{
  "project": {
    "project_id": "ComposioHQ/composio",
    "repo": "ComposioHQ/composio",
    "name": "composio",
    "description": "Composio powers 1000+ toolkits, tool search, context management, authentication, and a sandboxed workbench to help you build AI agents that turn intent into action.",
    "category": [
      "mcp_server"
    ],
    "language": "TypeScript",
    "license": "MIT"
  },
  "project_id": "ComposioHQ/composio",
  "score": 94,
  "git_top_score": 94,
  "quality_score": 56,
  "agent_score": 90,
  "git_top_score_breakdown": {
    "community": 100,
    "maintenance": 83,
    "documentation": 84,
    "stability": 100,
    "adoption": 100,
    "agent_readability": 100
  },
  "dimensions": [
    {
      "key": "community",
      "label": "Community",
      "score": 100,
      "weight": 16,
      "contribution": 16,
      "explanation": "Community reflects contributor activity and ecosystem attention. Current contributor signal is 84."
    },
    {
      "key": "maintenance",
      "label": "Maintenance",
      "score": 83,
      "weight": 20,
      "contribution": 16.6,
      "explanation": "Maintenance reflects repository activity, commits, releases, issue-response signals, and recent push freshness."
    },
    {
      "key": "documentation",
      "label": "Documentation",
      "score": 84,
      "weight": 16,
      "contribution": 13.4,
      "explanation": "Agent-readable documentation signals are strong enough for recommendation workflows."
    },
    {
      "key": "stability",
      "label": "Stability",
      "score": 100,
      "weight": 16,
      "contribution": 16,
      "explanation": "Stability reflects release cadence, issue load, recent activity, and maturity signals."
    },
    {
      "key": "adoption",
      "label": "Adoption",
      "score": 100,
      "weight": 16,
      "contribution": 16,
      "explanation": "Adoption is normalized from stars, forks, and ecosystem attention signals."
    },
    {
      "key": "agent_readability",
      "label": "Agent Readability",
      "score": 100,
      "weight": 16,
      "contribution": 16,
      "explanation": "Agent readability reflects summaries, use cases, tradeoffs, dependencies, alternatives, and deployment clarity."
    }
  ],
  "summary": "ComposioHQ/composio scores 94/100. Community is strongest at 100/100; Maintenance is the lowest dimension at 83/100.",
  "adoption_guidance": "Promising candidate. Review risk flags, weakest score dimension, and alternatives before recommending it as the default choice.",
  "risk_flags": [
    "Known caveat: edge-only Cloudflare Workers deployment without adaptation"
  ],
  "score_confidence": {
    "level": "medium",
    "summary": "Score evidence is usable for comparison, but agents should cite the review notes before making a strong recommendation.",
    "reasons": [
      "Classification evidence: 2/4 classification signals are high-confidence.",
      "Quality signal completeness: 2 quality signals are complete or snapshot-backed."
    ],
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      {
        "signal": "Classification evidence",
        "status": "review",
        "description": "2/4 classification signals are high-confidence."
      },
      {
        "signal": "Quality signal completeness",
        "status": "review",
        "description": "2 quality signals are complete or snapshot-backed."
      },
      {
        "signal": "Deployment clarity",
        "status": "strong",
        "description": "5 deployment targets are indexed."
      },
      {
        "signal": "Agent-readable context",
        "status": "strong",
        "description": "3 use cases and 3 inferred dependencies are available."
      },
      {
        "signal": "Tradeoff disclosure",
        "status": "strong",
        "description": "2 caveats are indexed for adoption decisions."
      }
    ],
    "citation_guidance": "When citing this score, include metadata.source, weakest_dimension, risk_flags, and score_confidence.level."
  },
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    {
      "label": "Open project knowledge",
      "href": "/projects/ComposioHQ/composio",
      "kind": "project"
    },
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      "label": "Inspect graph",
      "href": "/graph/ComposioHQ/composio",
      "kind": "graph"
    },
    {
      "label": "Find alternatives",
      "href": "/alternatives/ComposioHQ/composio",
      "kind": "alternatives"
    },
    {
      "label": "Compare shortlist",
      "href": "/api/compare?repos=ComposioHQ/composio",
      "kind": "compare"
    },
    {
      "label": "Get category recommendations",
      "href": "/api/recommend?category=mcp_server&limit=5",
      "kind": "recommend"
    }
  ],
  "strongest_dimension": {
    "key": "community",
    "label": "Community",
    "score": 100,
    "weight": 16,
    "contribution": 16,
    "explanation": "Community reflects contributor activity and ecosystem attention. Current contributor signal is 84."
  },
  "weakest_dimension": {
    "key": "maintenance",
    "label": "Maintenance",
    "score": 83,
    "weight": 20,
    "contribution": 16.6,
    "explanation": "Maintenance reflects repository activity, commits, releases, issue-response signals, and recent push freshness."
  },
  "related_scores": {
    "quality_score": 56,
    "agent_score": 90,
    "agent_score_breakdown": {
      "documentation": 90,
      "maintenance": 75,
      "deployment": 100,
      "popularity": 89,
      "community": 100
    }
  },
  "evidence": {
    "deployments": [
      "cloudflare",
      "serverless",
      "vercel",
      "library_only",
      "local"
    ],
    "dependencies": [
      "MCP",
      "Cloudflare Workers",
      "LLM provider"
    ],
    "use_cases": [
      "connect agents to tools",
      "expose APIs through MCP",
      "bootstrap MCP integrations"
    ],
    "not_good_for": [
      "edge-only Cloudflare Workers deployment without adaptation",
      "users expecting a complete hosted product"
    ],
    "quality_signals": {
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      "recent_commits": 100,
      "contributors": 84,
      "issue_response_time_hours": null,
      "release_frequency_180d": 100
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    "quality_signal_confidence": {
      "stars_30d_delta": "snapshot",
      "stars30d_window_days": 32,
      "commits_30d": "partial",
      "releases_180d": "partial",
      "contributors_90d": "complete"
    },
    "classification": {
      "category": {
        "confidence": "medium",
        "evidence": [
          "Matched \"mcp\" in metadata."
        ]
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          "Matched \"cloudflare workers\" in repository content.",
          "Matched \"vercel\" in repository content.",
          "Matched \"pip install\" in repository content.",
          "Matched \"npm install\" in repository content.",
          "Local usage is assumed for open source repositories unless contradicted."
        ]
      },
      "difficulty": {
        "confidence": "medium",
        "evidence": [
          "Cloudflare deployment path suggests a guided serverless setup."
        ]
      },
      "cloudflare_ready": {
        "confidence": "high",
        "evidence": [
          "Cloudflare signal: cloudflare workers.",
          "Runtime blocker: python."
        ]
      }
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      "users expecting a complete hosted product",
      "Partial or estimated quality signals: commits30d, releases180d."
    ],
    "confidence_reason": "Evidence is usable for comparison, but agents should cite caveats before making a strong recommendation.",
    "last_verified_at": "2026-08-10T01:30:46.246Z"
  },
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    "edge-only Cloudflare Workers deployment without adaptation",
    "users expecting a complete hosted product",
    "Partial or estimated quality signals: commits30d, releases180d."
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  "confidence_reason": "Score evidence is usable for comparison, but agents should cite the review notes before making a strong recommendation.",
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  "last_verified_at": "2026-08-10T01:30:46.246Z",
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    "compare_api": "/api/compare?repos=ComposioHQ/composio",
    "recommendations_api": "/api/recommend?category=mcp_server&limit=5"
  },
  "metadata": {
    "source": "d1",
    "reason": "d1_query",
    "project_count": 1067,
    "generated_at": "2026-08-13T17:02:01.571Z",
    "snapshot_id": "d1:1067:2026-08-13T13:53:06.589Z",
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