{
  "query": {
    "use_case": "build Cloudflare-ready AI agents",
    "deployment": "library_only",
    "category": "coding_agent"
  },
  "recommendations": [
    {
      "project_id": "ollama/ollama",
      "repo": "ollama/ollama",
      "name": "ollama",
      "github_url": "https://github.com/ollama/ollama",
      "homepage_url": "https://ollama.com",
      "language": "Go",
      "license": "MIT",
      "project_kind": "project",
      "category": [
        "coding_agent"
      ],
      "tags": [
        "deepseek",
        "gemma",
        "gemma3",
        "glm",
        "go",
        "golang",
        "gpt-oss",
        "llama",
        "llama3",
        "llm",
        "llms",
        "minimax",
        "mistral",
        "ollama",
        "qwen"
      ],
      "description": "Get up and running with Kimi-K2.6, GLM-5.2, MiniMax, DeepSeek, gpt-oss, Qwen, Gemma and other models.",
      "overview": "Use ollama/ollama when the user needs a coding agent project with docker, kubernetes, library-only deployment options.",
      "alternatives": [
        {
          "repo": "esengine/DeepSeek-Reasonix",
          "reason": "Same coding agent intent with coding_agent, workflow overlap."
        },
        {
          "repo": "sgl-project/sglang",
          "reason": "Same coding agent intent with coding_agent, workflow overlap."
        },
        {
          "repo": "kittors/CliRelay",
          "reason": "Same coding agent intent with coding_agent, workflow overlap."
        }
      ],
      "related": [],
      "dependencies": [
        "LLM provider"
      ],
      "deployments": [
        "docker",
        "kubernetes",
        "library_only",
        "local",
        "cloud"
      ],
      "difficulty": "intermediate",
      "cloudflare_ready": false,
      "use_cases": [
        "build AI coding assistants",
        "automate developer workflows",
        "integrate codebase-aware agents"
      ],
      "not_good_for": [
        "edge-only Cloudflare Workers deployment without adaptation",
        "users expecting a complete hosted product"
      ],
      "classification": {
        "category": {
          "confidence": "high",
          "evidence": [
            "Matched \"coding agent\" in repository content.",
            "Matched \"code assistant\" in repository content.",
            "Matched \"ide\" in repository content.",
            "Matched \"cline\" in repository content."
          ]
        },
        "deployment": {
          "confidence": "high",
          "evidence": [
            "Found Docker configuration file.",
            "Matched \"helm chart\" in repository content.",
            "Matched \"pip install\" in repository content.",
            "Matched \"library\" in repository content.",
            "Local usage is assumed for open source repositories unless contradicted."
          ]
        },
        "difficulty": {
          "confidence": "medium",
          "evidence": [
            "No strong beginner or advanced signal found; defaulting to intermediate."
          ]
        },
        "cloudflare_ready": {
          "confidence": "high",
          "evidence": [
            "Runtime blocker: python, gpu, postgres.",
            "No Cloudflare deployment signal detected.",
            "No wrangler.toml found in inspected repository files."
          ]
        }
      },
      "quality_signals": {
        "stars": 178738,
        "recent_commits": 100,
        "contributors": 100,
        "issue_response_time_hours": null,
        "release_frequency_180d": 65
      },
      "quality_signal_confidence": {
        "stars_30d_delta": "snapshot",
        "stars30d_window_days": 30,
        "commits_30d": "partial",
        "releases_180d": "complete",
        "contributors_90d": "partial"
      },
      "quality_score": 84,
      "agent_score": 92,
      "score": 59,
      "agent_score_breakdown": {
        "documentation": 90,
        "maintenance": 76,
        "deployment": 100,
        "popularity": 100,
        "community": 100
      },
      "git_top_score": 93,
      "git_top_score_breakdown": {
        "community": 100,
        "maintenance": 84,
        "documentation": 84,
        "stability": 90,
        "adoption": 100,
        "agent_readability": 100
      },
      "summary": {
        "tl_dr": "Use ollama/ollama when the user needs a coding agent project with docker, kubernetes, library-only deployment options.",
        "purpose": "Use ollama/ollama when the user needs a coding agent project with docker, kubernetes, library-only deployment options.",
        "install": "Run with Docker using the repository's container instructions.",
        "inputs": [
          "coding task",
          "repo context",
          "tool permissions"
        ],
        "outputs": [
          "code changes",
          "patches",
          "developer assistant actions"
        ],
        "good_for": [
          "build AI coding assistants",
          "automate developer workflows",
          "integrate codebase-aware agents",
          "software engineering tasks",
          "code editing",
          "repo automation"
        ],
        "not_good_for": [
          "edge-only Cloudflare Workers deployment without adaptation",
          "users expecting a complete hosted product",
          "static documentation sites",
          "non-code workflows"
        ],
        "deployment": [
          "docker",
          "kubernetes",
          "library_only",
          "local",
          "cloud"
        ],
        "alternatives": [
          {
            "repo": "esengine/DeepSeek-Reasonix",
            "reason": "Same coding agent intent with coding_agent, workflow overlap."
          },
          {
            "repo": "sgl-project/sglang",
            "reason": "Same coding agent intent with coding_agent, workflow overlap."
          },
          {
            "repo": "kittors/CliRelay",
            "reason": "Same coding agent intent with coding_agent, workflow overlap."
          }
        ]
      },
      "evidence": {
        "classification": {
          "category": {
            "confidence": "high",
            "evidence": [
              "Matched \"coding agent\" in repository content.",
              "Matched \"code assistant\" in repository content.",
              "Matched \"ide\" in repository content.",
              "Matched \"cline\" in repository content."
            ]
          },
          "deployment": {
            "confidence": "high",
            "evidence": [
              "Found Docker configuration file.",
              "Matched \"helm chart\" in repository content.",
              "Matched \"pip install\" in repository content.",
              "Matched \"library\" in repository content.",
              "Local usage is assumed for open source repositories unless contradicted."
            ]
          },
          "difficulty": {
            "confidence": "medium",
            "evidence": [
              "No strong beginner or advanced signal found; defaulting to intermediate."
            ]
          },
          "cloudflare_ready": {
            "confidence": "high",
            "evidence": [
              "Runtime blocker: python, gpu, postgres.",
              "No Cloudflare deployment signal detected.",
              "No wrangler.toml found in inspected repository files."
            ]
          }
        },
        "quality_signal_confidence": {
          "stars_30d_delta": "snapshot",
          "stars30d_window_days": 30,
          "commits_30d": "partial",
          "releases_180d": "complete",
          "contributors_90d": "partial"
        },
        "source_fields": [
          "agent_card.classification",
          "agent_card.deployment",
          "agent_card.summary_for_agent",
          "agent_card.use_cases",
          "metrics",
          "project.description",
          "project.language",
          "project.license",
          "project.topics",
          "recommendation.constraints",
          "recommendation.query",
          "recommendation.ranking_signals"
        ],
        "caveats": [
          "edge-only Cloudflare Workers deployment without adaptation",
          "Partial or estimated quality signals: commits30d, contributors90d.",
          "users expecting a complete hosted product"
        ],
        "recommendation_reasons": [
          "Use ollama/ollama when the user needs a coding agent project with docker, kubernetes, library-only deployment options.",
          "Use-case match is 50/100 for \"build Cloudflare-ready AI agents\".",
          "It matches the requested library_only deployment target.",
          "It is classified as coding_agent.",
          "Ranking signals: community 84/100, maintenance 76/100."
        ],
        "ranking_signals": {
          "use_case_match": 50,
          "community": 84,
          "maintenance": 76,
          "readiness": 60,
          "license_fit": 0
        },
        "matched_constraints": {
          "deployment": "library_only",
          "category": "coding_agent"
        },
        "unmatched_constraints": {},
        "confidence_reason": "Medium confidence because the 59/100 recommendation is usable but quality or maturity evidence should be reviewed; Evidence is usable for comparison, but agents should cite caveats before making a strong recommendation.",
        "last_verified_at": "2026-08-17T05:28:53.331Z"
      },
      "caveats": [
        "edge-only Cloudflare Workers deployment without adaptation",
        "Partial or estimated quality signals: commits30d, contributors90d.",
        "users expecting a complete hosted product"
      ],
      "confidence_reason": "Medium confidence because the 59/100 recommendation is usable but quality or maturity evidence should be reviewed; Evidence is usable for comparison, but agents should cite caveats before making a strong recommendation.",
      "source_fields": [
        "agent_card.classification",
        "agent_card.deployment",
        "agent_card.summary_for_agent",
        "agent_card.use_cases",
        "metrics",
        "project.description",
        "project.language",
        "project.license",
        "project.topics",
        "recommendation.constraints",
        "recommendation.query",
        "recommendation.ranking_signals"
      ],
      "last_verified_at": "2026-08-17T05:28:53.331Z",
      "reason": "Use ollama/ollama when the user needs a coding agent project with docker, kubernetes, library-only deployment options. Use-case match is 50/100 for \"build Cloudflare-ready AI agents\". It matches the requested library_only deployment target. It is classified as coding_agent. Ranking signals: community 84/100, maintenance 76/100.",
      "reasons": [
        "Use ollama/ollama when the user needs a coding agent project with docker, kubernetes, library-only deployment options.",
        "Use-case match is 50/100 for \"build Cloudflare-ready AI agents\".",
        "It matches the requested library_only deployment target.",
        "It is classified as coding_agent.",
        "Ranking signals: community 84/100, maintenance 76/100."
      ],
      "decision_summary": "ollama/ollama is an exploration candidate for \"build Cloudflare-ready AI agents\": recommendation score 59/100 with matched constraints, but quality and maturity signals need review.",
      "fit_profile": {
        "primary_fit": "Partial use-case overlap for \"build Cloudflare-ready AI agents\"; validate the target workflow.",
        "deployment_fit": "Matches requested library_only deployment.",
        "maturity": "High maturity signal from community and maintenance scores.",
        "agent_readiness": "Agent-readable summary and use cases are available."
      },
      "adoption_plan": [
        "Open /projects/ollama/ollama to verify license, language, classification evidence, and quality signal confidence.",
        "Inspect /graph/ollama/ollama for dependencies, related projects, deployment targets, and alternatives.",
        "Use the matched constraints (deployment, category) as the initial acceptance checklist.",
        "Prototype the library_only deployment path before committing to a migration.",
        "Compare against /alternatives/ollama/ollama before final selection."
      ],
      "risk_flags": [],
      "tradeoffs": [
        "edge-only Cloudflare Workers deployment without adaptation",
        "users expecting a complete hosted product"
      ],
      "next_actions": [
        {
          "label": "Open project knowledge",
          "href": "/projects/ollama/ollama",
          "kind": "project"
        },
        {
          "label": "Inspect graph",
          "href": "/graph/ollama/ollama",
          "kind": "graph"
        },
        {
          "label": "Find alternatives",
          "href": "/alternatives/ollama/ollama",
          "kind": "alternatives"
        },
        {
          "label": "Explain score",
          "href": "/score/ollama/ollama",
          "kind": "score"
        },
        {
          "label": "Compare shortlist",
          "href": "/compare/ollama/ollama",
          "kind": "compare"
        }
      ],
      "matched_constraints": {
        "deployment": "library_only",
        "category": "coding_agent"
      },
      "unmatched_constraints": {},
      "ranking_signals": {
        "use_case_match": 50,
        "community": 84,
        "maintenance": 76,
        "readiness": 60,
        "license_fit": 0
      },
      "confidence": "medium",
      "project": {
        "id": "ollama/ollama",
        "owner": "ollama",
        "name": "ollama",
        "full_name": "ollama/ollama",
        "github_url": "https://github.com/ollama/ollama",
        "homepage_url": "https://ollama.com",
        "description": "Get up and running with Kimi-K2.6, GLM-5.2, MiniMax, DeepSeek, gpt-oss, Qwen, Gemma and other models.",
        "language": "Go",
        "topics": [
          "deepseek",
          "gemma",
          "gemma3",
          "glm",
          "go",
          "golang",
          "gpt-oss",
          "llama",
          "llama3",
          "llm",
          "llms",
          "minimax",
          "mistral",
          "ollama",
          "qwen"
        ],
        "license": "MIT",
        "stars": 178738,
        "forks": 17437,
        "open_issues": 3724,
        "default_branch": "main",
        "created_at": "2023-06-26T19:39:32Z",
        "updated_at": "2026-08-17T05:24:54Z",
        "pushed_at": "2026-08-16T16:49:36Z",
        "synced_at": "2026-08-17T05:28:53.331Z"
      },
      "agent_card": {
        "project_id": "ollama/ollama",
        "project_kind": "project",
        "category": "coding_agent",
        "difficulty": "intermediate",
        "deployment": [
          "docker",
          "kubernetes",
          "library_only",
          "local",
          "cloud"
        ],
        "cloudflare_ready": false,
        "use_cases": [
          "build AI coding assistants",
          "automate developer workflows",
          "integrate codebase-aware agents"
        ],
        "not_good_for": [
          "edge-only Cloudflare Workers deployment without adaptation",
          "users expecting a complete hosted product"
        ],
        "alternatives": [
          {
            "project_id": "esengine/DeepSeek-Reasonix",
            "reason": "Same coding agent intent with coding_agent, workflow overlap."
          },
          {
            "project_id": "sgl-project/sglang",
            "reason": "Same coding agent intent with coding_agent, workflow overlap."
          },
          {
            "project_id": "kittors/CliRelay",
            "reason": "Same coding agent intent with coding_agent, workflow overlap."
          }
        ],
        "summary_for_agent": "Use ollama/ollama when the user needs a coding agent project with docker, kubernetes, library-only deployment options.",
        "classification": {
          "category": {
            "confidence": "high",
            "evidence": [
              "Matched \"coding agent\" in repository content.",
              "Matched \"code assistant\" in repository content.",
              "Matched \"ide\" in repository content.",
              "Matched \"cline\" in repository content."
            ]
          },
          "deployment": {
            "confidence": "high",
            "evidence": [
              "Found Docker configuration file.",
              "Matched \"helm chart\" in repository content.",
              "Matched \"pip install\" in repository content.",
              "Matched \"library\" in repository content.",
              "Local usage is assumed for open source repositories unless contradicted."
            ]
          },
          "difficulty": {
            "confidence": "medium",
            "evidence": [
              "No strong beginner or advanced signal found; defaulting to intermediate."
            ]
          },
          "cloudflare_ready": {
            "confidence": "high",
            "evidence": [
              "Runtime blocker: python, gpu, postgres.",
              "No Cloudflare deployment signal detected.",
              "No wrangler.toml found in inspected repository files."
            ]
          }
        },
        "schema_version": "v1",
        "generated_at": "2026-08-17T05:28:53.331Z"
      },
      "metrics": {
        "project_id": "ollama/ollama",
        "stars_30d_delta": 2429,
        "commits_30d": 100,
        "releases_180d": 65,
        "contributors_90d": 100,
        "issue_first_response_median_hours": null,
        "recent_push_days": 0,
        "git_score": 84,
        "maintenance_score": 76,
        "signal_confidence": {
          "stars_30d_delta": "snapshot",
          "stars30d_window_days": 30,
          "commits_30d": "partial",
          "releases_180d": "complete",
          "contributors_90d": "partial"
        },
        "calculated_at": "2026-08-17T05:28:53.331Z"
      }
    },
    {
      "project_id": "github/spec-kit",
      "repo": "github/spec-kit",
      "name": "spec-kit",
      "github_url": "https://github.com/github/spec-kit",
      "homepage_url": "https://github.github.com/spec-kit/",
      "language": "Python",
      "license": "MIT",
      "project_kind": "project",
      "category": [
        "coding_agent"
      ],
      "tags": [
        "ai",
        "copilot",
        "development",
        "engineering",
        "prd",
        "spec",
        "spec-driven"
      ],
      "description": "💫 Toolkit to help you get started with Spec-Driven Development",
      "overview": "Use github/spec-kit when the user needs a coding agent project with library-only, local, cloud deployment options.",
      "alternatives": [
        {
          "repo": "OpenHands/OpenHands",
          "reason": "Same coding agent intent with coding_agent, workflow overlap."
        },
        {
          "repo": "langchain-ai/open-swe",
          "reason": "Same coding agent intent with coding_agent, workflow overlap."
        },
        {
          "repo": "agentforce314/clawcodex",
          "reason": "Same coding agent intent with coding_agent, workflow overlap."
        }
      ],
      "related": [],
      "dependencies": [
        "LLM provider"
      ],
      "deployments": [
        "library_only",
        "local",
        "cloud"
      ],
      "difficulty": "intermediate",
      "cloudflare_ready": false,
      "use_cases": [
        "build AI coding assistants",
        "automate developer workflows",
        "integrate codebase-aware agents"
      ],
      "not_good_for": [
        "edge-only Cloudflare Workers deployment without adaptation",
        "users expecting a complete hosted product"
      ],
      "classification": {
        "category": {
          "confidence": "high",
          "evidence": [
            "Matched \"coding agent\" in repository content.",
            "Matched \"ide\" in repository content."
          ]
        },
        "deployment": {
          "confidence": "high",
          "evidence": [
            "Matched \"pip install\" in repository content.",
            "Local usage is assumed for open source repositories unless contradicted."
          ]
        },
        "difficulty": {
          "confidence": "medium",
          "evidence": [
            "No strong beginner or advanced signal found; defaulting to intermediate."
          ]
        },
        "cloudflare_ready": {
          "confidence": "high",
          "evidence": [
            "Runtime blocker: python.",
            "No Cloudflare deployment signal detected.",
            "No wrangler.toml found in inspected repository files."
          ]
        }
      },
      "quality_signals": {
        "stars": 129599,
        "recent_commits": 100,
        "contributors": 100,
        "issue_response_time_hours": null,
        "release_frequency_180d": 100
      },
      "quality_signal_confidence": {
        "stars_30d_delta": "snapshot",
        "stars30d_window_days": 31,
        "commits_30d": "partial",
        "releases_180d": "partial",
        "contributors_90d": "partial"
      },
      "quality_score": 84,
      "agent_score": 88,
      "score": 59,
      "agent_score_breakdown": {
        "documentation": 90,
        "maintenance": 75,
        "deployment": 80,
        "popularity": 100,
        "community": 100
      },
      "git_top_score": 92,
      "git_top_score_breakdown": {
        "community": 100,
        "maintenance": 83,
        "documentation": 84,
        "stability": 90,
        "adoption": 100,
        "agent_readability": 100
      },
      "summary": {
        "tl_dr": "Use github/spec-kit when the user needs a coding agent project with library-only, local, cloud deployment options.",
        "purpose": "Use github/spec-kit when the user needs a coding agent project with library-only, local, cloud deployment options.",
        "install": "Install as a library or package using the repository instructions.",
        "inputs": [
          "coding task",
          "repo context",
          "tool permissions"
        ],
        "outputs": [
          "code changes",
          "patches",
          "developer assistant actions"
        ],
        "good_for": [
          "build AI coding assistants",
          "automate developer workflows",
          "integrate codebase-aware agents",
          "software engineering tasks",
          "code editing",
          "repo automation"
        ],
        "not_good_for": [
          "edge-only Cloudflare Workers deployment without adaptation",
          "users expecting a complete hosted product",
          "static documentation sites",
          "non-code workflows"
        ],
        "deployment": [
          "library_only",
          "local",
          "cloud"
        ],
        "alternatives": [
          {
            "repo": "OpenHands/OpenHands",
            "reason": "Same coding agent intent with coding_agent, workflow overlap."
          },
          {
            "repo": "langchain-ai/open-swe",
            "reason": "Same coding agent intent with coding_agent, workflow overlap."
          },
          {
            "repo": "agentforce314/clawcodex",
            "reason": "Same coding agent intent with coding_agent, workflow overlap."
          }
        ]
      },
      "evidence": {
        "classification": {
          "category": {
            "confidence": "high",
            "evidence": [
              "Matched \"coding agent\" in repository content.",
              "Matched \"ide\" in repository content."
            ]
          },
          "deployment": {
            "confidence": "high",
            "evidence": [
              "Matched \"pip install\" in repository content.",
              "Local usage is assumed for open source repositories unless contradicted."
            ]
          },
          "difficulty": {
            "confidence": "medium",
            "evidence": [
              "No strong beginner or advanced signal found; defaulting to intermediate."
            ]
          },
          "cloudflare_ready": {
            "confidence": "high",
            "evidence": [
              "Runtime blocker: python.",
              "No Cloudflare deployment signal detected.",
              "No wrangler.toml found in inspected repository files."
            ]
          }
        },
        "quality_signal_confidence": {
          "stars_30d_delta": "snapshot",
          "stars30d_window_days": 31,
          "commits_30d": "partial",
          "releases_180d": "partial",
          "contributors_90d": "partial"
        },
        "source_fields": [
          "agent_card.classification",
          "agent_card.deployment",
          "agent_card.summary_for_agent",
          "agent_card.use_cases",
          "metrics",
          "project.description",
          "project.language",
          "project.license",
          "project.topics",
          "recommendation.constraints",
          "recommendation.query",
          "recommendation.ranking_signals"
        ],
        "caveats": [
          "edge-only Cloudflare Workers deployment without adaptation",
          "Partial or estimated quality signals: commits30d, releases180d, contributors90d.",
          "users expecting a complete hosted product"
        ],
        "recommendation_reasons": [
          "Use github/spec-kit when the user needs a coding agent project with library-only, local, cloud deployment options.",
          "Use-case match is 50/100 for \"build Cloudflare-ready AI agents\".",
          "It matches the requested library_only deployment target.",
          "It is classified as coding_agent.",
          "Ranking signals: community 84/100, maintenance 75/100."
        ],
        "ranking_signals": {
          "use_case_match": 50,
          "community": 84,
          "maintenance": 75,
          "readiness": 60,
          "license_fit": 0
        },
        "matched_constraints": {
          "deployment": "library_only",
          "category": "coding_agent"
        },
        "unmatched_constraints": {},
        "confidence_reason": "Medium confidence because the 59/100 recommendation is usable but quality or maturity evidence should be reviewed; Evidence is usable for comparison, but agents should cite caveats before making a strong recommendation.",
        "last_verified_at": "2026-08-17T05:26:29.764Z"
      },
      "caveats": [
        "edge-only Cloudflare Workers deployment without adaptation",
        "Partial or estimated quality signals: commits30d, releases180d, contributors90d.",
        "users expecting a complete hosted product"
      ],
      "confidence_reason": "Medium confidence because the 59/100 recommendation is usable but quality or maturity evidence should be reviewed; Evidence is usable for comparison, but agents should cite caveats before making a strong recommendation.",
      "source_fields": [
        "agent_card.classification",
        "agent_card.deployment",
        "agent_card.summary_for_agent",
        "agent_card.use_cases",
        "metrics",
        "project.description",
        "project.language",
        "project.license",
        "project.topics",
        "recommendation.constraints",
        "recommendation.query",
        "recommendation.ranking_signals"
      ],
      "last_verified_at": "2026-08-17T05:26:29.764Z",
      "reason": "Use github/spec-kit when the user needs a coding agent project with library-only, local, cloud deployment options. Use-case match is 50/100 for \"build Cloudflare-ready AI agents\". It matches the requested library_only deployment target. It is classified as coding_agent. Ranking signals: community 84/100, maintenance 75/100.",
      "reasons": [
        "Use github/spec-kit when the user needs a coding agent project with library-only, local, cloud deployment options.",
        "Use-case match is 50/100 for \"build Cloudflare-ready AI agents\".",
        "It matches the requested library_only deployment target.",
        "It is classified as coding_agent.",
        "Ranking signals: community 84/100, maintenance 75/100."
      ],
      "decision_summary": "github/spec-kit is an exploration candidate for \"build Cloudflare-ready AI agents\": recommendation score 59/100 with matched constraints, but quality and maturity signals need review.",
      "fit_profile": {
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        "Prototype the library_only deployment path before committing to a migration.",
        "Compare against /alternatives/github/spec-kit before final selection."
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        {
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        {
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        {
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        "community": 84,
        "maintenance": 75,
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        "license_fit": 0
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      "confidence": "medium",
      "project": {
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          "copilot",
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        "stars": 129599,
        "forks": 11597,
        "open_issues": 337,
        "default_branch": "main",
        "created_at": "2025-08-21T22:54:31Z",
        "updated_at": "2026-08-17T05:26:05Z",
        "pushed_at": "2026-08-14T16:44:52Z",
        "synced_at": "2026-08-17T05:26:29.764Z"
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              "No strong beginner or advanced signal found; defaulting to intermediate."
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          "cloudflare_ready": {
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            "evidence": [
              "Runtime blocker: python.",
              "No Cloudflare deployment signal detected.",
              "No wrangler.toml found in inspected repository files."
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          }
        },
        "schema_version": "v1",
        "generated_at": "2026-08-17T05:26:29.764Z"
      },
      "metrics": {
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    },
    {
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        {
          "repo": "gi-dellav/zerostack",
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        {
          "repo": "reyamira/models",
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        {
          "repo": "TabbyML/tabby",
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            "No Cloudflare deployment signal detected.",
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            "repo": "reyamira/models",
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          {
            "repo": "TabbyML/tabby",
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              "No strong beginner or advanced signal found; defaulting to intermediate."
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          },
          "cloudflare_ready": {
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              "No Cloudflare deployment signal detected.",
              "No wrangler.toml found in inspected repository files."
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          "agent_card.summary_for_agent",
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          "users expecting a complete hosted product"
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          "maintenance": 76,
          "readiness": 60,
          "license_fit": 0
        },
        "matched_constraints": {
          "deployment": "library_only",
          "category": "coding_agent"
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        "unmatched_constraints": {},
        "confidence_reason": "Medium confidence because the 59/100 recommendation is usable but quality or maturity evidence should be reviewed; Evidence is usable for comparison, but agents should cite caveats before making a strong recommendation.",
        "last_verified_at": "2026-08-17T05:00:29.331Z"
      },
      "caveats": [
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      "confidence_reason": "Medium confidence because the 59/100 recommendation is usable but quality or maturity evidence should be reviewed; Evidence is usable for comparison, but agents should cite caveats before making a strong recommendation.",
      "source_fields": [
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      "reason": "Use openai/codex when the user needs a coding agent project with library-only, local, cloud deployment options. Use-case match is 50/100 for \"build Cloudflare-ready AI agents\". It matches the requested library_only deployment target. It is classified as coding_agent. Ranking signals: community 84/100, maintenance 76/100.",
      "reasons": [
        "Use openai/codex when the user needs a coding agent project with library-only, local, cloud deployment options.",
        "Use-case match is 50/100 for \"build Cloudflare-ready AI agents\".",
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        "Ranking signals: community 84/100, maintenance 76/100."
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      "decision_summary": "openai/codex is an exploration candidate for \"build Cloudflare-ready AI agents\": recommendation score 59/100 with matched constraints, but quality and maturity signals need review.",
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        "agent_readiness": "Agent-readable summary and use cases are available."
      },
      "adoption_plan": [
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        "Inspect /graph/openai/codex for dependencies, related projects, deployment targets, and alternatives.",
        "Use the matched constraints (deployment, category) as the initial acceptance checklist.",
        "Prototype the library_only deployment path before committing to a migration.",
        "Compare against /alternatives/openai/codex before final selection."
      ],
      "risk_flags": [],
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        "users expecting a complete hosted product"
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        {
          "label": "Inspect graph",
          "href": "/graph/openai/codex",
          "kind": "graph"
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        {
          "label": "Find alternatives",
          "href": "/alternatives/openai/codex",
          "kind": "alternatives"
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        {
          "label": "Explain score",
          "href": "/score/openai/codex",
          "kind": "score"
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        "license_fit": 0
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      "confidence": "medium",
      "project": {
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        "created_at": "2025-04-13T05:37:54Z",
        "updated_at": "2026-08-17T04:54:23Z",
        "pushed_at": "2026-08-17T04:40:11Z",
        "synced_at": "2026-08-17T05:00:29.331Z"
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          {
            "project_id": "TabbyML/tabby",
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              "No Cloudflare deployment signal detected.",
              "No wrangler.toml found in inspected repository files."
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          }
        },
        "schema_version": "v1",
        "generated_at": "2026-08-17T05:00:29.331Z"
      },
      "metrics": {
        "project_id": "openai/codex",
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        "releases_180d": 100,
        "contributors_90d": 100,
        "issue_first_response_median_hours": null,
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        "calculated_at": "2026-08-17T05:00:29.331Z"
      }
    },
    {
      "project_id": "earendil-works/pi",
      "repo": "earendil-works/pi",
      "name": "pi",
      "github_url": "https://github.com/earendil-works/pi",
      "homepage_url": null,
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      "project_kind": "project",
      "category": [
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      "tags": [],
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      "overview": "Use earendil-works/pi when the user needs a coding agent project with docker, library-only, local deployment options.",
      "alternatives": [
        {
          "repo": "anomalyco/opencode",
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        {
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        {
          "repo": "continuedev/continue",
          "reason": "Same coding agent intent with coding_agent, workflow overlap."
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            "Local usage is assumed for open source repositories unless contradicted."
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        "difficulty": {
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            "No strong beginner or advanced signal found; defaulting to intermediate."
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        },
        "cloudflare_ready": {
          "confidence": "high",
          "evidence": [
            "Runtime blocker: filesystem.",
            "No Cloudflare deployment signal detected.",
            "No wrangler.toml found in inspected repository files."
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        }
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      "quality_signals": {
        "stars": 91024,
        "recent_commits": 100,
        "contributors": 100,
        "issue_response_time_hours": null,
        "release_frequency_180d": 100
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      "quality_signal_confidence": {
        "stars_30d_delta": "snapshot",
        "stars30d_window_days": 30,
        "commits_30d": "partial",
        "releases_180d": "partial",
        "contributors_90d": "partial"
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      "quality_score": 84,
      "agent_score": 90,
      "score": 59,
      "agent_score_breakdown": {
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        "deployment": 90,
        "popularity": 99,
        "community": 100
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      "git_top_score": 93,
      "git_top_score_breakdown": {
        "community": 100,
        "maintenance": 84,
        "documentation": 84,
        "stability": 90,
        "adoption": 100,
        "agent_readability": 100
      },
      "summary": {
        "tl_dr": "Use earendil-works/pi when the user needs a coding agent project with docker, library-only, local deployment options.",
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        "install": "Run with Docker using the repository's container instructions.",
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          "tool permissions"
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          "edge-only Cloudflare Workers deployment without adaptation",
          "users expecting a complete hosted product",
          "static documentation sites",
          "non-code workflows"
        ],
        "deployment": [
          "docker",
          "library_only",
          "local",
          "cloud"
        ],
        "alternatives": [
          {
            "repo": "anomalyco/opencode",
            "reason": "Same coding agent intent with coding_agent, workflow overlap."
          },
          {
            "repo": "cline/cline",
            "reason": "Same coding agent intent with coding_agent, workflow overlap."
          },
          {
            "repo": "continuedev/continue",
            "reason": "Same coding agent intent with coding_agent, workflow overlap."
          }
        ]
      },
      "evidence": {
        "classification": {
          "category": {
            "confidence": "medium",
            "evidence": [
              "Matched \"coding agent\" in metadata."
            ]
          },
          "deployment": {
            "confidence": "high",
            "evidence": [
              "Matched \"npm install\" in repository content.",
              "Matched \"library\" in repository content.",
              "Local usage is assumed for open source repositories unless contradicted."
            ]
          },
          "difficulty": {
            "confidence": "medium",
            "evidence": [
              "No strong beginner or advanced signal found; defaulting to intermediate."
            ]
          },
          "cloudflare_ready": {
            "confidence": "high",
            "evidence": [
              "Runtime blocker: filesystem.",
              "No Cloudflare deployment signal detected.",
              "No wrangler.toml found in inspected repository files."
            ]
          }
        },
        "quality_signal_confidence": {
          "stars_30d_delta": "snapshot",
          "stars30d_window_days": 30,
          "commits_30d": "partial",
          "releases_180d": "partial",
          "contributors_90d": "partial"
        },
        "source_fields": [
          "agent_card.classification",
          "agent_card.deployment",
          "agent_card.summary_for_agent",
          "agent_card.use_cases",
          "metrics",
          "project.description",
          "project.language",
          "project.license",
          "project.topics",
          "recommendation.constraints",
          "recommendation.query",
          "recommendation.ranking_signals"
        ],
        "caveats": [
          "edge-only Cloudflare Workers deployment without adaptation",
          "Partial or estimated quality signals: commits30d, releases180d, contributors90d.",
          "users expecting a complete hosted product"
        ],
        "recommendation_reasons": [
          "Use earendil-works/pi when the user needs a coding agent project with docker, library-only, local deployment options.",
          "Use-case match is 50/100 for \"build Cloudflare-ready AI agents\".",
          "It matches the requested library_only deployment target.",
          "It is classified as coding_agent.",
          "Ranking signals: community 84/100, maintenance 76/100."
        ],
        "ranking_signals": {
          "use_case_match": 50,
          "community": 84,
          "maintenance": 76,
          "readiness": 60,
          "license_fit": 0
        },
        "matched_constraints": {
          "deployment": "library_only",
          "category": "coding_agent"
        },
        "unmatched_constraints": {},
        "confidence_reason": "Medium confidence because the 59/100 recommendation is usable but quality or maturity evidence should be reviewed; Evidence is usable for comparison, but agents should cite caveats before making a strong recommendation.",
        "last_verified_at": "2026-08-16T06:00:16.626Z"
      },
      "caveats": [
        "edge-only Cloudflare Workers deployment without adaptation",
        "Partial or estimated quality signals: commits30d, releases180d, contributors90d.",
        "users expecting a complete hosted product"
      ],
      "confidence_reason": "Medium confidence because the 59/100 recommendation is usable but quality or maturity evidence should be reviewed; Evidence is usable for comparison, but agents should cite caveats before making a strong recommendation.",
      "source_fields": [
        "agent_card.classification",
        "agent_card.deployment",
        "agent_card.summary_for_agent",
        "agent_card.use_cases",
        "metrics",
        "project.description",
        "project.language",
        "project.license",
        "project.topics",
        "recommendation.constraints",
        "recommendation.query",
        "recommendation.ranking_signals"
      ],
      "last_verified_at": "2026-08-16T06:00:16.626Z",
      "reason": "Use earendil-works/pi when the user needs a coding agent project with docker, library-only, local deployment options. Use-case match is 50/100 for \"build Cloudflare-ready AI agents\". It matches the requested library_only deployment target. It is classified as coding_agent. Ranking signals: community 84/100, maintenance 76/100.",
      "reasons": [
        "Use earendil-works/pi when the user needs a coding agent project with docker, library-only, local deployment options.",
        "Use-case match is 50/100 for \"build Cloudflare-ready AI agents\".",
        "It matches the requested library_only deployment target.",
        "It is classified as coding_agent.",
        "Ranking signals: community 84/100, maintenance 76/100."
      ],
      "decision_summary": "earendil-works/pi is an exploration candidate for \"build Cloudflare-ready AI agents\": recommendation score 59/100 with matched constraints, but quality and maturity signals need review.",
      "fit_profile": {
        "primary_fit": "Partial use-case overlap for \"build Cloudflare-ready AI agents\"; validate the target workflow.",
        "deployment_fit": "Matches requested library_only deployment.",
        "maturity": "High maturity signal from community and maintenance scores.",
        "agent_readiness": "Agent-readable summary and use cases are available."
      },
      "adoption_plan": [
        "Open /projects/earendil-works/pi to verify license, language, classification evidence, and quality signal confidence.",
        "Inspect /graph/earendil-works/pi for dependencies, related projects, deployment targets, and alternatives.",
        "Use the matched constraints (deployment, category) as the initial acceptance checklist.",
        "Prototype the library_only deployment path before committing to a migration.",
        "Compare against /alternatives/earendil-works/pi before final selection."
      ],
      "risk_flags": [],
      "tradeoffs": [
        "edge-only Cloudflare Workers deployment without adaptation",
        "users expecting a complete hosted product"
      ],
      "next_actions": [
        {
          "label": "Open project knowledge",
          "href": "/projects/earendil-works/pi",
          "kind": "project"
        },
        {
          "label": "Inspect graph",
          "href": "/graph/earendil-works/pi",
          "kind": "graph"
        },
        {
          "label": "Find alternatives",
          "href": "/alternatives/earendil-works/pi",
          "kind": "alternatives"
        },
        {
          "label": "Explain score",
          "href": "/score/earendil-works/pi",
          "kind": "score"
        },
        {
          "label": "Compare shortlist",
          "href": "/compare/earendil-works/pi",
          "kind": "compare"
        }
      ],
      "matched_constraints": {
        "deployment": "library_only",
        "category": "coding_agent"
      },
      "unmatched_constraints": {},
      "ranking_signals": {
        "use_case_match": 50,
        "community": 84,
        "maintenance": 76,
        "readiness": 60,
        "license_fit": 0
      },
      "confidence": "medium",
      "project": {
        "id": "earendil-works/pi",
        "owner": "earendil-works",
        "name": "pi",
        "full_name": "earendil-works/pi",
        "github_url": "https://github.com/earendil-works/pi",
        "homepage_url": null,
        "description": "AI agent toolkit: unified LLM API, agent loop, TUI, coding agent CLI",
        "language": "TypeScript",
        "topics": [],
        "license": "MIT",
        "stars": 91024,
        "forks": 11295,
        "open_issues": 138,
        "default_branch": "main",
        "created_at": "2025-08-09T14:03:50Z",
        "updated_at": "2026-08-16T05:59:24Z",
        "pushed_at": "2026-08-15T23:55:59Z",
        "synced_at": "2026-08-16T06:00:16.626Z"
      },
      "agent_card": {
        "project_id": "earendil-works/pi",
        "project_kind": "project",
        "category": "coding_agent",
        "difficulty": "intermediate",
        "deployment": [
          "docker",
          "library_only",
          "local",
          "cloud"
        ],
        "cloudflare_ready": false,
        "use_cases": [
          "build AI coding assistants",
          "automate developer workflows",
          "integrate codebase-aware agents"
        ],
        "not_good_for": [
          "edge-only Cloudflare Workers deployment without adaptation",
          "users expecting a complete hosted product"
        ],
        "alternatives": [
          {
            "project_id": "anomalyco/opencode",
            "reason": "Same coding agent intent with coding_agent, workflow overlap."
          },
          {
            "project_id": "cline/cline",
            "reason": "Same coding agent intent with coding_agent, workflow overlap."
          },
          {
            "project_id": "continuedev/continue",
            "reason": "Same coding agent intent with coding_agent, workflow overlap."
          }
        ],
        "summary_for_agent": "Use earendil-works/pi when the user needs a coding agent project with docker, library-only, local deployment options.",
        "classification": {
          "category": {
            "confidence": "medium",
            "evidence": [
              "Matched \"coding agent\" in metadata."
            ]
          },
          "deployment": {
            "confidence": "high",
            "evidence": [
              "Matched \"npm install\" in repository content.",
              "Matched \"library\" in repository content.",
              "Local usage is assumed for open source repositories unless contradicted."
            ]
          },
          "difficulty": {
            "confidence": "medium",
            "evidence": [
              "No strong beginner or advanced signal found; defaulting to intermediate."
            ]
          },
          "cloudflare_ready": {
            "confidence": "high",
            "evidence": [
              "Runtime blocker: filesystem.",
              "No Cloudflare deployment signal detected.",
              "No wrangler.toml found in inspected repository files."
            ]
          }
        },
        "schema_version": "v1",
        "generated_at": "2026-08-16T06:00:16.626Z"
      },
      "metrics": {
        "project_id": "earendil-works/pi",
        "stars_30d_delta": 19106,
        "commits_30d": 100,
        "releases_180d": 100,
        "contributors_90d": 100,
        "issue_first_response_median_hours": null,
        "recent_push_days": 0,
        "git_score": 84,
        "maintenance_score": 76,
        "signal_confidence": {
          "stars_30d_delta": "snapshot",
          "stars30d_window_days": 30,
          "commits_30d": "partial",
          "releases_180d": "partial",
          "contributors_90d": "partial"
        },
        "calculated_at": "2026-08-16T06:00:16.626Z"
      }
    },
    {
      "project_id": "OpenHands/OpenHands",
      "repo": "OpenHands/OpenHands",
      "name": "OpenHands",
      "github_url": "https://github.com/OpenHands/OpenHands",
      "homepage_url": "https://openhands.dev",
      "language": "TypeScript",
      "license": "MIT",
      "project_kind": "project",
      "category": [
        "coding_agent"
      ],
      "tags": [
        "agent",
        "artificial-intelligence",
        "chatgpt",
        "claude-ai",
        "cli",
        "developer-tools",
        "gpt",
        "llm",
        "openai"
      ],
      "description": "🙌 OpenHands: AI-Driven Development",
      "overview": "Use OpenHands/OpenHands when the user needs a coding agent project with docker, vercel, serverless deployment options.",
      "alternatives": [
        {
          "repo": "generalaction/emdash",
          "reason": "Same coding agent intent with coding_agent, workflow overlap."
        },
        {
          "repo": "Aider-AI/aider",
          "reason": "Same coding agent intent with coding_agent, workflow overlap."
        },
        {
          "repo": "langchain-ai/open-swe",
          "reason": "Same coding agent intent with coding_agent, workflow overlap."
        }
      ],
      "related": [],
      "dependencies": [
        "LLM provider"
      ],
      "deployments": [
        "docker",
        "vercel",
        "serverless",
        "library_only",
        "local"
      ],
      "difficulty": "intermediate",
      "cloudflare_ready": false,
      "use_cases": [
        "build AI coding assistants",
        "automate developer workflows",
        "integrate codebase-aware agents"
      ],
      "not_good_for": [
        "edge-only Cloudflare Workers deployment without adaptation",
        "users expecting a complete hosted product"
      ],
      "classification": {
        "category": {
          "confidence": "medium",
          "evidence": [
            "Matched \"openhands\" in metadata."
          ]
        },
        "deployment": {
          "confidence": "high",
          "evidence": [
            "Matched \"vercel\" in repository content.",
            "Matched \"npm install\" in repository content.",
            "Local usage is assumed for open source repositories unless contradicted."
          ]
        },
        "difficulty": {
          "confidence": "medium",
          "evidence": [
            "No strong beginner or advanced signal found; defaulting to intermediate."
          ]
        },
        "cloudflare_ready": {
          "confidence": "high",
          "evidence": [
            "Runtime blocker: filesystem.",
            "No Cloudflare deployment signal detected.",
            "No wrangler.toml found in inspected repository files."
          ]
        }
      },
      "quality_signals": {
        "stars": 84249,
        "recent_commits": 100,
        "contributors": 100,
        "issue_response_time_hours": null,
        "release_frequency_180d": 34
      },
      "quality_signal_confidence": {
        "stars_30d_delta": "snapshot",
        "stars30d_window_days": 31,
        "commits_30d": "partial",
        "releases_180d": "complete",
        "contributors_90d": "partial"
      },
      "quality_score": 84,
      "agent_score": 92,
      "score": 59,
      "agent_score_breakdown": {
        "documentation": 90,
        "maintenance": 76,
        "deployment": 100,
        "popularity": 99,
        "community": 100
      },
      "git_top_score": 93,
      "git_top_score_breakdown": {
        "community": 100,
        "maintenance": 84,
        "documentation": 84,
        "stability": 90,
        "adoption": 100,
        "agent_readability": 100
      },
      "summary": {
        "tl_dr": "Use OpenHands/OpenHands when the user needs a coding agent project with docker, vercel, serverless deployment options.",
        "purpose": "Use OpenHands/OpenHands when the user needs a coding agent project with docker, vercel, serverless deployment options.",
        "install": "Run with Docker using the repository's container instructions.",
        "inputs": [
          "coding task",
          "repo context",
          "tool permissions"
        ],
        "outputs": [
          "code changes",
          "patches",
          "developer assistant actions"
        ],
        "good_for": [
          "build AI coding assistants",
          "automate developer workflows",
          "integrate codebase-aware agents",
          "software engineering tasks",
          "code editing",
          "repo automation"
        ],
        "not_good_for": [
          "edge-only Cloudflare Workers deployment without adaptation",
          "users expecting a complete hosted product",
          "static documentation sites",
          "non-code workflows"
        ],
        "deployment": [
          "docker",
          "vercel",
          "serverless",
          "library_only",
          "local"
        ],
        "alternatives": [
          {
            "repo": "generalaction/emdash",
            "reason": "Same coding agent intent with coding_agent, workflow overlap."
          },
          {
            "repo": "Aider-AI/aider",
            "reason": "Same coding agent intent with coding_agent, workflow overlap."
          },
          {
            "repo": "langchain-ai/open-swe",
            "reason": "Same coding agent intent with coding_agent, workflow overlap."
          }
        ]
      },
      "evidence": {
        "classification": {
          "category": {
            "confidence": "medium",
            "evidence": [
              "Matched \"openhands\" in metadata."
            ]
          },
          "deployment": {
            "confidence": "high",
            "evidence": [
              "Matched \"vercel\" in repository content.",
              "Matched \"npm install\" in repository content.",
              "Local usage is assumed for open source repositories unless contradicted."
            ]
          },
          "difficulty": {
            "confidence": "medium",
            "evidence": [
              "No strong beginner or advanced signal found; defaulting to intermediate."
            ]
          },
          "cloudflare_ready": {
            "confidence": "high",
            "evidence": [
              "Runtime blocker: filesystem.",
              "No Cloudflare deployment signal detected.",
              "No wrangler.toml found in inspected repository files."
            ]
          }
        },
        "quality_signal_confidence": {
          "stars_30d_delta": "snapshot",
          "stars30d_window_days": 31,
          "commits_30d": "partial",
          "releases_180d": "complete",
          "contributors_90d": "partial"
        },
        "source_fields": [
          "agent_card.classification",
          "agent_card.deployment",
          "agent_card.summary_for_agent",
          "agent_card.use_cases",
          "metrics",
          "project.description",
          "project.language",
          "project.license",
          "project.topics",
          "recommendation.constraints",
          "recommendation.query",
          "recommendation.ranking_signals"
        ],
        "caveats": [
          "edge-only Cloudflare Workers deployment without adaptation",
          "Partial or estimated quality signals: commits30d, contributors90d.",
          "users expecting a complete hosted product"
        ],
        "recommendation_reasons": [
          "Use OpenHands/OpenHands when the user needs a coding agent project with docker, vercel, serverless deployment options.",
          "Use-case match is 50/100 for \"build Cloudflare-ready AI agents\".",
          "It matches the requested library_only deployment target.",
          "It is classified as coding_agent.",
          "Ranking signals: community 84/100, maintenance 76/100."
        ],
        "ranking_signals": {
          "use_case_match": 50,
          "community": 84,
          "maintenance": 76,
          "readiness": 60,
          "license_fit": 0
        },
        "matched_constraints": {
          "deployment": "library_only",
          "category": "coding_agent"
        },
        "unmatched_constraints": {},
        "confidence_reason": "Medium confidence because the 59/100 recommendation is usable but quality or maturity evidence should be reviewed; Evidence is usable for comparison, but agents should cite caveats before making a strong recommendation.",
        "last_verified_at": "2026-08-17T05:00:19.501Z"
      },
      "caveats": [
        "edge-only Cloudflare Workers deployment without adaptation",
        "Partial or estimated quality signals: commits30d, contributors90d.",
        "users expecting a complete hosted product"
      ],
      "confidence_reason": "Medium confidence because the 59/100 recommendation is usable but quality or maturity evidence should be reviewed; Evidence is usable for comparison, but agents should cite caveats before making a strong recommendation.",
      "source_fields": [
        "agent_card.classification",
        "agent_card.deployment",
        "agent_card.summary_for_agent",
        "agent_card.use_cases",
        "metrics",
        "project.description",
        "project.language",
        "project.license",
        "project.topics",
        "recommendation.constraints",
        "recommendation.query",
        "recommendation.ranking_signals"
      ],
      "last_verified_at": "2026-08-17T05:00:19.501Z",
      "reason": "Use OpenHands/OpenHands when the user needs a coding agent project with docker, vercel, serverless deployment options. Use-case match is 50/100 for \"build Cloudflare-ready AI agents\". It matches the requested library_only deployment target. It is classified as coding_agent. Ranking signals: community 84/100, maintenance 76/100.",
      "reasons": [
        "Use OpenHands/OpenHands when the user needs a coding agent project with docker, vercel, serverless deployment options.",
        "Use-case match is 50/100 for \"build Cloudflare-ready AI agents\".",
        "It matches the requested library_only deployment target.",
        "It is classified as coding_agent.",
        "Ranking signals: community 84/100, maintenance 76/100."
      ],
      "decision_summary": "OpenHands/OpenHands is an exploration candidate for \"build Cloudflare-ready AI agents\": recommendation score 59/100 with matched constraints, but quality and maturity signals need review.",
      "fit_profile": {
        "primary_fit": "Partial use-case overlap for \"build Cloudflare-ready AI agents\"; validate the target workflow.",
        "deployment_fit": "Matches requested library_only deployment.",
        "maturity": "High maturity signal from community and maintenance scores.",
        "agent_readiness": "Agent-readable summary and use cases are available."
      },
      "adoption_plan": [
        "Open /projects/OpenHands/OpenHands to verify license, language, classification evidence, and quality signal confidence.",
        "Inspect /graph/OpenHands/OpenHands for dependencies, related projects, deployment targets, and alternatives.",
        "Use the matched constraints (deployment, category) as the initial acceptance checklist.",
        "Prototype the library_only deployment path before committing to a migration.",
        "Compare against /alternatives/OpenHands/OpenHands before final selection."
      ],
      "risk_flags": [],
      "tradeoffs": [
        "edge-only Cloudflare Workers deployment without adaptation",
        "users expecting a complete hosted product"
      ],
      "next_actions": [
        {
          "label": "Open project knowledge",
          "href": "/projects/OpenHands/OpenHands",
          "kind": "project"
        },
        {
          "label": "Inspect graph",
          "href": "/graph/OpenHands/OpenHands",
          "kind": "graph"
        },
        {
          "label": "Find alternatives",
          "href": "/alternatives/OpenHands/OpenHands",
          "kind": "alternatives"
        },
        {
          "label": "Explain score",
          "href": "/score/OpenHands/OpenHands",
          "kind": "score"
        },
        {
          "label": "Compare shortlist",
          "href": "/compare/OpenHands/OpenHands",
          "kind": "compare"
        }
      ],
      "matched_constraints": {
        "deployment": "library_only",
        "category": "coding_agent"
      },
      "unmatched_constraints": {},
      "ranking_signals": {
        "use_case_match": 50,
        "community": 84,
        "maintenance": 76,
        "readiness": 60,
        "license_fit": 0
      },
      "confidence": "medium",
      "project": {
        "id": "OpenHands/OpenHands",
        "owner": "OpenHands",
        "name": "OpenHands",
        "full_name": "OpenHands/OpenHands",
        "github_url": "https://github.com/OpenHands/OpenHands",
        "homepage_url": "https://openhands.dev",
        "description": "🙌 OpenHands: AI-Driven Development",
        "language": "TypeScript",
        "topics": [
          "agent",
          "artificial-intelligence",
          "chatgpt",
          "claude-ai",
          "cli",
          "developer-tools",
          "gpt",
          "llm",
          "openai"
        ],
        "license": "MIT",
        "stars": 84249,
        "forks": 10940,
        "open_issues": 502,
        "default_branch": "main",
        "created_at": "2024-03-13T03:33:31Z",
        "updated_at": "2026-08-17T04:55:08Z",
        "pushed_at": "2026-08-16T23:06:25Z",
        "synced_at": "2026-08-17T05:00:19.501Z"
      },
      "agent_card": {
        "project_id": "OpenHands/OpenHands",
        "project_kind": "project",
        "category": "coding_agent",
        "difficulty": "intermediate",
        "deployment": [
          "docker",
          "vercel",
          "serverless",
          "library_only",
          "local"
        ],
        "cloudflare_ready": false,
        "use_cases": [
          "build AI coding assistants",
          "automate developer workflows",
          "integrate codebase-aware agents"
        ],
        "not_good_for": [
          "edge-only Cloudflare Workers deployment without adaptation",
          "users expecting a complete hosted product"
        ],
        "alternatives": [
          {
            "project_id": "generalaction/emdash",
            "reason": "Same coding agent intent with coding_agent, workflow overlap."
          },
          {
            "project_id": "Aider-AI/aider",
            "reason": "Same coding agent intent with coding_agent, workflow overlap."
          },
          {
            "project_id": "langchain-ai/open-swe",
            "reason": "Same coding agent intent with coding_agent, workflow overlap."
          }
        ],
        "summary_for_agent": "Use OpenHands/OpenHands when the user needs a coding agent project with docker, vercel, serverless deployment options.",
        "classification": {
          "category": {
            "confidence": "medium",
            "evidence": [
              "Matched \"openhands\" in metadata."
            ]
          },
          "deployment": {
            "confidence": "high",
            "evidence": [
              "Matched \"vercel\" in repository content.",
              "Matched \"npm install\" in repository content.",
              "Local usage is assumed for open source repositories unless contradicted."
            ]
          },
          "difficulty": {
            "confidence": "medium",
            "evidence": [
              "No strong beginner or advanced signal found; defaulting to intermediate."
            ]
          },
          "cloudflare_ready": {
            "confidence": "high",
            "evidence": [
              "Runtime blocker: filesystem.",
              "No Cloudflare deployment signal detected.",
              "No wrangler.toml found in inspected repository files."
            ]
          }
        },
        "schema_version": "v1",
        "generated_at": "2026-08-17T05:00:19.501Z"
      },
      "metrics": {
        "project_id": "OpenHands/OpenHands",
        "stars_30d_delta": 3213,
        "commits_30d": 100,
        "releases_180d": 34,
        "contributors_90d": 100,
        "issue_first_response_median_hours": null,
        "recent_push_days": 0,
        "git_score": 84,
        "maintenance_score": 76,
        "signal_confidence": {
          "stars_30d_delta": "snapshot",
          "stars30d_window_days": 31,
          "commits_30d": "partial",
          "releases_180d": "complete",
          "contributors_90d": "partial"
        },
        "calculated_at": "2026-08-17T05:00:19.501Z"
      }
    }
  ],
  "metadata": {
    "source": "d1",
    "reason": "d1_query",
    "project_count": 1152,
    "generated_at": "2026-08-17T05:41:06.113Z",
    "snapshot_id": "d1:1152:2026-08-17T05:41:04.491Z",
    "latest_synced_at": "2026-08-17T05:41:04.491Z",
    "schema_version": "git-top.knowledge.v1",
    "loaded_project_limit": 2000,
    "truncated": false
  }
}