{
  "summary": {
    "total_analyzed": 89,
    "truly_new": 0,
    "duplicates": 2,
    "needs_review": 13,
    "invalid_sources": 74
  },
  "results": {
    "truly_new": [],
    "duplicates": [
      {
        "name": "react-best-practices",
        "reason": "Already exists in repository",
        "url": "https://github.com/vercel-labs/agent-skills/tree/main/skills/react-best-practices"
      },
      {
        "name": "postgres-best-practices",
        "reason": "Already exists in repository",
        "url": "https://github.com/supabase/agent-skills/tree/main/skills/supabase-postgres-best-practices"
      }
    ],
    "complementary": [],
    "needs_review": [
      {
        "name": "frontend-slides",
        "url": "https://github.com/zarazhangrui/frontend-slides",
        "raw_url": "https://github.com/zarazhangrui/frontend-slides/raw/main/SKILL.md",
        "description": "Generate animation-rich HTML presentations with visual style previews",
        "org": "zarazhangrui",
        "category": "Community Skills",
        "similar_to": [
          "frontend-patterns",
          "frontend-design"
        ],
        "similarity_analysis": {
          "is_duplicate": false,
          "is_complementary": false,
          "similarity_score": 0.7,
          "closest_match": "frontend-design",
          "reasoning": [
            "Similar to existing skill: frontend-patterns",
            "Similar to existing skill: frontend-design"
          ]
        }
      },
      {
        "name": "notebooklm-skill",
        "url": "https://github.com/PleasePrompto/notebooklm-skill",
        "raw_url": "https://github.com/PleasePrompto/notebooklm-skill/raw/master/SKILL.md",
        "description": "Interact with NotebookLM for document-based conversations",
        "org": "PleasePrompto",
        "category": "Community Skills",
        "similar_to": [
          "notebooklm",
          "slo-implementation"
        ],
        "similarity_analysis": {
          "is_duplicate": false,
          "is_complementary": false,
          "similarity_score": 0.7,
          "closest_match": "slo-implementation",
          "reasoning": [
            "Similar to existing skill: notebooklm",
            "Similar to existing skill: slo-implementation"
          ]
        }
      },
      {
        "name": "linear-claude-skill",
        "url": "https://github.com/wrsmith108/linear-claude-skill",
        "raw_url": "https://github.com/wrsmith108/linear-claude-skill/raw/main/SKILL.md",
        "description": "Manage Linear issues, projects, and teams",
        "org": "wrsmith108",
        "category": "Community Skills",
        "similar_to": [
          "api-design-principles",
          "seo-content-auditor"
        ],
        "similarity_analysis": {
          "is_duplicate": false,
          "is_complementary": false,
          "similarity_score": 0.7,
          "closest_match": "seo-content-auditor",
          "reasoning": [
            "Similar to existing skill: api-design-principles",
            "Similar to existing skill: seo-content-auditor"
          ]
        }
      },
      {
        "name": "skill-rails-upgrade",
        "url": "https://github.com/robzolkos/skill-rails-upgrade",
        "raw_url": "https://github.com/robzolkos/skill-rails-upgrade/raw/master/SKILL.md",
        "description": "Analyze Rails apps and provide upgrade assessments",
        "org": "robzolkos",
        "category": "Community Skills",
        "similar_to": [
          "api-design-principles"
        ],
        "similarity_analysis": {
          "is_duplicate": false,
          "is_complementary": false,
          "similarity_score": 0.7,
          "closest_match": "api-design-principles",
          "reasoning": [
            "Similar to existing skill: api-design-principles"
          ]
        }
      },
      {
        "name": "terraform-skill",
        "url": "https://github.com/antonbabenko/terraform-skill",
        "raw_url": "https://github.com/antonbabenko/terraform-skill/raw/master/SKILL.md",
        "description": "Terraform infrastructure as code best practices",
        "org": "antonbabenko",
        "category": "Community Skills",
        "similar_to": [
          "internal-comms",
          "skill-creator",
          "slack-gif-creator"
        ],
        "similarity_analysis": {
          "is_duplicate": false,
          "is_complementary": false,
          "similarity_score": 0.7,
          "closest_match": "slack-gif-creator",
          "reasoning": [
            "Similar to existing skill: internal-comms",
            "Similar to existing skill: skill-creator",
            "Similar to existing skill: slack-gif-creator"
          ]
        }
      },
      {
        "name": "context-fundamentals",
        "url": "https://github.com/muratcankoylan/Agent-Skills-for-Context-Engineering/tree/main/skills/context-fundamentals",
        "raw_url": "https://github.com/muratcankoylan/Agent-Skills-for-Context-Engineering/raw/main/SKILL.md",
        "description": "Understand what context is, why it matters, and the anatomy of context in agent systems",
        "org": "muratcankoylan",
        "category": "Community Skills",
        "similar_to": [
          "salesforce-development"
        ],
        "similarity_analysis": {
          "is_duplicate": false,
          "is_complementary": false,
          "similarity_score": 0.7,
          "closest_match": "salesforce-development",
          "reasoning": [
            "Similar to existing skill: salesforce-development"
          ]
        }
      },
      {
        "name": "context-degradation",
        "url": "https://github.com/muratcankoylan/Agent-Skills-for-Context-Engineering/tree/main/skills/context-degradation",
        "raw_url": "https://github.com/muratcankoylan/Agent-Skills-for-Context-Engineering/raw/main/SKILL.md",
        "description": "Recognize patterns of context failure: lost-in-middle, poisoning, distraction, and clash",
        "org": "muratcankoylan",
        "category": "Community Skills",
        "similar_to": [
          "design-orchestration",
          "production-code-audit",
          "react-modernization",
          "saga-orchestration",
          "screen-reader-testing",
          "seo-content-auditor",
          "vector-index-tuning"
        ],
        "similarity_analysis": {
          "is_duplicate": false,
          "is_complementary": false,
          "similarity_score": 0.7,
          "closest_match": "vector-index-tuning",
          "reasoning": [
            "Similar to existing skill: design-orchestration",
            "Similar to existing skill: production-code-audit",
            "Similar to existing skill: react-modernization",
            "Similar to existing skill: saga-orchestration",
            "Similar to existing skill: screen-reader-testing",
            "Similar to existing skill: seo-content-auditor",
            "Similar to existing skill: vector-index-tuning"
          ]
        }
      },
      {
        "name": "context-compression",
        "url": "https://github.com/muratcankoylan/Agent-Skills-for-Context-Engineering/tree/main/skills/context-compression",
        "raw_url": "https://github.com/muratcankoylan/Agent-Skills-for-Context-Engineering/raw/main/SKILL.md",
        "description": "Design and evaluate compression strategies for long-running sessions",
        "org": "muratcankoylan",
        "category": "Community Skills",
        "similar_to": [
          "incident-responder",
          "monorepo-architect",
          "postmortem-writing",
          "projection-patterns",
          "scroll-experience",
          "service-mesh-expert"
        ],
        "similarity_analysis": {
          "is_duplicate": false,
          "is_complementary": false,
          "similarity_score": 0.7,
          "closest_match": "service-mesh-expert",
          "reasoning": [
            "Similar to existing skill: incident-responder",
            "Similar to existing skill: monorepo-architect",
            "Similar to existing skill: postmortem-writing",
            "Similar to existing skill: projection-patterns",
            "Similar to existing skill: scroll-experience",
            "Similar to existing skill: service-mesh-expert"
          ]
        }
      },
      {
        "name": "context-optimization",
        "url": "https://github.com/muratcankoylan/Agent-Skills-for-Context-Engineering/tree/main/skills/context-optimization",
        "raw_url": "https://github.com/muratcankoylan/Agent-Skills-for-Context-Engineering/raw/main/SKILL.md",
        "description": "Apply compaction, masking, and caching strategies",
        "org": "muratcankoylan",
        "category": "Community Skills",
        "similar_to": [
          "app-store-optimization",
          "monorepo-architect",
          "react-modernization"
        ],
        "similarity_analysis": {
          "is_duplicate": false,
          "is_complementary": false,
          "similarity_score": 0.7,
          "closest_match": "react-modernization",
          "reasoning": [
            "Similar to existing skill: app-store-optimization",
            "Similar to existing skill: monorepo-architect",
            "Similar to existing skill: react-modernization"
          ]
        }
      },
      {
        "name": "multi-agent-patterns",
        "url": "https://github.com/muratcankoylan/Agent-Skills-for-Context-Engineering/tree/main/skills/multi-agent-patterns",
        "raw_url": "https://github.com/muratcankoylan/Agent-Skills-for-Context-Engineering/raw/main/SKILL.md",
        "description": "Master orchestrator, peer-to-peer, and hierarchical multi-agent architectures",
        "org": "muratcankoylan",
        "category": "Community Skills",
        "similar_to": [
          "agent-manager-skill",
          "computer-use-agents",
          "gitlab-ci-patterns",
          "rag-implementation"
        ],
        "similarity_analysis": {
          "is_duplicate": false,
          "is_complementary": false,
          "similarity_score": 0.7,
          "closest_match": "rag-implementation",
          "reasoning": [
            "Similar to existing skill: agent-manager-skill",
            "Similar to existing skill: computer-use-agents",
            "Similar to existing skill: gitlab-ci-patterns",
            "Similar to existing skill: rag-implementation"
          ]
        }
      },
      {
        "name": "memory-systems",
        "url": "https://github.com/muratcankoylan/Agent-Skills-for-Context-Engineering/tree/main/skills/memory-systems",
        "raw_url": "https://github.com/muratcankoylan/Agent-Skills-for-Context-Engineering/raw/main/SKILL.md",
        "description": "Design short-term, long-term, and graph-based memory architectures",
        "org": "muratcankoylan",
        "category": "Community Skills",
        "similar_to": [
          "agent-memory-systems"
        ],
        "similarity_analysis": {
          "is_duplicate": false,
          "is_complementary": false,
          "similarity_score": 0.7,
          "closest_match": "agent-memory-systems",
          "reasoning": [
            "Similar to existing skill: agent-memory-systems"
          ]
        }
      },
      {
        "name": "tool-design",
        "url": "https://github.com/muratcankoylan/Agent-Skills-for-Context-Engineering/tree/main/skills/tool-design",
        "raw_url": "https://github.com/muratcankoylan/Agent-Skills-for-Context-Engineering/raw/main/SKILL.md",
        "description": "Build tools that agents can use effectively, including architectural reduction patterns",
        "org": "muratcankoylan",
        "category": "Community Skills",
        "similar_to": [
          "mobile-design"
        ],
        "similarity_analysis": {
          "is_duplicate": false,
          "is_complementary": false,
          "similarity_score": 0.7,
          "closest_match": "mobile-design",
          "reasoning": [
            "Similar to existing skill: mobile-design"
          ]
        }
      },
      {
        "name": "evaluation",
        "url": "https://github.com/muratcankoylan/Agent-Skills-for-Context-Engineering/tree/main/skills/evaluation",
        "raw_url": "https://github.com/muratcankoylan/Agent-Skills-for-Context-Engineering/raw/main/SKILL.md",
        "description": "Build evaluation frameworks for agent systems",
        "org": "muratcankoylan",
        "category": "Community Skills",
        "similar_to": [
          "agent-evaluation",
          "llm-evaluation"
        ],
        "similarity_analysis": {
          "is_duplicate": false,
          "is_complementary": false,
          "similarity_score": 0.7,
          "closest_match": "llm-evaluation",
          "reasoning": [
            "Similar to existing skill: agent-evaluation",
            "Similar to existing skill: llm-evaluation"
          ]
        }
      }
    ],
    "invalid_sources": [
      {
        "name": "template",
        "url": "https://github.com/anthropics/skills/tree/main/template",
        "reason": "SKILL.md not found or URL inaccessible"
      },
      {
        "name": "react-native-skills",
        "url": "https://github.com/vercel-labs/agent-skills/tree/main/skills/react-native-skills",
        "reason": "SKILL.md not found or URL inaccessible"
      },
      {
        "name": "building-ai-agent-on-cloudflare",
        "url": "https://github.com/cloudflare/skills/tree/main/building-ai-agent-on-cloudflare",
        "reason": "SKILL.md not found or URL inaccessible"
      },
      {
        "name": "building-mcp-server-on-cloudflare",
        "url": "https://github.com/cloudflare/skills/tree/main/building-mcp-server-on-cloudflare",
        "reason": "SKILL.md not found or URL inaccessible"
      },
      {
        "name": "commands",
        "url": "https://github.com/cloudflare/skills/tree/main/commands",
        "reason": "SKILL.md not found or URL inaccessible"
      },
      {
        "name": "durable-objects",
        "url": "https://github.com/cloudflare/skills/tree/main/durable-objects",
        "reason": "SKILL.md not found or URL inaccessible"
      },
      {
        "name": "web-perf",
        "url": "https://github.com/cloudflare/skills/tree/main/web-perf",
        "reason": "SKILL.md not found or URL inaccessible"
      },
      {
        "name": "react-components",
        "url": "https://github.com/google-labs-code/stitch-skills/tree/main/skills/react-components",
        "reason": "SKILL.md not found or URL inaccessible"
      },
      {
        "name": "hugging-face-datasets",
        "url": "https://github.com/huggingface/skills/tree/main/skills/hugging-face-datasets",
        "reason": "SKILL.md not found or URL inaccessible"
      },
      {
        "name": "hugging-face-evaluation",
        "url": "https://github.com/huggingface/skills/tree/main/skills/hugging-face-evaluation",
        "reason": "SKILL.md not found or URL inaccessible"
      },
      {
        "name": "hugging-face-model-trainer",
        "url": "https://github.com/huggingface/skills/tree/main/skills/hugging-face-model-trainer",
        "reason": "SKILL.md not found or URL inaccessible"
      },
      {
        "name": "hugging-face-paper-publisher",
        "url": "https://github.com/huggingface/skills/tree/main/skills/hugging-face-paper-publisher",
        "reason": "SKILL.md not found or URL inaccessible"
      },
      {
        "name": "hugging-face-tool-builder",
        "url": "https://github.com/huggingface/skills/tree/main/skills/hugging-face-tool-builder",
        "reason": "SKILL.md not found or URL inaccessible"
      },
      {
        "name": "hugging-face-trackio",
        "url": "https://github.com/huggingface/skills/tree/main/skills/hugging-face-trackio",
        "reason": "SKILL.md not found or URL inaccessible"
      },
      {
        "name": "stripe-best-practices",
        "url": "https://github.com/stripe/ai/tree/main/skills/stripe-best-practices",
        "reason": "SKILL.md not found or URL inaccessible"
      },
      {
        "name": "upgrade-stripe",
        "url": "https://github.com/stripe/ai/tree/main/skills/upgrade-stripe",
        "reason": "SKILL.md not found or URL inaccessible"
      },
      {
        "name": "ask-questions-if-underspecified",
        "url": "https://github.com/trailofbits/skills/tree/main/plugins/ask-questions-if-underspecified",
        "reason": "SKILL.md not found or URL inaccessible"
      },
      {
        "name": "audit-context-building",
        "url": "https://github.com/trailofbits/skills/tree/main/plugins/audit-context-building",
        "reason": "SKILL.md not found or URL inaccessible"
      },
      {
        "name": "building-secure-contracts",
        "url": "https://github.com/trailofbits/skills/tree/main/plugins/building-secure-contracts",
        "reason": "SKILL.md not found or URL inaccessible"
      },
      {
        "name": "burpsuite-project-parser",
        "url": "https://github.com/trailofbits/skills/tree/main/plugins/burpsuite-project-parser",
        "reason": "SKILL.md not found or URL inaccessible"
      },
      {
        "name": "claude-in-chrome-troubleshooting",
        "url": "https://github.com/trailofbits/skills/tree/main/plugins/claude-in-chrome-troubleshooting",
        "reason": "SKILL.md not found or URL inaccessible"
      },
      {
        "name": "constant-time-analysis",
        "url": "https://github.com/trailofbits/skills/tree/main/plugins/constant-time-analysis",
        "reason": "SKILL.md not found or URL inaccessible"
      },
      {
        "name": "differential-review",
        "url": "https://github.com/trailofbits/skills/tree/main/plugins/differential-review",
        "reason": "SKILL.md not found or URL inaccessible"
      },
      {
        "name": "dwarf-expert",
        "url": "https://github.com/trailofbits/skills/tree/main/plugins/dwarf-expert",
        "reason": "SKILL.md not found or URL inaccessible"
      },
      {
        "name": "entry-point-analyzer",
        "url": "https://github.com/trailofbits/skills/tree/main/plugins/entry-point-analyzer",
        "reason": "SKILL.md not found or URL inaccessible"
      },
      {
        "name": "firebase-apk-scanner",
        "url": "https://github.com/trailofbits/skills/tree/main/plugins/firebase-apk-scanner",
        "reason": "SKILL.md not found or URL inaccessible"
      },
      {
        "name": "insecure-defaults",
        "url": "https://github.com/trailofbits/skills/tree/main/plugins/insecure-defaults",
        "reason": "SKILL.md not found or URL inaccessible"
      },
      {
        "name": "modern-python",
        "url": "https://github.com/trailofbits/skills/tree/main/plugins/modern-python",
        "reason": "SKILL.md not found or URL inaccessible"
      },
      {
        "name": "property-based-testing",
        "url": "https://github.com/trailofbits/skills/tree/main/plugins/property-based-testing",
        "reason": "SKILL.md not found or URL inaccessible"
      },
      {
        "name": "semgrep-rule-creator",
        "url": "https://github.com/trailofbits/skills/tree/main/plugins/semgrep-rule-creator",
        "reason": "SKILL.md not found or URL inaccessible"
      },
      {
        "name": "semgrep-rule-variant-creator",
        "url": "https://github.com/trailofbits/skills/tree/main/plugins/semgrep-rule-variant-creator",
        "reason": "SKILL.md not found or URL inaccessible"
      },
      {
        "name": "spec-to-code-compliance",
        "url": "https://github.com/trailofbits/skills/tree/main/plugins/spec-to-code-compliance",
        "reason": "SKILL.md not found or URL inaccessible"
      },
      {
        "name": "static-analysis",
        "url": "https://github.com/trailofbits/skills/tree/main/plugins/static-analysis",
        "reason": "SKILL.md not found or URL inaccessible"
      },
      {
        "name": "testing-handbook-skills",
        "url": "https://github.com/trailofbits/skills/tree/main/plugins/testing-handbook-skills",
        "reason": "SKILL.md not found or URL inaccessible"
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      {
        "name": "variant-analysis",
        "url": "https://github.com/trailofbits/skills/tree/main/plugins/variant-analysis",
        "reason": "SKILL.md not found or URL inaccessible"
      },
      {
        "name": "expo-app-design",
        "url": "https://github.com/expo/skills/tree/main/plugins/expo-app-design",
        "reason": "SKILL.md not found or URL inaccessible"
      },
      {
        "name": "agents-md",
        "url": "https://github.com/getsentry/skills/tree/main/plugins/sentry-skills/skills/agents-md",
        "reason": "SKILL.md not found or URL inaccessible"
      },
      {
        "name": "claude-settings-audit",
        "url": "https://github.com/getsentry/skills/tree/main/plugins/sentry-skills/skills/claude-settings-audit",
        "reason": "SKILL.md not found or URL inaccessible"
      },
      {
        "name": "code-review",
        "url": "https://github.com/getsentry/skills/tree/main/plugins/sentry-skills/skills/code-review",
        "reason": "SKILL.md not found or URL inaccessible"
      },
      {
        "name": "best-practices",
        "url": "https://github.com/better-auth/skills/tree/main/better-auth/best-practices",
        "reason": "SKILL.md not found or URL inaccessible"
      },
      {
        "name": "commands",
        "url": "https://github.com/better-auth/skills/tree/main/better-auth/commands",
        "reason": "SKILL.md not found or URL inaccessible"
      },
      {
        "name": "create-auth",
        "url": "https://github.com/better-auth/skills/tree/main/better-auth/create-auth",
        "reason": "SKILL.md not found or URL inaccessible"
      },
      {
        "name": "tinybird-best-practices",
        "url": "https://github.com/tinybirdco/tinybird-agent-skills/tree/main/skills/tinybird-best-practices",
        "reason": "SKILL.md not found or URL inaccessible"
      },
      {
        "name": "cloudflare-skill",
        "url": "https://github.com/dmmulroy/cloudflare-skill/tree/main/skill/cloudflare",
        "reason": "SKILL.md not found or URL inaccessible"
      },
      {
        "name": "remotion",
        "url": "https://github.com/remotion-dev/skills/tree/main/skills/remotion",
        "reason": "SKILL.md not found or URL inaccessible"
      },
      {
        "name": "marketingskills",
        "url": "https://github.com/coreyhaines31/marketingskills",
        "reason": "SKILL.md not found or URL inaccessible"
      },
      {
        "name": "content-research-writer",
        "url": "https://github.com/ComposioHQ/awesome-claude-skills/tree/master/content-research-writer",
        "reason": "SKILL.md not found or URL inaccessible"
      },
      {
        "name": "competitive-ads-extractor",
        "url": "https://github.com/ComposioHQ/awesome-claude-skills/tree/master/competitive-ads-extractor",
        "reason": "SKILL.md not found or URL inaccessible"
      },
      {
        "name": "notion-skills-for-claude",
        "url": "https://www.notion.so/notiondevs/Notion-Skills-for-Claude-28da4445d27180c7af1df7d8615723d0",
        "reason": "SKILL.md not found or URL inaccessible"
      },
      {
        "name": "integrate-whatsapp",
        "url": "https://github.com/gokapso/agent-skills/tree/master/skills/integrate-whatsapp",
        "reason": "SKILL.md not found or URL inaccessible"
      },
      {
        "name": "sharing-skills",
        "url": "https://github.com/obra/superpowers/blob/main/skills/sharing-skills/SKILL.md",
        "reason": "SKILL.md not found or URL inaccessible"
      },
      {
        "name": "meeting-insights-analyzer",
        "url": "https://github.com/ComposioHQ/awesome-claude-skills/tree/master/meeting-insights-analyzer",
        "reason": "SKILL.md not found or URL inaccessible"
      },
      {
        "name": "image-enhancer",
        "url": "https://github.com/ComposioHQ/awesome-claude-skills/tree/master/image-enhancer",
        "reason": "SKILL.md not found or URL inaccessible"
      },
      {
        "name": "rootly-incident-responder",
        "url": "https://github.com/Rootly-AI-Labs/Rootly-MCP-server/blob/main/examples/skills/rootly-incident-responder.md",
        "reason": "SKILL.md not found or URL inaccessible"
      },
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}