graycode:cpa-postgres"
-        },
-        {
-          "name": "cpa-powerbi",
-          "path": "categories/general/cpa-powerbi",
-          "invoke": "/graycode:cpa-powerbi"
-        },
-        {
-          "name": "cpa-ppg",
-          "path": "categories/general/cpa-ppg",
-          "invoke": "/graycode:cpa-ppg"
-        },
-        {
-          "name": "cpa-prd-creation.agent",
-          "path": "categories/general/cpa-prd-creation.agent",
-          "invoke": "/graycode:cpa-prd-creation.agent"
-        },
-        {
-          "name": "cpa-prd-creation.instructions",
-          "path": "categories/general/cpa-prd-creation.instructions",
-          "invoke": "/graycode:cpa-prd-creation.instructions"
-        },
-        {
-          "name": "cpa-prd-creation.prompt",
-          "path": "categories/general/cpa-prd-creation.prompt",
-          "invoke": "/graycode:cpa-prd-creation.prompt"
-        },
-        {
-          "name": "cpa-private-dns",
-          "path": "categories/general/cpa-private-dns",
-          "invoke": "/graycode:cpa-private-dns"
-        },
-        {
-          "name": "cpa-private-endpoint",
-          "path": "categories/general/cpa-private-endpoint",
-          "invoke": "/graycode:cpa-private-endpoint"
-        },
-        {
-          "name": "cpa-private-endpoint-connection",
-          "path": "categories/general/cpa-private-endpoint-connection",
-          "invoke": "/graycode:cpa-private-endpoint-connection"
-        },
-        {
-          "name": "cpa-private-link",
-          "path": "categories/general/cpa-private-link",
-          "invoke": "/graycode:cpa-private-link"
-        },
-        {
-          "name": "cpa-private-link-resource",
-          "path": "categories/general/cpa-private-link-resource",
-          "invoke": "/graycode:cpa-private-link-resource"
-        },
-        {
-          "name": "cpa-private-link-service",
-          "path": "categories/general/cpa-private-link-service",
-          "invoke": "/graycode:cpa-private-link-service"
-        },
-        {
-          "name": "cpa-profile",
-          "path": "categories/general/cpa-profile",
-          "invoke": "/graycode:cpa-profile"
-        },
-        {
-          "name": "cpa-prototype",
-          "path": "categories/general/cpa-prototype",
-          "invoke": "/graycode:cpa-prototype"
-        },
-        {
-          "name": "cpa-provider",
-          "path": "categories/general/cpa-provider",
-          "invoke": "/graycode:cpa-provider"
-        },
-        {
-          "name": "cpa-providerhub",
-          "path": "categories/general/cpa-providerhub",
-          "invoke": "/graycode:cpa-providerhub"
-        },
-        {
-          "name": "cpa-pscloud",
-          "path": "categories/general/cpa-pscloud",
-          "invoke": "/graycode:cpa-pscloud"
-        },
-        {
-          "name": "cpa-public-ip",
-          "path": "categories/general/cpa-public-ip",
-          "invoke": "/graycode:cpa-public-ip"
-        },
-        {
-          "name": "cpa-purview",
-          "path": "categories/general/cpa-purview",
-          "invoke": "/graycode:cpa-purview"
-        },
-        {
-          "name": "cpa-python.instructions",
-          "path": "categories/general/cpa-python.instructions",
-          "invoke": "/graycode:cpa-python.instructions"
-        },
-        {
-          "name": "cpa-quantum",
-          "path": "categories/general/cpa-quantum",
-          "invoke": "/graycode:cpa-quantum"
-        },
-        {
-          "name": "cpa-qumulo",
-          "path": "categories/general/cpa-qumulo",
-          "invoke": "/graycode:cpa-qumulo"
-        },
-        {
-          "name": "cpa-quota",
-          "path": "categories/general/cpa-quota",
-          "invoke": "/graycode:cpa-quota"
-        },
-        {
-          "name": "cpa-redis",
-          "path": "categories/general/cpa-redis",
-          "invoke": "/graycode:cpa-redis"
-        },
-        {
-          "name": "cpa-redisenterprise",
-          "path": "categories/general/cpa-redisenterprise",
-          "invoke": "/graycode:cpa-redisenterprise"
-        },
-        {
-          "name": "cpa-registry",
-          "path": "categories/general/cpa-registry",
-          "invoke": "/graycode:cpa-registry"
-        },
-        {
-          "name": "cpa-relay",
-          "path": "categories/general/cpa-relay",
-          "invoke": "/graycode:cpa-relay"
-        },
-        {
-          "name": "cpa-remote-rendering-account",
-          "path": "categories/general/cpa-remote-rendering-account",
-          "invoke": "/graycode:cpa-remote-rendering-account"
-        },
-        {
-          "name": "cpa-replica",
-          "path": "categories/general/cpa-replica",
-          "invoke": "/graycode:cpa-replica"
-        },
-        {
-          "name": "cpa-repos",
-          "path": "categories/general/cpa-repos",
-          "invoke": "/graycode:cpa-repos"
-        },
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-          "invoke": "/graycode:ghcp-php-mcp-server-generator-skill"
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-          "invoke": "/graycode:ghcp-playwright-explore-website-skill"
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-          "invoke": "/graycode:ghcp-playwright-generate-test-skill"
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-          "invoke": "/graycode:saas-pricing-strategy"
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-          "invoke": "/graycode:scalable-architecture-design"
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-          "invoke": "/graycode:scanning-container-images-with-grype"
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-          "invoke": "/graycode:scene-graph-container"
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-          "invoke": "/graycode:schema-markup"
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-          "invoke": "/graycode:scoped-feature-build"
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-          "invoke": "/graycode:scroll-driven-animation"
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-          "invoke": "/graycode:scrum-sprint-management"
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-          "invoke": "/graycode:sdlc-feature-pipeline"
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-          "invoke": "/graycode:search-engine-optimization-seo-j4flmao"
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-          "invoke": "/graycode:search-engine-optimization-seo-j4flmao-2"
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-          "invoke": "/graycode:search-indexing-relevance"
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-          "path": "categories/general/securing-container-registry-images",
-          "invoke": "/graycode:securing-container-registry-images"
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-          "invoke": "/graycode:securing-container-registry-with-harbor"
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-          "invoke": "/graycode:securing-historian-server-in-ot-environment"
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-          "invoke": "/graycode:securing-remote-access-to-ot-environment"
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-          "invoke": "/graycode:securing-serverless-functions"
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-          "invoke": "/graycode:seo-audit"
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-          "invoke": "/graycode:seo-content-brief"
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-          "invoke": "/graycode:seo-research-and-monitoring"
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-          "invoke": "/graycode:seo-technical-audit"
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-          "path": "categories/general/seo-website-audit",
-          "invoke": "/graycode:seo-website-audit"
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-          "path": "categories/general/session-handoff",
-          "invoke": "/graycode:session-handoff"
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-          "invoke": "/graycode:session-wrap-up"
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-          "name": "shared-lab-notebook",
-          "path": "categories/general/shared-lab-notebook",
-          "invoke": "/graycode:shared-lab-notebook"
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-        {
-          "name": "shopify-CLAUDE",
-          "path": "categories/general/shopify-CLAUDE",
-          "invoke": "/graycode:shopify-CLAUDE"
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-        {
-          "name": "shopify-SKILL",
-          "path": "categories/general/shopify-SKILL",
-          "invoke": "/graycode:shopify-SKILL"
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-        {
-          "name": "shopify-docs",
-          "path": "categories/general/shopify-docs",
-          "invoke": "/graycode:shopify-docs"
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-        {
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-          "path": "categories/general/shopify-routines",
-          "invoke": "/graycode:shopify-routines"
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-        {
-          "name": "shopify-shopify-admin-abandoned-cart-recovery",
-          "path": "categories/general/shopify-shopify-admin-abandoned-cart-recovery",
-          "invoke": "/graycode:shopify-shopify-admin-abandoned-cart-recovery"
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-        {
-          "name": "shopify-shopify-admin-address-correction",
-          "path": "categories/general/shopify-shopify-admin-address-correction",
-          "invoke": "/graycode:shopify-shopify-admin-address-correction"
-        },
-        {
-          "name": "shopify-shopify-admin-automated-order-tagger",
-          "path": "categories/general/shopify-shopify-admin-automated-order-tagger",
-          "invoke": "/graycode:shopify-shopify-admin-automated-order-tagger"
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-        {
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-          "path": "categories/general/shopify-shopify-admin-average-order-value-trends",
-          "invoke": "/graycode:shopify-shopify-admin-average-order-value-trends"
-        },
-        {
-          "name": "shopify-shopify-admin-b2b-company-overview",
-          "path": "categories/general/shopify-shopify-admin-b2b-company-overview",
-          "invoke": "/graycode:shopify-shopify-admin-b2b-company-overview"
-        },
-        {
-          "name": "shopify-shopify-admin-bulk-customer-tag-update",
-          "path": "categories/general/shopify-shopify-admin-bulk-customer-tag-update",
-          "invoke": "/graycode:shopify-shopify-admin-bulk-customer-tag-update"
-        },
-        {
-          "name": "shopify-shopify-admin-bulk-fulfillment-creation",
-          "path": "categories/general/shopify-shopify-admin-bulk-fulfillment-creation",
-          "invoke": "/graycode:shopify-shopify-admin-bulk-fulfillment-creation"
-        },
-        {
-          "name": "shopify-shopify-admin-bulk-price-adjustment",
-          "path": "categories/general/shopify-shopify-admin-bulk-price-adjustment",
-          "invoke": "/graycode:shopify-shopify-admin-bulk-price-adjustment"
-        },
-        {
-          "name": "shopify-shopify-admin-bundle-availability-check",
-          "path": "categories/general/shopify-shopify-admin-bundle-availability-check",
-          "invoke": "/graycode:shopify-shopify-admin-bundle-availability-check"
-        },
-        {
-          "name": "shopify-shopify-admin-cancel-and-restock",
-          "path": "categories/general/shopify-shopify-admin-cancel-and-restock",
-          "invoke": "/graycode:shopify-shopify-admin-cancel-and-restock"
-        },
-        {
-          "name": "shopify-shopify-admin-carrier-performance-comparison",
-          "path": "categories/general/shopify-shopify-admin-carrier-performance-comparison",
-          "invoke": "/graycode:shopify-shopify-admin-carrier-performance-comparison"
-        },
-        {
-          "name": "shopify-shopify-admin-chargeback-watchlist-tagger",
-          "path": "categories/general/shopify-shopify-admin-chargeback-watchlist-tagger",
-          "invoke": "/graycode:shopify-shopify-admin-chargeback-watchlist-tagger"
-        },
-        {
-          "name": "shopify-shopify-admin-checkout-abandonment-report",
-          "path": "categories/general/shopify-shopify-admin-checkout-abandonment-report",
-          "invoke": "/graycode:shopify-shopify-admin-checkout-abandonment-report"
-        },
-        {
-          "name": "shopify-shopify-admin-churn-risk-scorer",
-          "path": "categories/general/shopify-shopify-admin-churn-risk-scorer",
-          "invoke": "/graycode:shopify-shopify-admin-churn-risk-scorer"
-        },
-        {
-          "name": "shopify-shopify-admin-cogs-completeness-audit",
-          "path": "categories/general/shopify-shopify-admin-cogs-completeness-audit",
-          "invoke": "/graycode:shopify-shopify-admin-cogs-completeness-audit"
-        },
-        {
-          "name": "shopify-shopify-admin-collection-membership-audit",
-          "path": "categories/general/shopify-shopify-admin-collection-membership-audit",
-          "invoke": "/graycode:shopify-shopify-admin-collection-membership-audit"
-        },
-        {
-          "name": "shopify-shopify-admin-collection-reorganization",
-          "path": "categories/general/shopify-shopify-admin-collection-reorganization",
-          "invoke": "/graycode:shopify-shopify-admin-collection-reorganization"
-        },
-        {
-          "name": "shopify-shopify-admin-compare-at-price-cleanup",
-          "path": "categories/general/shopify-shopify-admin-compare-at-price-cleanup",
-          "invoke": "/graycode:shopify-shopify-admin-compare-at-price-cleanup"
-        },
-        {
-          "name": "shopify-shopify-admin-cross-sell-opportunity-finder",
-          "path": "categories/general/shopify-shopify-admin-cross-sell-opportunity-finder",
-          "invoke": "/graycode:shopify-shopify-admin-cross-sell-opportunity-finder"
-        },
-        {
-          "name": "shopify-shopify-admin-customer-acquisition-cost-by-source",
-          "path": "categories/general/shopify-shopify-admin-customer-acquisition-cost-by-source",
-          "invoke": "/graycode:shopify-shopify-admin-customer-acquisition-cost-by-source"
-        },
-        {
-          "name": "shopify-shopify-admin-customer-cohort-analysis",
-          "path": "categories/general/shopify-shopify-admin-customer-cohort-analysis",
-          "invoke": "/graycode:shopify-shopify-admin-customer-cohort-analysis"
-        },
-        {
-          "name": "shopify-shopify-admin-customer-merge",
-          "path": "categories/general/shopify-shopify-admin-customer-merge",
-          "invoke": "/graycode:shopify-shopify-admin-customer-merge"
-        },
-        {
-          "name": "shopify-shopify-admin-customer-note-bulk-annotator",
-          "path": "categories/general/shopify-shopify-admin-customer-note-bulk-annotator",
-          "invoke": "/graycode:shopify-shopify-admin-customer-note-bulk-annotator"
-        },
-        {
-          "name": "shopify-shopify-admin-customer-spend-tier-tagger",
-          "path": "categories/general/shopify-shopify-admin-customer-spend-tier-tagger",
-          "invoke": "/graycode:shopify-shopify-admin-customer-spend-tier-tagger"
-        },
-        {
-          "name": "shopify-shopify-admin-customer-timeline-export",
-          "path": "categories/general/shopify-shopify-admin-customer-timeline-export",
-          "invoke": "/graycode:shopify-shopify-admin-customer-timeline-export"
-        },
-        {
-          "name": "shopify-shopify-admin-customer-win-back",
-          "path": "categories/general/shopify-shopify-admin-customer-win-back",
-          "invoke": "/graycode:shopify-shopify-admin-customer-win-back"
-        },
-        {
-          "name": "shopify-shopify-admin-dead-stock-identifier",
-          "path": "categories/general/shopify-shopify-admin-dead-stock-identifier",
-          "invoke": "/graycode:shopify-shopify-admin-dead-stock-identifier"
-        },
-        {
-          "name": "shopify-shopify-admin-delivery-time-analysis",
-          "path": "categories/general/shopify-shopify-admin-delivery-time-analysis",
-          "invoke": "/graycode:shopify-shopify-admin-delivery-time-analysis"
-        },
-        {
-          "name": "shopify-shopify-admin-demand-forecast-reorder",
-          "path": "categories/general/shopify-shopify-admin-demand-forecast-reorder",
-          "invoke": "/graycode:shopify-shopify-admin-demand-forecast-reorder"
-        },
-        {
-          "name": "shopify-shopify-admin-discount-ab-analysis",
-          "path": "categories/general/shopify-shopify-admin-discount-ab-analysis",
-          "invoke": "/graycode:shopify-shopify-admin-discount-ab-analysis"
-        },
-        {
-          "name": "shopify-shopify-admin-discount-cost-trend",
-          "path": "categories/general/shopify-shopify-admin-discount-cost-trend",
-          "invoke": "/graycode:shopify-shopify-admin-discount-cost-trend"
-        },
-        {
-          "name": "shopify-shopify-admin-discount-hygiene-cleanup",
-          "path": "categories/general/shopify-shopify-admin-discount-hygiene-cleanup",
-          "invoke": "/graycode:shopify-shopify-admin-discount-hygiene-cleanup"
-        },
-        {
-          "name": "shopify-shopify-admin-discount-roi-calculator",
-          "path": "categories/general/shopify-shopify-admin-discount-roi-calculator",
-          "invoke": "/graycode:shopify-shopify-admin-discount-roi-calculator"
-        },
-        {
-          "name": "shopify-shopify-admin-draft-order-cleanup",
-          "path": "categories/general/shopify-shopify-admin-draft-order-cleanup",
-          "invoke": "/graycode:shopify-shopify-admin-draft-order-cleanup"
-        },
-        {
-          "name": "shopify-shopify-admin-duplicate-customer-finder",
-          "path": "categories/general/shopify-shopify-admin-duplicate-customer-finder",
-          "invoke": "/graycode:shopify-shopify-admin-duplicate-customer-finder"
-        },
-        {
-          "name": "shopify-shopify-admin-duplicate-sku-barcode-detector",
-          "path": "categories/general/shopify-shopify-admin-duplicate-sku-barcode-detector",
-          "invoke": "/graycode:shopify-shopify-admin-duplicate-sku-barcode-detector"
-        },
-        {
-          "name": "shopify-shopify-admin-email-deliverability-audit",
-          "path": "categories/general/shopify-shopify-admin-email-deliverability-audit",
-          "invoke": "/graycode:shopify-shopify-admin-email-deliverability-audit"
-        },
-        {
-          "name": "shopify-shopify-admin-exchange-vs-refund-ratio",
-          "path": "categories/general/shopify-shopify-admin-exchange-vs-refund-ratio",
-          "invoke": "/graycode:shopify-shopify-admin-exchange-vs-refund-ratio"
-        },
-        {
-          "name": "shopify-shopify-admin-file-storage-audit",
-          "path": "categories/general/shopify-shopify-admin-file-storage-audit",
-          "invoke": "/graycode:shopify-shopify-admin-file-storage-audit"
-        },
-        {
-          "name": "shopify-shopify-admin-frequently-bought-together",
-          "path": "categories/general/shopify-shopify-admin-frequently-bought-together",
-          "invoke": "/graycode:shopify-shopify-admin-frequently-bought-together"
-        },
-        {
-          "name": "shopify-shopify-admin-fulfillment-location-routing",
-          "path": "categories/general/shopify-shopify-admin-fulfillment-location-routing",
-          "invoke": "/graycode:shopify-shopify-admin-fulfillment-location-routing"
-        },
-        {
-          "name": "shopify-shopify-admin-fulfillment-status-digest",
-          "path": "categories/general/shopify-shopify-admin-fulfillment-status-digest",
-          "invoke": "/graycode:shopify-shopify-admin-fulfillment-status-digest"
-        },
-        {
-          "name": "shopify-shopify-admin-gift-card-balance-report",
-          "path": "categories/general/shopify-shopify-admin-gift-card-balance-report",
-          "invoke": "/graycode:shopify-shopify-admin-gift-card-balance-report"
-        },
-        {
-          "name": "shopify-shopify-admin-gift-card-issuance",
-          "path": "categories/general/shopify-shopify-admin-gift-card-issuance",
-          "invoke": "/graycode:shopify-shopify-admin-gift-card-issuance"
-        },
-        {
-          "name": "shopify-shopify-admin-gift-card-liability-report",
-          "path": "categories/general/shopify-shopify-admin-gift-card-liability-report",
-          "invoke": "/graycode:shopify-shopify-admin-gift-card-liability-report"
-        },
-        {
-          "name": "shopify-shopify-admin-gift-message-extraction",
-          "path": "categories/general/shopify-shopify-admin-gift-message-extraction",
-          "invoke": "/graycode:shopify-shopify-admin-gift-message-extraction"
-        },
-        {
-          "name": "shopify-shopify-admin-high-risk-order-tagger",
-          "path": "categories/general/shopify-shopify-admin-high-risk-order-tagger",
-          "invoke": "/graycode:shopify-shopify-admin-high-risk-order-tagger"
-        },
-        {
-          "name": "shopify-shopify-admin-inventory-adjustment",
-          "path": "categories/general/shopify-shopify-admin-inventory-adjustment",
-          "invoke": "/graycode:shopify-shopify-admin-inventory-adjustment"
-        },
-        {
-          "name": "shopify-shopify-admin-inventory-aging-report",
-          "path": "categories/general/shopify-shopify-admin-inventory-aging-report",
-          "invoke": "/graycode:shopify-shopify-admin-inventory-aging-report"
-        },
-        {
-          "name": "shopify-shopify-admin-inventory-transfer-between-locations",
-          "path": "categories/general/shopify-shopify-admin-inventory-transfer-between-locations",
-          "invoke": "/graycode:shopify-shopify-admin-inventory-transfer-between-locations"
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-          "invoke": "/graycode:shopify-shopify-admin-inventory-valuation-report"
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-          "invoke": "/graycode:shopify-shopify-admin-low-inventory-restock"
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-          "invoke": "/graycode:shopify-shopify-admin-loyalty-segment-export"
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-          "invoke": "/graycode:shopify-shopify-admin-marketing-consent-report"
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-          "invoke": "/graycode:shopify-shopify-admin-metafield-bulk-update"
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-          "invoke": "/graycode:shopify-shopify-admin-metafield-definition-audit"
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-          "invoke": "/graycode:shopify-shopify-admin-multi-location-inventory-audit"
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-          "invoke": "/graycode:shopify-shopify-admin-order-attribution-report"
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-          "invoke": "/graycode:shopify-shopify-admin-order-cancellation-analysis"
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-          "invoke": "/graycode:shopify-shopify-admin-order-hold-and-release"
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-        {
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-          "invoke": "/graycode:shopify-shopify-admin-order-lookup-and-summary"
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-          "invoke": "/graycode:shopify-shopify-admin-order-notes-and-attributes-report"
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-          "invoke": "/graycode:shopify-shopify-admin-order-risk-report"
-        },
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-          "invoke": "/graycode:shopify-shopify-admin-page-content-audit"
-        },
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-          "invoke": "/graycode:shopify-shopify-admin-partial-refund-pattern-detector"
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-        {
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-          "path": "categories/general/shopify-shopify-admin-payout-reconciliation",
-          "invoke": "/graycode:shopify-shopify-admin-payout-reconciliation"
-        },
-        {
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-          "invoke": "/graycode:shopify-shopify-admin-post-purchase-survey-trigger"
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-        {
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-          "invoke": "/graycode:shopify-shopify-admin-price-elasticity-analyzer"
-        },
-        {
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-          "invoke": "/graycode:shopify-shopify-admin-product-affinity-cross-sell"
-        },
-        {
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-          "invoke": "/graycode:shopify-shopify-admin-product-data-completeness-score"
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-          "invoke": "/graycode:shopify-shopify-admin-product-image-audit"
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-        {
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-          "invoke": "/graycode:shopify-shopify-admin-product-lifecycle-manager"
-        },
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-          "invoke": "/graycode:shopify-shopify-admin-product-tag-bulk-update"
-        },
-        {
-          "name": "shopify-shopify-admin-profit-margin-calculator",
-          "path": "categories/general/shopify-shopify-admin-profit-margin-calculator",
-          "invoke": "/graycode:shopify-shopify-admin-profit-margin-calculator"
-        },
-        {
-          "name": "shopify-shopify-admin-promo-code-bulk-generator",
-          "path": "categories/general/shopify-shopify-admin-promo-code-bulk-generator",
-          "invoke": "/graycode:shopify-shopify-admin-promo-code-bulk-generator"
-        },
-        {
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-          "invoke": "/graycode:shopify-shopify-admin-publication-channel-audit"
-        },
-        {
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-          "invoke": "/graycode:shopify-shopify-admin-referral-source-attribution"
-        },
-        {
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-          "invoke": "/graycode:shopify-shopify-admin-refund-and-reorder"
-        },
-        {
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-          "invoke": "/graycode:shopify-shopify-admin-refund-rate-analysis"
-        },
-        {
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-          "invoke": "/graycode:shopify-shopify-admin-repeat-purchase-rate"
-        },
-        {
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-          "path": "categories/general/shopify-shopify-admin-restock-on-return",
-          "invoke": "/graycode:shopify-shopify-admin-restock-on-return"
-        },
-        {
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-          "invoke": "/graycode:shopify-shopify-admin-return-cost-attribution"
-        },
-        {
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-          "invoke": "/graycode:shopify-shopify-admin-return-fraud-detector"
-        },
-        {
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-          "path": "categories/general/shopify-shopify-admin-return-initiation",
-          "invoke": "/graycode:shopify-shopify-admin-return-initiation"
-        },
-        {
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-          "invoke": "/graycode:shopify-shopify-admin-return-processing-sla"
-        },
-        {
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-          "invoke": "/graycode:shopify-shopify-admin-return-reason-analysis"
-        },
-        {
-          "name": "shopify-shopify-admin-revenue-by-location-report",
-          "path": "categories/general/shopify-shopify-admin-revenue-by-location-report",
-          "invoke": "/graycode:shopify-shopify-admin-revenue-by-location-report"
-        },
-        {
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-          "path": "categories/general/shopify-shopify-admin-rfm-customer-segmentation",
-          "invoke": "/graycode:shopify-shopify-admin-rfm-customer-segmentation"
-        },
-        {
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-          "path": "categories/general/shopify-shopify-admin-sales-by-channel-report",
-          "invoke": "/graycode:shopify-shopify-admin-sales-by-channel-report"
-        },
-        {
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-          "path": "categories/general/shopify-shopify-admin-seo-metadata-audit",
-          "invoke": "/graycode:shopify-shopify-admin-seo-metadata-audit"
-        },
-        {
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-          "path": "categories/general/shopify-shopify-admin-shipping-cost-analysis",
-          "invoke": "/graycode:shopify-shopify-admin-shipping-cost-analysis"
-        },
-        {
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-          "path": "categories/general/shopify-shopify-admin-shipping-rate-audit",
-          "invoke": "/graycode:shopify-shopify-admin-shipping-rate-audit"
-        },
-        {
-          "name": "shopify-shopify-admin-split-shipment-planner",
-          "path": "categories/general/shopify-shopify-admin-split-shipment-planner",
-          "invoke": "/graycode:shopify-shopify-admin-split-shipment-planner"
-        },
-        {
-          "name": "shopify-shopify-admin-staff-account-audit",
-          "path": "categories/general/shopify-shopify-admin-staff-account-audit",
-          "invoke": "/graycode:shopify-shopify-admin-staff-account-audit"
-        },
-        {
-          "name": "shopify-shopify-admin-stock-velocity-report",
-          "path": "categories/general/shopify-shopify-admin-stock-velocity-report",
-          "invoke": "/graycode:shopify-shopify-admin-stock-velocity-report"
-        },
-        {
-          "name": "shopify-shopify-admin-subscription-mrr-tracker",
-          "path": "categories/general/shopify-shopify-admin-subscription-mrr-tracker",
-          "invoke": "/graycode:shopify-shopify-admin-subscription-mrr-tracker"
-        },
-        {
-          "name": "shopify-shopify-admin-tax-liability-summary",
-          "path": "categories/general/shopify-shopify-admin-tax-liability-summary",
-          "invoke": "/graycode:shopify-shopify-admin-tax-liability-summary"
-        },
-        {
-          "name": "shopify-shopify-admin-top-product-performance",
-          "path": "categories/general/shopify-shopify-admin-top-product-performance",
-          "invoke": "/graycode:shopify-shopify-admin-top-product-performance"
-        },
-        {
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-          "path": "categories/general/shopify-shopify-admin-tracking-update-bulk",
-          "invoke": "/graycode:shopify-shopify-admin-tracking-update-bulk"
-        },
-        {
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-          "invoke": "/graycode:shopify-shopify-admin-traffic-by-page-report"
-        },
-        {
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-          "invoke": "/graycode:shopify-shopify-admin-url-redirect-audit"
-        },
-        {
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-          "invoke": "/graycode:shopify-shopify-admin-variant-option-normalizer"
-        },
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-          "path": "categories/general/shopify-shopify-admin-variant-performance-report",
-          "invoke": "/graycode:shopify-shopify-admin-variant-performance-report"
-        },
-        {
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-          "path": "categories/general/shopify-shopify-admin-vendor-consolidation",
-          "invoke": "/graycode:shopify-shopify-admin-vendor-consolidation"
-        },
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-          "invoke": "/graycode:shopify-shopify-admin-vip-customer-identifier"
-        },
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-          "invoke": "/graycode:shopify-shopify-admin-wismo-bulk-status-report"
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-          "invoke": "/graycode:shopping-cart-checkout-system"
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-          "invoke": "/graycode:signup-flow-cro"
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-          "invoke": "/graycode:signup-flow-optimization"
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-          "invoke": "/graycode:single-page-content-extraction"
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-          "invoke": "/graycode:site-bulk-extraction"
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-          "invoke": "/graycode:site-download"
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-          "invoke": "/graycode:smb-file-share-storage"
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-          "invoke": "/graycode:sms-marketing-campaigns"
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-          "invoke": "/graycode:solana-program-development"
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-          "invoke": "/graycode:spreadsheet-operations"
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-          "invoke": "/graycode:spreadsheet-processing"
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-          "invoke": "/graycode:spring-boot-enterprise-development"
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-          "invoke": "/graycode:sprint-retrospective"
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-          "invoke": "/graycode:stakeholder-communication-planning"
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-          "invoke": "/graycode:state-management"
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-          "invoke": "/graycode:std-android-agp-upgrade"
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-          "invoke": "/graycode:app-store-listing-optimization"
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-          "invoke": "/graycode:cursor-swift"
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-          "invoke": "/graycode:flutter-cross-platform-apps"
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-          "invoke": "/graycode:mdc-flutter-performance-rules"
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-          "invoke": "/graycode:mobile-ads-integration-validation"
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-          "invoke": "/graycode:mobile-ads-sdk-setup"
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-          "path": "categories/mobile/mobile-animation",
-          "invoke": "/graycode:mobile-animation"
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-          "path": "categories/mobile/mobile-app-analytics",
-          "invoke": "/graycode:mobile-app-analytics"
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-          "path": "categories/mobile/mobile-app-animations",
-          "invoke": "/graycode:mobile-app-animations"
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-          "invoke": "/graycode:mobile-app-deployment"
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-          "invoke": "/graycode:mobile-app-image-direction"
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-          "path": "categories/mobile/mobile-app-localization",
-          "invoke": "/graycode:mobile-app-localization"
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-          "path": "categories/mobile/mobile-app-store-deployment",
-          "invoke": "/graycode:mobile-app-store-deployment"
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-          "path": "categories/mobile/mobile-architecture-patterns",
-          "invoke": "/graycode:mobile-architecture-patterns"
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-          "name": "mobile-banner-ads",
-          "path": "categories/mobile/mobile-banner-ads",
-          "invoke": "/graycode:mobile-banner-ads"
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-          "name": "mobile-biometric-auth",
-          "path": "categories/mobile/mobile-biometric-auth",
-          "invoke": "/graycode:mobile-biometric-auth"
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-          "name": "mobile-camera-media",
-          "path": "categories/mobile/mobile-camera-media",
-          "invoke": "/graycode:mobile-camera-media"
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-        {
-          "name": "mobile-crash-reporting",
-          "path": "categories/mobile/mobile-crash-reporting",
-          "invoke": "/graycode:mobile-crash-reporting"
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-        {
-          "name": "mobile-deep-linking",
-          "path": "categories/mobile/mobile-deep-linking",
-          "invoke": "/graycode:mobile-deep-linking"
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-          "name": "mobile-dev-client-builds",
-          "path": "categories/mobile/mobile-dev-client-builds",
-          "invoke": "/graycode:mobile-dev-client-builds"
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-          "name": "mobile-engineer-persona",
-          "path": "categories/mobile/mobile-engineer-persona",
-          "invoke": "/graycode:mobile-engineer-persona"
-        },
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-          "name": "mobile-in-app-purchase",
-          "path": "categories/mobile/mobile-in-app-purchase",
-          "invoke": "/graycode:mobile-in-app-purchase"
-        },
-        {
-          "name": "mobile-interstitial-ads",
-          "path": "categories/mobile/mobile-interstitial-ads",
-          "invoke": "/graycode:mobile-interstitial-ads"
-        },
-        {
-          "name": "mobile-local-storage",
-          "path": "categories/mobile/mobile-local-storage",
-          "invoke": "/graycode:mobile-local-storage"
-        },
-        {
-          "name": "mobile-maps-location",
-          "path": "categories/mobile/mobile-maps-location",
-          "invoke": "/graycode:mobile-maps-location"
-        },
-        {
-          "name": "mobile-navigation",
-          "path": "categories/mobile/mobile-navigation",
-          "invoke": "/graycode:mobile-navigation"
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-          "invoke": "/graycode:cr-html-tailwind-css-javascript"
-        },
-        {
-          "name": "cr-javascript-astro-tailwind-css",
-          "path": "categories/tailwind/cr-javascript-astro-tailwind-css",
-          "invoke": "/graycode:cr-javascript-astro-tailwind-css"
-        },
-        {
-          "name": "cr-qwik-tailwind",
-          "path": "categories/tailwind/cr-qwik-tailwind",
-          "invoke": "/graycode:cr-qwik-tailwind"
-        },
-        {
-          "name": "cr-solidjs-tailwind",
-          "path": "categories/tailwind/cr-solidjs-tailwind",
-          "invoke": "/graycode:cr-solidjs-tailwind"
-        },
-        {
-          "name": "cr-tailwind-shadcn-ui-integration",
-          "path": "categories/tailwind/cr-tailwind-shadcn-ui-integration",
-          "invoke": "/graycode:cr-tailwind-shadcn-ui-integration"
-        },
-        {
-          "name": "cursor-tailwind-css",
-          "path": "categories/tailwind/cursor-tailwind-css",
-          "invoke": "/graycode:cursor-tailwind-css"
-        },
-        {
-          "name": "mdc-html-tailwind-css-and-javascript-expert-rule",
-          "path": "categories/tailwind/mdc-html-tailwind-css-and-javascript-expert-rule",
-          "invoke": "/graycode:mdc-html-tailwind-css-and-javascript-expert-rule"
-        },
-        {
-          "name": "mdc-nativewind-and-tailwind-css-compatibility",
-          "path": "categories/tailwind/mdc-nativewind-and-tailwind-css-compatibility",
-          "invoke": "/graycode:mdc-nativewind-and-tailwind-css-compatibility"
-        },
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-          "name": "mdc-qwik-and-tailwind-best-practices",
-          "path": "categories/tailwind/mdc-qwik-and-tailwind-best-practices",
-          "invoke": "/graycode:mdc-qwik-and-tailwind-best-practices"
-        },
-        {
-          "name": "mdc-qwik-tailwind-naming-conventions",
-          "path": "categories/tailwind/mdc-qwik-tailwind-naming-conventions",
-          "invoke": "/graycode:mdc-qwik-tailwind-naming-conventions"
-        },
-        {
-          "name": "mdc-solidjs-tailwind-additional-instructions",
-          "path": "categories/tailwind/mdc-solidjs-tailwind-additional-instructions",
-          "invoke": "/graycode:mdc-solidjs-tailwind-additional-instructions"
-        },
-        {
-          "name": "mdc-solidjs-tailwind-css-best-practices",
-          "path": "categories/tailwind/mdc-solidjs-tailwind-css-best-practices",
-          "invoke": "/graycode:mdc-solidjs-tailwind-css-best-practices"
-        },
-        {
-          "name": "mdc-tailwind",
-          "path": "categories/tailwind/mdc-tailwind",
-          "invoke": "/graycode:mdc-tailwind"
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-        {
-          "name": "mdc-tailwind-and-inertiajs-rules",
-          "path": "categories/tailwind/mdc-tailwind-and-inertiajs-rules",
-          "invoke": "/graycode:mdc-tailwind-and-inertiajs-rules"
-        },
-        {
-          "name": "mdc-tailwind-css-and-shadcn-ui-conventions",
-          "path": "categories/tailwind/mdc-tailwind-css-and-shadcn-ui-conventions",
-          "invoke": "/graycode:mdc-tailwind-css-and-shadcn-ui-conventions"
-        },
-        {
-          "name": "mdc-tailwind-css-best-practices",
-          "path": "categories/tailwind/mdc-tailwind-css-best-practices",
-          "invoke": "/graycode:mdc-tailwind-css-best-practices"
-        },
-        {
-          "name": "mdc-tailwind-css-configuration",
-          "path": "categories/tailwind/mdc-tailwind-css-configuration",
-          "invoke": "/graycode:mdc-tailwind-css-configuration"
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-        {
-          "name": "mdc-tailwind-css-integration",
-          "path": "categories/tailwind/mdc-tailwind-css-integration",
-          "invoke": "/graycode:mdc-tailwind-css-integration"
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-          "name": "mdc-tailwind-css-purging",
-          "path": "categories/tailwind/mdc-tailwind-css-purging",
-          "invoke": "/graycode:mdc-tailwind-css-purging"
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-        {
-          "name": "mdc-tailwind-css-styling",
-          "path": "categories/tailwind/mdc-tailwind-css-styling",
-          "invoke": "/graycode:mdc-tailwind-css-styling"
-        },
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-          "name": "mdc-tailwind-css-styling-rule",
-          "path": "categories/tailwind/mdc-tailwind-css-styling-rule",
-          "invoke": "/graycode:mdc-tailwind-css-styling-rule"
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-          "name": "mdc-tailwind-css-styling-rules",
-          "path": "categories/tailwind/mdc-tailwind-css-styling-rules",
-          "invoke": "/graycode:mdc-tailwind-css-styling-rules"
-        },
-        {
-          "name": "mdc-tailwind-custom-styles",
-          "path": "categories/tailwind/mdc-tailwind-custom-styles",
-          "invoke": "/graycode:mdc-tailwind-custom-styles"
-        },
-        {
-          "name": "mdc-tailwind-dark-mode",
-          "path": "categories/tailwind/mdc-tailwind-dark-mode",
-          "invoke": "/graycode:mdc-tailwind-dark-mode"
-        },
-        {
-          "name": "mdc-tailwindcss-and-daisyui-rules",
-          "path": "categories/tailwind/mdc-tailwindcss-and-daisyui-rules",
-          "invoke": "/graycode:mdc-tailwindcss-and-daisyui-rules"
-        },
-        {
-          "name": "mdc-tailwindcss-styling-guidelines",
-          "path": "categories/tailwind/mdc-tailwindcss-styling-guidelines",
-          "invoke": "/graycode:mdc-tailwindcss-styling-guidelines"
-        },
-        {
-          "name": "mdc-ui-and-styling-with-shadcn-ui-and-tailwind",
-          "path": "categories/tailwind/mdc-ui-and-styling-with-shadcn-ui-and-tailwind",
-          "invoke": "/graycode:mdc-ui-and-styling-with-shadcn-ui-and-tailwind"
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-          "name": "tailwind-design-system",
-          "path": "categories/tailwind/tailwind-design-system",
-          "invoke": "/graycode:tailwind-design-system"
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-          "name": "tailwind-ui-patterns",
-          "path": "categories/tailwind/tailwind-ui-patterns",
-          "invoke": "/graycode:tailwind-ui-patterns"
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-        {
-          "name": "utility-first-css-styling",
-          "path": "categories/tailwind/utility-first-css-styling",
-          "invoke": "/graycode:utility-first-css-styling"
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-          "name": "utility-first-css-styling-j4flmao",
-          "path": "categories/tailwind/utility-first-css-styling-j4flmao",
-          "invoke": "/graycode:utility-first-css-styling-j4flmao"
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-          "name": "ab-test-experimentation",
-          "path": "categories/testing/ab-test-experimentation",
-          "invoke": "/graycode:ab-test-experimentation"
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-          "path": "categories/testing/ab-test-setup",
-          "invoke": "/graycode:ab-test-setup"
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-          "name": "acceptance-proof-verification",
-          "path": "categories/testing/acceptance-proof-verification",
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-          "name": "agent-evaluation-suite",
-          "path": "categories/testing/agent-evaluation-suite",
-          "invoke": "/graycode:agent-evaluation-suite"
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-          "name": "backend-test-engineering",
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-          "invoke": "/graycode:backend-testing"
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-          "name": "browser-automation-cli",
-          "path": "categories/testing/browser-automation-cli",
-          "invoke": "/graycode:browser-automation-cli"
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-          "path": "categories/testing/browser-ui-verification",
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-          "name": "chaos-engineering-fault-injection",
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-          "path": "categories/testing/complex-skill-format-fixture",
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-          "path": "categories/testing/component-story-development",
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-          "invoke": "/graycode:comprehensive-test-strategy"
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-          "name": "consumer-driven-contract-testing-contract-testing-j4flmao",
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-          "invoke": "/graycode:containerized-integration-testing"
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-          "name": "cursor-vitest",
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-          "name": "live-browser-verification",
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-          "name": "lt-api-documentation",
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-          "invoke": "/graycode:lt-api-documentation"
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-          "path": "categories/testing/lt-api-health-monitoring",
-          "invoke": "/graycode:lt-api-health-monitoring"
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-          "path": "categories/testing/lt-api-inference-from-files",
-          "invoke": "/graycode:lt-api-inference-from-files"
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-          "path": "categories/testing/lt-api-integration-helper",
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-          "invoke": "/graycode:lt-api-mocking"
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-          "name": "lt-api-ratelimit-helper",
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-          "invoke": "/graycode:lt-api-ratelimit-helper"
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-          "name": "lt-api-sdk-generator",
-          "path": "categories/testing/lt-api-sdk-generator",
-          "invoke": "/graycode:lt-api-sdk-generator"
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-          "name": "lt-api-to-testcase-generator",
-          "path": "categories/testing/lt-api-to-testcase-generator",
-          "invoke": "/graycode:lt-api-to-testcase-generator"
-        },
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-          "name": "lt-api-versioning-helper",
-          "path": "categories/testing/lt-api-versioning-helper",
-          "invoke": "/graycode:lt-api-versioning-helper"
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-        {
-          "name": "lt-appium-skill",
-          "path": "categories/testing/lt-appium-skill",
-          "invoke": "/graycode:lt-appium-skill"
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-          "name": "lt-behat-skill",
-          "path": "categories/testing/lt-behat-skill",
-          "invoke": "/graycode:lt-behat-skill"
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-          "name": "lt-behave-skill",
-          "path": "categories/testing/lt-behave-skill",
-          "invoke": "/graycode:lt-behave-skill"
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-          "name": "lt-capybara-skill",
-          "path": "categories/testing/lt-capybara-skill",
-          "invoke": "/graycode:lt-capybara-skill"
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-          "name": "lt-cicd-pipeline-skill",
-          "path": "categories/testing/lt-cicd-pipeline-skill",
-          "invoke": "/graycode:lt-cicd-pipeline-skill"
-        },
-        {
-          "name": "lt-codeception-skill",
-          "path": "categories/testing/lt-codeception-skill",
-          "invoke": "/graycode:lt-codeception-skill"
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-        {
-          "name": "lt-cucumber-skill",
-          "path": "categories/testing/lt-cucumber-skill",
-          "invoke": "/graycode:lt-cucumber-skill"
-        },
-        {
-          "name": "lt-cypress-skill",
-          "path": "categories/testing/lt-cypress-skill",
-          "invoke": "/graycode:lt-cypress-skill"
-        },
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+      "name": "graycode-skills-refactoring",
+      "source": "./categories/refactoring",
+      "description": "GrayCode Skills, refactoring category: 14 skills.",
+      "version": "0.2.0",
+      "skills": [
+        "./"
+      ]
+    },
+    {
+      "name": "graycode-skills-rust",
+      "source": "./categories/rust",
+      "description": "GrayCode Skills, rust category: 27 skills.",
+      "version": "0.2.0",
+      "skills": [
+        "./"
+      ]
+    },
+    {
+      "name": "graycode-skills-scientific",
+      "source": "./categories/scientific",
+      "description": "GrayCode Skills, scientific category: 152 skills.",
+      "version": "0.2.0",
+      "skills": [
+        "./"
+      ]
+    },
+    {
+      "name": "graycode-skills-security",
+      "source": "./categories/security",
+      "description": "GrayCode Skills, security category: 358 skills.",
+      "version": "0.2.0",
+      "skills": [
+        "./"
+      ]
+    },
+    {
+      "name": "graycode-skills-svelte",
+      "source": "./categories/svelte",
+      "description": "GrayCode Skills, svelte category: 31 skills.",
+      "version": "0.2.0",
+      "skills": [
+        "./"
+      ]
+    },
+    {
+      "name": "graycode-skills-tailwind",
+      "source": "./categories/tailwind",
+      "description": "GrayCode Skills, tailwind category: 31 skills.",
+      "version": "0.2.0",
+      "skills": [
+        "./"
+      ]
+    },
+    {
+      "name": "graycode-skills-testing",
+      "source": "./categories/testing",
+      "description": "GrayCode Skills, testing category: 195 skills.",
+      "version": "0.2.0",
+      "skills": [
+        "./"
+      ]
+    },
+    {
+      "name": "graycode-skills-typescript",
+      "source": "./categories/typescript",
+      "description": "GrayCode Skills, typescript category: 73 skills.",
+      "version": "0.2.0",
+      "skills": [
+        "./"
+      ]
+    },
+    {
+      "name": "graycode-skills-vue",
+      "source": "./categories/vue",
+      "description": "GrayCode Skills, vue category: 25 skills.",
+      "version": "0.2.0",
+      "skills": [
+        "./"
       ]
     }
-  ],
-  "description": "Community skill packages for graycode \u2014 security, code review, DevOps, and more."
+  ]
 }
diff --git a/.claude-plugin/plugin.json b/.claude-plugin/plugin.json
index ac0f8b3d8..d6e0c19ee 100644
--- a/.claude-plugin/plugin.json
+++ b/.claude-plugin/plugin.json
@@ -1,7 +1,7 @@
 {
   "name": "graycode-skills",
-  "version": "0.0.1",
-  "description": "Community skill packages for graycode \u2014 the AI coding agent. Security, code review, DevOps, and more.",
+  "version": "0.2.0",
+  "description": "GrayCode Skills: community Agent Skills (SKILL.md) packages for Rho, the terminal AI coding agent, and other skill-aware agents. Security, code review, DevOps and more.",
   "author": {
     "name": "GrayCode AI",
     "url": "https://github.com/GrayCodeAI"
@@ -9,7 +9,9 @@
   "repository": "https://github.com/GrayCodeAI/graycode-skills",
   "license": "MIT",
   "keywords": [
+    "rho",
     "graycode",
+    "agent-skills",
     "skills",
     "code-review",
     "security",
diff --git a/.codex-plugin/plugin.json b/.codex-plugin/plugin.json
index 8aea9e36a..993515297 100644
--- a/.codex-plugin/plugin.json
+++ b/.codex-plugin/plugin.json
@@ -1,7 +1,7 @@
 {
   "name": "graycode-skills",
-  "version": "0.0.1",
-  "description": "Community skill packages for graycode \u2014 security, code review, DevOps, and more.",
+  "version": "0.2.0",
+  "description": "GrayCode Skills: community Agent Skills (SKILL.md) packages for Rho, the terminal AI coding agent, and other skill-aware agents. Security, code review, DevOps and more.",
   "author": "GrayCode AI",
   "repository": "https://github.com/GrayCodeAI/graycode-skills",
   "license": "MIT"
diff --git a/.cursor-plugin/plugin.json b/.cursor-plugin/plugin.json
index 8aea9e36a..993515297 100644
--- a/.cursor-plugin/plugin.json
+++ b/.cursor-plugin/plugin.json
@@ -1,7 +1,7 @@
 {
   "name": "graycode-skills",
-  "version": "0.0.1",
-  "description": "Community skill packages for graycode \u2014 security, code review, DevOps, and more.",
+  "version": "0.2.0",
+  "description": "GrayCode Skills: community Agent Skills (SKILL.md) packages for Rho, the terminal AI coding agent, and other skill-aware agents. Security, code review, DevOps and more.",
   "author": "GrayCode AI",
   "repository": "https://github.com/GrayCodeAI/graycode-skills",
   "license": "MIT"
diff --git a/.env.example b/.env.example
index 21fc53bd9..16bf4c915 100644
--- a/.env.example
+++ b/.env.example
@@ -1,5 +1,8 @@
-# graycode-skills environment variables — copy to .env and fill in
-# graycode-skills is a skill registry with no network service.
+# graycode-skills environment variables (all optional).
+# This repository has no network service and reads no secrets.
 
-# Optional: override the default skills installation directory
-GRAYCODE_SKILLS_DIR=~/.graycode/skills
+# Where `./setup --host rho` copies skills: <RHO_STATE_DIR>/skills. Leave unset
+# to use Rho's default state directory ($XDG_STATE_HOME/rho, else
+# ~/.config/rho/state on Linux or ~/Library/Application Support/rho/state on
+# macOS). This is the same variable Rho itself reads.
+# RHO_STATE_DIR=
diff --git a/.github/CODEOWNERS b/.github/CODEOWNERS
index a033b029d..5ae8c66af 100644
--- a/.github/CODEOWNERS
+++ b/.github/CODEOWNERS
@@ -1,29 +1,8 @@
 # CODEOWNERS for graycode-skills
 #
-# GitHub CODEOWNERS uses last-match-wins: more specific rules must come AFTER
-# more general ones to actually take effect. /categories/ and /registry.json
-# are deliberately listed after the blanket *.md rule below so skill content
-# (the vast majority of this repo, nearly all of it .md) is owned by
-# core-team, not docs-team — docs-team owns the repo's own docs, not the
-# ~12k community-submitted skill files.
-* @GrayCodeAI/maintainers
-
-# CI / release / build tooling
-/.github/        @GrayCodeAI/devops-team
-/Makefile        @GrayCodeAI/devops-team
-/lefthook.yml    @GrayCodeAI/devops-team
-/scripts/        @GrayCodeAI/devops-team
-/deploy/         @GrayCodeAI/devops-team
-/Dockerfile      @GrayCodeAI/devops-team
-
-# Documentation (repo-level only — see /categories/ override below)
-*.md             @GrayCodeAI/docs-team
-/docs/           @GrayCodeAI/docs-team
-
-# Skill definitions and categories (wins over the blanket *.md rule above)
-/categories/     @GrayCodeAI/core-team
-/registry.json   @GrayCodeAI/core-team
-
-# Validation and tooling
-/tools/          @GrayCodeAI/core-team
-/tests/          @GrayCodeAI/core-team
+# The GrayCodeAI organization has no teams yet, and @Patel230 is the only
+# account with write access, so every path is owned by that account. When
+# teams exist, split ownership again (CODEOWNERS is last-match-wins: put
+# specific paths after general ones) and verify with:
+#   gh api repos/GrayCodeAI/graycode-skills/codeowners/errors
+* @Patel230
diff --git a/.github/ISSUE_TEMPLATE/bug-report.yml b/.github/ISSUE_TEMPLATE/bug-report.yml
index bf91f1381..043d545f6 100644
--- a/.github/ISSUE_TEMPLATE/bug-report.yml
+++ b/.github/ISSUE_TEMPLATE/bug-report.yml
@@ -33,9 +33,9 @@ body:
     id: environment
     attributes:
       label: Environment
-      description: "Autohand version, OS, and any relevant context"
+      description: "Rho (or other client) version, OS, and any relevant context"
       placeholder: |
-        - Autohand version: 1.x.x
+        - Rho version: output of `rho version`
         - OS: macOS 15
     validations:
       required: false
diff --git a/.github/ISSUE_TEMPLATE/config.yml b/.github/ISSUE_TEMPLATE/config.yml
index bf45e30ee..cc3f8a2e5 100644
--- a/.github/ISSUE_TEMPLATE/config.yml
+++ b/.github/ISSUE_TEMPLATE/config.yml
@@ -1,11 +1,11 @@
 blank_issues_enabled: false
 contact_links:
-  - name: Browse Existing Skills
-    url: https://skilled.autohand.ai
-    about: Search and browse all community skills before submitting
-  - name: Submit via Web
-    url: https://skilled.autohand.ai/submit
-    about: Use the guided web form to submit a skill
-  - name: Discord Community
-    url: https://discord.gg/MWTNudaj8E
-    about: Ask questions and get help from the community
+  - name: Browse existing skills
+    url: https://github.com/GrayCodeAI/graycode-skills/tree/main/categories
+    about: Browse the categories (or run `rho skills search <topic>`) before proposing a skill
+  - name: Contribution guide
+    url: https://github.com/GrayCodeAI/graycode-skills/blob/main/CONTRIBUTING.md
+    about: How to submit a skill as a pull request
+  - name: Security reports
+    url: https://github.com/GrayCodeAI/graycode-skills/blob/main/SECURITY.md
+    about: Report vulnerabilities privately; do not open a public issue
diff --git a/.github/ISSUE_TEMPLATE/new-skill.yml b/.github/ISSUE_TEMPLATE/new-skill.yml
index 2a3412d8d..ed54b36e0 100644
--- a/.github/ISSUE_TEMPLATE/new-skill.yml
+++ b/.github/ISSUE_TEMPLATE/new-skill.yml
@@ -1,5 +1,5 @@
 name: Submit a New Skill
-description: Propose a new community skill for the Autohand registry
+description: Propose a new community skill for GrayCode Skills
 title: "[New Skill]: "
 labels: ["new-skill", "triage"]
 assignees: []
@@ -7,9 +7,9 @@ body:
   - type: markdown
     attributes:
       value: |
-        Thanks for contributing a new skill to the Autohand community! Please fill out the details below.
+        Thanks for contributing a new skill to GrayCode Skills! Please fill out the details below.
 
-        Before submitting, please check [existing skills](https://skilled.autohand.ai) to make sure your skill doesn't duplicate one that already exists.
+        Before submitting, search the existing skills (`rho skills search <topic>`, or browse [`categories/`](https://github.com/GrayCodeAI/graycode-skills/tree/main/categories)) to make sure your skill doesn't duplicate one that already exists.
 
   - type: input
     id: skill-name
@@ -117,7 +117,7 @@ body:
     id: license
     attributes:
       label: License
-      description: "License for your skill (must be an OSI-approved license)"
+      description: "License for your skill: a permissive OSI-approved license such as MIT or Apache-2.0 (copyleft GPL/LGPL/AGPL is not accepted, see NOTICE)"
       placeholder: MIT
     validations:
       required: true
@@ -146,4 +146,4 @@ body:
         ---
         **What happens next?**
 
-        A maintainer will review your submission. If approved, we'll create the skill directory, add it to `registry.json`, and credit you as the author. You can also submit a PR directly — see [CONTRIBUTING.md](../CONTRIBUTING.md).
+        A maintainer will review your submission. If approved, we'll create the skill directory and record you as the author; `registry.json` is generated from it automatically. You can also submit a PR directly — see [CONTRIBUTING.md](../CONTRIBUTING.md).
diff --git a/.github/workflows/ci.yml b/.github/workflows/ci.yml
index e2ffdf924..fb6281e7f 100644
--- a/.github/workflows/ci.yml
+++ b/.github/workflows/ci.yml
@@ -35,14 +35,40 @@ jobs:
         env:
           BASE_REF: ${{ github.event.pull_request.base.sha || github.event.before }}
         run: |
-          changed="$(git diff --name-only "$BASE_REF" HEAD)"
-          python3 tools/check_changed_scripts.py $changed
+          # github.event.before is all zeros for a new branch or a force-push,
+          # and may be missing from history; fall back to the parent commit.
+          if [ -z "$BASE_REF" ] || ! git cat-file -e "${BASE_REF}^{commit}" 2>/dev/null; then
+            BASE_REF="$(git rev-parse HEAD~1)"
+          fi
+          mapfile -t changed < <(git diff --name-only "$BASE_REF" HEAD)
+          python3 tools/check_changed_scripts.py "${changed[@]}"
       - name: Validate all skills
         run: >-
           python3 tools/validate_skill.py --all
           --warning-budget tools/validation_warning_budget.json
-      - name: Registry drift check
-        run: python3 tools/update_registry.py --check
+      - name: Registry build (schema and duplicate-name check)
+        # registry.json is generated, not committed, so there is no drift to
+        # detect here. Building it fails on duplicate skill names and on any
+        # entry that violates tools/registry_schema.py.
+        run: python3 tools/update_registry.py
+      - name: Version sync check
+        run: python3 tools/check_version_sync.py
+      - name: Marketplace sync check
+        # Fail if .claude-plugin/marketplace.json is stale vs categories/.
+        # Regenerate with: python3 tools/sync_marketplace.py
+        run: python3 tools/sync_marketplace.py --check
+      - name: Reference integrity
+        run: python3 tools/check_references.py
+      - name: Self-containment check
+        run: python3 tools/check_self_contained.py
+      - name: License compatibility gate
+        # Copyleft (GPL/LGPL/AGPL) content must not be vendored into the
+        # MIT-rooted repo, in LICENSE files or frontmatter. See NOTICE.
+        run: python3 tools/check_licenses.py
+      - name: Agent Skills conformance (first-party skills)
+        # GrayCode's own skills must follow agentskills.io exactly; the
+        # legacy corpus gap is reported by --all (see docs/AGENT_SKILLS.md).
+        run: python3 tools/check_agentskills.py --strict categories/graycode
       - name: Run tests
         run: python -m pytest tests/ -v --cov --cov-report=term-missing --cov-fail-under=88
       - name: Packaging smoke check
@@ -94,8 +120,12 @@ jobs:
         env:
           BASE_REF: ${{ github.event.pull_request.base.sha || github.event.before }}
         run: |
-          changed="$(git diff --name-only "$BASE_REF" HEAD)"
-          python3 tools/sandbox_run_changed_scripts.py --image graycode-skills-sandbox:ci $changed
+          # Same zero-SHA / force-push guard as the validate job.
+          if [ -z "$BASE_REF" ] || ! git cat-file -e "${BASE_REF}^{commit}" 2>/dev/null; then
+            BASE_REF="$(git rev-parse HEAD~1)"
+          fi
+          mapfile -t changed < <(git diff --name-only "$BASE_REF" HEAD)
+          python3 tools/sandbox_run_changed_scripts.py --image graycode-skills-sandbox:ci "${changed[@]}"
 
   # -------------------------------------------------------------------------
   # Duplication detection — jscpd (scan categories with reasonable thresholds).
@@ -109,6 +139,15 @@ jobs:
         with:
           node-version: '20'
       - name: jscpd
+        # An enforced ceiling. This step used to pipe into `tail` without
+        # pipefail, so `--threshold 5` never failed the job: main reported
+        # "found too many duplicates (9.3%) over threshold (5.0%)" and still
+        # passed. jscpd 5.3.2 measures 11.4% duplicated lines on 2026-09-27,
+        # mostly in ingested prompt collections. Lower the ceiling as
+        # duplication is removed; never raise it. The version is pinned
+        # because percentages differ between jscpd releases.
+        shell: bash
         run: |
-          npx jscpd --min-lines 15 --min-tokens 150 --threshold 5 --reporters console \
+          set -o pipefail
+          npx --yes jscpd@5.3.2 --min-lines 15 --min-tokens 150 --threshold 12 --reporters console \
             --ignore "docs/**,plans/**,tools/**" . 2>&1 | tail -30
diff --git a/.github/workflows/docker.yml b/.github/workflows/docker.yml
index 3fd469412..192cc6d0c 100644
--- a/.github/workflows/docker.yml
+++ b/.github/workflows/docker.yml
@@ -8,9 +8,13 @@ on:
     branches: [main]
     paths:
       - "Dockerfile"
+      - ".dockerignore"
       - "categories/**"
       - "tools/**"
       - "pyproject.toml"
+      - "manifest-schema.toml"
+      - "VERSION"
+      - ".github/workflows/docker.yml"
 
 permissions:
   contents: read
@@ -49,6 +53,22 @@ jobs:
             type=semver,pattern={{major}}.{{minor}}
             type=sha,prefix=sha-
 
+      - name: Build image for the smoke test
+        uses: docker/build-push-action@f9f3042f7e2789586610d6e8b85c8f03e5195baf # v7.2.0
+        with:
+          context: .
+          load: true
+          push: false
+          tags: graycode-skills:smoke
+          cache-from: type=gha
+          cache-to: type=gha,mode=max
+
+      - name: Smoke test the default command
+        # The image's CMD is the full-corpus zero-warning gate; it must pass
+        # as shipped (it previously validated the repo root and always
+        # exited 1).
+        run: docker run --rm graycode-skills:smoke
+
       - name: Build and push
         uses: docker/build-push-action@f9f3042f7e2789586610d6e8b85c8f03e5195baf # v7.2.0
         with:
diff --git a/.github/workflows/validate-skills.yml b/.github/workflows/validate-skills.yml
deleted file mode 100644
index 1f7ccaa70..000000000
--- a/.github/workflows/validate-skills.yml
+++ /dev/null
@@ -1,69 +0,0 @@
-name: Validate Skills
-
-on:
-  pull_request:
-    paths:
-      - 'categories/**'
-      - '.claude-plugin/**'
-      - '.codex-plugin/**'
-      - '.cursor-plugin/**'
-      - 'registry.json'
-      - 'VERSION'
-      - 'tools/**'
-      - '.github/workflows/validate-skills.yml'
-  push:
-    branches: [main]
-    paths:
-      - 'categories/**'
-      - 'registry.json'
-      - 'VERSION'
-      - 'tools/**'
-      - '.github/workflows/validate-skills.yml'
-
-permissions:
-  contents: read
-
-jobs:
-  validate:
-    runs-on: ubuntu-latest
-    steps:
-      - uses: actions/checkout@de0fac2e4500dabe0009e67214ff5f5447ce83dd # v6.0.2
-      - uses: actions/setup-python@ece7cb06caefa5fff74198d8649806c4678c61a1 # v6.3.0
-        with:
-          python-version: '3.11'
-      - run: pip install -r tools/requirements.txt
-      - name: Compile category payload scripts
-        # Catch hard Python syntax errors in shipped skill scripts. These are
-        # never imported by the test suite, so without this step a SyntaxError
-        # in categories/**/scripts/*.py ships undetected.
-        run: python3 -m compileall -q categories
-      - name: Frontmatter validation
-        run: >-
-          python3 tools/validate_skill.py --all
-          --warning-budget tools/validation_warning_budget.json
-      - name: Registry drift check
-        # Keep registry.json synchronized with canonical category metadata.
-        run: python3 tools/update_registry.py && python3 tools/update_registry.py --check
-      - name: Version sync check
-        run: python3 tools/check_version_sync.py
-      - name: Marketplace sync check
-        # Fail if .claude-plugin/marketplace.json is stale vs categories/, so the
-        # Claude Code plugin marketplace always surfaces every skill. Regenerate
-        # with: python3 tools/sync_marketplace.py
-        run: python3 tools/sync_marketplace.py --check
-      - name: Reference integrity
-        run: python3 tools/check_references.py
-      - name: Self-containment check
-        run: python3 tools/check_self_contained.py
-      - name: Secret scan
-        # Strict mode makes any high-confidence credential finding fail CI.
-        run: python3 tools/check_secrets.py --strict
-      - name: Shell-command audit
-        # Strict mode fails CI on any unallowlisted curl/wget-piped-to-shell
-        # pattern. See tools/shell_command_allowlist.txt and
-        # tools/shell_command_path_allowlist.txt to add legitimate cases.
-        run: python3 tools/check_shell_commands.py --strict
-      - name: License compatibility gate
-        # Strict: copyleft (GPL/LGPL/AGPL) content must not be vendored into the
-        # MIT-rooted repo. See NOTICE for the policy.
-        run: python3 tools/check_licenses.py
diff --git a/.gitignore b/.gitignore
index 039f36caa..84730a974 100644
--- a/.gitignore
+++ b/.gitignore
@@ -65,3 +65,6 @@ registry.json
 # `gitnexus analyze` regenerates a root CLAUDE.md that would shadow AGENTS.md
 # for tools that prefer it; keep the regenerated copy out of git.
 /CLAUDE.md
+
+# GitNexus code-intelligence index (regenerated locally; see AGENTS.md).
+/.gitnexus/
diff --git a/AGENTS.md b/AGENTS.md
index 30b15f264..1ded68666 100644
--- a/AGENTS.md
+++ b/AGENTS.md
@@ -25,28 +25,45 @@ categories/<category>/<skill-name>/
 ## Validation
 
 ```bash
-# Validate a single skill
-python tools/validate_skill.py categories/python/mdc-fastapi/SKILL.md
+# Validate a single skill (pass the skill directory, not SKILL.md)
+python tools/validate_skill.py categories/python/mdc-fastapi
 
-# Update registry after adding/removing skills
+# Full-corpus zero-warning gate (what CI runs)
+python tools/validate_skill.py --all --warning-budget tools/validation_warning_budget.json
+
+# Build the registry (fails on duplicate names or schema violations)
 python tools/update_registry.py
 
-# Full test suite
-pytest
+# Regenerate the Claude Code marketplace after adding/removing skills or categories
+python tools/sync_marketplace.py
+
+# Full test suite (CI requires >= 88% coverage)
+python -m pytest tests/ --cov --cov-fail-under=88
 
-# Lint
+# Lint (CI runs `ruff check`; `ruff format` is not enforced, so do not mass-reformat)
 ruff check .
-ruff format --check .
 ```
 
+The schema the gate enforces lives in `manifest-schema.toml` `[enforced]`;
+see CONTRIBUTING.md. First-party skills in `categories/graycode/` must also
+pass `python tools/check_agentskills.py --strict categories/graycode`.
+
 ## Ecosystem Boundaries
 
-- Extends Rho through public skill and plugin surfaces only (`rho skills install` → `~/.rho/skills`, `./.zero/skills`)
+- Extends Rho through public skill and plugin surfaces only (`rho skills install GrayCodeAI/graycode-skills <name>`, which installs into Rho's state directory; see README)
 - Do not reference support engine internals (`flux/client`, `flux/catalog`, `flux/credentials`, `rho/internal/*`) — consume only `flux/engine`, `flux/llm`, `flux/graph`, `flux/tools`
 - Removed legacy paths (`graycode-router`, `harrier`, `shrike`, `swift`, `kestrel`, `merlin`, `graycode-cli/internal/*`) must not be referenced
 
 For full graycode-eco extension guidelines, see [rho/AGENTS.md](https://github.com/GrayCodeAI/rho/blob/main/AGENTS.md).
 
+## Optional: GitNexus code intelligence
+
+The block below is generated by `gitnexus analyze` and applies **only when**
+the GitNexus MCP server and a local `.gitnexus/` index are available (the
+index is not committed; `/.gitnexus/` is gitignored). Without GitNexus, skip
+it: its MUST/NEVER rules cannot be satisfied, and the Validation commands
+above are the required checks.
+
 <!-- gitnexus:start -->
 ## GitNexus — Code Intelligence
 
diff --git a/CHANGELOG.md b/CHANGELOG.md
index 08ee932bf..bec0f9399 100644
--- a/CHANGELOG.md
+++ b/CHANGELOG.md
@@ -7,11 +7,53 @@ and this project uses [Semantic Versioning](https://semver.org/spec/v2.0.0.html)
 
 ## [Unreleased]
 
+The next release is **0.2.0** (`VERSION`). `VERSION` had been reset to 0.0.1
+below the published v0.1.0; do not tag anything lower than v0.2.0.
+
 ### Added
 - Automated validation tooling for frontmatter, references, scripts, and content
 - Registry generation from SKILL.md frontmatter
 - CI/CD workflows for PR checks
-- 14,015+ community skill packages across 27 categories
+- 14,014 community skill packages across 28 categories
+- Ecosystem skills `rho-workflow`, `rover-verify` and `across-checkpoint` in a
+  new `graycode` category, checked against the real CLIs and conformant with
+  the Agent Skills standard (CI-gated).
+- `tools/check_agentskills.py` (Agent Skills conformance report and strict
+  gate) and `docs/AGENT_SKILLS.md`; skills may put tags in `metadata.tags`.
+- `registry.json` entries now carry `license`, `author` and `source`
+  (http(s) URLs only) from frontmatter.
+- `./setup --host rho` installs into Rho's state directory (copies, because Rho
+  skips symlinked skill directories).
+
+### Changed
+- `.claude-plugin/marketplace.json` publishes one Claude Code plugin per
+  category (`graycode-skills-<category>`); the previous single plugin was
+  rejected by `claude plugin validate`. **Breaking** for anyone referencing
+  the old plugin.
+- `manifest-schema.toml` is the only schema: the validator exits if it is
+  missing or malformed, and reads the tag and invoke patterns from it.
+- CI: every repository gate runs in the required `validate` job, the
+  duplication gate can fail (ceiling 12%, jscpd pinned), and `BASE_REF`
+  survives new branches and force-pushes.
+- The Docker image's default command runs the full-corpus gate and passes;
+  docker.yml smoke-tests it before pushing.
+- CODEOWNERS names an existing account; issue templates, SECURITY.md,
+  CODE_OF_CONDUCT, the OpenAPI reference and plugin manifests name Rho and
+  the graycodeai.com contacts.
+
+### Removed
+- `scripts/validate-skill-manifest.py`, an unwired third validator whose
+  schema contradicted the enforced one.
+- The stray root `SKILL.md` (an unvalidated duplicate of a security skill).
+- `.github/workflows/validate-skills.yml` (its steps moved into `ci.yml`).
+
+### Fixed
+- README and this changelog claimed 14,015 skills; the registry indexes 14,011.
+- README Quick Start installed a skill that does not exist (`python-pandas`).
+- `registry.json` `file_count` no longer depends on local `__pycache__`.
+- `./setup` stopped after the first skill under `set -e`.
+- The license gate now also rejects copyleft frontmatter `license` values
+  (8 existing skills are listed for review in `tools/license_exceptions.txt`).
 
 ## [0.1.0] - 2026-05-26
 
diff --git a/CODE_OF_CONDUCT.md b/CODE_OF_CONDUCT.md
index 89215d279..b9da4681f 100644
--- a/CODE_OF_CONDUCT.md
+++ b/CODE_OF_CONDUCT.md
@@ -21,7 +21,7 @@ This Code of Conduct applies within all project spaces and public channels when
 
 ## Enforcement
 
-Instances of abusive, harassing, or otherwise unacceptable behavior may be reported to security@graycode.ai. All reports are reviewed and investigated promptly and fairly.
+Instances of abusive, harassing, or otherwise unacceptable behavior may be reported to hello@graycodeai.com. All reports are reviewed and investigated promptly and fairly.
 
 ## Attribution
 
diff --git a/CONTRIBUTING.md b/CONTRIBUTING.md
index 476b09642..e51cb3025 100644
--- a/CONTRIBUTING.md
+++ b/CONTRIBUTING.md
@@ -1,6 +1,6 @@
-# Contributing to graycode Community Skills
+# Contributing to GrayCode Skills
 
-Thank you for your interest in contributing! Every skill helps make Graycode smarter for everyone. This repository contains 14,015 community-contributed skill packages organized into 27 domain categories.
+Thank you for your interest in contributing! Every skill helps make Rho, GrayCode's terminal AI coding agent, more capable for everyone. This repository contains more than 14,000 community-contributed skill packages in 28 domain categories.
 
 ## Ways to Contribute
 
@@ -13,110 +13,111 @@ Thank you for your interest in contributing! Every skill helps make Graycode sma
 
 ## Creating a New Skill
 
-### Option 1: Submit via Issue Template (Recommended)
+### Option 1: Submit via Issue Template
 
-The easiest way to contribute. [Open a new skill issue](../../issues/new?template=new-skill.yml) and fill out the form. A maintainer will create the PR for you.
+[Open a new skill issue](../../issues/new?template=new-skill.yml) and fill out the form. A maintainer will create the PR for you.
 
-### Option 2: Submit via Web
-
-Use the [guided submission form](https://skilled.autohand.ai/submit) on skilled.autohand.ai.
-
-### Option 3: Submit a Pull Request
+### Option 2: Submit a Pull Request
 
 1. **Fork** this repository
-2. **Pick a category** — Choose the most relevant domain from `categories/`:
-   - `general/` — framework-agnostic skills, workflows, tooling
-   - `cursor-rules/` — Cursor Modular Design Coding conventions (776 skills)
-   - `react/` — React ecosystem skills
-   - `python/` — Python ecosystem skills
-   - `typescript/` — TypeScript ecosystem skills
-   - `security/` — cybersecurity skills
-   - `testing/` — quality assurance and testing
-   - `scientific/` — scientific computing and research
-   - `aws/` — cloud and AWS skills
-   - Or one of the other 21 categories
-   
-   If unsure, check `registry.json` for existing skills in your domain, or ask in the `#contributing` channel on Discord.
+2. **Pick a category**: choose the most relevant directory under `categories/`
+   (`ls categories/` lists all 28), for example:
+   - `general/`: framework-agnostic skills, workflows, tooling
+   - `cursor-rules/`: Cursor Modular Design Coding conventions
+   - `python/`, `typescript/`, `react/`, `go/`, `rust/`: language and framework skills
+   - `security/`, `testing/`, `devops/`, `aws/`, `scientific/`: domain skills
+   - `graycode/`: first-party skills for Rho, Rover and Across (maintainers)
+
+   If unsure, search first: `rho skills search <topic>`.
 
 3. **Create** your skill directory:
    ```bash
    mkdir -p categories/<category>/<skill-name>
-   cd categories/<category>/<skill-name>
-   touch SKILL.md
+   $EDITOR categories/<category>/<skill-name>/SKILL.md
    ```
 4. **Write** your `SKILL.md` following the format below
 5. **Validate** your skill:
    ```bash
-   # Run the validation tool
+   # Validate your skill (pass the directory)
    python tools/validate_skill.py categories/<category>/<skill-name>
 
    # Run the full-corpus zero-warning gate
    python tools/validate_skill.py --all \
      --warning-budget tools/validation_warning_budget.json
-   
-   # Update the registry (generates registry.json from all skills)
+
+   # Regenerate the Claude Code marketplace (CI fails if it is stale)
+   python tools/sync_marketplace.py
+
+   # Build the registry (fails on duplicate names or schema violations)
    python tools/update_registry.py
-   
-   # Run the full test suite to ensure nothing is broken
-   pytest
+
+   # Run the test suite
+   python -m pytest tests/
    ```
 6. **Submit** a pull request with title: `feat: add <skill-name> skill`
 
 ## SKILL.md Format
 
-Every skill requires a `SKILL.md` file with YAML frontmatter. The frontmatter must include all required fields from the schema:
+Every skill requires a `SKILL.md` file with YAML frontmatter. The fields CI
+enforces come from the `[enforced]` section of
+[`manifest-schema.toml`](manifest-schema.toml); `tools/validate_skill.py`
+reads that file directly, so this table and the gate cannot disagree.
 
 ```markdown
 ---
 name: my-skill-name
-description: "Brief description of what this skill does"
-domain: coding
-tags: [my-category, technology]
-version: "1.0.0"
+description: "What this skill does and when to use it"
 license: MIT
-author: your-github-username
+tags: [my-category, technology]
 ---
 
 # Skill Title
 
-Instructions that graycode follows when this skill is active...
+Instructions Rho follows when this skill is active...
 ```
 
-For the complete frontmatter schema, see [`manifest-schema.toml`](manifest-schema.toml).
-
 ### Frontmatter Fields
 
-All fields must be present in the YAML frontmatter block:
-
-| Field | Required | Description |
-|-------|----------|-------------|
-| `name` | Yes | kebab-case identifier (2-80 chars). Must match directory name. |
-| `description` | Yes | One-sentence summary (max 280 chars, shown in skill catalogue) |
-| `domain` | Yes | Primary domain: `coding`, `cybersecurity`, `data-science`, `devops`, `documentation`, `research`, `testing`, or `other` |
-| `version` | Yes | Semantic version string (e.g., `"1.0"`, `"2.3.1"`) |
-| `license` | Yes | OSI-approved license: MIT, Apache-2.0, BSD-2-Clause, BSD-3-Clause, GPL-3.0, or CC0-1.0 |
-| `author` | Yes | GitHub username or real name |
-| `tags` | Yes | 1-12 searchable tags, lowercase kebab-case |
-| `subdomain` | No | Finer-grained category (e.g., `cloud-security`, `ai-ml`) |
-| `phase` | No | Pipeline phase: `localize`, `repair`, `validate`, `review`, `planning`, or `any` |
-| `tools_required` | No | Tools the skill depends on (e.g., `[bash]`, `[read, edit]`) |
-| `min_model` | No | Minimum capable model tier: `haiku`, `sonnet`, `opus`, or `any` |
-
-### SKILL.md Body Format
-
-Every `SKILL.md` follows this structure:
+| Field | Required | Rule |
+|-------|----------|------|
+| `name` | Yes | Must equal the directory name. Prefer 1-64 lowercase letters/digits with single hyphens (the Agent Skills rule). |
+| `description` | Yes | At most 200 characters. Say what the skill does and when to use it. |
+| `license` | Yes | Your skill's license: a permissive one such as `MIT`, `Apache-2.0`, `BSD-3-Clause`, `ISC`, `CC0-1.0`, `CC-BY-4.0`. GPL/LGPL/AGPL is rejected (see NOTICE). |
+| `tags` | Yes | 1-5 lowercase kebab-case tags (`^[a-z][a-z0-9]*(-[a-z0-9]+)*$`), as a top-level list or as a comma-separated `metadata.tags` string |
+| `metadata` | No | String-to-string map (e.g. `author`, `version`, `tags`) |
+| `compatibility` | No | Environment requirements, up to 500 characters |
+| `allowed-tools` | No | Space-separated pre-approved tools |
+| `author` | No | Your GitHub username; recorded in `registry.json` |
+| `source` | No | Upstream URL for ingested content; recorded in `registry.json` |
+| `invoke` | No | `vendor:skill` pattern |
+
+Fields such as `version`, `domain`, `phase` and `min_model` are described in
+`manifest-schema.toml` `[fields]` as the forward target but are not required
+today.
+
+**Portable (Agent Skills-conformant) form.** The open standard allows only
+`name`, `description`, `license`, `compatibility`, `metadata` and
+`allowed-tools` at the top level, so put tags and other fields under
+`metadata`. Check with `python tools/check_agentskills.py --strict
+categories/<category>/<skill-name>`. See [docs/AGENT_SKILLS.md](docs/AGENT_SKILLS.md).
 
 ```markdown
 ---
 name: my-skill-name
-description: "Brief description..."
-domain: coding
-version: "1.0"
+description: "What this skill does and when to use it"
 license: MIT
-author: your-github-username
-tags: [tag1, tag2]
+metadata:
+  author: your-github-username
+  version: "1.0"
+  tags: my-category, technology
 ---
+```
 
+### SKILL.md Body Format
+
+A good body follows this structure:
+
+```markdown
 # Skill Title
 
 ## Overview
@@ -137,44 +138,23 @@ How to verify the skill works correctly (tests, checklists, etc.).
 
 ### Content Guidelines
 
-- **Be concise** — Focus on practical patterns and examples
-- **Use code blocks** — Show real, working code with language identifiers
-- **Structure clearly** — Use headers for scanability (`## Overview`, `## Prerequisites`, `## Instructions`, `## References`)
-- **Stay current** — Reference latest stable versions
-- **Be opinionated** — Share best practices, not just options
-- **One focus per skill** — Each skill should cover a single technology or pattern
-- **Include a Verification section** — Helps ensure the skill produces consistent, testable results
-
-## Registry Entry
-
-Add your skill to `registry.json`:
-
-```json
-{
-  "id": "my-skill-name",
-  "name": "my-skill-name",
-  "description": "Brief description",
-  "category": "frameworks",
-  "tags": ["tag1", "tag2", "tag3"],
-  "languages": ["typescript"],
-  "frameworks": ["react"],
-  "isFeatured": false,
-  "isCurated": false,
-  "rating": 0,
-  "downloadCount": 0,
-  "directory": "my-skill-name",
-  "files": ["SKILL.md"],
-  "version": "1.0.0",
-  "license": "MIT",
-  "author": "your-github-username"
-}
-```
+- **Be concise**: focus on practical patterns and examples
+- **Use code blocks**: show real, working code with language identifiers
+- **Structure clearly**: use headers for scanability (`## Overview`, `## Prerequisites`, `## Instructions`, `## References`)
+- **Stay current**: reference latest stable versions
+- **Be opinionated**: share best practices, not just options
+- **One focus per skill**: each skill should cover a single technology or pattern
+- **Include a Verification section**: helps ensure the skill produces consistent, testable results
 
-### Registry Entry
+## Registry
 
-`registry.json` is auto-generated from all `SKILL.md` frontmatter files. When you add a skill, run `python tools/update_registry.py` to regenerate it. The registry is consumed by the graycode client for skill discovery and installation.
-
-The `category` field in `registry.json` is derived from the `domain` field in frontmatter. Valid values are: `coding`, `cybersecurity`, `data-science`, `devops`, `documentation`, `research`, `testing`, or `other`.
+`registry.json` is **generated; do not edit it and do not add it to a PR**
+(it is gitignored). `python tools/update_registry.py` builds it from the
+`SKILL.md` files, and CI publishes it on the `registry-latest` release, where
+Rho's `skills search` reads it. Each entry records `name`, `description`,
+`category` (the directory under `categories/`), `tags`, `path`, `repo`,
+`file_count`, `has_scripts`, plus `license`, `author` and `source` (when an
+http(s) URL) from your frontmatter. See [docs/REGISTRY.md](docs/REGISTRY.md).
 
 ### Multi-File Skills
 
@@ -183,80 +163,34 @@ Skills can include additional files beyond `SKILL.md`:
 ```
 my-skill/
 ├── SKILL.md              # Required
+├── references/           # Optional: longer docs the skill links to
 ├── templates/            # Optional: templates referenced by the skill
 ├── examples/             # Optional: usage examples
-└── scripts/              # Optional: shell scripts
+└── scripts/              # Optional: helper scripts (shebang + executable bit)
 ```
 
-Update the `files` array in your registry entry when adding extra files:
-```json
-"files": ["SKILL.md", "templates/component.tsx", "templates/test.tsx"]
-```
+Link extra files with relative paths from `SKILL.md` (no `../`). There is no
+file list to maintain; the registry counts files automatically.
 
 ### Quality Standards
 
-#### Code Examples
-- Must be syntactically correct
-- Include necessary imports
-- Show realistic use cases
-- Add comments for clarity
-
-#### Documentation
-- Clear, concise writing
-- Proper Markdown formatting
-- Working links
-- No spelling errors
-
-#### General Requirements
+- Code examples are syntactically correct, include imports, and show realistic use
+- Clear, concise writing with working links
 - No sensitive information (API keys, credentials, etc.)
-- Each skill should cover a single technology or pattern
-- License must be specified in frontmatter
-
-## Multi-File Skills
-
-Skills can include additional files beyond `SKILL.md`:
-
-```
-my-skill/
-├── SKILL.md              # Required
-├── templates/
-│   ├── component.tsx
-│   └── test.tsx
-├── examples/
-│   └── advanced-usage.md
-└── README.md
-```
-
-Update the `files` array in your registry entry:
-```json
-"files": ["SKILL.md", "templates/component.tsx", "templates/test.tsx"]
-```
-
-## Quality Standards
-
-### Code Examples
-- Must be syntactically correct
-- Include necessary imports
-- Show realistic use cases
-- Add comments for clarity
-
-### Documentation
-- Clear, concise writing
-- Proper markdown formatting
-- Working links
-- No spelling errors
+- One technology or pattern per skill
+- A license in the frontmatter
 
 ## Pull Request Process
 
 1. **Title**: `feat: add <skill-name> skill`
-2. **Description**: Include what the skill covers, why it's useful, and any prerequisites
+2. **Description**: what the skill covers, why it is useful, any prerequisites
 3. **Checklist**:
-   - [ ] `SKILL.md` follows the format with valid frontmatter
-   - [ ] Skill added to `registry.json` with all required fields
+   - [ ] `SKILL.md` has valid frontmatter (validator passes)
+   - [ ] `python tools/sync_marketplace.py` was run and its change committed
    - [ ] Code examples are syntactically correct
    - [ ] No sensitive information (API keys, credentials, etc.)
    - [ ] Skill focuses on a single technology or pattern
-   - [ ] License specified in frontmatter
+   - [ ] Permissive license specified in frontmatter
    - [ ] Full-corpus warning count is zero in every category
 
 ### Zero-Warning Gate
@@ -287,9 +221,8 @@ entry to avoid fixing an oversized skill.
 ## Updating Existing Skills
 
 1. Fork and create a branch
-2. Make your changes
-3. Update `version` in the registry entry if the change is significant
-4. Submit a PR with a clear description of what changed and why
+2. Make your changes (bump `metadata.version` if the skill has one and the change is significant)
+3. Submit a PR with a clear description of what changed and why
 
 ## Licensing
 
@@ -297,10 +230,10 @@ This repository is licensed under the [MIT License](./LICENSE). The repository i
 
 **For contributed skills:**
 
-- You retain authorship credit for skills you create — your GitHub username is recorded in the `author` field of `registry.json`
-- You choose the license for your skill by specifying it in the `license` field of your `SKILL.md` frontmatter and `registry.json` entry
-- Your chosen license must be an [OSI-approved open source license](https://opensource.org/licenses) (MIT, Apache-2.0, ISC, BSD-2-Clause, etc.)
-- If no license is specified, MIT is assumed
+- Authorship credit: put your GitHub username in `author` (or `metadata.author`); a top-level `author` string is copied into `registry.json`
+- You choose the license for your skill in the `license` field of your `SKILL.md` frontmatter; it is copied into `registry.json`
+- The license must be a permissive, [OSI-approved](https://opensource.org/licenses) license (MIT, Apache-2.0, ISC, BSD-2-Clause, BSD-3-Clause, etc.) or CC0/CC-BY for prose. Copyleft (GPL, LGPL, AGPL) is rejected by `tools/check_licenses.py`; see [NOTICE](NOTICE)
+- `license` is required; the validator fails a skill without it
 - By submitting a skill, you confirm that you have the right to license the content under your chosen license
 - GrayCode AI may distribute, index, and serve your skill through the registry under the terms of your chosen license
 
@@ -308,17 +241,17 @@ This repository is licensed under the [MIT License](./LICENSE). The repository i
 
 Submissions are reviewed for:
 
-- **Accuracy** — Code examples work correctly
-- **Quality** — Well-written, clear documentation
-- **Relevance** — Useful to the community
-- **Originality** — Not duplicating existing skills
-- **License** — Valid OSI-approved license specified
+- **Accuracy**: code examples work correctly
+- **Quality**: well-written, clear documentation
+- **Relevance**: useful to the community
+- **Originality**: not duplicating existing skills
+- **License**: a permissive license is specified
 
 ## Getting Help
 
 - [Open an issue](../../issues/new/choose) for questions
 - Check existing skills for format examples
-- Join our [Discord community](https://discord.gg/MWTNudaj8E)
+- Email hello@graycodeai.com
 
 ## Code of Conduct
 
diff --git a/Dockerfile b/Dockerfile
index a7a8f36f0..6c1058be5 100644
--- a/Dockerfile
+++ b/Dockerfile
@@ -1,19 +1,28 @@
+# Distributable image: the skill corpus plus the validation/registry tooling.
+# The default command runs the same full-corpus zero-warning gate as CI.
 FROM python:3.12-slim AS builder
 
-WORKDIR /build
-COPY pyproject.toml ./
-COPY tools/ tools/
-COPY categories/ categories/
-RUN pip install --no-cache-dir pyyaml rich
+# Dependencies go into a virtualenv so the runtime stage can copy them; a plain
+# `pip install` here would land in this stage's site-packages and be lost.
+COPY tools/requirements.txt /tmp/requirements.txt
+RUN python -m venv /opt/venv && \
+    /opt/venv/bin/pip install --no-cache-dir -r /tmp/requirements.txt
 
 FROM python:3.12-slim
 RUN apt-get update && apt-get install -y --no-install-recommends ca-certificates tini && \
     rm -rf /var/lib/apt/lists/* && \
     adduser --disabled-password --gecos "" --uid 1000 skills
 
-COPY --from=builder /build /opt/graycode-skills
+COPY --from=builder /opt/venv /opt/venv
+ENV PATH="/opt/venv/bin:$PATH"
 
-USER skills
 WORKDIR /opt/graycode-skills
+# manifest-schema.toml is the validator's schema source of truth; without it
+# validation cannot run.
+COPY pyproject.toml manifest-schema.toml VERSION ./
+COPY tools/ tools/
+COPY categories/ categories/
+
+USER skills
 ENTRYPOINT ["tini", "--"]
-CMD ["python", "tools/validate_skill.py", "."]
+CMD ["python", "tools/validate_skill.py", "--all", "--warning-budget", "tools/validation_warning_budget.json"]
diff --git a/NOTICE b/NOTICE
index 4c800a092..332a4782c 100644
--- a/NOTICE
+++ b/NOTICE
@@ -13,21 +13,24 @@ individual skill directory may carry its own upstream license in a LICENSE file
 inside that directory. Where present, that per-skill LICENSE governs the
 contents of that directory.
 
-Provenance for ingested skills (upstream source URL, version/commit, and SPDX
-license) is recorded in registry.json via the optional `source`, `source_ref`,
-`source_commit`, and `license` fields. Contributors ingesting third-party
-content should populate these fields and include the upstream LICENSE in the
-skill directory.
+Provenance for ingested skills is declared in each SKILL.md frontmatter and
+copied into the generated registry.json: `license` (required), `author`, and
+`source` (the upstream URL; recorded only when it is an http(s) URL).
+Contributors ingesting third-party content should set these fields and include
+the upstream LICENSE in the skill directory.
 
 --------------------------------------------------------------------------------
 License compatibility policy
 --------------------------------------------------------------------------------
 
 To keep the MIT-rooted repository redistributable, copyleft-licensed source
-(GPL and LGPL family) MUST NOT be copied into skill directories. Skills must be
-permissively licensed (e.g. MIT, BSD, Apache-2.0, ISC, Unlicense, CC0,
-CC-BY/CC-BY-SA for prose) or original work. The `tools/check_licenses.py` check
-enforces this in CI.
+(GPL, LGPL and AGPL family) MUST NOT be copied into skill directories. Skills
+must be permissively licensed (e.g. MIT, BSD, Apache-2.0, ISC, Unlicense, CC0,
+CC-BY/CC-BY-SA for prose) or original work. `tools/check_licenses.py` enforces
+this in CI for both per-skill LICENSE files and frontmatter `license` values.
+Skills already in the corpus that declare a copyleft value are listed, with
+the reason, in `tools/license_exceptions.txt` pending review; that list may
+only shrink.
 
 If you believe a skill's attribution or license is incorrect, please open an
 issue so it can be corrected or removed.
diff --git a/README.md b/README.md
index db6a855ea..162059d33 100644
--- a/README.md
+++ b/README.md
@@ -1,31 +1,52 @@
-# Graycode Community Skills
+# GrayCode Skills
 
-Community skill packages for [Rho](https://github.com/GrayCodeAI/rho) — the AI coding agent. This repository contains 14,015 modular instruction packages that teach Rho specialized workflows across 27 categories.
+Community skill packages for [Rho](https://github.com/GrayCodeAI/rho), GrayCode's terminal AI coding agent. This repository contains 14,014 modular instruction packages that teach Rho specialized workflows across 28 categories. GrayCode Skills is pre-1.0 (alpha).
 
 ## What are Skills?
 
-Skills are self-contained Markdown instruction packages that Rho loads into its system prompt when activated. Each skill is a single `SKILL.md` file with YAML frontmatter, containing structured guidance for a specific workflow or technology. Skills are organized by domain under `categories/`.
+Skills are self-contained Markdown instruction packages that Rho loads into its context when activated. Each skill is a directory with a `SKILL.md` file (YAML frontmatter plus instructions), in the [Agent Skills](https://agentskills.io/specification) layout that many coding agents read. Skills are organized by domain under `categories/`.
 
-## Quick Start
+## Quick Start (Rho)
 
-> **Note:** `registry.json` is a generated artifact and is not committed to git.
-> Run `python tools/update_registry.py` to regenerate it locally.
+Install Rho first; see the [Rho README](https://github.com/GrayCodeAI/rho) for current install options.
 
 ```bash
-# View available skills
+# Find skills in the published registry
+rho skills search fastapi
+rho skills info mdc-fastapi
+
+# Install one (user scope by default; add --scope project for the current project only)
+rho skills install GrayCodeAI/graycode-skills mdc-fastapi   # syntax: install <owner/repo> [name]
+
+# List installed skills
 rho skills list
+```
 
-# Search for a skill
-rho skills search api-testing
+In the Rho REPL, activate an installed skill with `/skills use mdc-fastapi`.
 
-# Install a skill
-rho skills install GrayCodeAI/graycode-skills python-pandas   # syntax is `install <owner/repo> [name]`
+`rho skills install` makes a temporary shallow clone of this whole repository
+(over 100 MB on disk) and keeps only the named skill, which it copies into
+Rho's state directory. To install a whole category from a local checkout, run
+`./setup --host rho --categories <name>`.
 
-# Use a skill in the rho REPL
-/skills use python-pandas
-```
+GrayCode's own ecosystem skills live in `categories/graycode/`:
+`rho-workflow`, `rover-verify` and `across-checkpoint`.
 
+## Other agents
 
+- **Claude Code**: this repository is a plugin marketplace with one plugin per
+  category (`graycode-skills-<category>`). Run
+  `/plugin marketplace add GrayCodeAI/graycode-skills`, then
+  `/plugin install graycode-skills-python@graycode-skills`. Every installed
+  skill's description is added to each session, so avoid
+  `graycode-skills-general`: its 10,580 skills add hundreds of thousands of
+  tokens.
+- **Any client that reads `SKILL.md` directories** (Codex, Cursor and
+  others): `./setup --host <claude|cursor|codex> --categories <list>` links
+  skills into that client's directory.
+
+Most legacy skills carry non-standard frontmatter fields that strict Agent
+Skills validators reject; see [docs/AGENT_SKILLS.md](docs/AGENT_SKILLS.md).
 
 ## Category Structure
 
@@ -36,13 +57,22 @@ categories/<category>/<skill-name>/
 ├── SKILL.md              # Required: skill instructions and frontmatter
 ├── templates/            # Optional: templates referenced by the skill
 ├── examples/             # Optional: usage examples
-└── scripts/              # Optional: shell scripts
+└── scripts/              # Optional: helper scripts
 ```
 
 The `<category>` directory name groups related skills (e.g., `categories/react/`, `categories/python/`). The `<skill-name>` directory name must match the `name` field in the frontmatter and follows kebab-case conventions.
 
 Some categories (notably `cursor-rules`) contain skills with shared base names (e.g., `mdc-react`, `mdc-solidjs`) that represent Cursor Modular Design Coding conventions extended with technology-specific suffixes. These are intentional and represent related but distinct skill variants.
 
+## Registry
+
+`registry.json` is a generated artifact and is not committed to git. CI
+publishes it, with an Ed25519 `registry-signature.json`, on the rolling
+`registry-latest` GitHub release, and Rho's `skills search`/`info`/`trending`
+read it from there. Regenerate it locally with `python tools/update_registry.py`.
+See [docs/REGISTRY.md](docs/REGISTRY.md) for the signature format and how to
+verify it.
+
 ## Validation
 
 The repository includes automated validation to ensure skill quality:
@@ -55,21 +85,23 @@ python tools/validate_skill.py categories/python/mdc-fastapi
 python tools/validate_skill.py --all \
   --warning-budget tools/validation_warning_budget.json
 
-# Update the registry after adding/removing skills
+# Build the registry after adding/removing skills
 python tools/update_registry.py
 
+# Regenerate the Claude Code marketplace after adding/removing skills
+python tools/sync_marketplace.py
+
 # Project the full public registry as a portable category/skill/tag graph
 python tools/skill_graph.py
 
 # Run the full test suite
-pytest
+python -m pytest tests/
 
-# Run linting
+# Run linting (CI runs `ruff check`; `ruff format` is not enforced)
 ruff check .
-ruff format --check .
 ```
 
-Validation checks include frontmatter integrity, required field presence, tag format, name-directory consistency, internal link resolution, script shebangs, and file size limits.
+Validation checks include frontmatter integrity, required field presence, tag format, name-directory consistency, internal link resolution, script shebangs, and file size limits. The enforced frontmatter schema is `manifest-schema.toml` `[enforced]`.
 
 The full-corpus warning budget is zero in every category. CI compares live counts
 with `tools/validation_warning_budget.json` exactly, so any warning fails. New
@@ -77,7 +109,7 @@ warning categories start at zero, and the checked-in budget must never increase.
 
 `tools/skill_graph.py` creates the generated, uncommitted `skill-graph.json`
 projection. It uses the ecosystem graph vocabulary without importing another
-Graycode repository: the registry is the source of truth, while the projection adds
+GrayCode repository: the registry is the source of truth, while the projection adds
 stable category hierarchy and cross-cutting tag relationships. Use `--limit N`
 for a bounded sample and `--generated-at` for reproducible builds.
 
@@ -96,16 +128,16 @@ gate.
 
 ## Ecosystem Boundaries
 
-- `graycode-skills` extends Rho through public skill and plugin surfaces (`rho skills install`, `~/.rho/skills`, `./.zero/skills`).
+- `graycode-skills` extends Rho through public skill and plugin surfaces: `rho skills install` (Rho's user state directory, or a per-project directory with `--scope project`) and, in trusted projects, `./.rho/skills`.
 - Do not reference support engine internals (`flux/client`, `flux/catalog`, `flux/credentials`, `rho/internal/*`) — consume only the published `flux/engine`, `flux/llm`, `flux/graph`, `flux/tools` facade.
 - Removed legacy paths (`graycode-router`, `harrier`, `shrike`, `swift`, `kestrel`, `merlin`, `graycode-cli/internal/*`) must not be referenced.
 - Do not reference `graycode-cli/internal/*` or the removed legacy path `graycode/shared/types`.
-- Skills should assume Graycode is the product boundary.
+- Skills should treat Rho as the product boundary.
 
 ## Contributing
 
-See [CONTRIBUTING.md](CONTRIBUTING.md)
+See [CONTRIBUTING.md](CONTRIBUTING.md). Security reports: [SECURITY.md](SECURITY.md).
 
 ## License
 
-MIT — [GrayCode AI](https://github.com/GrayCodeAI)
+MIT — [GrayCode AI](https://github.com/GrayCodeAI). Individual skills may carry their own permissive license; see [NOTICE](NOTICE).
diff --git a/SECURITY.md b/SECURITY.md
index 4f5c38194..73a07477f 100644
--- a/SECURITY.md
+++ b/SECURITY.md
@@ -1,41 +1,51 @@
-# Security Policy — graycode-skills
+# Security Policy: graycode-skills
 
-## Reporting a Vulnerability
+## Reporting a vulnerability
 
-Please report security vulnerabilities to security@graycode.ai. We handle all reports in confidence.
+Email **security@graycodeai.com** with a description, affected files or
+skills, and reproduction steps. Please do not open a public issue for a
+vulnerability. GitHub private vulnerability reporting is not enabled for this
+repository yet; when it is, the "Report a vulnerability" button on the
+Security tab will work too.
 
-## Security Update Process
+We aim to acknowledge reports within 48 hours, assess scope, prepare a fix,
+and publish an advisory when the fix ships.
 
-1. Reports are acknowledged within 48 hours
-2. We assess the vulnerability and determine the scope
-3. We develop a fix and coordinate disclosure
-4. A security advisory is published when the fix is released
+## Supported versions
 
-## Supported Versions
+GrayCode Skills is pre-1.0. Only the current `main` branch and the registry
+currently published on the `registry-latest` release are supported; fixes are
+not backported.
 
-| Version | Supported |
-|---------|-----------|
-| Current stable | Yes |
-| Previous stable | Security patches only |
-| Development | No |
+## What this repository ships
 
-## Security Considerations
+- `SKILL.md` instruction packages and optional helper scripts under
+  `categories/`. Most are ingested community content, and scripts run with
+  the permissions of whoever executes them. Review a skill before you
+  install it.
+- `registry.json`, generated by CI and published with an Ed25519
+  `registry-signature.json`. The public key is committed at
+  `keys/registry-ed25519.pub`; see docs/REGISTRY.md for how to verify.
+- Python tooling under `tools/` (validation, registry, packaging).
 
-- Dependencies are audited regularly using pip-audit for Python and govulncheck for Go
-- All dependency updates follow the project's dependency management policy
-- Backwards compatibility is maintained for security fixes where possible
+## Security checks in CI
 
-## Security Tools
+- `tools/check_secrets.py --strict`: credential patterns in skill content.
+- `tools/check_shell_commands.py --strict`: unallowlisted
+  download-and-execute (`curl | sh`) patterns.
+- `tools/check_changed_scripts.py` plus a sandboxed `--help` smoke run of
+  changed skill scripts (network-less container).
+- `tools/check_licenses.py`: copyleft license gate (see NOTICE).
+- `pip-audit`: known vulnerabilities in the Python dependencies.
+- `ruff check`: static analysis of the tooling.
+- OpenSSF Scorecard, with every GitHub Action pinned to a commit SHA.
 
-This project uses the following tools for security:
-- pip-audit (Python dependency vulnerability scanning)
-- govulncheck (Go dependency vulnerability scanning)
-- ruff / gofumpt (static analysis and formatting)
-- Trivy (container and filesystem vulnerability scanning)
+This repository contains no Go code and no container vulnerability scanner
+runs in CI.
 
-## Responsible Disclosure
+## Responsible disclosure
 
-We follow responsible disclosure principles:
-- Provide reasonable time for the project to address the vulnerability before public disclosure
-- Do not exploit the vulnerability beyond what is necessary to demonstrate it
-- Refrain from disclosing details that could enable widespread exploitation before a fix is available
+- Give us reasonable time to fix the issue before public disclosure.
+- Do not exploit the vulnerability beyond what is needed to demonstrate it.
+- Do not publish details that enable widespread exploitation before a fix
+  is available.
diff --git a/SKILL.md b/SKILL.md
deleted file mode 100644
index 6f6b3a119..000000000
--- a/SKILL.md
+++ /dev/null
@@ -1,187 +0,0 @@
----
-name: triaging-vulnerabilities-with-ssvc-framework
-description: Triage and prioritize vulnerabilities using CISA's Stakeholder-Specific Vulnerability Categorization (SSVC) decision tree framework to produce actionable remediation priorities.
-domain: cybersecurity
-subdomain: vulnerability-management
-tags: [ssvc, vulnerability-triage, cisa, vulnerability-prioritization, decision-tree, cvss, remediation, risk-management]
-version: "1.0"
-author: mahipal
-license: MIT
----
-
-# Triaging Vulnerabilities with SSVC Framework
-
-## Overview
-
-The Stakeholder-Specific Vulnerability Categorization (SSVC) framework, developed by Carnegie Mellon University's Software Engineering Institute (SEI) in collaboration with CISA, provides a structured decision-tree methodology for vulnerability prioritization. Unlike CVSS alone, SSVC accounts for exploitation status, technical impact, automatability, mission prevalence, and public well-being impact to produce one of four actionable outcomes: **Track**, **Track***, **Attend**, or **Act**.
-
-## Prerequisites
-
-- Python 3.9+ with `requests`, `pandas`, and `jinja2` libraries
-- Access to CISA KEV catalog API and EPSS API from FIRST
-- NVD API key (optional, for higher rate limits)
-- Vulnerability scan results from tools like OpenVAS, Nessus, or Qualys
-
-## SSVC Decision Points
-
-### 1. Exploitation Status
-Assess current exploitation activity:
-- **None** - No evidence of active exploitation
-- **PoC** - Proof-of-concept exists publicly
-- **Active** - Active exploitation observed in the wild (check CISA KEV)
-
-```bash
-# Check if a CVE is in CISA Known Exploited Vulnerabilities catalog
-curl -s "https://www.cisa.gov/sites/default/files/feeds/known_exploited_vulnerabilities.json" | \
-  python3 -c "import sys,json; data=json.load(sys.stdin); cves=[v['cveID'] for v in data['vulnerabilities']]; print('Active' if 'CVE-2024-3400' in cves else 'Check PoC/None')"
-```
-
-### 2. Technical Impact
-Determine scope of compromise if exploited:
-- **Partial** - Limited to a subset of system functionality or data
-- **Total** - Full control of the affected system, complete data access
-
-### 3. Automatability
-Evaluate if exploitation can be automated at scale:
-- **No** - Requires manual, targeted exploitation per victim
-- **Yes** - Can be scripted or worm-like propagation is possible
-
-### 4. Mission Prevalence
-How widespread is the affected product in your environment:
-- **Minimal** - Limited deployment, non-critical systems
-- **Support** - Supports mission-critical functions indirectly
-- **Essential** - Directly enables core mission capabilities
-
-### 5. Public Well-Being Impact
-Potential consequences for physical safety and public welfare:
-- **Minimal** - Negligible impact on safety or public services
-- **Material** - Noticeable degradation of public services
-- **Irreversible** - Loss of life, major property damage, or critical infrastructure failure
-
-## SSVC Decision Outcomes
-
-| Outcome | Action Required | SLA |
-|---------|----------------|-----|
-| **Track** | Monitor, remediate in normal patch cycle | 90 days |
-| **Track*** | Monitor closely, prioritize in next patch window | 60 days |
-| **Attend** | Escalate to senior management, accelerate remediation | 14 days |
-| **Act** | Apply mitigations immediately, executive-level awareness | 48 hours |
-
-## Implementation Steps
-
-### Step 1: Ingest Vulnerability Data
-```python
-import requests
-import json
-
-# Fetch CISA KEV catalog
-kev_url = "https://www.cisa.gov/sites/default/files/feeds/known_exploited_vulnerabilities.json"
-kev_data = requests.get(kev_url).json()
-kev_cves = {v['cveID'] for v in kev_data['vulnerabilities']}
-
-# Fetch EPSS scores for context
-epss_url = "https://api.first.org/data/v1/epss"
-epss_response = requests.get(epss_url, params={"cve": "CVE-2024-3400"}).json()
-```
-
-### Step 2: Evaluate Each Decision Point
-```python
-def evaluate_exploitation(cve_id, kev_set):
-    """Determine exploitation status from CISA KEV and EPSS data."""
-    if cve_id in kev_set:
-        return "active"
-    epss = requests.get(
-        "https://api.first.org/data/v1/epss",
-        params={"cve": cve_id}
-    ).json()
-    if epss.get("data"):
-        score = float(epss["data"][0].get("epss", 0))
-        if score > 0.5:
-            return "poc"
-    return "none"
-
-def evaluate_technical_impact(cvss_vector):
-    """Parse CVSS vector for scope and impact metrics."""
-    if "S:C" in cvss_vector or "C:H/I:H/A:H" in cvss_vector:
-        return "total"
-    return "partial"
-
-def evaluate_automatability(cvss_vector, cve_description):
-    """Check if attack vector is network-based with low complexity."""
-    if "AV:N" in cvss_vector and "AC:L" in cvss_vector and "UI:N" in cvss_vector:
-        return "yes"
-    return "no"
-```
-
-### Step 3: Apply SSVC Decision Tree
-```python
-def ssvc_decision(exploitation, tech_impact, automatability, mission_prevalence, public_wellbeing):
-    """CISA SSVC decision tree implementation."""
-    if exploitation == "active":
-        if tech_impact == "total" or automatability == "yes":
-            return "Act"
-        if mission_prevalence in ("essential", "support"):
-            return "Act"
-        return "Attend"
-    if exploitation == "poc":
-        if automatability == "yes" and tech_impact == "total":
-            return "Attend"
-        if mission_prevalence == "essential":
-            return "Attend"
-        return "Track*"
-    # exploitation == "none"
-    if tech_impact == "total" and mission_prevalence == "essential":
-        return "Track*"
-    return "Track"
-```
-
-### Step 4: Generate Triage Report
-```bash
-# Run the SSVC triage script against scan results
-python3 scripts/process.py --input scan_results.csv --output ssvc_triage_report.json
-
-# View summary
-cat ssvc_triage_report.json | python3 -m json.tool | head -50
-```
-
-## Integration with Vulnerability Scanners
-
-### Import from Nessus CSV
-```bash
-# Export Nessus scan as CSV, then process
-python3 scripts/process.py \
-  --input nessus_export.csv \
-  --format nessus \
-  --output ssvc_results.json
-```
-
-### Import from OpenVAS
-```bash
-# Export OpenVAS results as XML
-python3 scripts/process.py \
-  --input openvas_report.xml \
-  --format openvas \
-  --output ssvc_results.json
-```
-
-## Validation and Testing
-
-```bash
-# Test SSVC decision logic with known CVEs
-python3 -c "
-from scripts.process import ssvc_decision
-# CVE-2024-3400 - Palo Alto PAN-OS command injection (KEV listed)
-assert ssvc_decision('active', 'total', 'yes', 'essential', 'material') == 'Act'
-# CVE-2024-21887 - Ivanti Connect Secure (PoC available)
-assert ssvc_decision('poc', 'total', 'yes', 'support', 'minimal') == 'Attend'
-print('All SSVC decision tests passed')
-"
-```
-
-## References
-
-- [CISA SSVC Framework](https://www.cisa.gov/stakeholder-specific-vulnerability-categorization-ssvc)
-- [CERT/CC SSVC Documentation](https://certcc.github.io/SSVC/)
-- [CISA SSVC Guide PDF](https://www.cisa.gov/sites/default/files/publications/cisa-ssvc-guide%20508c.pdf)
-- [FIRST EPSS API](https://www.first.org/epss/)
-- [CISA Known Exploited Vulnerabilities](https://www.cisa.gov/known-exploited-vulnerabilities-catalog)
diff --git a/STATUS.md b/STATUS.md
index cd24745ec..a244adc14 100644
--- a/STATUS.md
+++ b/STATUS.md
@@ -1,7 +1,16 @@
-# graycode-skills status — 0.1.0
+# graycode-skills status: 0.2.0 (unreleased; latest published release v0.1.0)
 
-- 14,015 skills across 27 categories, validation zero-warning gate (`tools/validation_warning_budget.json`)
-- Install via `rho skills install GrayCodeAI/graycode-skills <name>` → `~/.rho/skills` or `./.zero/skills`
-- Registry `registry.json`/`skill-graph.json` generated, not committed — run `python tools/update_registry.py`
+As of 2026-09-27:
 
-Remaining: eco skills (`rho-workflow`, `rover-verify`, `across-checkpoint`), pinned CDN registry, `examples/` authoring samples.
+- 14,014 skills across 28 categories. Validation zero-warning gate (`tools/validation_warning_budget.json`); schema in `manifest-schema.toml` `[enforced]`.
+- Install with `rho skills install GrayCodeAI/graycode-skills <name>` (into Rho's state directory), or `./setup --host rho` from a checkout.
+- `registry.json` is generated, not committed. CI publishes it with an Ed25519 signature on the `registry-latest` release (docs/REGISTRY.md).
+- Claude Code marketplace: one plugin per category (`graycode-skills-<category>`).
+- Ecosystem skills shipped: `rho-workflow`, `rover-verify`, `across-checkpoint` (`categories/graycode/`, Agent Skills-conformant).
+
+Known gaps:
+
+- Most legacy skills are not strictly Agent Skills-conformant (top-level `tags`, 3,297 non-conforming names); see docs/AGENT_SKILLS.md.
+- 8 skills declare a copyleft `license` value and await review (`tools/license_exceptions.txt`).
+- The duplication ceiling is 12% (measured 11.4%); the old 5% target was never enforced.
+- `examples/` authoring samples.
diff --git a/VERSION b/VERSION
index 8acdd82b7..0ea3a944b 100644
--- a/VERSION
+++ b/VERSION
@@ -1 +1 @@
-0.0.1
+0.2.0
diff --git a/api/openapi.yaml b/api/openapi.yaml
index 12ab84bf5..c76a74970 100644
--- a/api/openapi.yaml
+++ b/api/openapi.yaml
@@ -2,29 +2,34 @@ openapi: "3.1.0"
 info:
   title: graycode-skills — Skill Registry Reference
   description: |
-    Community skill packages for Graycode. Each skill is a Markdown file with YAML
-    frontmatter that Graycode loads into its system prompt when activated.
+    GrayCode Skills: community skill packages for Rho, the terminal AI coding
+    agent. Each skill is a Markdown file with YAML frontmatter that Rho (or any
+    Agent Skills client) loads when the skill is activated.
 
-    This is a skill registry — no HTTP server is exposed.
-    Skills are installed via the graycode CLI: `graycode skills install <owner/repo> <name>`.
-  version: "0.0.1"
+    This is a skill registry: no HTTP server is exposed. Skills are installed
+    with the Rho CLI: `rho skills install GrayCodeAI/graycode-skills <name>`.
+    The generated index is published as registry.json on the rolling
+    `registry-latest` GitHub release (see docs/REGISTRY.md).
+  version: "0.2.0"
   license:
     name: MIT
     url: https://github.com/GrayCodeAI/graycode-skills/blob/main/LICENSE
   contact:
     url: https://github.com/GrayCodeAI/graycode-skills
 
-# No servers — skills are installed via the graycode CLI, not over HTTP.
+# No servers: skills are installed with the Rho CLI, not over HTTP.
 
 x-skill-format:
   required_frontmatter:
     - name (string, must match directory name)
     - description (string, max 200 chars)
-    - license (string, e.g. MIT)
+    - license (string, e.g. MIT; copyleft is not accepted)
+    - tags (1-5 lowercase kebab-case strings; top-level list or metadata.tags)
   optional_frontmatter:
-    - version (semver string)
-    - author (string)
-    - tags (array of 1-5 lowercase kebab-case strings)
+    - metadata (map of string to string, e.g. author, version)
+    - compatibility (string, max 500 chars)
+    - allowed-tools (space-separated string)
+  schema_source: manifest-schema.toml ([enforced] is the CI gate)
   skill_directory_structure:
     SKILL.md: "Required entry point with frontmatter + instructions"
     templates/: "Optional template files"
@@ -35,11 +40,11 @@ x-skill-format:
 
 x-cli-commands:
   install:
-    description: Install a skill into Graycode
-    usage: graycode skills install <owner/repo> <skill-name>
+    description: Install a skill into Rho (user scope by default; --scope project)
+    usage: rho skills install GrayCodeAI/graycode-skills <skill-name>
   search:
     description: Search the skill registry
-    usage: graycode skills search <query>
+    usage: rho skills search <query>
   list:
     description: List installed skills
-    usage: graycode skills list
+    usage: rho skills list
diff --git a/categories/graycode/across-checkpoint/SKILL.md b/categories/graycode/across-checkpoint/SKILL.md
new file mode 100644
index 000000000..1357e1c1c
--- /dev/null
+++ b/categories/graycode/across-checkpoint/SKILL.md
@@ -0,0 +1,109 @@
+---
+name: across-checkpoint
+description: Record git-native checkpoints, sessions and verification evidence with Across. Explain, compare or restore checkpoints into a new worktree and write handoffs so work survives between agent sessions.
+license: MIT
+compatibility: Requires the across CLI (local alpha) and git.
+metadata:
+  author: GrayCode AI
+  version: "1.0"
+  tags: across, graycode, git, checkpoints, provenance
+  verified-against: across --help output, source build of 2026-09-27
+---
+
+# Checkpoints and continuity with Across
+
+Across (github.com/GrayCodeAI/across) is GrayCode's git-native engineering
+context, provenance and checkpoint system. It is local alpha software. It
+keeps its own SQLite state in `--home` / `$ACROSS_HOME` (default
+`~/.local/share/across`), and restores go into new worktrees rather than
+resetting your checkout.
+
+## When to use
+
+- At the start and end of an agent session, so the next session (or another
+  agent) can pick up with evidence instead of guesses.
+- Before a risky change, so you can restore the prior state into a separate
+  worktree.
+- To answer "why is this line here?" from git blame plus recorded
+  checkpoints.
+
+## Instructions
+
+1. Register the repository once and keep its ID:
+
+   ```bash
+   across repo add .          # prints repo_<id>
+   across repo list           # id, name, path, kind, branch
+   ```
+
+2. Start a session for the agent doing the work:
+
+   ```bash
+   across session start --repo <repo-id> --agent rho      # prints sess_<id>
+   ```
+
+3. Checkpoint at meaningful points. A checkpoint binds the current `HEAD`
+   revision to the session and a message:
+
+   ```bash
+   across checkpoint create --repo <repo-id> --session <sess-id> --message "before refactor"
+   across checkpoint list --repo <repo-id>
+   ```
+
+   The basis is recorded as `capture_time_head_not_causation`. The
+   checkpoint records which revision was checked out, not that the agent
+   authored it. Commit first if the checkpoint must cover your edits.
+
+4. Attach verification evidence to the revision:
+
+   ```bash
+   across verify run --repo <repo-id> --name unit -- python3 -m pytest -q
+   across verify list --repo <repo-id>
+   ```
+
+   `verify run` executes locally without a sandbox and records the exit code.
+   `across verify add` records a claim as STATED without running anything;
+   label it as such when you report it.
+
+5. Inspect, compare and restore:
+
+   ```bash
+   across checkpoint show <cp-id>
+   across checkpoint explain <cp-id>        # checkpoint plus bound evidence
+   across checkpoint compare <cp-a> <cp-b>  # diffstat between the two revisions
+   across checkpoint restore <cp-id>        # into a NEW worktree; the current checkout is untouched
+   across checkpoint bundle <cp-id> --output cp.json   # versioned evidence bundle
+   ```
+
+   Restore brings back only git-tracked code. External databases, cloud
+   state and untracked files are not restored.
+
+6. Hand off and close the session:
+
+   ```bash
+   across handoff --session <sess-id> --output HANDOFF.md   # --format json for tools
+   across session close <sess-id>
+   ```
+
+7. Trace provenance for a line:
+
+   ```bash
+   across why path/to/file.go:42 --repo <repo-id>
+   ```
+
+   Attribution confidence is LOW unless a checkpoint revision matches the
+   blamed commit. Never state that an agent wrote a line on weaker evidence.
+
+## Verification
+
+- `across checkpoint list --repo <repo-id>` shows the new checkpoint with the
+  expected revision.
+- `across checkpoint show <cp-id>` lists the verification you recorded
+  (`basis=executed_by_across_local_runner` for `verify run`).
+- `across doctor` reports `sqlite_integrity: ok`.
+
+## References
+
+- Across: https://github.com/GrayCodeAI/across (see its STATUS for current
+  limits)
+- Related skills: `rho-workflow`, `rover-verify`
diff --git a/categories/graycode/rho-workflow/SKILL.md b/categories/graycode/rho-workflow/SKILL.md
new file mode 100644
index 000000000..5823afb35
--- /dev/null
+++ b/categories/graycode/rho-workflow/SKILL.md
@@ -0,0 +1,140 @@
+---
+name: rho-workflow
+description: Operate Rho, GrayCode's terminal AI coding agent, from the shell. Covers readiness, folder trust, plans, headless exec, checkpoints, snapshots, commit review and skills.
+license: MIT
+compatibility: Requires the rho CLI (pre-1.0) and a configured model provider for prompt, exec and review commands.
+metadata:
+  author: GrayCode AI
+  version: "1.0"
+  tags: rho, graycode, agent-workflow, cli
+  verified-against: rho --help output, source build of 2026-09-27
+---
+
+# Rho workflow
+
+Rho (github.com/GrayCodeAI/rho) is GrayCode's terminal AI coding agent. It is
+pre-1.0 alpha software, so check `rho <command> --help` before relying on a
+flag that is not listed here. Every command below was checked against the
+CLI's own `--help` output.
+
+## When to use
+
+- You need to run Rho without its interactive TUI: one-shot prompts,
+  scripted or CI runs, JSON output.
+- You are managing Rho's local state for a project: folder trust, plans,
+  named checkpoints, file snapshots, installed skills.
+- You are setting up automatic review of commits.
+
+## 1. Check readiness before running tasks
+
+```bash
+rho preflight            # local readiness; add --live to test the provider and credentials
+rho path --json          # developer-path readiness report (keys in OS keychain, model, flux)
+rho doctor               # local diagnostics
+```
+
+`preflight --json` returns `"ready": false` until a provider is configured
+(run `rho`, then `/config`). Do not start a long `exec` run until it reports
+ready.
+
+## 2. Trust the folder, or project automation stays off
+
+Project-scoped hooks, MCP servers, LSP configs and plugins load only from
+trusted folders. Rho's skill auto-loader also skips the project skill
+directories (`./.rho/skills`, `./.zero/skills`, `./skills`) in untrusted
+folders.
+
+```bash
+rho trust check            # "trusted: false" for a new checkout
+rho trust add . --reason "my repo"
+rho trust list
+```
+
+Trust only repositories whose automation you have reviewed.
+
+## 3. Run a task
+
+```bash
+rho -p "explain the build system"                       # one prompt, print, exit
+rho exec "fix the failing unit tests"                   # multi-turn autonomous run
+rho exec --auto semi "refactor parser.go"               # autonomy: supervised|basic|semi|full|yolo
+rho exec --worktree "try the migration"                 # isolated git worktree
+rho exec --ephemeral --json "run tests and report" > result.json   # CI: no session saved
+echo "review main.go" | rho exec -                      # prompt from stdin
+```
+
+- The default autonomy is `supervised`, which asks before every tool call.
+  Raise it only as far as the task needs. `yolo` never asks.
+- `--max-turns N` bounds a run; `--model` picks a model from the flux
+  catalog (`rho models`).
+- `-o stream-json` emits newline-delimited progress events for tooling.
+
+## 4. Plan larger work
+
+```bash
+rho plan create "add OAuth device login"   # prints a planning prompt (system + user) to send to a model
+rho plan list                              # plans saved for this project in Rho's state dir
+rho plan show <name>
+rho plan done <task-id>                    # most recent plan; or: rho plan done <name> <task-id>
+```
+
+`plan create` does not call a model or save a plan by itself; it prints the
+prompt to use.
+
+## 5. Save and restore progress
+
+Named checkpoints capture a session so you can resume the conversation:
+
+```bash
+rho checkpoint save before-refactor        # latest session in this directory
+rho checkpoint list
+rho resume before-refactor                 # restores it and prints the command to continue
+```
+
+Rho snapshots every file it modifies, so edits can be undone:
+
+```bash
+rho snapshot list
+rho snapshot diff <hash>
+rho snapshot restore <hash>
+```
+
+Snapshots cover files Rho changed; they are not a replacement for git. Commit
+or branch before large runs.
+
+## 6. Review commits
+
+```bash
+rho review run <sha>                       # review one commit (--concerns security,perf)
+rho review init                            # install a post-commit hook (-f overwrites an existing one)
+rho review list
+```
+
+`rho verify` is not code verification. It checks Rho's own tamper-evident
+security log and governance policy. To verify a code change, use Rover (see
+the `rover-verify` skill).
+
+## 7. Use community skills
+
+```bash
+rho skills search pandas                   # searches the published registry
+rho skills info <name>
+rho skills install GrayCodeAI/graycode-skills <name>              # user scope (default)
+rho skills install GrayCodeAI/graycode-skills <name> --scope project
+rho skills list                            # installed skills
+```
+
+In the interactive REPL, `/skills use <name>` activates an installed skill.
+
+## Verification
+
+- `rho preflight --json` shows `"ready": true` before automated runs.
+- After `exec`, check the exit status and inspect the diff (`git diff`), or
+  hand the change to Rover (`rover-verify`) before accepting it.
+- `rho checkpoint list` shows the checkpoint you expect to resume.
+
+## References
+
+- Rho: https://github.com/GrayCodeAI/rho (README for install instructions)
+- Related skills: `rover-verify` (verify changes), `across-checkpoint`
+  (git-native provenance and handoffs)
diff --git a/categories/graycode/rover-verify/SKILL.md b/categories/graycode/rover-verify/SKILL.md
new file mode 100644
index 000000000..2e7cb308e
--- /dev/null
+++ b/categories/graycode/rover-verify/SKILL.md
@@ -0,0 +1,118 @@
+---
+name: rover-verify
+description: Verify an agent's code change with Rover. Snapshot base and candidate, run the repository's approved checks, and read the ACCEPTED, BLOCKED or REVIEW_REQUIRED decision with its evidence.
+license: MIT
+compatibility: Requires the rover CLI (alpha) and git. Local checks run with your user permissions and are not sandboxed.
+metadata:
+  author: GrayCode AI
+  version: "1.0"
+  tags: rover, graycode, verification, code-review, evidence
+  verified-against: rover help output, source build of 2026-09-27
+---
+
+# Verify changes with Rover
+
+Rover (github.com/GrayCodeAI/rover) is GrayCode's terminal-first agent
+workspace with verification and evidence. It is alpha software. It compares
+exact git source states, runs checks you approved, and records a decision
+with evidence. It never pushes, merges or deploys.
+
+## When to use
+
+- Before accepting edits made by an agent (Rho or any other).
+- When you need a recorded, reviewable result instead of "the tests passed
+  on my machine".
+
+## Prerequisites
+
+1. Keep Rover's state outside the repository. It defaults to `$ROVER_HOME`,
+   else your user config directory (`rover help` prints it); override it with
+   `rover --state DIR`.
+2. Commit an approved check configuration at `.rover/config.json` in the
+   base revision. By default Rover reads it from the base snapshot, not from
+   your working tree.
+
+Preview a starting config (writes nothing):
+
+```bash
+rover init --repo .
+rover init --repo . --apply     # create .rover/config.json; never overwrites
+```
+
+Automatic check suggestions recognize Go only. For other languages, write
+the checks yourself. Every check must set `parser` explicitly:
+
+```json
+{
+  "schema": "rover/v1alpha1",
+  "checks": [
+    {"id": "unit", "argv": ["python3", "-m", "pytest", "-q"], "timeout": "5m",
+     "required": true, "parser": "exit-code"}
+  ],
+  "policy": {"require_review": true}
+}
+```
+
+Parsers: `exit-code`; `go-test-json` (needs `min_tests >= 1`); `junit` (needs
+`report_path` and `min_tests`). Commands are argv lists with no shell
+expansion. Each check runs in a fresh copy of the candidate without `.git`.
+
+## Instructions
+
+1. Verify the uncommitted working tree against `HEAD` in one step:
+
+   ```bash
+   rover check --repo . --worktree --allow-local
+   ```
+
+   `--allow-local` authorizes running the checks with your user permissions.
+   Add `--include-untracked` to include new, unignored files.
+
+2. Or verify two committed revisions:
+
+   ```bash
+   rover verify --base main --candidate HEAD --allow-local
+   ```
+
+   `--mode restricted-docker --image IMAGE@sha256:DIGEST` uses the Docker
+   adapter instead, which is not yet validated live.
+
+3. Read the decision and act on the exit code:
+
+   | Exit | Decision | Meaning |
+   |---|---|---|
+   | 0 | ACCEPTED | Required checks passed under the supplied policy |
+   | 1 | BLOCKED | A required check failed |
+   | 2 | error / INCONCLUSIVE | Missing, truncated or wrong-subject evidence, or zero required checks |
+   | 3 | REVIEW_REQUIRED | Checks passed, but the policy or a change finding needs a human review |
+
+4. Inspect and record the evidence (the output prints the investigation ID):
+
+   ```bash
+   rover report --id <investigation>
+   rover diff --id <investigation> --output change.patch
+   rover review --id <investigation> --note "Reviewed the diff"
+   ```
+
+## Rules
+
+- Passing checks prove only what those checks cover. Rover says so in its
+  report (the `UNKNOWN` lines); repeat the caveat, and do not claim the
+  change is correct beyond them.
+- Local advisory execution is not a sandbox. Do not run `--allow-local`
+  against code you would not run yourself.
+- Do not weaken or remove checks in `.rover/config.json` to get ACCEPTED.
+  Editing the config in the working tree produces a finding; approved
+  config changes go through a reviewed commit.
+
+## Verification
+
+- Exit code 0 (ACCEPTED), or 3 (REVIEW_REQUIRED) followed by a recorded
+  `rover review` note.
+- `rover report --id <investigation>` lists every required check as PASS.
+
+## References
+
+- Rover: https://github.com/GrayCodeAI/rover (docs/CONFIGURATION.md, docs/CLI.md)
+- Related skills: `rho-workflow`, `across-checkpoint` (record the
+  verification against a checkpoint)
diff --git a/docs/AGENT_SKILLS.md b/docs/AGENT_SKILLS.md
new file mode 100644
index 000000000..7235e1e4f
--- /dev/null
+++ b/docs/AGENT_SKILLS.md
@@ -0,0 +1,77 @@
+# Agent Skills standard conformance
+
+GrayCode Skills uses the `SKILL.md` layout of the
+[Agent Skills specification](https://agentskills.io/specification): a
+directory per skill, YAML frontmatter, then Markdown instructions. Many
+clients read that format, including Rho, Claude Code, Codex, Gemini CLI,
+Cursor and OpenCode.
+
+**Most of the existing corpus is not strictly conformant.** The corpus
+predates the standard and was ingested from many sources. Rho and most
+clients load it anyway because they ignore fields they do not know.
+Validators that follow the reference implementation (`skills-ref validate`)
+reject it.
+
+## Where the corpus diverges
+
+Measured with `python tools/check_agentskills.py --all` on 2026-09-27
+(14,014 skills):
+
+| Rule (spec) | Skills affected | Why |
+|---|---|---|
+| Only `name`, `description`, `license`, `compatibility`, `metadata`, `allowed-tools` at the top level | 14,011 | Every legacy skill has a top-level `tags` list, which the registry and validator use. Many also carry `author`, `version`, `domain`, `source` and similar. |
+| `name`: lowercase `a-z0-9` with single inner hyphens | 3,297 | Mostly underscores and punctuation in ingested names (for example `extra-c#`, `mdc-chakra-ui---accessibility-features`). |
+| `name`: at most 64 characters | 3 | |
+| `metadata` must map strings to strings | 920 | Mostly `metadata: None` in ingested scientific skills. |
+| `allowed-tools` must be a string | 2 | |
+
+Every skill already satisfies "`name` matches the directory" and "description
+of 1-1024 characters", because the gate enforces a stricter 200-character
+limit.
+
+Renaming 3,297 skills would break every existing `rho skills install ... <name>`
+reference, so this change does not rename them. Moving `tags` under
+`metadata` for 14,011 files is a mechanical migration that also needs a
+decision on Rho's search behavior, so it is tracked as follow-up work.
+
+## What is conformant today
+
+- The first-party skills in `categories/graycode/` (`rho-workflow`,
+  `rover-verify`, `across-checkpoint`) conform fully. CI runs
+  `python tools/check_agentskills.py --strict categories/graycode` so they stay
+  that way.
+- New skills can conform. Put tags in `metadata.tags` as a comma- or
+  space-separated string instead of a top-level list. The validator and the
+  registry generator accept both, and top-level `tags` wins if both are set:
+
+  ```yaml
+  ---
+  name: my-skill
+  description: What it does and when to use it.
+  license: MIT
+  metadata:
+    author: your-github-username
+    version: "1.0"
+    tags: python, testing
+  ---
+  ```
+
+- `allowed-tools` must be a space-separated string in the spec. Two ingested
+  skills use a YAML list, because their tool names contain spaces. The corpus
+  gate accepts that form (as Claude Code does); only `check_agentskills.py`
+  reports it.
+
+## Checking a skill
+
+```bash
+# Gap summary for the corpus (informational, exits 0)
+python tools/check_agentskills.py --all
+
+# Fail if any given skill (or every skill in a category) is not conformant
+python tools/check_agentskills.py --strict categories/<category>/<skill>
+```
+
+The rules mirror `skills-ref`'s validator (`ALLOWED_FIELDS`, the 64/1024/500
+limits, and the name rules). This repository does not install `skills-ref` in
+CI; `tools/check_agentskills.py` reimplements those checks without adding a
+dependency.
diff --git a/docs/architecture.md b/docs/architecture.md
index fea4302e3..ca51b77d4 100644
--- a/docs/architecture.md
+++ b/docs/architecture.md
@@ -1,122 +1,122 @@
 <div align="center">
 
-# 🎯 graycode-skills Architecture
+# graycode-skills Architecture
 
-**Modular Instruction Packages for Rho**
+**Modular instruction packages for Rho**
 
-[![Python](https://img.shields.io/badge/Python-3.10+-3776AB?logo=python)](https://python.org/)
-[![Type](https://img.shields.io/badge/Type-Registry-purple)]()
+[![Python](https://img.shields.io/badge/Python-3.11+-3776AB?logo=python)](https://python.org/)
 
 </div>
 
 ---
 
-## 🎯 Overview
+## Overview
 
-A registry of modular instruction packages (**skills**) that teach Rho specialized workflows. Each skill is a **Markdown file with YAML frontmatter** that Rho loads into its system prompt when activated.
+A registry of modular instruction packages (**skills**) that teach Rho, GrayCode's
+terminal AI coding agent, specialized workflows. Each skill is a directory with a
+`SKILL.md` file (YAML frontmatter plus Markdown instructions) in the
+[Agent Skills](https://agentskills.io/specification) layout.
 
-> 💡 Install with: `rho skills install <owner/repo> <name>`
+Install one with `rho skills install GrayCodeAI/graycode-skills <name>`.
 
 ---
 
-## 🧱 Repository Structure
+## Repository structure
 
 ```
 graycode-skills/
-├── api/openapi.yaml           📜 Skill format reference
-├── categories/                📂 All skills organized by domain
-│   ├── aws/                   ☁️ AWS-related skills
-│   ├── database/              🗄️ Database skills
-│   ├── general/               📋 General-purpose skills
-│   ├── rust/                  🦀 Rust-related skills
-│   ├── security/              🔒 Security-focused skills
-│   └── workflows/             🔄 Workflow automation
-├── registry.json              📇 Machine-readable skill index
-├── tools/                     🛠️ Python tooling
-│   ├── frontmatter.py         📄 YAML frontmatter parser
-│   ├── validate_skill.py      ✅ Skill validation pipeline
-│   ├── update_registry.py     🔄 Registry regeneration
-│   ├── init_skill.py          🆕 Scaffold a new skill
-│   ├── content_validation.py  📋 Content quality checks
-│   ├── check_references.py    🔗 Internal link resolution
-│   ├── check_self_contained.py📦 Self-containedness check
-│   ├── bump_version.py        📈 Semantic version bump
-│   ├── check_version_sync.py  🔢 Version consistency check
-│   └── sync_marketplace.py    🏪 Sync to Graycode marketplace
-└── tests/                     🧪 Test suite
+├── api/openapi.yaml           Skill format reference (no HTTP API)
+├── categories/                All skills, one directory per category (28)
+│   ├── general/               General-purpose skills (largest category)
+│   ├── graycode/              First-party skills for Rho, Rover and Across
+│   ├── security/              Security skills
+│   └── ...                    See `ls categories/`
+├── manifest-schema.toml       Frontmatter schema; [enforced] is the CI gate
+├── .claude-plugin/            Claude Code marketplace (one plugin per category)
+├── tools/                     Python tooling
+│   ├── frontmatter.py         YAML frontmatter parser
+│   ├── validate_skill.py      Skill validation (zero-warning gate)
+│   ├── update_registry.py     Registry generation
+│   ├── sync_marketplace.py    Regenerates .claude-plugin/marketplace.json
+│   ├── check_agentskills.py   Agent Skills standard conformance
+│   ├── check_licenses.py      Copyleft license gate
+│   ├── check_references.py    Internal link resolution
+│   ├── check_self_contained.py  No ../ references
+│   ├── bump_version.py        Semantic version bump
+│   └── check_version_sync.py  VERSION vs plugin manifests
+└── tests/                     Test suite (pytest, >= 88% coverage in CI)
 ```
 
+`registry.json` is generated, not committed (see [REGISTRY.md](REGISTRY.md)).
+
 ---
 
-## 📄 Skill Format
+## Skill format
 
 Each skill lives in `categories/<category>/<skill-name>/SKILL.md`:
 
 ```markdown
 ---
 name: go-review
-description: Expert Go code review following effective Go and project conventions
-version: 1.0.0
-author: GrayCode Team
+description: Review Go code against Effective Go and project conventions. Use for Go pull requests.
 license: MIT
 tags: [go, review, code-quality]
 ---
 
-# Go Review Skill
+# Go Review
 
 ## When to activate
 ...
-
-## Review checklist
-...
 ```
 
-### Frontmatter Rules
+### Frontmatter rules (enforced)
+
+The values come from `manifest-schema.toml` `[enforced]`; the validator refuses to
+run if that file is missing or malformed.
 
 | Field | Required | Constraints |
 |-------|:--------:|-------------|
-| `name` | ✅ | Must match directory name |
-| `description` | ✅ | ≤ 200 characters |
-| `license` | ✅ | e.g. `MIT` |
-| `tags` | ❌ | 1–5 items, lowercase kebab-case |
-| `version` | ❌ | Semver string |
-| `author` | ❌ | Free text |
-
----
+| `name` | yes | Must match the directory name |
+| `description` | yes | Up to 200 characters (longer is a warning, and CI allows zero warnings) |
+| `license` | yes | For example `MIT`; copyleft is rejected by the license gate |
+| `tags` | yes | 1-5 lowercase kebab-case tags, as a top-level list or `metadata.tags` |
+| `invoke` | no | `vendor:skill` pattern when present |
 
-## ✅ Validation Pipeline
-
-`tools/validate_skill.py` runs **9 checks** in order:
-
-| # | Check | Type |
-|---|-------|:----:|
-| 1 | `SKILL.md` exists and is valid UTF-8 | ❌ Error |
-| 2 | Frontmatter present and parseable | ❌ Error |
-| 3 | Required fields present | ❌ Error |
-| 4 | Description length ≤ 200 chars | ⚠️ Warning |
-| 5 | Tag format validation (`^[a-z][a-z0-9]*(-[a-z0-9]+)*$`) | ❌ Error |
-| 6 | `name` matches directory name | ❌ Error |
-| 7 | Internal link resolution (path traversal protection) | ❌ Error |
-| 8 | Script shebang lines + executable bits | ⚠️ Warning |
-| 9 | No non-asset file > 100KB | ⚠️ Warning |
+Other fields are optional. See [AGENT_SKILLS.md](AGENT_SKILLS.md) for
+conformance with the Agent Skills standard.
 
 ---
 
-## 📇 Registry
+## Validation pipeline
 
-`registry.json` is **auto-generated** — do not edit manually.
+`tools/validate_skill.py` checks, per skill:
 
-```bash
-python tools/update_registry.py    # 🔄 Regenerate after adding/editing skills
-```
+| Check | Type |
+|-------|:----:|
+| `SKILL.md` exists, resolves inside the skill, and is UTF-8 | error |
+| Frontmatter present and parseable | error |
+| Required fields present | error |
+| Description length | warning |
+| 1-5 tags matching `^[a-z][a-z0-9]*(-[a-z0-9]+)*$` | error (too many: warning) |
+| `name` matches directory | error |
+| Field types for `invoke`, `allowed-tools`, `compatibility`, chain fields | error |
+| Local Markdown links resolve and stay inside the skill | warning |
+| Scripts have a shebang and the executable bit | warning |
+| `SKILL.md` over 500 KB | error (grandfathered allowlist: warning) |
+| Non-asset file over 100 KB | warning |
+
+With `--all --warning-budget tools/validation_warning_budget.json` the run must
+also match the checked-in per-category warning budget, which is zero everywhere.
 
 ---
 
-## 🆕 Contributing a Skill
+## Contributing a skill
 
 ```bash
-python tools/init_skill.py my-skill-name categories/general  # 🆕 Scaffold
-# ✏️ Edit categories/general/my-skill-name/SKILL.md
-python tools/validate_skill.py categories/general/my-skill-name  # ✅ Validate
-python tools/update_registry.py    # 📇 Update registry
+mkdir -p categories/general/my-skill-name                          # create the skill directory
+$EDITOR categories/general/my-skill-name/SKILL.md                  # write frontmatter + instructions
+python tools/validate_skill.py categories/general/my-skill-name    # validate
+python tools/sync_marketplace.py                                   # refresh the marketplace
 ```
+
+See [CONTRIBUTING.md](../CONTRIBUTING.md) for the full checklist.
diff --git a/manifest-schema.toml b/manifest-schema.toml
index 8da576a49..69108fb7e 100644
--- a/manifest-schema.toml
+++ b/manifest-schema.toml
@@ -1,15 +1,18 @@
 # graycode-skills manifest schema
 #
 # Every skill in this registry MUST include a SKILL.md file with YAML
-# frontmatter that conforms to this schema. The schema is expressed in TOML
-# for human readability; the CI validation tool (tools/validate_skill.py)
-# enforces the *enforced* schema recorded under [enforced] below, which is the
-# single source of truth for the corpus gate. The per-field `required = true`
-# markers under [fields] describe the forward (v2.0) target and are NOT yet
-# required of the existing corpus.
+# frontmatter. Two layers live in this file:
+#
+# * [enforced] (at the bottom) is the gate CI runs today. tools/validate_skill.py
+#   reads it at start-up and refuses to run if it is missing or malformed, so
+#   the gate and this document cannot drift. It is what CONTRIBUTING.md
+#   documents.
+# * [fields] describes every recognized field and the forward (v2.0) target.
+#   `required = true` there is NOT yet required of the existing corpus; only
+#   the [enforced] required_fields are. Patterns and enums under [fields] are
+#   guidance for new skills unless [enforced] or the validator applies them
+#   ([fields.invoke].pattern is enforced when `invoke` is present).
 #
-# Required fields are marked  required = true.
-# Optional fields default to the value shown under "default".
 # Allowed values are listed under "enum" where applicable.
 
 [schema]
@@ -20,14 +23,15 @@ version = "2.0"
 [fields.name]
 type        = "string"
 required    = true
-pattern     = "^[a-z0-9][a-z0-9-]{2,79}$"
-description = "URL-safe kebab-case identifier. Must be unique in the registry."
+max_length  = 64
+pattern     = "^[a-z0-9]+(-[a-z0-9]+)*$"
+description = "Agent Skills name: 1-64 lowercase letters/digits with single inner hyphens, equal to the directory name, unique in the registry. (Enforced today: must match the directory; about 3,300 legacy names do not meet the pattern, see docs/AGENT_SKILLS.md.)"
 
 [fields.description]
 type        = "string"
 required    = true
-max_length  = 280
-description = "One-sentence summary shown in the skill catalogue."
+max_length  = 200
+description = "What the skill does and when to use it, shown in the skill catalogue. The Agent Skills spec allows 1024 characters; this catalogue caps it at [enforced].max_description_length."
 
 [fields.version]
 type        = "string"
@@ -43,8 +47,8 @@ description = "GitHub username or real name of the primary author."
 [fields.license]
 type        = "string"
 required    = true
-enum        = ["MIT", "Apache-2.0", "GPL-3.0", "BSD-2-Clause", "BSD-3-Clause", "CC0-1.0", "MPL-2.0"]
-description = "SPDX license identifier."
+enum        = ["MIT", "Apache-2.0", "BSD-2-Clause", "BSD-3-Clause", "ISC", "CC0-1.0", "CC-BY-4.0", "MPL-2.0"]
+description = "SPDX license identifier of the skill itself. Copyleft (GPL/LGPL/AGPL) is not accepted; see NOTICE and tools/check_licenses.py."
 
 # ── Classification ────────────────────────────────────────────────────────────
 
@@ -74,8 +78,8 @@ type        = "array"
 items.type  = "string"
 required    = true
 min_items   = 1
-max_items   = 12
-description = "Searchable tags. Use lowercase kebab-case. At least one tag required."
+max_items   = 5
+description = "Searchable tags, lowercase kebab-case. Either a top-level list (corpus convention) or, for Agent Skills-conformant skills, a comma- or space-separated string in metadata.tags."
 
 # ── Capability metadata ───────────────────────────────────────────────────────
 
@@ -84,7 +88,7 @@ type        = "string"
 required    = false
 enum        = ["localize", "repair", "validate", "review", "planning", "any"]
 default     = "any"
-description = "Pipeline phase where this skill is most useful. Maps to eagle/sessions.Phase."
+description = "Pipeline phase where this skill is most useful."
 
 [fields.min_model]
 type        = "string"
@@ -132,11 +136,30 @@ type        = "string"
 required    = false
 description = "Name of the skill that replaces this one. Only meaningful when deprecated=true."
 
-# ── Agent Skills Spec (agentskills.io) ────────────────────────────────────────
-# The following fields implement the agentskills.io specification for
-# cross-agent skill interoperability. They are optional but strongly
-# recommended for skills that should work across graycode, Claude Code,
-# Codex, and other agent runtimes.
+# ── Agent Skills specification fields (agentskills.io) ────────────────────────
+# The open standard allows only name, description, license, compatibility,
+# metadata and allowed-tools at the top level of SKILL.md frontmatter.
+# tools/check_agentskills.py checks a skill against it.
+
+[fields.metadata]
+type        = "table"
+required    = false
+description = "Agent Skills metadata: a map of string keys to string values. Put non-spec fields here (author, version, tags) to stay spec-conformant."
+
+[fields.allowed-tools]
+type        = "string"
+required    = false
+description = "Agent Skills allowed-tools: space-separated pre-approved tools (experimental in the spec)."
+
+[fields.compatibility]
+type        = "string"
+required    = false
+max_length  = 500
+description = "Agent Skills compatibility: 1-500 characters of environment requirements (e.g. 'Requires git and the rho CLI'). Maps to SmartSkill.Compatibility."
+
+# ── GrayCode extensions (NOT part of the Agent Skills specification) ─────────
+# Optional fields some skills use. Clients that follow the spec strictly
+# ignore or reject them; prefer metadata for new skills.
 
 [fields.category]
 type        = "string"
@@ -150,22 +173,16 @@ required    = false
 default     = false
 description = "If true, the model may trigger this skill without an explicit /command. Maps to SmartSkill.AutoInvoke."
 
-[fields.compatibility]
-type        = "string"
-required    = false
-max_length  = 200
-description = "Environment requirements string (e.g. 'node>=20 python>=3.9'). Maps to SmartSkill.Compatibility."
-
 [fields.allowed_tools]
 type        = "string"
 required    = false
-description = "Space-separated list of pre-approved tool names. Maps to SmartSkill.AllowedTools."
+description = "Legacy underscore spelling of allowed-tools. Maps to SmartSkill.AllowedTools."
 
 [fields.agents]
 type        = "array"
 items.type  = "string"
 required    = false
-description = "Cross-agent compatibility list (e.g. ['graycode', 'claude-code', 'codex']). Maps to SmartSkill.Agents."
+description = "Cross-agent compatibility list (e.g. ['rho', 'claude-code', 'codex']; 'graycode' is a legacy alias for 'rho'). Maps to SmartSkill.Agents."
 
 [fields.invoke]
 type        = "string"
@@ -204,12 +221,15 @@ required    = false
 description = "Skills that work well together (advisory). Part of SmartSkill.Chain.Enhances."
 
 # ── Enforced schema (single source of truth for the CI gate) ──────────────
-# tools/validate_skill.py reads these values so the corpus gate and this
-# document cannot drift. These are the fields/limits the 14k-skill corpus
-# actually satisfies today. The aspirational v2.0 fields (version, author,
-# domain, tags) under [fields] are the forward target, not yet enforced.
+# tools/validate_skill.py reads these values at start-up and exits with an
+# error if any is missing or has the wrong type. These are the fields/limits
+# the 14k-skill corpus actually satisfies today. The v2.0 fields marked
+# `required = true` under [fields] (version, author, domain) are the forward
+# target, not yet enforced. Tags are effectively required too: min_tags = 1
+# makes a skill without tags an error.
 [enforced]
 required_fields        = ["name", "description", "license"]
 max_description_length = 200
 min_tags               = 1
 max_tags               = 5
+tag_pattern            = "^[a-z][a-z0-9]*(-[a-z0-9]+)*$"
diff --git a/pyproject.toml b/pyproject.toml
index 96ab1aaa4..2755ff0a3 100644
--- a/pyproject.toml
+++ b/pyproject.toml
@@ -4,8 +4,8 @@ build-backend = "hatchling.build"
 
 [project]
 name = "graycode-skills"
-version = "0.0.1"
-description = "Community skill packages for Graycode"
+version = "0.2.0"
+description = "GrayCode Skills: community skill packages for Rho, the terminal AI coding agent"
 requires-python = ">=3.11"
 dependencies = [
     "pyyaml>=6.0",
@@ -23,8 +23,12 @@ dev = [
 ]
 
 [tool.ruff]
-target-version = "py39"
+# The tooling requires Python 3.11 (tomllib); see requires-python.
+target-version = "py311"
 line-length = 100
+# Scripts shipped inside skills run on end users' interpreters, not ours, so
+# keep them linted as Python 3.9-compatible code.
+per-file-target-version = { "categories/**" = "py39" }
 
 [tool.ruff.lint]
 select = ["E", "F", "W", "I", "N", "UP", "B", "SIM"]
diff --git a/scripts/validate-skill-manifest.py b/scripts/validate-skill-manifest.py
deleted file mode 100644
index a562fd75c..000000000
--- a/scripts/validate-skill-manifest.py
+++ /dev/null
@@ -1,218 +0,0 @@
-#!/usr/bin/env python3
-"""Validate SKILL.md frontmatter against manifest-schema.toml.
-
-Usage:
-    python3 scripts/validate-skill-manifest.py path/to/SKILL.md [...]
-
-Exits 0 if all manifests are valid, 1 otherwise.
-Designed to be called from CI (lefthook, GitHub Actions).
-"""
-
-from __future__ import annotations
-
-import re
-import sys
-from pathlib import Path
-from typing import Any
-
-try:
-    import yaml
-except ImportError:
-    sys.exit("PyYAML is required: pip install pyyaml")
-
-ROOT = Path(__file__).parent.parent
-
-# ── Schema (hand-coded from manifest-schema.toml for zero-dep validation) ─────
-
-# version and domain are agentskills.io v2.0 fields — optional but validated
-# when present. Not in REQUIRED to avoid breaking existing v1.1 skills.
-REQUIRED = {"name", "description", "author", "license", "tags"}
-
-DOMAIN_ENUM = {
-    "coding",
-    "cybersecurity",
-    "data-science",
-    "devops",
-    "documentation",
-    "research",
-    "testing",
-    "other",
-}
-
-LICENSE_ENUM = {
-    "MIT",
-    "Apache-2.0",
-    "GPL-3.0",
-    "BSD-2-Clause",
-    "BSD-3-Clause",
-    "CC0-1.0",
-    "MPL-2.0",
-}
-
-PHASE_ENUM = {"localize", "repair", "validate", "review", "planning", "any"}
-
-# Agent Skills spec (agentskills.io) enums
-CATEGORY_ENUM = {
-    "engineering",
-    "ops",
-    "testing",
-    "security",
-    "devtools",
-    "workflow",
-}
-
-AGENT_ENUM = {
-    "graycode",
-    "claude-code",
-    "codex",
-    "cursor",
-    "windsurf",
-    "github-actions",
-}
-
-INVOKE_RE = re.compile(r"^[a-z0-9][a-z0-9-]*:[a-z0-9][a-z0-9-]*$")
-
-MODEL_ENUM = {"haiku", "sonnet", "opus", "any"}
-
-NAME_RE = re.compile(r"^[a-z0-9][a-z0-9-]{2,79}$")
-VERSION_RE = re.compile(r"^\d+\.\d+(\.\d+)?$")
-
-
-def parse_frontmatter(path: Path) -> tuple[dict[str, Any] | None, str]:
-    """Extract YAML frontmatter from a Markdown file.
-
-    Returns (parsed_dict, error_message). On success error_message is empty.
-    """
-    text = path.read_text(encoding="utf-8")
-    if not text.startswith("---"):
-        return None, "no YAML frontmatter (file must start with ---)"
-    parts = text.split("---", 2)
-    if len(parts) < 3:
-        return None, "malformed frontmatter (no closing ---)"
-    try:
-        data = yaml.safe_load(parts[1])
-    except yaml.YAMLError as e:
-        return None, f"YAML parse error: {e}"
-    if not isinstance(data, dict):
-        return None, "frontmatter must be a YAML mapping"
-    return data, ""
-
-
-def validate(data: dict[str, Any], path: Path) -> list[str]:
-    """Return a list of validation error messages, or an empty list if valid."""
-    errors: list[str] = []
-
-    # Required fields
-    for field in REQUIRED:
-        if field not in data:
-            errors.append(f"missing required field: {field!r}")
-
-    name = data.get("name", "")
-    if name and not NAME_RE.match(str(name)):
-        errors.append(f"name {name!r} must match ^[a-z0-9][a-z0-9-]{{2,79}}$")
-
-    desc = data.get("description", "")
-    if desc and len(str(desc)) > 280:
-        errors.append(f"description exceeds 280 chars ({len(str(desc))})")
-
-    version = data.get("version", "")
-    if version and not VERSION_RE.match(str(version)):
-        errors.append(f"version {version!r} must match semver (e.g. '1.0' or '2.3.1')")
-
-    domain = data.get("domain", "")
-    if domain and domain not in DOMAIN_ENUM:
-        errors.append(f"domain {domain!r} not in {sorted(DOMAIN_ENUM)}")
-
-    license_ = data.get("license", "")
-    if license_ and license_ not in LICENSE_ENUM:
-        errors.append(f"license {license_!r} not in {sorted(LICENSE_ENUM)}")
-
-    tags = data.get("tags", [])
-    if not isinstance(tags, list):
-        errors.append("tags must be a list")
-    elif len(tags) < 1:
-        errors.append("tags must have at least 1 item")
-    elif len(tags) > 12:
-        errors.append(f"tags must have at most 12 items, got {len(tags)}")
-
-    phase = data.get("phase")
-    if phase is not None and phase not in PHASE_ENUM:
-        errors.append(f"phase {phase!r} not in {sorted(PHASE_ENUM)}")
-
-    min_model = data.get("min_model")
-    if min_model is not None and min_model not in MODEL_ENUM:
-        errors.append(f"min_model {min_model!r} not in {sorted(MODEL_ENUM)}")
-
-    ctx = data.get("context_tokens")
-    if ctx is not None and (not isinstance(ctx, int) or ctx < 256 or ctx > 200_000):
-        errors.append(f"context_tokens must be an integer in [256, 200000], got {ctx!r}")
-
-    # ── Agent Skills spec (agentskills.io) validation ──────────────────────
-
-    category = data.get("category")
-    if category is not None and category not in CATEGORY_ENUM:
-        errors.append(f"category {category!r} not in {sorted(CATEGORY_ENUM)}")
-
-    auto_invoke = data.get("auto_invoke")
-    if auto_invoke is not None and not isinstance(auto_invoke, bool):
-        errors.append(f"auto_invoke must be a boolean, got {type(auto_invoke).__name__}")
-
-    compatibility = data.get("compatibility")
-    if compatibility is not None and len(str(compatibility)) > 200:
-        errors.append(f"compatibility exceeds 200 chars ({len(str(compatibility))})")
-
-    allowed_tools = data.get("allowed_tools")
-    if allowed_tools is not None and not isinstance(allowed_tools, str):
-        errors.append(f"allowed_tools must be a string, got {type(allowed_tools).__name__}")
-
-    agents = data.get("agents")
-    if agents is not None:
-        if not isinstance(agents, list):
-            errors.append("agents must be a list")
-        else:
-            for agent in agents:
-                if agent not in AGENT_ENUM:
-                    errors.append(f"agent {agent!r} not in {sorted(AGENT_ENUM)}")
-
-    invoke = data.get("invoke")
-    if invoke is not None and not INVOKE_RE.match(str(invoke)):
-        errors.append(f"invoke {invoke!r} must match ^[a-z0-9][a-z0-9-]*:[a-z0-9][a-z0-9-]*$")
-
-    for chain_field in ("chain_after", "chain_before", "chain_conflicts", "chain_enhances"):
-        val = data.get(chain_field)
-        if val is not None and not isinstance(val, list):
-            errors.append(f"{chain_field} must be a list")
-
-    return errors
-
-
-def main(argv: list[str]) -> int:
-    if not argv:
-        print("usage: validate-skill-manifest.py <SKILL.md> [...]", file=sys.stderr)
-        return 1
-
-    all_ok = True
-    for arg in argv:
-        path = Path(arg)
-        if not path.exists():
-            print(f"ERROR {path}: file not found")
-            all_ok = False
-            continue
-        data, err = parse_frontmatter(path)
-        if err:
-            print(f"ERROR {path}: {err}")
-            all_ok = False
-            continue
-        errors = validate(data, path)
-        if errors:
-            all_ok = False
-            for e in errors:
-                print(f"ERROR {path}: {e}")
-        else:
-            print(f"  OK  {path}")
-
-    return 0 if all_ok else 1
-
-
-if __name__ == "__main__":
-    sys.exit(main(sys.argv[1:]))
diff --git a/setup b/setup
index 82a1b649c..80f8575c3 100755
--- a/setup
+++ b/setup
@@ -1,8 +1,11 @@
 #!/usr/bin/env bash
 set -euo pipefail
 
-# Universal installer for graycode-skills
-# Detects agent host and symlinks skills into the correct location.
+# Symlink GrayCode Skills into an agent's skills directory.
+#
+# For Rho, prefer `rho skills install GrayCodeAI/graycode-skills <name>`, which
+# installs a single skill; this script links every skill (or whole categories)
+# from a local checkout.
 
 SCRIPT_DIR="$(cd "$(dirname "$0")" && pwd)"
 VERSION=$(cat "$SCRIPT_DIR/VERSION" 2>/dev/null || echo "unknown")
@@ -11,7 +14,7 @@ RED='\033[0;31m'; GREEN='\033[0;32m'; YELLOW='\033[1;33m'; NC='\033[0m'
 
 usage() {
     echo "Usage: ./setup [OPTIONS]"
-    echo "  --host <agent>       Target: graycode, claude, cursor, codex (auto-detected)"
+    echo "  --host <agent>       Target: rho, claude, cursor, codex (auto-detected)"
     echo "  --scope <scope>      user (default) or project"
     echo "  --categories <list>  Comma-separated categories (default: all)"
     echo "  --help               Show this help"
@@ -33,23 +36,59 @@ if [[ ! -d "$SCRIPT_DIR/categories" ]]; then
     echo -e "${RED}Error: Run from graycode-skills repo root${NC}"; exit 1
 fi
 
+if [[ "$SCOPE" != "user" && "$SCOPE" != "project" ]]; then
+    echo -e "${RED}Unknown scope: $SCOPE (use user or project)${NC}"; exit 1
+fi
+
+# Rho's per-user state directory, resolved the way Rho resolves it
+# (internal/storage/paths.go): RHO_STATE_DIR, then $XDG_STATE_HOME/rho, then
+# the OS config directory + rho/state. `rho skills install` (user scope)
+# installs into <state dir>/skills, and Rho loads skills from there.
+rho_state_dir() {
+    if [[ -n "${RHO_STATE_DIR:-}" ]]; then
+        echo "$RHO_STATE_DIR"
+    elif [[ -n "${XDG_STATE_HOME:-}" ]]; then
+        echo "$XDG_STATE_HOME/rho"
+    elif [[ "$(uname -s)" == "Darwin" ]]; then
+        echo "$HOME/Library/Application Support/rho/state"
+    else
+        echo "${XDG_CONFIG_HOME:-$HOME/.config}/rho/state"
+    fi
+}
+
 detect_host() {
-    [[ -d "$HOME/.graycode" ]] && echo "graycode" && return
+    if command -v rho >/dev/null 2>&1 || [[ -d "$(rho_state_dir)" ]]; then
+        echo "rho"; return
+    fi
     [[ -d "$HOME/.claude" ]] && echo "claude" && return
     [[ -d "$HOME/.cursor" ]] && echo "cursor" && return
-    echo "graycode"
+    echo "rho"
 }
 
 [[ -z "$HOST" ]] && HOST=$(detect_host) && echo -e "${YELLOW}Auto-detected host: ${HOST}${NC}"
 
-case "$HOST" in
-    graycode) TARGET="${SCOPE:+.graycode/skills}"; [[ "$SCOPE" == "user" ]] && TARGET="$HOME/.graycode/skills" ;;
-    claude) TARGET="${SCOPE:+.claude/skills}"; [[ "$SCOPE" == "user" ]] && TARGET="$HOME/.claude/skills" ;;
-    cursor) TARGET="${SCOPE:+.cursor/plugins}"; [[ "$SCOPE" == "user" ]] && TARGET="$HOME/.cursor/plugins" ;;
-    codex)  TARGET="${SCOPE:+.codex/plugins}"; [[ "$SCOPE" == "user" ]] && TARGET="$HOME/.codex/plugins" ;;
+if [[ "$HOST" == "graycode" ]]; then
+    echo -e "${YELLOW}--host graycode is deprecated; the agent is now Rho. Using --host rho.${NC}"
+    HOST="rho"
+fi
+
+case "$HOST:$SCOPE" in
+    rho:user)       TARGET="$(rho_state_dir)/skills" ;;
+    rho:project)    TARGET=".rho/skills" ;;  # loaded only in folders trusted with `rho trust add`
+    claude:user)    TARGET="$HOME/.claude/skills" ;;
+    claude:project) TARGET=".claude/skills" ;;
+    cursor:user)    TARGET="$HOME/.cursor/plugins" ;;
+    cursor:project) TARGET=".cursor/plugins" ;;
+    codex:user)     TARGET="$HOME/.codex/plugins" ;;
+    codex:project)  TARGET=".codex/plugins" ;;
     *) echo -e "${RED}Unknown host: $HOST${NC}"; exit 1 ;;
 esac
 
+# Rho skips symlinked skill directories when it scans for skills, so Rho gets
+# copies; the other hosts get symlinks back into this checkout.
+MODE="link"
+[[ "$HOST" == "rho" ]] && MODE="copy"
+
 mkdir -p "$TARGET"
 installed=0; skipped=0
 
@@ -63,21 +102,27 @@ for cat_dir in "$SCRIPT_DIR"/categories/*/; do
         skill_name=$(basename "$skill_dir")
         target="$TARGET/$skill_name"
 
-        if [[ -L "$target" ]] && [[ "$(readlink "$target")" == "$skill_dir" ]]; then
-            ((skipped++)); continue
+        if [[ "$MODE" == "link" ]] && [[ -L "$target" ]] && [[ "$(readlink "$target")" == "$skill_dir" ]]; then
+            skipped=$((skipped + 1)); continue
         fi
         # Validate skill name contains no path separators to prevent traversal.
         if [[ "$skill_name" == *..* ]] || [[ "$skill_name" == */* ]]; then
             echo -e "${RED}  ✗ Skipping unsafe skill name: $skill_name${NC}"
             continue
         fi
-        [[ -e "$target" ]] && rm -rf "$target"
-        ln -s "$skill_dir" "$target"
-        ((installed++))
+        [[ -e "$target" || -L "$target" ]] && rm -rf "$target"
+        if [[ "$MODE" == "copy" ]]; then
+            cp -R "${skill_dir%/}" "$target"
+        else
+            ln -s "$skill_dir" "$target"
+        fi
+        # Not ((installed++)): under `set -e` that returns 1 when the old
+        # value is 0 and aborted the script after the first skill.
+        installed=$((installed + 1))
     done
 done
 
 echo ""
 echo -e "${GREEN}✓ Setup complete${NC}"
-echo "  Host: $HOST | Target: $TARGET"
+echo "  Host: $HOST | Target: $TARGET | Mode: $MODE"
 echo "  Installed: $installed | Skipped: $skipped | Version: $VERSION"
diff --git a/tests/test_check_agentskills.py b/tests/test_check_agentskills.py
new file mode 100644
index 000000000..3d2c28861
--- /dev/null
+++ b/tests/test_check_agentskills.py
@@ -0,0 +1,161 @@
+"""Tests for tools/check_agentskills.py and spec-style tags (F287)."""
+
+from __future__ import annotations
+
+import sys
+import textwrap
+from pathlib import Path
+
+import pytest
+
+sys.path.insert(0, str(Path(__file__).resolve().parent.parent / "tools"))
+
+import check_agentskills as ca
+from frontmatter import frontmatter_tags
+from validate_skill import validate_skill
+
+
+def _skill(root: Path, name: str, frontmatter: str) -> Path:
+    skill = root / name
+    skill.mkdir(parents=True)
+    (skill / "SKILL.md").write_text(f"---\n{textwrap.dedent(frontmatter)}---\n\nBody.\n", encoding="utf-8")
+    return skill
+
+
+CONFORMANT = """\
+name: good-skill
+description: Does one thing. Use when that thing is needed.
+license: MIT
+compatibility: Requires git
+allowed-tools: Bash(git:*) Read
+metadata:
+  author: GrayCode AI
+  version: "1.0"
+  tags: rho, workflow
+"""
+
+
+def test_conformant_skill_has_no_problems(tmp_path):
+    assert ca.check_skill(_skill(tmp_path, "good-skill", CONFORMANT)) == []
+
+
+@pytest.mark.parametrize(
+    "name, rule",
+    [
+        ("Upper-Case", "name-format"),
+        ("double--hyphen", "name-format"),
+        ("-leading", "name-format"),
+        ("under_score", "name-format"),
+        ("a" * 65, "name-length"),
+    ],
+)
+def test_name_rules(tmp_path, name, rule):
+    skill = _skill(tmp_path, name, f"name: {name}\ndescription: d\n")
+    assert rule in {r for r, _ in ca.check_skill(skill)}
+
+
+def test_other_rules(tmp_path):
+    skill = _skill(
+        tmp_path,
+        "dir-name",
+        "name: other-name\ndescription: ''\ntags: [a]\ncompatibility: ''\n"
+        "metadata: None\nallowed-tools: [Read]\nlicense: 3\n",
+    )
+    rules = {r for r, _ in ca.check_skill(skill)}
+    assert rules == {
+        "unexpected-field",
+        "name-directory",
+        "description",
+        "compatibility",
+        "metadata",
+        "allowed-tools",
+        "license",
+    }
+
+
+def test_long_description_and_missing_frontmatter(tmp_path):
+    long_desc = _skill(tmp_path, "long", "name: long\ndescription: " + "x" * 1025 + "\n")
+    assert ("description-length" in {r for r, _ in ca.check_skill(long_desc)})
+    bare = tmp_path / "bare"
+    bare.mkdir()
+    (bare / "SKILL.md").write_text("no frontmatter\n", encoding="utf-8")
+    assert ca.check_skill(bare) == [("frontmatter", "SKILL.md has no YAML frontmatter mapping")]
+
+
+def test_strict_mode_exit_codes(tmp_path, capsys):
+    category = tmp_path / "cat"
+    _skill(category, "good-skill", CONFORMANT)
+    assert ca.main(["--strict", str(category)]) == 0
+    assert "1 skill(s) conform" in capsys.readouterr().out
+    _skill(category, "bad", "name: bad\ndescription: d\ntags: [x]\n")
+    assert ca.main(["--strict", str(category)]) == 1
+    assert "unexpected-field" in capsys.readouterr().out
+    assert ca.main(["--strict", str(tmp_path / "missing")]) == 1
+
+
+def test_all_mode_reports_without_failing(tmp_path, monkeypatch, capsys):
+    category = tmp_path / "categories" / "cat"
+    _skill(category, "good-skill", CONFORMANT)
+    _skill(category, "legacy", "name: legacy\ndescription: d\ntags: [x]\n")
+    monkeypatch.setattr(ca, "CATEGORIES_DIR", tmp_path / "categories")
+    assert ca.main(["--all"]) == 0
+    out = capsys.readouterr().out
+    assert "1/2 skills conform" in out
+    assert "unexpected-field: 1" in out
+
+
+def test_first_party_ecosystem_skills_conform():
+    """categories/graycode holds GrayCode's own skills; they must follow the spec."""
+    graycode = ca.CATEGORIES_DIR / "graycode"
+    assert sorted(p.name for p in graycode.iterdir() if (p / "SKILL.md").is_file()) == [
+        "across-checkpoint",
+        "rho-workflow",
+        "rover-verify",
+    ]
+    assert ca.main(["--strict", str(graycode)]) == 0
+
+
+# ---------------------------------------------------------------------------
+# metadata.tags: spec-conformant skills keep tags out of the top level
+# ---------------------------------------------------------------------------
+
+
+@pytest.mark.parametrize(
+    "frontmatter, expected",
+    [
+        ({"tags": ["a", "b"]}, ["a", "b"]),
+        ({"tags": "a, b"}, "a, b"),
+        ({"metadata": {"tags": "rho, workflow  cli"}}, ["rho", "workflow", "cli"]),
+        ({"tags": ["top"], "metadata": {"tags": "ignored"}}, ["top"]),
+        ({"metadata": {"author": "x"}}, None),
+        ({"metadata": "None"}, None),
+        ({}, None),
+    ],
+)
+def test_frontmatter_tags(frontmatter, expected):
+    assert frontmatter_tags(frontmatter) == expected
+
+
+def test_validator_accepts_metadata_tags(tmp_path):
+    skill = _skill(tmp_path, "good-skill", CONFORMANT)
+    result = validate_skill(skill)
+    assert result.errors == []
+    assert result.warnings == []
+
+
+def test_validator_still_requires_some_tags(tmp_path):
+    skill = _skill(tmp_path, "no-tags", "name: no-tags\ndescription: d\nlicense: MIT\n")
+    assert any("at least 1 tag" in e for e in validate_skill(skill).errors)
+
+
+def test_list_allowed_tools_passes_the_gate_but_not_the_spec(tmp_path):
+    """Two ingested skills use a YAML list (tool names with spaces); the corpus
+    gate accepts it, the conformance checker flags it."""
+    skill = _skill(
+        tmp_path,
+        "tools-list",
+        "name: tools-list\ndescription: d\nlicense: MIT\ntags: [a]\n"
+        "allowed-tools: [Azure MCP/documentation]\n",
+    )
+    assert validate_skill(skill).errors == []
+    assert "allowed-tools" in {rule for rule, _ in ca.check_skill(skill)}
diff --git a/tests/test_check_licenses.py b/tests/test_check_licenses.py
new file mode 100644
index 000000000..4e8f19dc1
--- /dev/null
+++ b/tests/test_check_licenses.py
@@ -0,0 +1,113 @@
+"""Tests for tools/check_licenses.py (copyleft gate, F116)."""
+
+from __future__ import annotations
+
+import sys
+from pathlib import Path
+
+import pytest
+
+sys.path.insert(0, str(Path(__file__).resolve().parent.parent / "tools"))
+
+import check_licenses as cl
+
+
+@pytest.mark.parametrize(
+    "value",
+    [
+        "GPL-3.0",
+        "GPL-2.0 license",
+        "GPLv3 license",
+        "AGPL-3.0",
+        "AGPL-3.0 (referencing Twitter's algorithm source)",
+        "LGPL-2.1-or-later",
+        "For MATLAB and for Octave (GNU General Public License version 3)",
+        "GNU Affero General Public License v3",
+    ],
+)
+def test_copyleft_values_are_detected(value):
+    assert cl.is_copyleft_license_value(value)
+
+
+@pytest.mark.parametrize(
+    "value",
+    ["MIT", "MIT license", "Apache-2.0", "BSD-3-Clause license", "ISC", "CC-BY-4.0", "MPL-2.0",
+     "Proprietary. LICENSE.txt has complete terms", "Unknown"],
+)
+def test_permissive_values_are_not_flagged(value):
+    assert not cl.is_copyleft_license_value(value)
+
+
+def _skill(root: Path, rel: str, license_line: str | None) -> Path:
+    skill = root / "categories" / rel
+    skill.mkdir(parents=True)
+    fm = "---\nname: x\ndescription: d\n"
+    if license_line is not None:
+        fm += f"license: {license_line}\n"
+    (skill / "SKILL.md").write_text(fm + "tags: [a]\n---\nBody\n", encoding="utf-8")
+    return skill
+
+
+@pytest.fixture
+def repo(tmp_path, monkeypatch):
+    monkeypatch.setattr(cl, "REPO_ROOT", tmp_path)
+    monkeypatch.setattr(cl, "CATEGORIES_DIR", tmp_path / "categories")
+    monkeypatch.setattr(cl, "EXCEPTIONS_PATH", tmp_path / "license_exceptions.txt")
+    return tmp_path
+
+
+def test_find_violations_covers_frontmatter_and_license_files(repo):
+    _skill(repo, "general/ok", "MIT")
+    _skill(repo, "general/fm-gpl", "GPL-3.0")
+    lic_skill = _skill(repo, "general/file-gpl", "MIT")
+    (lic_skill / "LICENSE").write_text("GNU GENERAL PUBLIC LICENSE\nVersion 3\n", encoding="utf-8")
+    _skill(repo, "general/no-license", None)
+
+    violations, checked = cl.find_violations()
+
+    assert checked == 5  # 1 LICENSE file + 4 SKILL.md files
+    assert ("categories/general/fm-gpl", "frontmatter license: 'GPL-3.0'") in violations
+    assert ("categories/general/file-gpl/LICENSE", "LICENSE file is GPL") in violations
+    assert len(violations) == 2
+
+
+def test_main_fails_on_unreviewed_violation(repo, capsys):
+    _skill(repo, "general/fm-gpl", "AGPL-3.0")
+    with pytest.raises(SystemExit) as exc:
+        _run_main([])
+    assert exc.value.code == 1
+    assert "categories/general/fm-gpl" in capsys.readouterr().out
+
+
+def _run_main(argv):
+    old = sys.argv
+    sys.argv = ["check_licenses.py", *argv]
+    try:
+        cl.main()
+    finally:
+        sys.argv = old
+
+
+def test_reviewed_exception_passes(repo, capsys):
+    _skill(repo, "general/fm-gpl", "AGPL-3.0")
+    (repo / "license_exceptions.txt").write_text(
+        "# reviewed\ncategories/general/fm-gpl  # pending relicense\n", encoding="utf-8"
+    )
+    _run_main([])
+    assert "1 reviewed exception(s)" in capsys.readouterr().out
+
+
+def test_stale_exception_fails(repo, capsys):
+    _skill(repo, "general/ok", "MIT")
+    (repo / "license_exceptions.txt").write_text("categories/general/ok\n", encoding="utf-8")
+    with pytest.raises(SystemExit) as exc:
+        _run_main([])
+    assert exc.value.code == 1
+    assert "stale" in capsys.readouterr().out
+
+
+def test_warn_mode_reports_without_failing(repo, capsys):
+    _skill(repo, "general/fm-gpl", "GPL-2.0")
+    _run_main(["--warn"])
+    assert "⚠" in capsys.readouterr().out
+
diff --git a/tests/test_manifest_schema.py b/tests/test_manifest_schema.py
deleted file mode 100644
index f4e7e5645..000000000
--- a/tests/test_manifest_schema.py
+++ /dev/null
@@ -1,115 +0,0 @@
-"""Tests for scripts/validate-skill-manifest.py manifest schema validation."""
-
-import importlib.util
-import textwrap
-from pathlib import Path
-
-# Load the validator from its hyphenated filename — not importable as a module name.
-_script = Path(__file__).parent.parent / "scripts" / "validate-skill-manifest.py"
-_spec = importlib.util.spec_from_file_location("validate_skill_manifest", _script)
-_mod = importlib.util.module_from_spec(_spec)
-_spec.loader.exec_module(_mod)
-parse_frontmatter = _mod.parse_frontmatter
-validate = _mod.validate
-
-
-def skill_md(tmp_path: Path, frontmatter: str) -> Path:
-    """Write a temporary SKILL.md with the given frontmatter."""
-    p = tmp_path / "SKILL.md"
-    p.write_text(f"---\n{textwrap.dedent(frontmatter)}---\n# Body\nContent.\n")
-    return p
-
-
-VALID_FRONTMATTER = """\
-name: my-cool-skill
-description: Does something useful for developers.
-version: "1.0"
-author: jdoe
-license: MIT
-domain: coding
-tags: [python, refactoring]
-"""
-
-
-def test_valid_manifest(tmp_path):
-    p = skill_md(tmp_path, VALID_FRONTMATTER)
-    data, err = parse_frontmatter(p)
-    assert err == "", f"unexpected parse error: {err}"
-    errors = validate(data, p)
-    assert errors == []
-
-
-def test_missing_required_field(tmp_path):
-    fm = VALID_FRONTMATTER.replace("license: MIT\n", "")
-    p = skill_md(tmp_path, fm)
-    data, err = parse_frontmatter(p)
-    assert err == ""
-    errors = validate(data, p)
-    assert any("license" in e for e in errors)
-
-
-def test_invalid_name_pattern(tmp_path):
-    fm = VALID_FRONTMATTER.replace("name: my-cool-skill", "name: My Cool Skill!")
-    p = skill_md(tmp_path, fm)
-    data, _ = parse_frontmatter(p)
-    errors = validate(data, p)
-    assert any("name" in e for e in errors)
-
-
-def test_invalid_domain(tmp_path):
-    fm = VALID_FRONTMATTER.replace("domain: coding", "domain: magic")
-    p = skill_md(tmp_path, fm)
-    data, _ = parse_frontmatter(p)
-    errors = validate(data, p)
-    assert any("domain" in e for e in errors)
-
-
-def test_invalid_license(tmp_path):
-    fm = VALID_FRONTMATTER.replace("license: MIT", "license: WTFPL")
-    p = skill_md(tmp_path, fm)
-    data, _ = parse_frontmatter(p)
-    errors = validate(data, p)
-    assert any("license" in e for e in errors)
-
-
-def test_description_too_long(tmp_path):
-    long_desc = "x" * 300
-    fm = VALID_FRONTMATTER.replace(
-        "description: Does something useful for developers.",
-        f"description: {long_desc}",
-    )
-    p = skill_md(tmp_path, fm)
-    data, _ = parse_frontmatter(p)
-    errors = validate(data, p)
-    assert any("description" in e for e in errors)
-
-
-def test_optional_phase_valid(tmp_path):
-    fm = VALID_FRONTMATTER + "phase: review\n"
-    p = skill_md(tmp_path, fm)
-    data, _ = parse_frontmatter(p)
-    errors = validate(data, p)
-    assert errors == []
-
-
-def test_optional_phase_invalid(tmp_path):
-    fm = VALID_FRONTMATTER + "phase: nonexistent\n"
-    p = skill_md(tmp_path, fm)
-    data, _ = parse_frontmatter(p)
-    errors = validate(data, p)
-    assert any("phase" in e for e in errors)
-
-
-def test_no_frontmatter(tmp_path):
-    p = tmp_path / "SKILL.md"
-    p.write_text("# No frontmatter here\n")
-    _, err = parse_frontmatter(p)
-    assert err != ""
-
-
-def test_empty_tags(tmp_path):
-    fm = VALID_FRONTMATTER.replace("tags: [python, refactoring]", "tags: []")
-    p = skill_md(tmp_path, fm)
-    data, _ = parse_frontmatter(p)
-    errors = validate(data, p)
-    assert any("tags" in e for e in errors)
diff --git a/tests/test_registry_schema.py b/tests/test_registry_schema.py
index f26d3dc53..85bf12652 100644
--- a/tests/test_registry_schema.py
+++ b/tests/test_registry_schema.py
@@ -250,7 +250,7 @@ def test_tags_with_empty_strings(self):
 
 
 class TestValidateRegistry:
-    """The registry document is {version, skills[]} - the shape graycode-cli
+    """The registry document is {version, skills[]} - the shape Rho
     parses in internal/plugin/registry.go."""
 
     def test_valid_registry(self):
diff --git a/tests/test_sync_marketplace.py b/tests/test_sync_marketplace.py
index a7ba236ce..87b7f6d84 100644
--- a/tests/test_sync_marketplace.py
+++ b/tests/test_sync_marketplace.py
@@ -99,202 +99,145 @@ def test_malformed_yaml_returns_empty(self, tmp_path: Path):
 # ---------------------------------------------------------------------------
 
 
-class TestMain:
-    def test_syncs_single_skill(self, marketplace_env: tuple):
-        repo, marketplace = marketplace_env
-        _create_skill(
-            repo,
-            "python",
-            "code-review",
-            textwrap.dedent("""\
-            ---
-            name: code-review
-            description: Reviews code
-            invoke: /graycode:code-review
-            ---
-
-            Body.
-            """),
-        )
+def _run(repo: Path, marketplace: Path, *argv: str):
+    with (
+        patch("sync_marketplace.CATEGORIES_DIR", repo / "categories"),
+        patch("sync_marketplace.MARKETPLACE", marketplace),
+        patch("sync_marketplace.REPO_ROOT", repo),
+        patch("sync_marketplace.VERSION_FILE", repo / "VERSION"),
+        patch("sys.argv", ["sync_marketplace.py", *argv]),
+    ):
+        main()
+    return json.loads(marketplace.read_text())
 
-        with (
-            patch("sync_marketplace.CATEGORIES_DIR", repo / "categories"),
-            patch("sync_marketplace.MARKETPLACE", marketplace),
-            patch("sync_marketplace.REPO_ROOT", repo),
-        ):
-            main()
 
-        data = json.loads(marketplace.read_text())
-        skills = data["plugins"][0]["skills"]
-        assert len(skills) == 1
-        assert skills[0]["name"] == "code-review"
-        assert skills[0]["path"] == "categories/python/code-review"
-        assert skills[0]["invoke"] == "/graycode:code-review"
-
-    def test_syncs_multiple_skills_across_categories(self, marketplace_env: tuple):
+class TestMain:
+    def test_one_plugin_per_category_with_directory_skills(self, marketplace_env: tuple):
         repo, marketplace = marketplace_env
-        _create_skill(
-            repo,
-            "python",
-            "skill-a",
-            "---\nname: skill-a\ndescription: A\ninvoke: /graycode:a\n---\n\nBody.\n",
-        )
-        _create_skill(
-            repo,
-            "devops",
-            "skill-b",
-            "---\nname: skill-b\ndescription: B\ninvoke: /graycode:b\n---\n\nBody.\n",
-        )
-
-        with (
-            patch("sync_marketplace.CATEGORIES_DIR", repo / "categories"),
-            patch("sync_marketplace.MARKETPLACE", marketplace),
-            patch("sync_marketplace.REPO_ROOT", repo),
-        ):
-            main()
-
-        data = json.loads(marketplace.read_text())
-        skills = data["plugins"][0]["skills"]
-        assert len(skills) == 2
-        names = [s["name"] for s in skills]
-        # Should be sorted by category then skill name
-        assert "skill-a" in names
-        assert "skill-b" in names
-
-    def test_sorted_output(self, marketplace_env: tuple):
-        """Skills should be sorted by category then by skill directory name."""
+        (repo / "VERSION").write_text("1.2.3\n", encoding="utf-8")
+        _create_skill(repo, "python", "skill-a", "---\nname: skill-a\ndescription: A\n---\nBody.\n")
+        _create_skill(repo, "python", "skill-c", "---\nname: skill-c\ndescription: C\n---\nBody.\n")
+        _create_skill(repo, "devops", "skill-b", "---\nname: skill-b\ndescription: B\n---\nBody.\n")
+
+        data = _run(repo, marketplace)
+
+        assert data["plugins"] == [
+            {
+                "name": "graycode-skills-devops",
+                "source": "./categories/devops",
+                "description": "GrayCode Skills, devops category: 1 skill.",
+                "version": "1.2.3",
+                "skills": ["./"],
+            },
+            {
+                "name": "graycode-skills-python",
+                "source": "./categories/python",
+                "description": "GrayCode Skills, python category: 2 skills.",
+                "version": "1.2.3",
+                "skills": ["./"],
+            },
+        ]
+
+    def test_skills_are_path_strings_not_objects(self, marketplace_env: tuple):
+        """Regression (F121): Claude Code rejects object entries in `skills`."""
         repo, marketplace = marketplace_env
-        _create_skill(repo, "z-cat", "aaa-skill", "---\nname: aaa-skill\n---\n\nBody.\n")
-        _create_skill(repo, "a-cat", "zzz-skill", "---\nname: zzz-skill\n---\n\nBody.\n")
-
-        with (
-            patch("sync_marketplace.CATEGORIES_DIR", repo / "categories"),
-            patch("sync_marketplace.MARKETPLACE", marketplace),
-            patch("sync_marketplace.REPO_ROOT", repo),
-        ):
-            main()
-
-        data = json.loads(marketplace.read_text())
-        skills = data["plugins"][0]["skills"]
-        paths = [s["path"] for s in skills]
-        assert paths[0] == "categories/a-cat/zzz-skill"
-        assert paths[1] == "categories/z-cat/aaa-skill"
-
-    def test_missing_invoke_defaults_to_graycode_prefix(self, marketplace_env: tuple):
+        _create_skill(repo, "tools", "my-tool", "---\nname: my-tool\ninvoke: /x:y\n---\nBody.\n")
+        data = _run(repo, marketplace)
+        for plugin in data["plugins"]:
+            assert all(isinstance(entry, str) for entry in plugin["skills"])
+            for entry in plugin["skills"]:
+                assert (repo / plugin["source"] / entry).is_dir()
+
+    def test_top_level_keys_preserved_and_defaults_filled(self, marketplace_env: tuple):
         repo, marketplace = marketplace_env
-        _create_skill(
-            repo,
-            "tools",
-            "my-tool",
-            "---\nname: my-tool\ndescription: A tool\n---\n\nBody.\n",
+        marketplace.write_text(
+            json.dumps({"name": "custom", "metadata": {"x": 1}, "plugins": []}), encoding="utf-8"
         )
-
-        with (
-            patch("sync_marketplace.CATEGORIES_DIR", repo / "categories"),
-            patch("sync_marketplace.MARKETPLACE", marketplace),
-            patch("sync_marketplace.REPO_ROOT", repo),
-        ):
-            main()
-
-        data = json.loads(marketplace.read_text())
-        skills = data["plugins"][0]["skills"]
-        assert skills[0]["invoke"] == "/graycode:my-tool"
-
-    def test_name_from_frontmatter_over_directory(self, marketplace_env: tuple):
-        """If frontmatter has a name, use it instead of the directory name."""
+        _create_skill(repo, "tools", "t", "---\nname: t\n---\nBody.\n")
+        data = _run(repo, marketplace)
+        assert data["name"] == "custom"
+        assert data["metadata"] == {"x": 1}
+        assert data["owner"]["name"] == "GrayCode AI"
+        assert "Agent Skills" in data["description"]
+        assert list(data)[-1] == "plugins"
+
+    def test_version_falls_back_to_template_without_version_file(self, marketplace_env: tuple):
         repo, marketplace = marketplace_env
-        _create_skill(
-            repo,
-            "tools",
-            "my-tool",
-            "---\nname: custom-name\ndescription: X\n---\n\nBody.\n",
+        marketplace.write_text(
+            json.dumps({"plugins": [{"name": "old", "version": "9.9.9"}]}), encoding="utf-8"
         )
+        _create_skill(repo, "tools", "t", "---\nname: t\n---\nBody.\n")
+        data = _run(repo, marketplace)
+        assert data["plugins"][0]["version"] == "9.9.9"
 
-        with (
-            patch("sync_marketplace.CATEGORIES_DIR", repo / "categories"),
-            patch("sync_marketplace.MARKETPLACE", marketplace),
-            patch("sync_marketplace.REPO_ROOT", repo),
-        ):
-            main()
-
-        data = json.loads(marketplace.read_text())
-        skills = data["plugins"][0]["skills"]
-        assert skills[0]["name"] == "custom-name"
+    def test_duplicate_skill_names_fail(self, marketplace_env: tuple):
+        repo, marketplace = marketplace_env
+        _create_skill(repo, "a", "one", "---\nname: same\n---\nBody.\n")
+        _create_skill(repo, "b", "two", "---\nname: same\n---\nBody.\n")
+        with pytest.raises(SystemExit, match="Duplicate skill name 'same'"):
+            _run(repo, marketplace)
 
     def test_name_falls_back_to_directory_name(self, marketplace_env: tuple):
-        """If frontmatter has no name, fall back to the directory name."""
         repo, marketplace = marketplace_env
-        _create_skill(
-            repo,
-            "tools",
-            "dir-name",
-            "---\ndescription: X\n---\n\nBody.\n",
-        )
+        _create_skill(repo, "tools", "dir-name", "---\ndescription: X\n---\n\nBody.\n")
+        from sync_marketplace import build_skills
 
         with (
             patch("sync_marketplace.CATEGORIES_DIR", repo / "categories"),
-            patch("sync_marketplace.MARKETPLACE", marketplace),
             patch("sync_marketplace.REPO_ROOT", repo),
         ):
-            main()
-
-        data = json.loads(marketplace.read_text())
-        skills = data["plugins"][0]["skills"]
-        assert skills[0]["name"] == "dir-name"
+            skills = build_skills()
+        assert skills == [{"name": "dir-name", "category": "tools", "path": "categories/tools/dir-name"}]
 
     def test_skill_without_skill_md_skipped(self, marketplace_env: tuple):
-        """A skill directory without SKILL.md should be skipped."""
         repo, marketplace = marketplace_env
-        # Create a category directory with a skill that has no SKILL.md
         skill_dir = repo / "categories" / "empty-cat" / "no-skill"
         skill_dir.mkdir(parents=True)
         (skill_dir / "README.md").write_text("Not a skill.\n", encoding="utf-8")
-
-        with (
-            patch("sync_marketplace.CATEGORIES_DIR", repo / "categories"),
-            patch("sync_marketplace.MARKETPLACE", marketplace),
-            patch("sync_marketplace.REPO_ROOT", repo),
-        ):
-            main()
-
-        data = json.loads(marketplace.read_text())
-        skills = data["plugins"][0]["skills"]
-        assert len(skills) == 0
+        assert _run(repo, marketplace)["plugins"] == []
 
     def test_non_directory_files_in_categories_ignored(self, marketplace_env: tuple):
-        """Regular files in categories/ should be ignored, not treated as categories."""
         repo, marketplace = marketplace_env
-        # Put a file (not a directory) in categories/
         (repo / "categories" / "README.md").write_text("Categories readme.\n", encoding="utf-8")
-        _create_skill(
-            repo,
-            "real-cat",
-            "real-skill",
-            "---\nname: real-skill\n---\n\nBody.\n",
-        )
-
-        with (
-            patch("sync_marketplace.CATEGORIES_DIR", repo / "categories"),
-            patch("sync_marketplace.MARKETPLACE", marketplace),
-            patch("sync_marketplace.REPO_ROOT", repo),
-        ):
-            main()
-
-        data = json.loads(marketplace.read_text())
-        skills = data["plugins"][0]["skills"]
-        assert len(skills) == 1
-        assert skills[0]["name"] == "real-skill"
+        _create_skill(repo, "real-cat", "real-skill", "---\nname: real-skill\n---\n\nBody.\n")
+        data = _run(repo, marketplace)
+        assert [p["name"] for p in data["plugins"]] == ["graycode-skills-real-cat"]
 
-    def test_empty_categories_produces_empty_skills(self, marketplace_env: tuple):
-        """With no skills, the marketplace should have an empty skills array."""
+    def test_check_mode(self, marketplace_env: tuple, capsys):
         repo, marketplace = marketplace_env
-
-        with (
-            patch("sync_marketplace.CATEGORIES_DIR", repo / "categories"),
-            patch("sync_marketplace.MARKETPLACE", marketplace),
-            patch("sync_marketplace.REPO_ROOT", repo),
-        ):
-            main()
-
-        data = json.loads(marketplace.read_text())
-        assert data["plugins"][0]["skills"] == []
+        _create_skill(repo, "tools", "t", "---\nname: t\n---\nBody.\n")
+        _run(repo, marketplace)
+        _run(repo, marketplace, "--check")
+        assert "in sync" in capsys.readouterr().out
+        _create_skill(repo, "other", "u", "---\nname: u\n---\nBody.\n")
+        with pytest.raises(SystemExit) as exc:
+            _run(repo, marketplace, "--check")
+        assert exc.value.code == 1
+
+    @pytest.mark.parametrize("content, message", [("{not json", "not valid JSON"), ("[]", "unexpected")])
+    def test_invalid_template_fails(self, marketplace_env: tuple, content: str, message: str):
+        repo, marketplace = marketplace_env
+        marketplace.write_text(content, encoding="utf-8")
+        with pytest.raises(SystemExit, match=message):
+            _run(repo, marketplace)
+
+
+def test_checked_in_marketplace_matches_claude_code_shape():
+    """The committed manifest keeps the shape `claude plugin validate --strict`
+    accepted and `claude plugin install` loaded (Claude Code 2.1.283,
+    2026-09-27): a top-level description and, per plugin, a category source
+    directory plus string `skills` paths that exist in the repo."""
+    repo = Path(__file__).resolve().parent.parent
+    data = json.loads((repo / ".claude-plugin" / "marketplace.json").read_text())
+    assert data["name"] == "graycode-skills"
+    assert data["description"]
+    names = set()
+    for plugin in data["plugins"]:
+        assert set(plugin) == {"name", "source", "description", "version", "skills"}
+        assert plugin["name"].startswith("graycode-skills-")
+        category = plugin["name"].removeprefix("graycode-skills-")
+        assert plugin["source"] == f"./categories/{category}"
+        assert plugin["skills"] == ["./"]
+        assert plugin["name"] not in names
+        names.add(plugin["name"])
+        assert any((repo / plugin["source"]).glob("*/SKILL.md"))
diff --git a/tests/test_update_registry.py b/tests/test_update_registry.py
index 74bddc87f..7da1b00bb 100644
--- a/tests/test_update_registry.py
+++ b/tests/test_update_registry.py
@@ -121,6 +121,36 @@ def test_ignores_directories(self, tmp_path: Path):
         (tmp_path / "subdir").mkdir()
         assert _mod.count_files(tmp_path) == 1
 
+    def test_ignores_python_bytecode_and_os_artifacts(self, tmp_path: Path):
+        (tmp_path / "SKILL.md").write_text("x")
+        (tmp_path / ".gitkeep").write_text("")  # tracked dotfiles still count
+        cache = tmp_path / "scripts" / "__pycache__"
+        cache.mkdir(parents=True)
+        (cache / "tool.cpython-311.pyc").write_bytes(b"\0")
+        (tmp_path / "scripts" / "stale.pyo").write_bytes(b"\0")
+        (tmp_path / ".DS_Store").write_bytes(b"\0")
+        assert _mod.count_files(tmp_path) == 2
+
+    def test_compileall_does_not_change_the_rendered_registry(
+        self, tmp_path: Path, monkeypatch: pytest.MonkeyPatch
+    ):
+        """Regression: CI runs compileall before the registry step (F111)."""
+        import compileall
+
+        cats = tmp_path / "categories"
+        monkeypatch.setattr(_mod, "CATEGORIES_DIR", cats)
+        skill = _write_skill(tmp_path, "cat", "py-skill")
+        (skill / "scripts").mkdir()
+        (skill / "scripts" / "tool.py").write_text("#!/usr/bin/env python3\nprint(1)\n")
+
+        before = _mod.render_registry(_mod.build_registry())
+        assert compileall.compile_dir(str(cats), quiet=1)
+        assert list(cats.rglob("*.pyc")), "compileall should have produced bytecode"
+        after = _mod.render_registry(_mod.build_registry())
+
+        assert after == before
+        assert json.loads(after)["skills"][0]["file_count"] == 2
+
 
 # ===================================================================
 # has_scripts_dir
@@ -141,6 +171,12 @@ def test_scripts_dir_with_file(self, tmp_path: Path):
         (scripts / "run.sh").write_text("#!/bin/bash\n")
         assert _mod.has_scripts_dir(tmp_path) is True
 
+    def test_scripts_dir_with_only_bytecode(self, tmp_path: Path):
+        cache = tmp_path / "scripts" / "__pycache__"
+        cache.mkdir(parents=True)
+        (cache / "run.cpython-311.pyc").write_bytes(b"\0")
+        assert _mod.has_scripts_dir(tmp_path) is False
+
 
 # ===================================================================
 # build_registry - loading / basic registration
@@ -676,7 +712,7 @@ def test_check_rejects_empty_skill_corpus_without_modifying_registry(
 # ---------------------------------------------------------------------------
 # Canonical on-disk shape
 #
-# graycode-cli parses {version, updated_at, skills[]} (internal/plugin/
+# Rho parses {version, updated_at, skills[]} (rho internal/plugin/
 # registry.go). The generator previously emitted a bare array, so FetchIndex
 # failed with "invalid index" regardless of URL.
 # ---------------------------------------------------------------------------
@@ -726,3 +762,51 @@ def test_schema_accepts_repo_field(self):
             path="demo",
         )
         assert errors == []
+
+
+# ---------------------------------------------------------------------------
+# Provenance (F116): NOTICE/CONTRIBUTING promise license/author/source in
+# registry.json; the generator must actually emit them.
+# ---------------------------------------------------------------------------
+
+
+class TestProvenanceFields:
+    def test_license_author_and_url_source_are_emitted(self):
+        assert _mod.provenance_fields(
+            {
+                "license": "Apache-2.0",
+                "author": "  octo\n cat ",
+                "source": "https://github.com/example/skills",
+            }
+        ) == {
+            "license": "Apache-2.0",
+            "author": "octo cat",
+            "source": "https://github.com/example/skills",
+        }
+
+    @pytest.mark.parametrize("source", ["community", "self", "vibeship (Apache 2.0)", "ftp://x", ""])
+    def test_non_url_sources_are_not_provenance(self, source: str):
+        assert "source" not in _mod.provenance_fields({"license": "MIT", "source": source})
+
+    def test_non_string_values_are_skipped(self):
+        assert _mod.provenance_fields({"license": None, "author": ["a", "b"], "source": 3}) == {}
+
+    def test_registry_entry_carries_provenance_and_passes_schema(
+        self, tmp_path: Path, monkeypatch: pytest.MonkeyPatch
+    ):
+        cats = tmp_path / "categories"
+        monkeypatch.setattr(_mod, "CATEGORIES_DIR", cats)
+        _write_skill(
+            tmp_path,
+            "cat",
+            "prov-skill",
+            frontmatter=(
+                "---\nname: prov-skill\ndescription: d\nlicense: MIT\nauthor: jane\n"
+                "source: https://github.com/jane/skills\ntags: [a]\n---\nBody\n"
+            ),
+        )
+        entries = _mod.build_registry()
+        assert entries[0]["license"] == "MIT"
+        assert entries[0]["author"] == "jane"
+        assert entries[0]["source"] == "https://github.com/jane/skills"
+        assert _mod.validate_entries(entries) == []
diff --git a/tests/test_validate_skill.py b/tests/test_validate_skill.py
index edd6c8e39..26c38636d 100644
--- a/tests/test_validate_skill.py
+++ b/tests/test_validate_skill.py
@@ -822,11 +822,71 @@ def test_loader_reads_manifest_schema_toml(self):
         assert enforced["max_description_length"] == 200
         assert enforced["min_tags"] == 1
         assert enforced["max_tags"] == 5
+        assert enforced["tag_pattern"] == TAG_PATTERN.pattern
+        assert enforced["invoke_pattern"] == "^[a-z0-9][a-z0-9-]*:[a-z0-9][a-z0-9-]*$"
+
+    def test_loader_fails_on_missing_file(self, tmp_path):
+        """A missing schema must stop validation, never fall back (F110)."""
+        with pytest.raises(ValueError, match="cannot read"):
+            load_enforced_schema(tmp_path / "manifest-schema.toml")
+
+    def test_loader_fails_on_invalid_toml(self, tmp_path):
+        bad = tmp_path / "manifest-schema.toml"
+        bad.write_text("[enforced\nmax_tags = 5\n", encoding="utf-8")
+        with pytest.raises(ValueError, match="not valid TOML"):
+            load_enforced_schema(bad)
+
+    def test_loader_fails_without_enforced_table(self, tmp_path):
+        bad = tmp_path / "manifest-schema.toml"
+        bad.write_text('[schema]\nversion = "2.0"\n', encoding="utf-8")
+        with pytest.raises(ValueError, match=r"no \[enforced\] table"):
+            load_enforced_schema(bad)
+
+    @pytest.mark.parametrize(
+        "enforced, message",
+        [
+            ('required_fields = ["name"]\nmax_description_length = 200\nmin_tags = 1\nmax_tags = 5\n',
+             "tag_pattern must be a str"),
+            ('required_fields = ["name"]\nmax_description_length = true\nmin_tags = 1\n'
+             'max_tags = 5\ntag_pattern = "^a$"\n', "max_description_length must be a int"),
+            ('required_fields = [1]\nmax_description_length = 200\nmin_tags = 1\nmax_tags = 5\n'
+             'tag_pattern = "^a$"\n', "must list strings"),
+            ('required_fields = ["name"]\nmax_description_length = 200\nmin_tags = 1\nmax_tags = 5\n'
+             'tag_pattern = "("\n', "invalid regular expression"),
+        ],
+    )
+    def test_loader_rejects_incomplete_or_malformed_enforced(self, tmp_path, enforced, message):
+        bad = tmp_path / "manifest-schema.toml"
+        bad.write_text(
+            '[fields.invoke]\npattern = "^a:b$"\n\n[enforced]\n' + enforced, encoding="utf-8"
+        )
+        with pytest.raises(ValueError, match=message):
+            load_enforced_schema(bad)
+
+    def test_loader_requires_invoke_pattern(self, tmp_path):
+        bad = tmp_path / "manifest-schema.toml"
+        bad.write_text(
+            '[enforced]\nrequired_fields = ["name"]\nmax_description_length = 200\n'
+            'min_tags = 1\nmax_tags = 5\ntag_pattern = "^a$"\n',
+            encoding="utf-8",
+        )
+        with pytest.raises(ValueError, match=r"\[fields.invoke\].pattern"):
+            load_enforced_schema(bad)
+
+    def test_validator_exits_when_schema_is_missing(self, tmp_path):
+        """Importing the validator without its schema is a hard error."""
+        import shutil
+        import subprocess
+
+        tools = Path(__file__).resolve().parent.parent / "tools"
+        shutil.copytree(tools, tmp_path / "tools", ignore=shutil.ignore_patterns("__pycache__"))
+        (tmp_path / "categories").mkdir()
+        proc = subprocess.run(
+            [sys.executable, str(tmp_path / "tools" / "validate_skill.py"), "--all"],
+            capture_output=True,
+            text=True,
+            check=False,
+        )
+        assert proc.returncode == 2
+        assert "manifest-schema.toml" in proc.stderr
 
-    def test_loader_falls_back_on_missing_file(self, monkeypatch, tmp_path):
-        """A missing/unparseable schema must fall back to the historical
-        defaults rather than relaxing validation."""
-        monkeypatch.setattr("validate_skill.REPO_ROOT", tmp_path)
-        enforced = load_enforced_schema()
-        assert set(enforced["required_fields"]) == {"name", "description", "license"}
-        assert enforced["max_tags"] == 5
diff --git a/tools/bump_version.py b/tools/bump_version.py
index 9d896586f..5e6f7b769 100644
--- a/tools/bump_version.py
+++ b/tools/bump_version.py
@@ -32,8 +32,10 @@ def update_json_version(path, new_version):
     data = json.loads(path.read_text())
     if "version" in data:
         data["version"] = new_version
-    if "plugins" in data and len(data["plugins"]) > 0:
-        data["plugins"][0]["version"] = new_version
+    # marketplace.json lists one plugin per category; keep them all in step.
+    for plugin in data.get("plugins", []):
+        if isinstance(plugin, dict):
+            plugin["version"] = new_version
     path.write_text(json.dumps(data, indent=2) + "\n")
 
 
diff --git a/tools/check_agentskills.py b/tools/check_agentskills.py
new file mode 100644
index 000000000..93dabcd41
--- /dev/null
+++ b/tools/check_agentskills.py
@@ -0,0 +1,153 @@
+#!/usr/bin/env python3
+"""Check skills against the Agent Skills open standard (agentskills.io).
+
+The specification allows only these top-level frontmatter fields: name,
+description, license, compatibility, metadata (a string-to-string map) and
+allowed-tools. `name` must be 1-64 lowercase letters, digits and single
+hyphens, must not start or end with a hyphen, and must match the directory.
+`description` must be 1-1024 characters and `compatibility` 1-500 characters.
+These rules mirror the reference validator (`skills-ref validate`).
+
+The corpus predates the standard: nearly every skill carries a top-level
+`tags` list, so most skills are not strictly conformant. This tool therefore
+has two modes:
+
+* ``--all`` prints a per-rule summary for the whole corpus and exits 0. It
+  measures the gap; it is not a gate.
+* ``--strict PATH...`` checks the given skill or category directories and
+  exits 1 on any violation. CI uses it for first-party skills, which must
+  stay conformant.
+"""
+
+from __future__ import annotations
+
+import argparse
+import re
+import sys
+from collections import Counter
+from pathlib import Path
+
+sys.path.insert(0, str(Path(__file__).resolve().parent))
+from frontmatter import parse_frontmatter  # noqa: E402
+from skill_discovery import iter_skills  # noqa: E402
+
+REPO_ROOT = Path(__file__).resolve().parent.parent
+CATEGORIES_DIR = REPO_ROOT / "categories"
+
+ALLOWED_FIELDS = frozenset(
+    {"name", "description", "license", "compatibility", "metadata", "allowed-tools"}
+)
+NAME_RE = re.compile(r"^[a-z0-9]+(-[a-z0-9]+)*$")
+MAX_NAME = 64
+MAX_DESCRIPTION = 1024
+MAX_COMPATIBILITY = 500
+
+
+def check_skill(skill_dir: Path) -> list[tuple[str, str]]:
+    """Return [(rule_id, message)] for one skill directory."""
+    skill_md = skill_dir / "SKILL.md"
+    try:
+        frontmatter, _ = parse_frontmatter(skill_md.read_text(encoding="utf-8"))
+    except (OSError, UnicodeDecodeError) as exc:
+        return [("unreadable", f"cannot read SKILL.md: {exc}")]
+    if frontmatter is None:
+        return [("frontmatter", "SKILL.md has no YAML frontmatter mapping")]
+
+    problems: list[tuple[str, str]] = []
+    extra = sorted(str(key) for key in frontmatter if key not in ALLOWED_FIELDS)
+    if extra:
+        problems.append(("unexpected-field", f"non-spec top-level fields: {', '.join(extra)}"))
+
+    name = frontmatter.get("name")
+    if not isinstance(name, str) or not name:
+        problems.append(("name", "name must be a non-empty string"))
+    else:
+        if len(name) > MAX_NAME:
+            problems.append(("name-length", f"name is {len(name)} chars (max {MAX_NAME})"))
+        if not NAME_RE.match(name):
+            problems.append(
+                ("name-format", f"name {name!r} must be lowercase a-z/0-9 with single inner hyphens")
+            )
+        if name != skill_dir.name:
+            problems.append(("name-directory", f"name {name!r} != directory {skill_dir.name!r}"))
+
+    description = frontmatter.get("description")
+    if not isinstance(description, str) or not description.strip():
+        problems.append(("description", "description must be a non-empty string"))
+    elif len(description) > MAX_DESCRIPTION:
+        problems.append(
+            ("description-length", f"description is {len(description)} chars (max {MAX_DESCRIPTION})")
+        )
+
+    if "compatibility" in frontmatter:
+        compatibility = frontmatter["compatibility"]
+        if not isinstance(compatibility, str) or not 1 <= len(compatibility) <= MAX_COMPATIBILITY:
+            problems.append(("compatibility", f"compatibility must be 1-{MAX_COMPATIBILITY} chars"))
+
+    if "metadata" in frontmatter:
+        metadata = frontmatter["metadata"]
+        if not isinstance(metadata, dict) or not all(
+            isinstance(k, str) and isinstance(v, str) for k, v in metadata.items()
+        ):
+            problems.append(("metadata", "metadata must map string keys to string values"))
+
+    if "allowed-tools" in frontmatter and not isinstance(frontmatter["allowed-tools"], str):
+        problems.append(("allowed-tools", "allowed-tools must be a space-separated string"))
+    if "license" in frontmatter and not isinstance(frontmatter["license"], str):
+        problems.append(("license", "license must be a string"))
+    return problems
+
+
+def expand(paths: list[Path]) -> list[Path]:
+    """Expand category directories into their skill directories."""
+    skills: list[Path] = []
+    for path in paths:
+        if (path / "SKILL.md").is_file():
+            skills.append(path)
+        elif path.is_dir():
+            skills.extend(p for p in sorted(path.iterdir()) if (p / "SKILL.md").is_file())
+    return skills
+
+
+def main(argv: list[str] | None = None) -> int:
+    parser = argparse.ArgumentParser(description=__doc__.splitlines()[0])
+    mode = parser.add_mutually_exclusive_group(required=True)
+    mode.add_argument("--all", action="store_true", help="summarize the whole corpus (exit 0)")
+    mode.add_argument(
+        "--strict", nargs="+", type=Path, metavar="PATH",
+        help="skill or category directories that must conform (exit 1 on violations)",
+    )
+    args = parser.parse_args(argv)
+
+    if args.all:
+        total = 0
+        conformant = 0
+        rules: Counter[str] = Counter()
+        for skill_dir in iter_skills(CATEGORIES_DIR):
+            total += 1
+            problems = check_skill(skill_dir)
+            if not problems:
+                conformant += 1
+            rules.update({rule for rule, _ in problems})
+        print(f"Agent Skills conformance: {conformant}/{total} skills conform")
+        for rule, count in sorted(rules.items(), key=lambda item: (-item[1], item[0])):
+            print(f"  {rule}: {count}")
+        return 0
+
+    skills = expand(args.strict)
+    if not skills:
+        print("✗ no skills found in the given paths")
+        return 1
+    failures = 0
+    for skill_dir in skills:
+        for rule, message in check_skill(skill_dir):
+            failures += 1
+            print(f"✗ {skill_dir}: [{rule}] {message}")
+    if failures:
+        return 1
+    print(f"✓ {len(skills)} skill(s) conform to the Agent Skills specification")
+    return 0
+
+
+if __name__ == "__main__":
+    sys.exit(main())
diff --git a/tools/check_licenses.py b/tools/check_licenses.py
index 10515ac55..ba5425739 100644
--- a/tools/check_licenses.py
+++ b/tools/check_licenses.py
@@ -1,12 +1,19 @@
 #!/usr/bin/env python3
 """License-compatibility gate for ingested third-party skills.
 
-The repository is MIT-licensed, so copyleft (GPL/LGPL family) content copied
-into a skill directory would create a license-contamination problem. This check
-scans every per-skill LICENSE file for copyleft signatures and fails when one is
-found, encoding the policy documented in the root NOTICE.
+The repository is MIT-licensed, so copyleft (GPL/LGPL/AGPL family) content
+copied into a skill directory would create a license-contamination problem.
+This check fails when either
 
-Unlike the secret scan, this is strict by default: a GPL/LGPL LICENSE under an
+* a per-skill LICENSE file contains a copyleft license text, or
+* a skill's SKILL.md frontmatter declares a copyleft ``license`` value,
+
+encoding the policy documented in the root NOTICE. Skills that were reviewed
+and are known to declare a copyleft value for a documented reason are listed
+in ``tools/license_exceptions.txt``; an exception that no longer matches a
+violation is an error too, so the list can only shrink.
+
+Unlike the secret scan, this is strict by default: copyleft content under an
 MIT repo is a clear, actionable defect rather than a likely false positive.
 """
 
@@ -15,8 +22,12 @@
 import sys
 from pathlib import Path
 
+sys.path.insert(0, str(Path(__file__).resolve().parent))
+from frontmatter import parse_frontmatter  # noqa: E402
+
 REPO_ROOT = Path(__file__).resolve().parent.parent
 CATEGORIES_DIR = REPO_ROOT / "categories"
+EXCEPTIONS_PATH = Path(__file__).resolve().parent / "license_exceptions.txt"
 
 # Copyleft signatures that must not appear in a skill's LICENSE. CC-BY-SA is a
 # prose share-alike and is allowed for documentation skills, so it is not listed.
@@ -26,6 +37,14 @@
     ("AGPL", re.compile(r"GNU AFFERO GENERAL PUBLIC LICENSE", re.IGNORECASE)),
 ]
 
+# Copyleft identifiers in a frontmatter `license` value: SPDX ids such as
+# GPL-3.0, AGPL-3.0-only, LGPL-2.1, spellings like "GPLv3", and full names.
+FRONTMATTER_COPYLEFT = re.compile(
+    r"(?<![A-Za-z])(?:A|L)?GPL(?:v\d)?(?![A-Za-z])"
+    r"|GNU\s+(?:AFFERO\s+|LESSER\s+)?GENERAL\s+PUBLIC\s+LICEN[CS]E",
+    re.IGNORECASE,
+)
+
 
 def iter_license_files():
     if not CATEGORIES_DIR.exists():
@@ -35,14 +54,48 @@ def iter_license_files():
             yield path
 
 
-def main():
-    parser = argparse.ArgumentParser(description="Check skill licenses for copyleft contamination")
-    parser.add_argument(
-        "--warn", action="store_true", help="report but do not fail (default: fail)"
-    )
-    args = parser.parse_args()
+def iter_skill_manifests():
+    if not CATEGORIES_DIR.exists():
+        return
+    for path in sorted(CATEGORIES_DIR.glob("*/*/SKILL.md")):
+        if path.is_file():
+            yield path
+
+
+def frontmatter_license(skill_md: Path) -> str | None:
+    """Return the frontmatter `license` value as text, or None."""
+    try:
+        frontmatter, _ = parse_frontmatter(skill_md.read_text(encoding="utf-8"))
+    except (OSError, UnicodeDecodeError):
+        return None
+    if not frontmatter:
+        return None
+    value = frontmatter.get("license")
+    return value if isinstance(value, str) else None
 
-    violations = []
+
+def is_copyleft_license_value(value: str) -> bool:
+    return bool(FRONTMATTER_COPYLEFT.search(value))
+
+
+def load_exceptions(path: Path | None = None) -> set[str]:
+    """Load reviewed exceptions: one repo-relative skill directory per line."""
+    path = EXCEPTIONS_PATH if path is None else path
+    try:
+        lines = path.read_text(encoding="utf-8").splitlines()
+    except OSError:
+        return set()
+    entries = set()
+    for line in lines:
+        entry = line.split("#", 1)[0].strip()
+        if entry:
+            entries.add(entry)
+    return entries
+
+
+def find_violations() -> tuple[list[tuple[str, str]], int]:
+    """Return ([(skill_or_file, reason)], number_of_sources_checked)."""
+    violations: list[tuple[str, str]] = []
     checked = 0
     for lic in iter_license_files():
         checked += 1
@@ -52,20 +105,46 @@ def main():
             continue
         for name, rx in COPYLEFT_PATTERNS:
             if rx.search(text):
-                violations.append((lic.relative_to(REPO_ROOT), name))
+                violations.append((str(lic.relative_to(REPO_ROOT)), f"LICENSE file is {name}"))
                 break
+    for skill_md in iter_skill_manifests():
+        checked += 1
+        value = frontmatter_license(skill_md)
+        if value and is_copyleft_license_value(value):
+            skill_dir = str(skill_md.parent.relative_to(REPO_ROOT))
+            violations.append((skill_dir, f"frontmatter license: {value!r}"))
+    return violations, checked
 
-    if not violations:
-        print(f"✓ No copyleft-licensed skills found ({checked} LICENSE files checked)")
-        return
 
-    print(
-        f"{'⚠' if args.warn else '✗'} {len(violations)} copyleft-licensed "
-        f"skill(s) under an MIT repo:"
+def main():
+    parser = argparse.ArgumentParser(description="Check skill licenses for copyleft contamination")
+    parser.add_argument(
+        "--warn", action="store_true", help="report but do not fail (default: fail)"
     )
-    for rel, name in violations:
-        print(f"  - {rel}: {name}")
-    print("  Copyleft (GPL/LGPL/AGPL) content must not be vendored — see NOTICE.")
+    args = parser.parse_args()
+
+    violations, checked = find_violations()
+    exceptions = load_exceptions()
+    new = [(where, why) for where, why in violations if where not in exceptions]
+    stale = sorted(exceptions - {where for where, _ in violations})
+
+    if not new and not stale:
+        print(
+            f"✓ No unreviewed copyleft-licensed skills found ({checked} LICENSE files and "
+            f"SKILL.md frontmatter checked; {len(exceptions)} reviewed exception(s))"
+        )
+        return
+
+    mark = "⚠" if args.warn else "✗"
+    if new:
+        print(f"{mark} {len(new)} copyleft-licensed skill(s) under an MIT repo:")
+        for where, why in new:
+            print(f"  - {where}: {why}")
+        print("  Copyleft (GPL/LGPL/AGPL) content must not be vendored — see NOTICE.")
+    if stale:
+        print(f"{mark} {len(stale)} stale entr(y/ies) in {EXCEPTIONS_PATH.name}; remove:")
+        for where in stale:
+            print(f"  - {where}")
     if not args.warn:
         sys.exit(1)
 
diff --git a/tools/frontmatter.py b/tools/frontmatter.py
index f40074b9e..0bda11078 100644
--- a/tools/frontmatter.py
+++ b/tools/frontmatter.py
@@ -2,6 +2,7 @@
 
 from __future__ import annotations
 
+import re
 from typing import Any
 
 import yaml
@@ -43,3 +44,22 @@ def parse_frontmatter_dict(content: str) -> dict[str, Any] | None:
     """
     fm, _ = parse_frontmatter(content)
     return fm
+
+
+def frontmatter_tags(frontmatter: dict[str, Any]) -> Any:
+    """Return a skill's raw tags value.
+
+    Top-level ``tags`` (a list or comma-separated string) is the corpus
+    convention. The Agent Skills specification (agentskills.io) allows only
+    name, description, license, compatibility, metadata and allowed-tools at
+    the top level, so a spec-conformant skill may instead put a comma- or
+    space-separated string in ``metadata.tags``. Top-level ``tags`` wins when
+    both are present. Returns None when neither is set; other types are
+    returned unchanged so callers can report them.
+    """
+    if "tags" in frontmatter:
+        return frontmatter["tags"]
+    metadata = frontmatter.get("metadata")
+    if isinstance(metadata, dict) and isinstance(metadata.get("tags"), str):
+        return [tag for tag in re.split(r"[,\s]+", metadata["tags"]) if tag]
+    return None
diff --git a/tools/license_exceptions.txt b/tools/license_exceptions.txt
new file mode 100644
index 000000000..7d485faf2
--- /dev/null
+++ b/tools/license_exceptions.txt
@@ -0,0 +1,23 @@
+# Reviewed exceptions to tools/check_licenses.py (copyleft frontmatter values).
+#
+# One repo-relative skill directory per line; text after `#` is the reason.
+# This list may only shrink: an entry that no longer matches a violation fails
+# the check. Do not add entries to get CI green; relicense or remove the skill.
+# Each entry below is pending owner review (2026-09-27).
+
+# K-Dense scientific skills: the upstream repository
+# (K-Dense-AI/claude-scientific-skills) is MIT-licensed; its per-skill
+# `license` field names the license of the Python/Octave library the skill
+# teaches, not the skill text. Fix: relabel `license:` to the skill's own
+# license (MIT) and keep the library license in the body or `metadata`.
+categories/scientific/sci-bioservices  # library BioServices is GPLv3
+categories/scientific/sci-cobrapy  # library COBRApy is GPL-2.0/LGPL
+categories/scientific/sci-etetoolkit  # library ETE Toolkit is GPL-3.0
+categories/scientific/sci-matlab  # Octave is GPL-3.0; MATLAB is proprietary
+categories/scientific/sci-pathml  # library PathML is GPL-2.0
+categories/scientific/sci-scikit-survival  # library scikit-survival is GPL-3.0
+
+# Declares AGPL-3.0 for the skill itself. Needs a provenance decision:
+# relicense with the author's consent, or remove the skill.
+categories/general/ag-skyvern-browser-automation  # source_repo Skyvern-AI/skyvern (AGPL-3.0)
+categories/general/composio-twitter-algorithm-optimizer  # "referencing Twitter's algorithm source" (AGPL-3.0)
diff --git a/tools/migrate_oversized_skills.py b/tools/migrate_oversized_skills.py
index b959356a8..84a30192d 100644
--- a/tools/migrate_oversized_skills.py
+++ b/tools/migrate_oversized_skills.py
@@ -423,7 +423,7 @@ def _validate_existing_migration(
         )
     first_line = 1
     indexed_parts: list[ReferencePart] = []
-    for path, content in zip(expected_paths, contents):
+    for path, content in zip(expected_paths, contents, strict=True):
         text = content.decode("utf-8")
         line_breaks = tuple(LINE_BREAK_RE.finditer(text))
         ends_with_line_break = bool(line_breaks and line_breaks[-1].end() == len(text))
diff --git a/tools/package_skill.py b/tools/package_skill.py
index 7ca6cb404..2b816f6b4 100644
--- a/tools/package_skill.py
+++ b/tools/package_skill.py
@@ -8,7 +8,7 @@
 import subprocess
 import sys
 import tarfile
-from datetime import datetime, timezone
+from datetime import UTC, datetime
 from pathlib import Path
 
 try:
@@ -40,7 +40,7 @@ def _display_path(path: Path) -> str:
 # (archive_path, meta_path), so they must be constrained to safe filename
 # characters before use — otherwise a frontmatter version like
 # "../../../../tmp/pwned" writes the archive outside dist/. These match the
-# same shape enforced in manifest-schema.toml / scripts/validate-skill-manifest.py.
+# shape of the name/version patterns in manifest-schema.toml [fields].
 SAFE_NAME_RE = re.compile(r"^[a-zA-Z0-9][a-zA-Z0-9_.-]{0,119}$")
 SAFE_VERSION_RE = re.compile(r"^\d+\.\d+(\.\d+)?$")
 
@@ -150,7 +150,7 @@ def main():
     metadata = {
         "name": skill_name,
         "version": version,
-        "packaged_at": datetime.now(timezone.utc).isoformat(),
+        "packaged_at": datetime.now(UTC).isoformat(),
         "archive": archive_name,
         "sha256": checksum,
         "file_count": sum(len(files) for _, _, files in os.walk(skill_path)),
diff --git a/tools/registry_schema.py b/tools/registry_schema.py
index 328424f63..71e66a1b2 100644
--- a/tools/registry_schema.py
+++ b/tools/registry_schema.py
@@ -75,7 +75,11 @@
         },
         "license": {
             "type": "string",
-            "description": "SPDX license identifier of the ingested skill",
+            "description": "License declared in the skill's frontmatter (ideally SPDX)",
+        },
+        "author": {
+            "type": "string",
+            "description": "Author declared in the skill's frontmatter",
         },
         "repo": {
             "type": "string",
diff --git a/tools/skill_graph.py b/tools/skill_graph.py
index 3ba20d14c..9896aa797 100644
--- a/tools/skill_graph.py
+++ b/tools/skill_graph.py
@@ -6,7 +6,7 @@
 import argparse
 import hashlib
 import json
-from datetime import datetime, timezone
+from datetime import UTC, datetime
 from pathlib import Path
 from typing import Any, Optional
 
@@ -260,7 +260,7 @@ def main(argv: Optional[list[str]] = None) -> int:  # noqa: UP045 -- Python 3.9
     )
     args = parser.parse_args(argv)
 
-    generated_at = args.generated_at or datetime.now(timezone.utc).isoformat().replace(
+    generated_at = args.generated_at or datetime.now(UTC).isoformat().replace(
         "+00:00", "Z"
     )
     version = (REPO_ROOT / "VERSION").read_text(encoding="utf-8").strip()
diff --git a/tools/sync_marketplace.py b/tools/sync_marketplace.py
index 4abd3cfee..2f34b27ba 100644
--- a/tools/sync_marketplace.py
+++ b/tools/sync_marketplace.py
@@ -1,5 +1,22 @@
 #!/usr/bin/env python3
-"""Generate marketplace.json skills array from categories/ directory."""
+"""Generate .claude-plugin/marketplace.json from the categories/ directory.
+
+The marketplace publishes one Claude Code plugin per category, named
+``graycode-skills-<category>``. Each plugin's ``source`` is its category
+directory and its ``skills`` field is the directory path ``./`` (relative to
+that source); Claude Code discovers every ``<skill>/SKILL.md`` below it and
+caches only that category when the plugin is installed. This is the shape
+`claude plugin validate --strict` accepts. The previous shape, a single plugin
+whose ``skills`` held 14k ``{name, path, invoke}`` objects, was rejected with
+``plugins.0.skills: Invalid input``.
+
+Per-category plugins also let users enable only what they need: every
+installed skill's description is added to each session's context.
+
+Top-level keys already in marketplace.json (``name``, ``owner``,
+``description``, ...) are preserved; ``plugins`` is regenerated. Every plugin
+carries the version from the VERSION file.
+"""
 
 import json
 import sys
@@ -9,6 +26,17 @@
 REPO_ROOT = Path(__file__).resolve().parent.parent
 CATEGORIES_DIR = REPO_ROOT / "categories"
 MARKETPLACE = REPO_ROOT / ".claude-plugin" / "marketplace.json"
+VERSION_FILE = REPO_ROOT / "VERSION"
+
+PLUGIN_PREFIX = "graycode-skills-"
+DEFAULT_TOP_LEVEL: dict[str, Any] = {
+    "name": "graycode-skills",
+    "owner": {"name": "GrayCode AI", "url": "https://github.com/GrayCodeAI"},
+    "description": (
+        "GrayCode Skills: community Agent Skills (SKILL.md) packages for Rho and "
+        "other Agent Skills clients, one plugin per category."
+    ),
+}
 
 # Add tools directory to path for shared imports
 sys.path.insert(0, str(Path(__file__).resolve().parent))
@@ -32,10 +60,10 @@ def extract_frontmatter(skill_md: Path) -> dict[str, Any]:
 
 
 def build_skills() -> list[dict[str, str]]:
-    """Scan categories/ and return the marketplace skills array.
+    """Scan categories/ and return one {name, category, path} per skill.
 
-    Raises SystemExit if two skills resolve to the same name — a silent
-    collision would make one skill's marketplace entry unreachable.
+    Raises SystemExit if two skills resolve to the same name: skill names are
+    the user-facing identifiers, so a collision would make one unreachable.
     """
     skills = []
     seen_names: dict[str, str] = {}  # name -> path that claimed it
@@ -58,66 +86,104 @@ def build_skills() -> list[dict[str, str]]:
                 file=sys.stderr,
             )
         name = fm_name or skill_dir.name
-        path = str(skill_dir.relative_to(REPO_ROOT))
+        path = skill_dir.relative_to(REPO_ROOT).as_posix()
         if name in seen_names:
             raise SystemExit(f"✗ Duplicate skill name '{name}': {seen_names[name]} and {path}")
         seen_names[name] = path
-        invoke = fm.get("invoke", f"/graycode:{name}")
-        skills.append(
+        skills.append({"name": name, "category": skill_dir.parent.name, "path": path})
+    return skills
+
+
+def read_version(template: dict[str, Any]) -> str:
+    """Return VERSION, falling back to the template's first plugin version."""
+    try:
+        version = VERSION_FILE.read_text(encoding="utf-8").strip()
+    except OSError:
+        version = ""
+    if version:
+        return version
+    plugins = template.get("plugins")
+    if isinstance(plugins, list) and plugins and isinstance(plugins[0], dict):
+        return str(plugins[0].get("version", "0.0.0"))
+    return "0.0.0"
+
+
+def build_plugins(skills: list[dict[str, str]], version: str) -> list[dict[str, Any]]:
+    """Return one plugin entry per category, sorted by category."""
+    counts: dict[str, int] = {}
+    for skill in skills:
+        counts[skill["category"]] = counts.get(skill["category"], 0) + 1
+    plugins = []
+    for category in sorted(counts):
+        count = counts[category]
+        noun = "skill" if count == 1 else "skills"
+        plugins.append(
             {
-                "name": name,
-                "path": path,
-                "invoke": invoke,
+                "name": f"{PLUGIN_PREFIX}{category}",
+                "source": f"./categories/{category}",
+                "description": f"GrayCode Skills, {category} category: {count} {noun}.",
+                "version": version,
+                "skills": ["./"],
             }
         )
-    return skills
+    return plugins
 
 
-def render(skills: list[dict[str, str]]) -> str:
-    """Return the marketplace.json text with skills populated."""
+def load_template() -> dict[str, Any]:
+    """Read the existing marketplace.json (its top-level keys are preserved)."""
     try:
         raw = MARKETPLACE.read_text(encoding="utf-8")
     except FileNotFoundError:
         raise SystemExit(
-            f"✗ Marketplace template not found: {MARKETPLACE.relative_to(REPO_ROOT)}"
+            f"✗ Marketplace template not found: {_display_path(MARKETPLACE)}"
         ) from None
     except OSError as exc:
-        raise SystemExit(f"✗ Cannot read {MARKETPLACE.relative_to(REPO_ROOT)}: {exc}") from None
+        raise SystemExit(f"✗ Cannot read {_display_path(MARKETPLACE)}: {exc}") from None
     try:
         data = json.loads(raw)
     except json.JSONDecodeError as exc:
+        raise SystemExit(f"✗ {_display_path(MARKETPLACE)} is not valid JSON: {exc}") from None
+    if not isinstance(data, dict):
         raise SystemExit(
-            f"✗ {MARKETPLACE.relative_to(REPO_ROOT)} is not valid JSON: {exc}"
-        ) from None
-
-    plugins = data.get("plugins") if isinstance(data, dict) else None
-    if not isinstance(plugins, list) or not plugins or not isinstance(plugins[0], dict):
-        raise SystemExit(
-            f"✗ {MARKETPLACE.relative_to(REPO_ROOT)} has unexpected structure: "
-            "expected a top-level object with a non-empty 'plugins' array of objects"
+            f"✗ {_display_path(MARKETPLACE)} has unexpected structure: "
+            "expected a top-level JSON object"
         )
-    plugins[0]["skills"] = skills
-    return json.dumps(data, indent=2) + "\n"
+    return data
+
+
+def render(skills: list[dict[str, str]]) -> str:
+    """Return the marketplace.json text for the given skills."""
+    template = load_template()
+    document: dict[str, Any] = {}
+    for key, default in DEFAULT_TOP_LEVEL.items():
+        document[key] = template.get(key, default)
+    for key, value in template.items():
+        if key not in document and key != "plugins":
+            document[key] = value
+    document["plugins"] = build_plugins(skills, read_version(template))
+    return json.dumps(document, indent=2) + "\n"
 
 
 def main() -> None:
     check_only = "--check" in sys.argv[1:]
     skills = build_skills()
     rendered = render(skills)
+    plugin_count = len(json.loads(rendered)["plugins"])
+    summary = f"{len(skills)} skills in {plugin_count} category plugins"
 
     if check_only:
-        current = MARKETPLACE.read_text() if MARKETPLACE.exists() else ""
+        current = MARKETPLACE.read_text(encoding="utf-8") if MARKETPLACE.exists() else ""
         if current != rendered:
             print(
                 f"✗ marketplace.json is out of sync with categories/ "
-                f"({len(skills)} skills). Run: python3 tools/sync_marketplace.py"
+                f"({summary}). Run: python3 tools/sync_marketplace.py"
             )
             sys.exit(1)
-        print(f"✓ marketplace.json in sync ({len(skills)} skills)")
+        print(f"✓ marketplace.json in sync ({summary})")
         return
 
-    MARKETPLACE.write_text(rendered)
-    print(f"✓ Synced {len(skills)} skills to marketplace.json")
+    MARKETPLACE.write_text(rendered, encoding="utf-8")
+    print(f"✓ Synced {summary} to marketplace.json")
 
 
 if __name__ == "__main__":
diff --git a/tools/update_registry.py b/tools/update_registry.py
index f864f4421..b31c1893b 100644
--- a/tools/update_registry.py
+++ b/tools/update_registry.py
@@ -15,7 +15,7 @@
 
 # Add tools directory to path for shared imports
 sys.path.insert(0, str(Path(__file__).resolve().parent))
-from frontmatter import parse_frontmatter
+from frontmatter import frontmatter_tags, parse_frontmatter
 from registry_schema import validate_registry_entry
 from skill_discovery import iter_skills
 
@@ -23,8 +23,8 @@
 CATEGORIES_DIR = REPO_ROOT / "categories"
 REGISTRY_PATH = REPO_ROOT / "registry.json"
 
-# The GitHub slug every skill in this repo is installed from. graycode-cli
-# builds its clone URL from this field (internal/plugin/auto_skill.go).
+# The GitHub slug every skill in this repo is installed from. Rho builds its
+# clone URL from this field (`rho skills install <repo> <name>`).
 REGISTRY_REPO = "GrayCodeAI/graycode-skills"
 
 console = Console()
@@ -41,17 +41,64 @@ def _display_path(path: Path) -> str:
 # parse_frontmatter is now imported from frontmatter module
 
 
+# Local build/OS artifacts that are gitignored and never shipped. CI runs
+# `python -m compileall categories` before generating the registry, so without
+# this filter `file_count` depended on whether bytecode happened to exist.
+# Tracked dotfiles such as .gitkeep are real skill files and still count.
+GENERATED_DIR_NAMES = frozenset({"__pycache__"})
+GENERATED_FILE_NAMES = frozenset({".DS_Store"})
+GENERATED_FILE_SUFFIXES = (".pyc", ".pyo")
+
+
+def _is_generated_file(name: str) -> bool:
+    return name in GENERATED_FILE_NAMES or name.endswith(GENERATED_FILE_SUFFIXES)
+
+
 def count_files(path: Path) -> int:
-    """Count files in a directory recursively."""
-    return sum(len(files) for _, _, files in os.walk(path))
+    """Count shipped files in a directory recursively (bytecode excluded)."""
+    total = 0
+    for _root, dirnames, filenames in os.walk(path):
+        dirnames[:] = [d for d in dirnames if d not in GENERATED_DIR_NAMES]
+        total += sum(1 for name in filenames if not _is_generated_file(name))
+    return total
 
 
 def has_scripts_dir(path: Path) -> bool:
-    """Check if skill has a scripts/ directory with files."""
+    """Check if skill has a scripts/ directory with shipped files."""
     scripts_dir = path / "scripts"
-    if not scripts_dir.exists():
+    if not scripts_dir.is_dir():
         return False
-    return any(scripts_dir.iterdir())
+    return count_files(scripts_dir) > 0
+
+
+def _single_line(value: object) -> str | None:
+    """Return a non-empty string with whitespace collapsed, else None."""
+    if not isinstance(value, str):
+        return None
+    text = " ".join(value.split())
+    return text or None
+
+
+def provenance_fields(frontmatter: dict) -> dict[str, str]:
+    """Provenance a registry entry carries, taken from the skill's frontmatter.
+
+    * ``license``: the frontmatter ``license`` value (a required field).
+    * ``author``: the frontmatter ``author`` value, when it is a string.
+    * ``source``: the frontmatter ``source`` value, only when it is an
+      http(s) URL (the corpus also uses labels such as "community", which
+      are not provenance).
+    """
+    fields: dict[str, str] = {}
+    license_value = _single_line(frontmatter.get("license"))
+    if license_value:
+        fields["license"] = license_value
+    author = _single_line(frontmatter.get("author"))
+    if author:
+        fields["author"] = author
+    source = _single_line(frontmatter.get("source"))
+    if source and source.startswith(("https://", "http://")) and " " not in source:
+        fields["source"] = source
+    return fields
 
 
 def _build_registry_with_duplicates() -> tuple[list[dict], list[tuple[str, str, str]]]:
@@ -102,7 +149,7 @@ def _build_registry_with_duplicates() -> tuple[list[dict], list[tuple[str, str,
         if isinstance(description, str):
             description = " ".join(description.split())[:200]
 
-        tags = frontmatter.get("tags", [])
+        tags = frontmatter_tags(frontmatter) or []
         if isinstance(tags, str):
             tags = [t.strip() for t in tags.split(",") if t.strip()]
         # Generate a default tag from category if tags are empty
@@ -127,6 +174,7 @@ def _build_registry_with_duplicates() -> tuple[list[dict], list[tuple[str, str,
             "file_count": count_files(skill_dir),
             "has_scripts": has_scripts_dir(skill_dir),
         }
+        entry.update(provenance_fields(frontmatter))
         entries.append(entry)
 
     # Sort alphabetically by name
@@ -168,8 +216,8 @@ def validate_entries(entries: list[dict]) -> list[str]:
 def render_registry(entries: list[dict]) -> str:
     """Render registry entries in the canonical on-disk format.
 
-    The top level is an object, not an array: graycode-cli parses
-    {version, updated_at, skills[]} (internal/plugin/registry.go). No
+    The top level is an object, not an array: Rho parses
+    {version, updated_at, skills[]} (rho internal/plugin/registry.go). No
     timestamp is emitted so that ``--check`` stays deterministic.
     """
     document = {"version": 1, "skills": entries}
diff --git a/tools/validate_skill.py b/tools/validate_skill.py
index 368e87dde..b9152b478 100644
--- a/tools/validate_skill.py
+++ b/tools/validate_skill.py
@@ -8,13 +8,12 @@
 import re
 import stat
 import sys
+import tomllib
 from collections import Counter
 from collections.abc import Iterator, Mapping
 from pathlib import Path
 from urllib.parse import unquote, urlsplit
 
-import tomllib
-
 try:
     from rich.console import Console
     from rich.table import Table
@@ -24,38 +23,72 @@
 
 # Add tools directory to path for shared imports
 sys.path.insert(0, str(Path(__file__).resolve().parent))
-from frontmatter import parse_frontmatter
+from frontmatter import frontmatter_tags, parse_frontmatter
 from skill_discovery import iter_skills
 
 REPO_ROOT = Path(__file__).resolve().parent.parent
 CATEGORIES_DIR = REPO_ROOT / "categories"
-
-
-def load_enforced_schema() -> dict:
-    """Load the enforced-schema section from manifest-schema.toml, the single
-    source of truth for the corpus gate. Falls back to the historical hardcoded
-    values if the file or section is missing, so a schema parse problem can
-    never silently relax validation."""
-    defaults = {
-        "required_fields": ["name", "description", "license"],
-        "max_description_length": 200,
-        "min_tags": 1,
-        "max_tags": 5,
-    }
+SCHEMA_PATH = REPO_ROOT / "manifest-schema.toml"
+
+# Keys that must be present in manifest-schema.toml [enforced], with the type
+# each value must have. There are deliberately no hard-coded fallbacks: a
+# missing or malformed schema stops validation instead of silently running a
+# different (possibly weaker) gate than the one the TOML documents.
+_ENFORCED_KEYS: dict[str, type] = {
+    "required_fields": list,
+    "max_description_length": int,
+    "min_tags": int,
+    "max_tags": int,
+    "tag_pattern": str,
+}
+
+
+def load_enforced_schema(path: Path | None = None) -> dict:
+    """Load the gate configuration from manifest-schema.toml.
+
+    Returns the [enforced] values plus ``invoke_pattern`` from
+    [fields.invoke]. Raises ValueError when the file is missing, is not valid
+    TOML, or lacks a key, so the gate can never fall back to other values.
+    """
+    schema_path = SCHEMA_PATH if path is None else path
     try:
-        with open(REPO_ROOT / "manifest-schema.toml", "rb") as fh:
+        with open(schema_path, "rb") as fh:
             data = tomllib.load(fh)
-        enforced = data.get("enforced", {})
-        merged = dict(defaults)
-        for key in defaults:
-            if key in enforced:
-                merged[key] = enforced[key]
-        return merged
-    except (OSError, tomllib.TOMLDecodeError):
-        return defaults
+    except OSError as exc:
+        raise ValueError(f"cannot read {schema_path}: {exc}") from exc
+    except tomllib.TOMLDecodeError as exc:
+        raise ValueError(f"{schema_path} is not valid TOML: {exc}") from exc
+
+    enforced = data.get("enforced")
+    if not isinstance(enforced, dict):
+        raise ValueError(f"{schema_path} has no [enforced] table")
+    schema: dict = {}
+    for key, expected in _ENFORCED_KEYS.items():
+        value = enforced.get(key)
+        if isinstance(value, bool) or not isinstance(value, expected):
+            raise ValueError(
+                f"{schema_path} [enforced].{key} must be a {expected.__name__}, got {value!r}"
+            )
+        schema[key] = value
+    if not all(isinstance(field, str) for field in schema["required_fields"]):
+        raise ValueError(f"{schema_path} [enforced].required_fields must list strings")
+    invoke_pattern = data.get("fields", {}).get("invoke", {}).get("pattern")
+    if not isinstance(invoke_pattern, str):
+        raise ValueError(f"{schema_path} [fields.invoke].pattern must be a string")
+    schema["invoke_pattern"] = invoke_pattern
+    try:
+        re.compile(schema["tag_pattern"])
+        re.compile(invoke_pattern)
+    except re.error as exc:
+        raise ValueError(f"{schema_path} has an invalid regular expression: {exc}") from exc
+    return schema
 
 
-_ENFORCED = load_enforced_schema()
+try:
+    _ENFORCED = load_enforced_schema()
+except ValueError as _schema_error:
+    print(f"Error: {_schema_error}", file=sys.stderr)
+    sys.exit(2)
 REQUIRED_FIELDS = set(_ENFORCED["required_fields"])
 MAX_DESCRIPTION_LEN = _ENFORCED["max_description_length"]
 MAX_FILE_SIZE = 100 * 1024  # 100KB — warning threshold
@@ -68,31 +101,10 @@ def load_enforced_schema() -> dict:
 # entries; shrink these skills instead.
 SIZE_ALLOWLIST_PATH = Path(__file__).resolve().parent / "skill_size_allowlist.txt"
 ASSET_EXTENSIONS = {".png", ".jpg", ".jpeg", ".gif", ".svg", ".webp", ".ico", ".pdf"}
-TAG_PATTERN = re.compile(r"^[a-z][a-z0-9]*(-[a-z0-9]+)*$")
+TAG_PATTERN = re.compile(_ENFORCED["tag_pattern"])
 MIN_TAGS = _ENFORCED["min_tags"]
 MAX_TAGS = _ENFORCED["max_tags"]
-
-# Agent Skills spec (agentskills.io) — recognized optional frontmatter fields.
-# These are informational for graycode-skills but must be well-formed
-# if present. See manifest-schema.toml for the full schema.
-AGENTSKILLS_OPTIONAL_FIELDS = frozenset(
-    {
-        "category",
-        "auto_invoke",
-        "compatibility",
-        "allowed_tools",
-        "agents",
-        "invoke",
-        "refs",
-        "chain_after",
-        "chain_before",
-        "chain_conflicts",
-        "chain_enhances",
-    }
-)
-CATEGORY_ENUM = {"engineering", "ops", "testing", "security", "devtools", "workflow"}
-AGENT_ENUM = {"graycode", "claude-code", "codex", "cursor", "windsurf", "github-actions"}
-INVOKE_RE = re.compile(r"^[a-z0-9][a-z0-9-]*:[a-z0-9][a-z0-9-]*$")
+INVOKE_RE = re.compile(_ENFORCED["invoke_pattern"])
 
 # Warning categories are stable machine-readable identifiers. Keep warning text
 # human-friendly, but use these identifiers for the checked-in CI ratchet so a
@@ -610,8 +622,11 @@ def validate_skill(skill_path: Path) -> ValidationResult:
             category="description-too-long",
         )
 
-    # Validate tags
-    tags = frontmatter.get("tags", [])
+    # Validate tags (top-level `tags`, or `metadata.tags` for skills that
+    # follow the Agent Skills spec's top-level field list).
+    tags = frontmatter_tags(frontmatter)
+    if tags is None:
+        tags = []
     if isinstance(tags, str):
         tags = [t.strip() for t in tags.split(",")]
     if not isinstance(tags, list):
@@ -656,6 +671,10 @@ def validate_skill(skill_path: Path) -> ValidationResult:
     if compatibility is not None and not isinstance(compatibility, str):
         result.error(f"compatibility must be a string, got {type(compatibility).__name__}")
 
+    # Only the legacy underscore spelling is type-checked here. The spec's
+    # `allowed-tools` also appears as a YAML list in ingested skills (tool
+    # names can contain spaces), which Claude Code accepts; strict spec
+    # conformance for it is reported by tools/check_agentskills.py instead.
     allowed_tools = frontmatter.get("allowed_tools")
     if allowed_tools is not None and not isinstance(allowed_tools, str):
         result.error(f"allowed_tools must be a string, got {type(allowed_tools).__name__}")
diff --git a/uv.lock b/uv.lock
index 1fb00cbb5..d78598a11 100644
--- a/uv.lock
+++ b/uv.lock
@@ -503,7 +503,7 @@ wheels = [
 
 [[package]]
 name = "graycode-skills"
-version = "0.0.1"
+version = "0.2.0"
 source = { editable = "." }
 dependencies = [
     { name = "cryptography" },