{
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    "repo": "modelship-ai/modelship",
    "name": "modelship",
    "description": "Self-hosted, OpenAI-compatible inference for the agentic era: reasoning LLMs, universal tool calling, and the Responses API alongside embeddings, speech, and image models — many models sharing your GPUs, one gateway. Powered by Ray Serve.",
    "category": [
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    "license": "Apache-2.0"
  },
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  "score": 78,
  "git_top_score": 78,
  "quality_score": 30,
  "agent_score": 67,
  "git_top_score_breakdown": {
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    "maintenance": 71,
    "documentation": 92,
    "stability": 100,
    "adoption": 41,
    "agent_readability": 100
  },
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    {
      "key": "community",
      "label": "Community",
      "score": 67,
      "weight": 16,
      "contribution": 10.7,
      "explanation": "Community reflects contributor activity and ecosystem attention. Current contributor signal is 3."
    },
    {
      "key": "maintenance",
      "label": "Maintenance",
      "score": 71,
      "weight": 20,
      "contribution": 14.2,
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    },
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      "weight": 16,
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    },
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      "contribution": 6.6,
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      "contribution": 16,
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  "adoption_guidance": "Promising candidate. Review risk flags, weakest score dimension, and alternatives before recommending it as the default choice.",
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    "Recent star movement is estimated rather than fully observed.",
    "Known caveat: edge-only Cloudflare Workers deployment without adaptation"
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        "signal": "Classification evidence",
        "status": "strong",
        "description": "3/4 classification signals are high-confidence."
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        "signal": "Quality signal completeness",
        "status": "review",
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      },
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        "status": "strong",
        "description": "5 deployment targets are indexed."
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        "signal": "Agent-readable context",
        "status": "strong",
        "description": "3 use cases and 1 inferred dependencies are available."
      },
      {
        "signal": "Tradeoff disclosure",
        "status": "strong",
        "description": "2 caveats are indexed for adoption decisions."
      }
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    "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",
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      "label": "Inspect graph",
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      "kind": "graph"
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    {
      "label": "Find alternatives",
      "href": "/alternatives/modelship-ai/modelship",
      "kind": "alternatives"
    },
    {
      "label": "Compare shortlist",
      "href": "/api/compare?repos=modelship-ai/modelship",
      "kind": "compare"
    },
    {
      "label": "Get category recommendations",
      "href": "/api/recommend?category=agent_framework&limit=5",
      "kind": "recommend"
    }
  ],
  "strongest_dimension": {
    "key": "stability",
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    "contribution": 16,
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    "agent_score": 67,
    "agent_score_breakdown": {
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      "maintenance": 57,
      "deployment": 100,
      "popularity": 31,
      "community": 48
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          "Matched \"kubernetes\" in repository content.",
          "Matched \"helm chart\" in repository content.",
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          "Local usage is assumed for open source repositories unless contradicted."
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          "Repository has under 10k stars, so complexity is treated conservatively."
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          "No Cloudflare deployment signal detected.",
          "No wrangler.toml found in inspected repository files."
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