{
  "project": {
    "project_id": "langchain-ai/langchain",
    "repo": "langchain-ai/langchain",
    "name": "langchain",
    "github_url": "https://github.com/langchain-ai/langchain",
    "homepage_url": "https://www.langchain.com/",
    "language": "Python",
    "license": "MIT",
    "project_kind": "project",
    "category": [
      "agent_framework"
    ],
    "tags": [
      "agents",
      "llm",
      "rag",
      "tools"
    ],
    "description": "Build context-aware reasoning applications",
    "overview": "Use this when the user needs a broad Python framework for context-aware LLM applications with tools, retrieval, and workflow primitives.",
    "alternatives": [
      {
        "repo": "run-llama/llama_index",
        "reason": "Better suited for data-centric RAG workflows."
      }
    ],
    "related": [],
    "dependencies": [
      "Vector database",
      "LLM provider"
    ],
    "deployments": [
      "local",
      "docker",
      "cloud",
      "library_only"
    ],
    "difficulty": "intermediate",
    "cloudflare_ready": false,
    "use_cases": [
      "build RAG applications",
      "orchestrate LLM tools",
      "prototype agent workflows"
    ],
    "not_good_for": [
      "minimal single-file LLM scripts",
      "edge-only Cloudflare Workers deployment"
    ],
    "classification": {
      "category": {
        "confidence": "low",
        "evidence": []
      },
      "deployment": {
        "confidence": "low",
        "evidence": []
      },
      "difficulty": {
        "confidence": "low",
        "evidence": []
      },
      "cloudflare_ready": {
        "confidence": "low",
        "evidence": []
      }
    },
    "quality_signals": {
      "stars": 100000,
      "recent_commits": 420,
      "contributors": 180,
      "issue_response_time_hours": 18,
      "release_frequency_180d": 12
    },
    "quality_signal_confidence": {
      "stars_30d_delta": "estimated",
      "commits_30d": "unknown",
      "releases_180d": "unknown",
      "contributors_90d": "unknown"
    },
    "quality_score": 91,
    "agent_score": 92,
    "score": 95,
    "agent_score_breakdown": {
      "documentation": 90,
      "maintenance": 86,
      "deployment": 90,
      "popularity": 100,
      "community": 100
    },
    "git_top_score": 95,
    "git_top_score_breakdown": {
      "community": 100,
      "maintenance": 90,
      "documentation": 92,
      "stability": 90,
      "adoption": 100,
      "agent_readability": 100
    },
    "verification": {
      "schema_version": "git-top.verification.v1",
      "overall_status": "partial",
      "observed_at": "2026-06-16T00:00:00Z",
      "signals": {
        "activity": {
          "status": "observed",
          "source": "github_metadata",
          "evidence": [
            "project.pushed_at",
            "metrics.recent_push_days"
          ]
        },
        "license": {
          "status": "observed",
          "source": "github_metadata",
          "evidence": [
            "project.license"
          ]
        },
        "documentation": {
          "status": "observed",
          "source": "github_metadata",
          "evidence": [
            "project.description"
          ]
        },
        "runtime": {
          "status": "inferred",
          "source": "git_top_heuristic",
          "evidence": [
            "agent_card.deployment",
            "agent_card.cloudflare_ready"
          ]
        },
        "install": {
          "status": "not_run",
          "source": "git_top_runtime",
          "evidence": [
            "installation/build probe is not enabled"
          ]
        },
        "security": {
          "status": "not_run",
          "source": "git_top_runtime",
          "evidence": [
            "dependency/security scan is not enabled"
          ]
        },
        "mcp": {
          "status": "not_applicable",
          "source": "git_top_runtime",
          "evidence": [
            "project is not classified as mcp_server"
          ]
        }
      },
      "coverage": {
        "observed": 3,
        "inferred": 1,
        "not_run": 2,
        "unknown": 0
      },
      "next_steps": [
        "Run an installation/build probe before production adoption.",
        "Run a dependency and security scan before treating the score as a trust claim."
      ]
    },
    "summary": {
      "tl_dr": "Use this when the user needs a broad Python framework for context-aware LLM applications with tools, retrieval, and workflow primitives.",
      "purpose": "Use this when the user needs a broad Python framework for context-aware LLM applications with tools, retrieval, and workflow primitives.",
      "install": "Run with Docker using the repository's container instructions.",
      "inputs": [
        "task prompt",
        "tools",
        "context",
        "memory/state"
      ],
      "outputs": [
        "agent runs",
        "tool calls",
        "workflow state"
      ],
      "good_for": [
        "build RAG applications",
        "orchestrate LLM tools",
        "prototype agent workflows",
        "stateful agents",
        "tool-using assistants",
        "workflow orchestration"
      ],
      "not_good_for": [
        "minimal single-file LLM scripts",
        "edge-only Cloudflare Workers deployment",
        "simple prompt-only apps",
        "one-shot chat wrappers"
      ],
      "deployment": [
        "local",
        "docker",
        "cloud",
        "library_only"
      ],
      "alternatives": [
        {
          "repo": "run-llama/llama_index",
          "reason": "Better suited for data-centric RAG workflows."
        }
      ]
    },
    "evidence": {
      "classification": {
        "category": {
          "confidence": "low",
          "evidence": []
        },
        "deployment": {
          "confidence": "low",
          "evidence": []
        },
        "difficulty": {
          "confidence": "low",
          "evidence": []
        },
        "cloudflare_ready": {
          "confidence": "low",
          "evidence": []
        }
      },
      "quality_signal_confidence": {
        "stars_30d_delta": "estimated",
        "commits_30d": "unknown",
        "releases_180d": "unknown",
        "contributors_90d": "unknown"
      },
      "verification": {
        "schema_version": "git-top.verification.v1",
        "overall_status": "partial",
        "observed_at": "2026-06-16T00:00:00Z",
        "signals": {
          "activity": {
            "status": "observed",
            "source": "github_metadata",
            "evidence": [
              "project.pushed_at",
              "metrics.recent_push_days"
            ]
          },
          "license": {
            "status": "observed",
            "source": "github_metadata",
            "evidence": [
              "project.license"
            ]
          },
          "documentation": {
            "status": "observed",
            "source": "github_metadata",
            "evidence": [
              "project.description"
            ]
          },
          "runtime": {
            "status": "inferred",
            "source": "git_top_heuristic",
            "evidence": [
              "agent_card.deployment",
              "agent_card.cloudflare_ready"
            ]
          },
          "install": {
            "status": "not_run",
            "source": "git_top_runtime",
            "evidence": [
              "installation/build probe is not enabled"
            ]
          },
          "security": {
            "status": "not_run",
            "source": "git_top_runtime",
            "evidence": [
              "dependency/security scan is not enabled"
            ]
          },
          "mcp": {
            "status": "not_applicable",
            "source": "git_top_runtime",
            "evidence": [
              "project is not classified as mcp_server"
            ]
          }
        },
        "coverage": {
          "observed": 3,
          "inferred": 1,
          "not_run": 2,
          "unknown": 0
        },
        "next_steps": [
          "Run an installation/build probe before production adoption.",
          "Run a dependency and security scan before treating the score as a trust claim."
        ]
      },
      "source_fields": [
        "project.description",
        "project.topics",
        "project.language",
        "project.license",
        "agent_card.summary_for_agent",
        "agent_card.use_cases",
        "agent_card.deployment",
        "agent_card.classification",
        "metrics",
        "verification.signals"
      ],
      "caveats": [
        "minimal single-file LLM scripts",
        "edge-only Cloudflare Workers deployment",
        "Low-confidence classification fields: category, deployment, difficulty, cloudflareReady.",
        "Partial or estimated quality signals: stars30dDelta, commits30d, releases180d, contributors90d.",
        "Independent installation, security, or runtime probes have not been run for this project."
      ],
      "confidence_reason": "Evidence is incomplete; use this project as an exploration candidate until classification and quality signals are reviewed.",
      "last_verified_at": "2026-06-16T00:00:00Z"
    },
    "caveats": [
      "minimal single-file LLM scripts",
      "edge-only Cloudflare Workers deployment",
      "Low-confidence classification fields: category, deployment, difficulty, cloudflareReady.",
      "Partial or estimated quality signals: stars30dDelta, commits30d, releases180d, contributors90d.",
      "Independent installation, security, or runtime probes have not been run for this project."
    ],
    "confidence_reason": "Evidence is incomplete; use this project as an exploration candidate until classification and quality signals are reviewed.",
    "source_fields": [
      "project.description",
      "project.topics",
      "project.language",
      "project.license",
      "agent_card.summary_for_agent",
      "agent_card.use_cases",
      "agent_card.deployment",
      "agent_card.classification",
      "metrics",
      "verification.signals"
    ],
    "last_verified_at": "2026-06-16T00:00:00Z"
  },
  "related": [
    {
      "project_id": "run-llama/llama_index",
      "repo": "run-llama/llama_index",
      "name": "llama_index",
      "github_url": "https://github.com/run-llama/llama_index",
      "homepage_url": "https://www.llamaindex.ai/",
      "language": "Python",
      "license": "MIT",
      "project_kind": "project",
      "category": [
        "rag_framework"
      ],
      "tags": [
        "rag",
        "llm",
        "data",
        "agents"
      ],
      "description": "A data framework for LLM applications",
      "overview": "Use this when the user needs a data-centric framework for indexing, retrieval, and RAG workflows.",
      "alternatives": [
        {
          "repo": "langchain-ai/langchain",
          "reason": "Broader agent and tool orchestration surface."
        }
      ],
      "related": [],
      "dependencies": [
        "Vector database",
        "LLM provider"
      ],
      "deployments": [
        "local",
        "docker",
        "cloud",
        "library_only"
      ],
      "difficulty": "intermediate",
      "cloudflare_ready": false,
      "use_cases": [
        "build RAG systems",
        "connect private data to LLMs",
        "index documents for retrieval"
      ],
      "not_good_for": [
        "pure browser-only apps",
        "edge-only runtime deployments"
      ],
      "classification": {
        "category": {
          "confidence": "low",
          "evidence": []
        },
        "deployment": {
          "confidence": "low",
          "evidence": []
        },
        "difficulty": {
          "confidence": "low",
          "evidence": []
        },
        "cloudflare_ready": {
          "confidence": "low",
          "evidence": []
        }
      },
      "quality_signals": {
        "stars": 38000,
        "recent_commits": 360,
        "contributors": 120,
        "issue_response_time_hours": 22,
        "release_frequency_180d": 18
      },
      "quality_signal_confidence": {
        "stars_30d_delta": "estimated",
        "commits_30d": "unknown",
        "releases_180d": "unknown",
        "contributors_90d": "unknown"
      },
      "quality_score": 88,
      "agent_score": 91,
      "score": 94,
      "agent_score_breakdown": {
        "documentation": 90,
        "maintenance": 84,
        "deployment": 90,
        "popularity": 92,
        "community": 100
      },
      "git_top_score": 94,
      "git_top_score_breakdown": {
        "community": 100,
        "maintenance": 89,
        "documentation": 84,
        "stability": 90,
        "adoption": 100,
        "agent_readability": 100
      },
      "verification": {
        "schema_version": "git-top.verification.v1",
        "overall_status": "partial",
        "observed_at": "2026-06-16T00:00:00Z",
        "signals": {
          "activity": {
            "status": "observed",
            "source": "github_metadata",
            "evidence": [
              "project.pushed_at",
              "metrics.recent_push_days"
            ]
          },
          "license": {
            "status": "observed",
            "source": "github_metadata",
            "evidence": [
              "project.license"
            ]
          },
          "documentation": {
            "status": "observed",
            "source": "github_metadata",
            "evidence": [
              "project.description"
            ]
          },
          "runtime": {
            "status": "inferred",
            "source": "git_top_heuristic",
            "evidence": [
              "agent_card.deployment",
              "agent_card.cloudflare_ready"
            ]
          },
          "install": {
            "status": "not_run",
            "source": "git_top_runtime",
            "evidence": [
              "installation/build probe is not enabled"
            ]
          },
          "security": {
            "status": "not_run",
            "source": "git_top_runtime",
            "evidence": [
              "dependency/security scan is not enabled"
            ]
          },
          "mcp": {
            "status": "not_applicable",
            "source": "git_top_runtime",
            "evidence": [
              "project is not classified as mcp_server"
            ]
          }
        },
        "coverage": {
          "observed": 3,
          "inferred": 1,
          "not_run": 2,
          "unknown": 0
        },
        "next_steps": [
          "Run an installation/build probe before production adoption.",
          "Run a dependency and security scan before treating the score as a trust claim."
        ]
      },
      "summary": {
        "tl_dr": "Use this when the user needs a data-centric framework for indexing, retrieval, and RAG workflows.",
        "purpose": "Use this when the user needs a data-centric framework for indexing, retrieval, and RAG workflows.",
        "install": "Run with Docker using the repository's container instructions.",
        "inputs": [
          "documents",
          "queries",
          "embedding store"
        ],
        "outputs": [
          "retrieval results",
          "grounded answers",
          "indexes"
        ],
        "good_for": [
          "build RAG systems",
          "connect private data to LLMs",
          "index documents for retrieval",
          "retrieval augmented generation",
          "document search",
          "knowledge grounding"
        ],
        "not_good_for": [
          "pure browser-only apps",
          "edge-only runtime deployments",
          "simple prompt apps",
          "tasks without external knowledge"
        ],
        "deployment": [
          "local",
          "docker",
          "cloud",
          "library_only"
        ],
        "alternatives": [
          {
            "repo": "langchain-ai/langchain",
            "reason": "Broader agent and tool orchestration surface."
          }
        ]
      },
      "evidence": {
        "classification": {
          "category": {
            "confidence": "low",
            "evidence": []
          },
          "deployment": {
            "confidence": "low",
            "evidence": []
          },
          "difficulty": {
            "confidence": "low",
            "evidence": []
          },
          "cloudflare_ready": {
            "confidence": "low",
            "evidence": []
          }
        },
        "quality_signal_confidence": {
          "stars_30d_delta": "estimated",
          "commits_30d": "unknown",
          "releases_180d": "unknown",
          "contributors_90d": "unknown"
        },
        "verification": {
          "schema_version": "git-top.verification.v1",
          "overall_status": "partial",
          "observed_at": "2026-06-16T00:00:00Z",
          "signals": {
            "activity": {
              "status": "observed",
              "source": "github_metadata",
              "evidence": [
                "project.pushed_at",
                "metrics.recent_push_days"
              ]
            },
            "license": {
              "status": "observed",
              "source": "github_metadata",
              "evidence": [
                "project.license"
              ]
            },
            "documentation": {
              "status": "observed",
              "source": "github_metadata",
              "evidence": [
                "project.description"
              ]
            },
            "runtime": {
              "status": "inferred",
              "source": "git_top_heuristic",
              "evidence": [
                "agent_card.deployment",
                "agent_card.cloudflare_ready"
              ]
            },
            "install": {
              "status": "not_run",
              "source": "git_top_runtime",
              "evidence": [
                "installation/build probe is not enabled"
              ]
            },
            "security": {
              "status": "not_run",
              "source": "git_top_runtime",
              "evidence": [
                "dependency/security scan is not enabled"
              ]
            },
            "mcp": {
              "status": "not_applicable",
              "source": "git_top_runtime",
              "evidence": [
                "project is not classified as mcp_server"
              ]
            }
          },
          "coverage": {
            "observed": 3,
            "inferred": 1,
            "not_run": 2,
            "unknown": 0
          },
          "next_steps": [
            "Run an installation/build probe before production adoption.",
            "Run a dependency and security scan before treating the score as a trust claim."
          ]
        },
        "source_fields": [
          "project.description",
          "project.topics",
          "project.language",
          "project.license",
          "agent_card.summary_for_agent",
          "agent_card.use_cases",
          "agent_card.deployment",
          "agent_card.classification",
          "metrics",
          "verification.signals"
        ],
        "caveats": [
          "pure browser-only apps",
          "edge-only runtime deployments",
          "Low-confidence classification fields: category, deployment, difficulty, cloudflareReady.",
          "Partial or estimated quality signals: stars30dDelta, commits30d, releases180d, contributors90d.",
          "Independent installation, security, or runtime probes have not been run for this project."
        ],
        "confidence_reason": "Evidence is incomplete; use this project as an exploration candidate until classification and quality signals are reviewed.",
        "last_verified_at": "2026-06-16T00:00:00Z"
      },
      "caveats": [
        "pure browser-only apps",
        "edge-only runtime deployments",
        "Low-confidence classification fields: category, deployment, difficulty, cloudflareReady.",
        "Partial or estimated quality signals: stars30dDelta, commits30d, releases180d, contributors90d.",
        "Independent installation, security, or runtime probes have not been run for this project."
      ],
      "confidence_reason": "Evidence is incomplete; use this project as an exploration candidate until classification and quality signals are reviewed.",
      "source_fields": [
        "project.description",
        "project.topics",
        "project.language",
        "project.license",
        "agent_card.summary_for_agent",
        "agent_card.use_cases",
        "agent_card.deployment",
        "agent_card.classification",
        "metrics",
        "verification.signals"
      ],
      "last_verified_at": "2026-06-16T00:00:00Z"
    },
    {
      "project_id": "modelcontextprotocol/servers",
      "repo": "modelcontextprotocol/servers",
      "name": "servers",
      "github_url": "https://github.com/modelcontextprotocol/servers",
      "homepage_url": "https://modelcontextprotocol.io/",
      "language": "TypeScript",
      "license": "MIT",
      "project_kind": "project",
      "category": [
        "mcp_server"
      ],
      "tags": [
        "mcp",
        "agents",
        "tools",
        "typescript"
      ],
      "description": "Reference implementations and community MCP servers",
      "overview": "Use this when the user needs MCP server examples or wants to connect an agent to files, APIs, or developer tools.",
      "alternatives": [],
      "related": [],
      "dependencies": [
        "MCP",
        "LLM provider"
      ],
      "deployments": [
        "local",
        "docker",
        "cloud"
      ],
      "difficulty": "beginner",
      "cloudflare_ready": false,
      "use_cases": [
        "connect agents to external tools",
        "study MCP server patterns",
        "bootstrap local MCP integrations"
      ],
      "not_good_for": [
        "hosted project discovery APIs",
        "Cloudflare-native MCP deployment without adaptation"
      ],
      "classification": {
        "category": {
          "confidence": "low",
          "evidence": []
        },
        "deployment": {
          "confidence": "low",
          "evidence": []
        },
        "difficulty": {
          "confidence": "low",
          "evidence": []
        },
        "cloudflare_ready": {
          "confidence": "low",
          "evidence": []
        }
      },
      "quality_signals": {
        "stars": 18000,
        "recent_commits": 140,
        "contributors": 90,
        "issue_response_time_hours": 30,
        "release_frequency_180d": 8
      },
      "quality_signal_confidence": {
        "stars_30d_delta": "estimated",
        "commits_30d": "unknown",
        "releases_180d": "unknown",
        "contributors_90d": "unknown"
      },
      "quality_score": 89,
      "agent_score": 86,
      "score": 91,
      "agent_score_breakdown": {
        "documentation": 90,
        "maintenance": 80,
        "deployment": 80,
        "popularity": 85,
        "community": 100
      },
      "git_top_score": 91,
      "git_top_score_breakdown": {
        "community": 100,
        "maintenance": 86,
        "documentation": 84,
        "stability": 90,
        "adoption": 100,
        "agent_readability": 90
      },
      "verification": {
        "schema_version": "git-top.verification.v1",
        "overall_status": "partial",
        "observed_at": "2026-06-16T00:00:00Z",
        "signals": {
          "activity": {
            "status": "observed",
            "source": "github_metadata",
            "evidence": [
              "project.pushed_at",
              "metrics.recent_push_days"
            ]
          },
          "license": {
            "status": "observed",
            "source": "github_metadata",
            "evidence": [
              "project.license"
            ]
          },
          "documentation": {
            "status": "observed",
            "source": "github_metadata",
            "evidence": [
              "project.description"
            ]
          },
          "runtime": {
            "status": "inferred",
            "source": "git_top_heuristic",
            "evidence": [
              "agent_card.deployment",
              "agent_card.cloudflare_ready"
            ]
          },
          "install": {
            "status": "not_run",
            "source": "git_top_runtime",
            "evidence": [
              "installation/build probe is not enabled"
            ]
          },
          "security": {
            "status": "not_run",
            "source": "git_top_runtime",
            "evidence": [
              "dependency/security scan is not enabled"
            ]
          },
          "mcp": {
            "status": "not_run",
            "source": "git_top_runtime",
            "evidence": [
              "MCP liveness and tool-call probe is not enabled"
            ]
          }
        },
        "coverage": {
          "observed": 3,
          "inferred": 1,
          "not_run": 3,
          "unknown": 0
        },
        "next_steps": [
          "Run an installation/build probe before production adoption.",
          "Run a dependency and security scan before treating the score as a trust claim.",
          "Run MCP initialize, tools/list, first-call, and error probes before relying on this server."
        ]
      },
      "summary": {
        "tl_dr": "Use this when the user needs MCP server examples or wants to connect an agent to files, APIs, or developer tools.",
        "purpose": "Use this when the user needs MCP server examples or wants to connect an agent to files, APIs, or developer tools.",
        "install": "Run with Docker using the repository's container instructions.",
        "inputs": [
          "tool definitions",
          "resource config",
          "transport settings"
        ],
        "outputs": [
          "MCP tools",
          "JSON-RPC responses",
          "server capabilities"
        ],
        "good_for": [
          "connect agents to external tools",
          "study MCP server patterns",
          "bootstrap local MCP integrations",
          "agent tool exposure",
          "MCP integrations",
          "tool servers"
        ],
        "not_good_for": [
          "hosted project discovery APIs",
          "Cloudflare-native MCP deployment without adaptation",
          "front-end apps",
          "non-tooling backends"
        ],
        "deployment": [
          "local",
          "docker",
          "cloud"
        ],
        "alternatives": []
      },
      "evidence": {
        "classification": {
          "category": {
            "confidence": "low",
            "evidence": []
          },
          "deployment": {
            "confidence": "low",
            "evidence": []
          },
          "difficulty": {
            "confidence": "low",
            "evidence": []
          },
          "cloudflare_ready": {
            "confidence": "low",
            "evidence": []
          }
        },
        "quality_signal_confidence": {
          "stars_30d_delta": "estimated",
          "commits_30d": "unknown",
          "releases_180d": "unknown",
          "contributors_90d": "unknown"
        },
        "verification": {
          "schema_version": "git-top.verification.v1",
          "overall_status": "partial",
          "observed_at": "2026-06-16T00:00:00Z",
          "signals": {
            "activity": {
              "status": "observed",
              "source": "github_metadata",
              "evidence": [
                "project.pushed_at",
                "metrics.recent_push_days"
              ]
            },
            "license": {
              "status": "observed",
              "source": "github_metadata",
              "evidence": [
                "project.license"
              ]
            },
            "documentation": {
              "status": "observed",
              "source": "github_metadata",
              "evidence": [
                "project.description"
              ]
            },
            "runtime": {
              "status": "inferred",
              "source": "git_top_heuristic",
              "evidence": [
                "agent_card.deployment",
                "agent_card.cloudflare_ready"
              ]
            },
            "install": {
              "status": "not_run",
              "source": "git_top_runtime",
              "evidence": [
                "installation/build probe is not enabled"
              ]
            },
            "security": {
              "status": "not_run",
              "source": "git_top_runtime",
              "evidence": [
                "dependency/security scan is not enabled"
              ]
            },
            "mcp": {
              "status": "not_run",
              "source": "git_top_runtime",
              "evidence": [
                "MCP liveness and tool-call probe is not enabled"
              ]
            }
          },
          "coverage": {
            "observed": 3,
            "inferred": 1,
            "not_run": 3,
            "unknown": 0
          },
          "next_steps": [
            "Run an installation/build probe before production adoption.",
            "Run a dependency and security scan before treating the score as a trust claim.",
            "Run MCP initialize, tools/list, first-call, and error probes before relying on this server."
          ]
        },
        "source_fields": [
          "project.description",
          "project.topics",
          "project.language",
          "project.license",
          "agent_card.summary_for_agent",
          "agent_card.use_cases",
          "agent_card.deployment",
          "agent_card.classification",
          "metrics",
          "verification.signals"
        ],
        "caveats": [
          "hosted project discovery APIs",
          "Cloudflare-native MCP deployment without adaptation",
          "Low-confidence classification fields: category, deployment, difficulty, cloudflareReady.",
          "Partial or estimated quality signals: stars30dDelta, commits30d, releases180d, contributors90d.",
          "Independent installation, security, or runtime probes have not been run for this project."
        ],
        "confidence_reason": "Evidence is incomplete; use this project as an exploration candidate until classification and quality signals are reviewed.",
        "last_verified_at": "2026-06-16T00:00:00Z"
      },
      "caveats": [
        "hosted project discovery APIs",
        "Cloudflare-native MCP deployment without adaptation",
        "Low-confidence classification fields: category, deployment, difficulty, cloudflareReady.",
        "Partial or estimated quality signals: stars30dDelta, commits30d, releases180d, contributors90d.",
        "Independent installation, security, or runtime probes have not been run for this project."
      ],
      "confidence_reason": "Evidence is incomplete; use this project as an exploration candidate until classification and quality signals are reviewed.",
      "source_fields": [
        "project.description",
        "project.topics",
        "project.language",
        "project.license",
        "agent_card.summary_for_agent",
        "agent_card.use_cases",
        "agent_card.deployment",
        "agent_card.classification",
        "metrics",
        "verification.signals"
      ],
      "last_verified_at": "2026-06-16T00:00:00Z"
    },
    {
      "project_id": "cloudflare/agents",
      "repo": "cloudflare/agents",
      "name": "agents",
      "github_url": "https://github.com/cloudflare/agents",
      "homepage_url": "https://developers.cloudflare.com/agents/",
      "language": "TypeScript",
      "license": "Apache-2.0",
      "project_kind": "project",
      "category": [
        "agent_framework"
      ],
      "tags": [
        "agents",
        "cloudflare",
        "workers",
        "serverless"
      ],
      "description": "Build and deploy AI agents on Cloudflare",
      "overview": "Use this when the user specifically wants to build and deploy agents on Cloudflare infrastructure.",
      "alternatives": [
        {
          "repo": "langchain-ai/langchain",
          "reason": "Broader ecosystem and Python support."
        }
      ],
      "related": [],
      "dependencies": [
        "Cloudflare Workers",
        "LLM provider"
      ],
      "deployments": [
        "cloudflare",
        "serverless"
      ],
      "difficulty": "beginner",
      "cloudflare_ready": true,
      "use_cases": [
        "build Cloudflare-native agents",
        "deploy stateful agents on Workers",
        "combine agents with Durable Objects"
      ],
      "not_good_for": [
        "GPU-heavy local model serving",
        "Python-first agent stacks"
      ],
      "classification": {
        "category": {
          "confidence": "low",
          "evidence": []
        },
        "deployment": {
          "confidence": "low",
          "evidence": []
        },
        "difficulty": {
          "confidence": "low",
          "evidence": []
        },
        "cloudflare_ready": {
          "confidence": "low",
          "evidence": []
        }
      },
      "quality_signals": {
        "stars": 5000,
        "recent_commits": 90,
        "contributors": 30,
        "issue_response_time_hours": 14,
        "release_frequency_180d": 6
      },
      "quality_signal_confidence": {
        "stars_30d_delta": "estimated",
        "commits_30d": "unknown",
        "releases_180d": "unknown",
        "contributors_90d": "unknown"
      },
      "quality_score": 82,
      "agent_score": 82,
      "score": 94,
      "agent_score_breakdown": {
        "documentation": 90,
        "maintenance": 78,
        "deployment": 90,
        "popularity": 74,
        "community": 75
      },
      "git_top_score": 94,
      "git_top_score_breakdown": {
        "community": 100,
        "maintenance": 85,
        "documentation": 84,
        "stability": 100,
        "adoption": 100,
        "agent_readability": 100
      },
      "verification": {
        "schema_version": "git-top.verification.v1",
        "overall_status": "partial",
        "observed_at": "2026-06-16T00:00:00Z",
        "signals": {
          "activity": {
            "status": "observed",
            "source": "github_metadata",
            "evidence": [
              "project.pushed_at",
              "metrics.recent_push_days"
            ]
          },
          "license": {
            "status": "observed",
            "source": "github_metadata",
            "evidence": [
              "project.license"
            ]
          },
          "documentation": {
            "status": "observed",
            "source": "github_metadata",
            "evidence": [
              "project.description"
            ]
          },
          "runtime": {
            "status": "inferred",
            "source": "git_top_heuristic",
            "evidence": [
              "agent_card.deployment",
              "agent_card.cloudflare_ready"
            ]
          },
          "install": {
            "status": "not_run",
            "source": "git_top_runtime",
            "evidence": [
              "installation/build probe is not enabled"
            ]
          },
          "security": {
            "status": "not_run",
            "source": "git_top_runtime",
            "evidence": [
              "dependency/security scan is not enabled"
            ]
          },
          "mcp": {
            "status": "not_applicable",
            "source": "git_top_runtime",
            "evidence": [
              "project is not classified as mcp_server"
            ]
          }
        },
        "coverage": {
          "observed": 3,
          "inferred": 1,
          "not_run": 2,
          "unknown": 0
        },
        "next_steps": [
          "Run an installation/build probe before production adoption.",
          "Run a dependency and security scan before treating the score as a trust claim."
        ]
      },
      "summary": {
        "tl_dr": "Use this when the user specifically wants to build and deploy agents on Cloudflare infrastructure.",
        "purpose": "Use this when the user specifically wants to build and deploy agents on Cloudflare infrastructure.",
        "install": "Deploy on Cloudflare Workers using the repository's deployment instructions.",
        "inputs": [
          "task prompt",
          "tools",
          "context",
          "memory/state"
        ],
        "outputs": [
          "agent runs",
          "tool calls",
          "workflow state"
        ],
        "good_for": [
          "build Cloudflare-native agents",
          "deploy stateful agents on Workers",
          "combine agents with Durable Objects",
          "stateful agents",
          "tool-using assistants",
          "workflow orchestration"
        ],
        "not_good_for": [
          "GPU-heavy local model serving",
          "Python-first agent stacks",
          "simple prompt-only apps",
          "one-shot chat wrappers"
        ],
        "deployment": [
          "cloudflare",
          "serverless"
        ],
        "alternatives": [
          {
            "repo": "langchain-ai/langchain",
            "reason": "Broader ecosystem and Python support."
          }
        ]
      },
      "evidence": {
        "classification": {
          "category": {
            "confidence": "low",
            "evidence": []
          },
          "deployment": {
            "confidence": "low",
            "evidence": []
          },
          "difficulty": {
            "confidence": "low",
            "evidence": []
          },
          "cloudflare_ready": {
            "confidence": "low",
            "evidence": []
          }
        },
        "quality_signal_confidence": {
          "stars_30d_delta": "estimated",
          "commits_30d": "unknown",
          "releases_180d": "unknown",
          "contributors_90d": "unknown"
        },
        "verification": {
          "schema_version": "git-top.verification.v1",
          "overall_status": "partial",
          "observed_at": "2026-06-16T00:00:00Z",
          "signals": {
            "activity": {
              "status": "observed",
              "source": "github_metadata",
              "evidence": [
                "project.pushed_at",
                "metrics.recent_push_days"
              ]
            },
            "license": {
              "status": "observed",
              "source": "github_metadata",
              "evidence": [
                "project.license"
              ]
            },
            "documentation": {
              "status": "observed",
              "source": "github_metadata",
              "evidence": [
                "project.description"
              ]
            },
            "runtime": {
              "status": "inferred",
              "source": "git_top_heuristic",
              "evidence": [
                "agent_card.deployment",
                "agent_card.cloudflare_ready"
              ]
            },
            "install": {
              "status": "not_run",
              "source": "git_top_runtime",
              "evidence": [
                "installation/build probe is not enabled"
              ]
            },
            "security": {
              "status": "not_run",
              "source": "git_top_runtime",
              "evidence": [
                "dependency/security scan is not enabled"
              ]
            },
            "mcp": {
              "status": "not_applicable",
              "source": "git_top_runtime",
              "evidence": [
                "project is not classified as mcp_server"
              ]
            }
          },
          "coverage": {
            "observed": 3,
            "inferred": 1,
            "not_run": 2,
            "unknown": 0
          },
          "next_steps": [
            "Run an installation/build probe before production adoption.",
            "Run a dependency and security scan before treating the score as a trust claim."
          ]
        },
        "source_fields": [
          "project.description",
          "project.topics",
          "project.language",
          "project.license",
          "agent_card.summary_for_agent",
          "agent_card.use_cases",
          "agent_card.deployment",
          "agent_card.classification",
          "metrics",
          "verification.signals"
        ],
        "caveats": [
          "GPU-heavy local model serving",
          "Python-first agent stacks",
          "Low-confidence classification fields: category, deployment, difficulty, cloudflareReady.",
          "Partial or estimated quality signals: stars30dDelta, commits30d, releases180d, contributors90d.",
          "Independent installation, security, or runtime probes have not been run for this project."
        ],
        "confidence_reason": "Evidence is incomplete; use this project as an exploration candidate until classification and quality signals are reviewed.",
        "last_verified_at": "2026-06-16T00:00:00Z"
      },
      "caveats": [
        "GPU-heavy local model serving",
        "Python-first agent stacks",
        "Low-confidence classification fields: category, deployment, difficulty, cloudflareReady.",
        "Partial or estimated quality signals: stars30dDelta, commits30d, releases180d, contributors90d.",
        "Independent installation, security, or runtime probes have not been run for this project."
      ],
      "confidence_reason": "Evidence is incomplete; use this project as an exploration candidate until classification and quality signals are reviewed.",
      "source_fields": [
        "project.description",
        "project.topics",
        "project.language",
        "project.license",
        "agent_card.summary_for_agent",
        "agent_card.use_cases",
        "agent_card.deployment",
        "agent_card.classification",
        "metrics",
        "verification.signals"
      ],
      "last_verified_at": "2026-06-16T00:00:00Z"
    }
  ],
  "resolved_from": {
    "requested_id": "langchain-ai/langchain",
    "resolved_id": "langchain-ai/langchain",
    "resolution": "direct"
  },
  "metadata": {
    "source": "seed",
    "reason": "db_error",
    "project_count": 4,
    "generated_at": "2026-11-11T00:23:25.964Z",
    "snapshot_id": "seed:4:2026-06-16T00:00:00Z",
    "latest_synced_at": "2026-06-16T00:00:00Z",
    "schema_version": "git-top.knowledge.v1",
    "warnings": [
      "D1 query failed; returning bundled seed projects."
    ],
    "error": "D1_ERROR: D1 DB is overloaded. Too many resources consumed within a 10 second window."
  }
}