{
  "project": {
    "project_id": "modelstudioai/cli",
    "repo": "modelstudioai/cli",
    "name": "cli",
    "github_url": "https://github.com/modelstudioai/cli",
    "homepage_url": "https://bailian.console.aliyun.com/cli",
    "language": "TypeScript",
    "license": "Apache-2.0",
    "project_kind": "project",
    "category": [
      "mcp_server"
    ],
    "tags": [
      "ai-agent",
      "ai-cli",
      "aliyun",
      "bailian",
      "cli",
      "command-line-tool",
      "dashscope",
      "llm-tools",
      "mcp",
      "mcp-server",
      "modelstudio",
      "qwen",
      "skills",
      "text-to-image",
      "text-to-video"
    ],
    "description": "Official Model Studio CLI（阿里云百炼 CLI）built for AI Agent frameworks, exposing models, search, multimodal, and workflow capabilities as structured tool calls.",
    "overview": "Use modelstudioai/cli when the user needs a mcp server project with library-only, local, cloud deployment options.",
    "alternatives": [
      {
        "repo": "google-gemini/gemini-cli",
        "reason": "Same mcp server intent with mcp overlap."
      },
      {
        "repo": "heygen-com/hyperframes",
        "reason": "Same mcp server intent with mcp overlap."
      },
      {
        "repo": "ruvnet/ruflo",
        "reason": "Same mcp server intent with mcp, workflow overlap."
      }
    ],
    "related": [],
    "dependencies": [
      "MCP",
      "LLM provider"
    ],
    "deployments": [
      "library_only",
      "local",
      "cloud"
    ],
    "difficulty": "beginner",
    "cloudflare_ready": false,
    "use_cases": [
      "connect agents to tools",
      "expose APIs through MCP",
      "bootstrap MCP integrations"
    ],
    "not_good_for": [
      "edge-only Cloudflare Workers deployment without adaptation",
      "users expecting a complete hosted product"
    ],
    "classification": {
      "category": {
        "confidence": "medium",
        "evidence": [
          "Matched \"mcp\" in metadata."
        ]
      },
      "deployment": {
        "confidence": "high",
        "evidence": [
          "Matched \"npm install\" in repository content.",
          "Local usage is assumed for open source repositories unless contradicted."
        ]
      },
      "difficulty": {
        "confidence": "medium",
        "evidence": [
          "Repository has under 10k stars, so complexity is treated conservatively."
        ]
      },
      "cloudflare_ready": {
        "confidence": "high",
        "evidence": [
          "No Cloudflare deployment signal detected.",
          "No wrangler.toml found in inspected repository files."
        ]
      }
    },
    "quality_signals": {
      "stars": 368,
      "recent_commits": 100,
      "contributors": 19,
      "issue_response_time_hours": null,
      "release_frequency_180d": 100
    },
    "quality_signal_confidence": {
      "stars_30d_delta": "snapshot",
      "stars30d_window_days": 33,
      "commits_30d": "partial",
      "releases_180d": "partial",
      "contributors_90d": "complete"
    },
    "quality_score": 33,
    "agent_score": 70,
    "score": 88,
    "agent_score_breakdown": {
      "documentation": 90,
      "maintenance": 61,
      "deployment": 80,
      "popularity": 51,
      "community": 64
    },
    "git_top_score": 88,
    "git_top_score_breakdown": {
      "community": 100,
      "maintenance": 73,
      "documentation": 84,
      "stability": 100,
      "adoption": 72,
      "agent_readability": 100
    },
    "verification": {
      "schema_version": "git-top.verification.v1",
      "overall_status": "partial",
      "observed_at": "2026-11-04T13:30:53.369Z",
      "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 modelstudioai/cli when the user needs a mcp server project with library-only, local, cloud deployment options.",
      "purpose": "Use modelstudioai/cli when the user needs a mcp server project with library-only, local, cloud deployment options.",
      "install": "Install as a library or package using the repository instructions.",
      "inputs": [
        "tool definitions",
        "resource config",
        "transport settings"
      ],
      "outputs": [
        "MCP tools",
        "JSON-RPC responses",
        "server capabilities"
      ],
      "good_for": [
        "connect agents to tools",
        "expose APIs through MCP",
        "bootstrap MCP integrations",
        "agent tool exposure",
        "MCP integrations",
        "tool servers"
      ],
      "not_good_for": [
        "edge-only Cloudflare Workers deployment without adaptation",
        "users expecting a complete hosted product",
        "front-end apps",
        "non-tooling backends"
      ],
      "deployment": [
        "library_only",
        "local",
        "cloud"
      ],
      "alternatives": [
        {
          "repo": "google-gemini/gemini-cli",
          "reason": "Same mcp server intent with mcp overlap."
        },
        {
          "repo": "heygen-com/hyperframes",
          "reason": "Same mcp server intent with mcp overlap."
        },
        {
          "repo": "ruvnet/ruflo",
          "reason": "Same mcp server intent with mcp, workflow overlap."
        }
      ]
    },
    "evidence": {
      "classification": {
        "category": {
          "confidence": "medium",
          "evidence": [
            "Matched \"mcp\" in metadata."
          ]
        },
        "deployment": {
          "confidence": "high",
          "evidence": [
            "Matched \"npm install\" in repository content.",
            "Local usage is assumed for open source repositories unless contradicted."
          ]
        },
        "difficulty": {
          "confidence": "medium",
          "evidence": [
            "Repository has under 10k stars, so complexity is treated conservatively."
          ]
        },
        "cloudflare_ready": {
          "confidence": "high",
          "evidence": [
            "No Cloudflare deployment signal detected.",
            "No wrangler.toml found in inspected repository files."
          ]
        }
      },
      "quality_signal_confidence": {
        "stars_30d_delta": "snapshot",
        "stars30d_window_days": 33,
        "commits_30d": "partial",
        "releases_180d": "partial",
        "contributors_90d": "complete"
      },
      "verification": {
        "schema_version": "git-top.verification.v1",
        "overall_status": "partial",
        "observed_at": "2026-11-04T13:30:53.369Z",
        "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": [
        "edge-only Cloudflare Workers deployment without adaptation",
        "users expecting a complete hosted product",
        "Partial or estimated quality signals: commits30d, releases180d.",
        "Independent installation, security, or runtime probes have not been run for this project."
      ],
      "confidence_reason": "Evidence is usable for comparison, but agents should cite caveats before making a strong recommendation.",
      "last_verified_at": "2026-11-04T13:30:53.369Z"
    },
    "caveats": [
      "edge-only Cloudflare Workers deployment without adaptation",
      "users expecting a complete hosted product",
      "Partial or estimated quality signals: commits30d, releases180d.",
      "Independent installation, security, or runtime probes have not been run for this project."
    ],
    "confidence_reason": "Evidence is usable for comparison, but agents should cite caveats before making a strong recommendation.",
    "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": "2026-11-04T13:30:53.369Z"
  },
  "related": [
    {
      "project_id": "QwenLM/qwen-code",
      "repo": "QwenLM/qwen-code",
      "name": "qwen-code",
      "github_url": "https://github.com/QwenLM/qwen-code",
      "homepage_url": "https://qwenlm.github.io/qwen-code-docs/en/users/overview",
      "language": "TypeScript",
      "license": "Apache-2.0",
      "project_kind": "project",
      "category": [
        "mcp_server"
      ],
      "tags": [
        "agentic",
        "ai",
        "ai-agent",
        "ai-coding",
        "cli",
        "coding-agent",
        "developer-tools",
        "llm",
        "mcp",
        "qwen",
        "terminal",
        "typescript"
      ],
      "description": "An open-source AI coding agent that lives in your terminal.",
      "overview": "Use QwenLM/qwen-code when the user needs a mcp server project with docker, library-only, local deployment options.",
      "alternatives": [
        {
          "repo": "heygen-com/hyperframes",
          "reason": "Same mcp server intent with mcp overlap."
        },
        {
          "repo": "headroomlabs-ai/headroom",
          "reason": "Same mcp server intent with coding_agent, mcp overlap."
        },
        {
          "repo": "upstash/context7",
          "reason": "Same mcp server intent with coding_agent, mcp overlap."
        }
      ],
      "related": [],
      "dependencies": [
        "MCP",
        "LLM provider"
      ],
      "deployments": [
        "docker",
        "library_only",
        "local",
        "cloud"
      ],
      "difficulty": "intermediate",
      "cloudflare_ready": false,
      "use_cases": [
        "connect agents to tools",
        "expose APIs through MCP",
        "bootstrap MCP integrations"
      ],
      "not_good_for": [
        "edge-only Cloudflare Workers deployment without adaptation",
        "users expecting a complete hosted product"
      ],
      "classification": {
        "category": {
          "confidence": "medium",
          "evidence": [
            "Matched \"mcp\" in metadata."
          ]
        },
        "deployment": {
          "confidence": "high",
          "evidence": [
            "Found Docker configuration file.",
            "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: python.",
            "No Cloudflare deployment signal detected.",
            "No wrangler.toml found in inspected repository files."
          ]
        }
      },
      "quality_signals": {
        "stars": 29131,
        "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": 64,
      "agent_score": 88,
      "score": 93,
      "agent_score_breakdown": {
        "documentation": 90,
        "maintenance": 76,
        "deployment": 90,
        "popularity": 89,
        "community": 100
      },
      "git_top_score": 93,
      "git_top_score_breakdown": {
        "community": 100,
        "maintenance": 84,
        "documentation": 84,
        "stability": 90,
        "adoption": 100,
        "agent_readability": 100
      },
      "verification": {
        "schema_version": "git-top.verification.v1",
        "overall_status": "partial",
        "observed_at": "2026-11-09T19:00:37.694Z",
        "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 QwenLM/qwen-code when the user needs a mcp server project with docker, library-only, local deployment options.",
        "purpose": "Use QwenLM/qwen-code when the user needs a mcp server project with docker, library-only, local deployment options.",
        "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 tools",
          "expose APIs through MCP",
          "bootstrap MCP integrations",
          "agent tool exposure",
          "MCP integrations",
          "tool servers"
        ],
        "not_good_for": [
          "edge-only Cloudflare Workers deployment without adaptation",
          "users expecting a complete hosted product",
          "front-end apps",
          "non-tooling backends"
        ],
        "deployment": [
          "docker",
          "library_only",
          "local",
          "cloud"
        ],
        "alternatives": [
          {
            "repo": "heygen-com/hyperframes",
            "reason": "Same mcp server intent with mcp overlap."
          },
          {
            "repo": "headroomlabs-ai/headroom",
            "reason": "Same mcp server intent with coding_agent, mcp overlap."
          },
          {
            "repo": "upstash/context7",
            "reason": "Same mcp server intent with coding_agent, mcp overlap."
          }
        ]
      },
      "evidence": {
        "classification": {
          "category": {
            "confidence": "medium",
            "evidence": [
              "Matched \"mcp\" in metadata."
            ]
          },
          "deployment": {
            "confidence": "high",
            "evidence": [
              "Found Docker configuration file.",
              "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: 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"
        },
        "verification": {
          "schema_version": "git-top.verification.v1",
          "overall_status": "partial",
          "observed_at": "2026-11-09T19:00:37.694Z",
          "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": [
          "edge-only Cloudflare Workers deployment without adaptation",
          "users expecting a complete hosted product",
          "Partial or estimated quality signals: commits30d, releases180d, contributors90d.",
          "Independent installation, security, or runtime probes have not been run for this project."
        ],
        "confidence_reason": "Evidence is usable for comparison, but agents should cite caveats before making a strong recommendation.",
        "last_verified_at": "2026-11-09T19:00:37.694Z"
      },
      "caveats": [
        "edge-only Cloudflare Workers deployment without adaptation",
        "users expecting a complete hosted product",
        "Partial or estimated quality signals: commits30d, releases180d, contributors90d.",
        "Independent installation, security, or runtime probes have not been run for this project."
      ],
      "confidence_reason": "Evidence is usable for comparison, but agents should cite caveats before making a strong recommendation.",
      "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": "2026-11-09T19:00:37.694Z"
    },
    {
      "project_id": "googleapis/mcp-toolbox",
      "repo": "googleapis/mcp-toolbox",
      "name": "mcp-toolbox",
      "github_url": "https://github.com/googleapis/mcp-toolbox",
      "homepage_url": "https://mcp-toolbox.dev/documentation/introduction/",
      "language": "Go",
      "license": "Apache-2.0",
      "project_kind": "project",
      "category": [
        "mcp_server"
      ],
      "tags": [
        "agent",
        "agents",
        "ai",
        "bigquery",
        "clickhouse",
        "cockroachdb",
        "database",
        "elasticsearch",
        "firestore",
        "genai",
        "llm",
        "mcp",
        "mongodb",
        "mysql",
        "oracle",
        "postgresql",
        "redis",
        "server",
        "spanner",
        "tidb"
      ],
      "description": "MCP Toolbox for Databases is an open source MCP server for databases.",
      "overview": "Use googleapis/mcp-toolbox when the user needs a mcp server project with docker, library-only, local deployment options.",
      "alternatives": [
        {
          "repo": "headroomlabs-ai/headroom",
          "reason": "Same mcp server intent with mcp overlap."
        },
        {
          "repo": "AstrBotDevs/AstrBot",
          "reason": "Same mcp server intent with mcp overlap."
        },
        {
          "repo": "t8y2/dbx",
          "reason": "Same mcp server intent with mcp overlap."
        }
      ],
      "related": [],
      "dependencies": [
        "MCP",
        "LLM provider"
      ],
      "deployments": [
        "docker",
        "library_only",
        "local",
        "cloud"
      ],
      "difficulty": "intermediate",
      "cloudflare_ready": false,
      "use_cases": [
        "connect agents to tools",
        "expose APIs through MCP",
        "bootstrap MCP integrations"
      ],
      "not_good_for": [
        "edge-only Cloudflare Workers deployment without adaptation",
        "users expecting a complete hosted product"
      ],
      "classification": {
        "category": {
          "confidence": "high",
          "evidence": [
            "Matched \"mcp server\" in metadata.",
            "Matched \"mcp\" in metadata."
          ]
        },
        "deployment": {
          "confidence": "high",
          "evidence": [
            "Found Docker configuration file.",
            "Matched \"pip install\" in repository content.",
            "Matched \"npm install\" in repository content.",
            "Local usage is assumed for open source repositories unless contradicted."
          ]
        },
        "difficulty": {
          "confidence": "medium",
          "evidence": [
            "No strong beginner or advanced signal found; defaulting to intermediate."
          ]
        },
        "cloudflare_ready": {
          "confidence": "high",
          "evidence": [
            "Runtime blocker: python, postgres.",
            "No Cloudflare deployment signal detected.",
            "No wrangler.toml found in inspected repository files."
          ]
        }
      },
      "quality_signals": {
        "stars": 16829,
        "recent_commits": 56,
        "contributors": 100,
        "issue_response_time_hours": null,
        "release_frequency_180d": 15
      },
      "quality_signal_confidence": {
        "stars_30d_delta": "snapshot",
        "stars30d_window_days": 31,
        "commits_30d": "complete",
        "releases_180d": "complete",
        "contributors_90d": "partial"
      },
      "quality_score": 45,
      "agent_score": 86,
      "score": 92,
      "agent_score_breakdown": {
        "documentation": 90,
        "maintenance": 69,
        "deployment": 90,
        "popularity": 85,
        "community": 100
      },
      "git_top_score": 92,
      "git_top_score_breakdown": {
        "community": 100,
        "maintenance": 79,
        "documentation": 84,
        "stability": 90,
        "adoption": 100,
        "agent_readability": 100
      },
      "verification": {
        "schema_version": "git-top.verification.v1",
        "overall_status": "partial",
        "observed_at": "2026-11-09T11:30:24.454Z",
        "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 googleapis/mcp-toolbox when the user needs a mcp server project with docker, library-only, local deployment options.",
        "purpose": "Use googleapis/mcp-toolbox when the user needs a mcp server project with docker, library-only, local deployment options.",
        "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 tools",
          "expose APIs through MCP",
          "bootstrap MCP integrations",
          "agent tool exposure",
          "MCP integrations",
          "tool servers"
        ],
        "not_good_for": [
          "edge-only Cloudflare Workers deployment without adaptation",
          "users expecting a complete hosted product",
          "front-end apps",
          "non-tooling backends"
        ],
        "deployment": [
          "docker",
          "library_only",
          "local",
          "cloud"
        ],
        "alternatives": [
          {
            "repo": "headroomlabs-ai/headroom",
            "reason": "Same mcp server intent with mcp overlap."
          },
          {
            "repo": "AstrBotDevs/AstrBot",
            "reason": "Same mcp server intent with mcp overlap."
          },
          {
            "repo": "t8y2/dbx",
            "reason": "Same mcp server intent with mcp overlap."
          }
        ]
      },
      "evidence": {
        "classification": {
          "category": {
            "confidence": "high",
            "evidence": [
              "Matched \"mcp server\" in metadata.",
              "Matched \"mcp\" in metadata."
            ]
          },
          "deployment": {
            "confidence": "high",
            "evidence": [
              "Found Docker configuration file.",
              "Matched \"pip install\" in repository content.",
              "Matched \"npm install\" in repository content.",
              "Local usage is assumed for open source repositories unless contradicted."
            ]
          },
          "difficulty": {
            "confidence": "medium",
            "evidence": [
              "No strong beginner or advanced signal found; defaulting to intermediate."
            ]
          },
          "cloudflare_ready": {
            "confidence": "high",
            "evidence": [
              "Runtime blocker: python, postgres.",
              "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": "complete",
          "releases_180d": "complete",
          "contributors_90d": "partial"
        },
        "verification": {
          "schema_version": "git-top.verification.v1",
          "overall_status": "partial",
          "observed_at": "2026-11-09T11:30:24.454Z",
          "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": [
          "edge-only Cloudflare Workers deployment without adaptation",
          "users expecting a complete hosted product",
          "Partial or estimated quality signals: contributors90d.",
          "Independent installation, security, or runtime probes have not been run for this project."
        ],
        "confidence_reason": "Classification evidence and quality signals are strong enough for shortlist reasoning when metadata is current.",
        "last_verified_at": "2026-11-09T11:30:24.454Z"
      },
      "caveats": [
        "edge-only Cloudflare Workers deployment without adaptation",
        "users expecting a complete hosted product",
        "Partial or estimated quality signals: contributors90d.",
        "Independent installation, security, or runtime probes have not been run for this project."
      ],
      "confidence_reason": "Classification evidence and quality signals are strong enough for shortlist reasoning when metadata is current.",
      "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": "2026-11-09T11:30:24.454Z"
    },
    {
      "project_id": "alpic-ai/skybridge",
      "repo": "alpic-ai/skybridge",
      "name": "skybridge",
      "github_url": "https://github.com/alpic-ai/skybridge",
      "homepage_url": "https://skybridge.tech",
      "language": "TypeScript",
      "license": "MIT",
      "project_kind": "project",
      "category": [
        "mcp_server"
      ],
      "tags": [
        "agent",
        "ai",
        "apps-sdk",
        "chatgpt",
        "claude",
        "claude-code",
        "devtools",
        "ext-apps",
        "llms",
        "mcp",
        "mcp-apps",
        "mcp-server",
        "mcp-ui",
        "modelcontextprotocol",
        "openai",
        "react",
        "skills",
        "tooling",
        "typescript"
      ],
      "description": "Skybridge is a full-stack TypeScript framework for MCP Apps and ChatGPT Apps. Type-safe. React-powered. Platform-agnostic.",
      "overview": "Use alpic-ai/skybridge when the user needs a mcp server project with library-only, local, cloud deployment options.",
      "alternatives": [
        {
          "repo": "google-gemini/gemini-cli",
          "reason": "Same mcp server intent with mcp overlap."
        },
        {
          "repo": "heygen-com/hyperframes",
          "reason": "Same mcp server intent with mcp overlap."
        },
        {
          "repo": "ruvnet/ruflo",
          "reason": "Same mcp server intent with mcp overlap."
        }
      ],
      "related": [],
      "dependencies": [
        "MCP",
        "LLM provider"
      ],
      "deployments": [
        "library_only",
        "local",
        "cloud"
      ],
      "difficulty": "beginner",
      "cloudflare_ready": false,
      "use_cases": [
        "connect agents to tools",
        "expose APIs through MCP",
        "bootstrap MCP integrations"
      ],
      "not_good_for": [
        "edge-only Cloudflare Workers deployment without adaptation",
        "users expecting a complete hosted product"
      ],
      "classification": {
        "category": {
          "confidence": "high",
          "evidence": [
            "Matched \"modelcontextprotocol\" in metadata.",
            "Matched \"mcp\" in metadata."
          ]
        },
        "deployment": {
          "confidence": "high",
          "evidence": [
            "Matched \"library\" in repository content.",
            "Local usage is assumed for open source repositories unless contradicted."
          ]
        },
        "difficulty": {
          "confidence": "medium",
          "evidence": [
            "Repository has under 10k stars, so complexity is treated conservatively."
          ]
        },
        "cloudflare_ready": {
          "confidence": "high",
          "evidence": [
            "No Cloudflare deployment signal detected.",
            "No wrangler.toml found in inspected repository files."
          ]
        }
      },
      "quality_signals": {
        "stars": 2187,
        "recent_commits": 23,
        "contributors": 41,
        "issue_response_time_hours": null,
        "release_frequency_180d": 32
      },
      "quality_signal_confidence": {
        "stars_30d_delta": "snapshot",
        "stars30d_window_days": 33,
        "commits_30d": "complete",
        "releases_180d": "complete",
        "contributors_90d": "complete"
      },
      "quality_score": 31,
      "agent_score": 74,
      "score": 90,
      "agent_score_breakdown": {
        "documentation": 90,
        "maintenance": 53,
        "deployment": 80,
        "popularity": 67,
        "community": 86
      },
      "git_top_score": 90,
      "git_top_score_breakdown": {
        "community": 100,
        "maintenance": 66,
        "documentation": 84,
        "stability": 100,
        "adoption": 95,
        "agent_readability": 100
      },
      "verification": {
        "schema_version": "git-top.verification.v1",
        "overall_status": "partial",
        "observed_at": "2026-11-04T22:30:49.876Z",
        "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 alpic-ai/skybridge when the user needs a mcp server project with library-only, local, cloud deployment options.",
        "purpose": "Use alpic-ai/skybridge when the user needs a mcp server project with library-only, local, cloud deployment options.",
        "install": "Install as a library or package using the repository instructions.",
        "inputs": [
          "tool definitions",
          "resource config",
          "transport settings"
        ],
        "outputs": [
          "MCP tools",
          "JSON-RPC responses",
          "server capabilities"
        ],
        "good_for": [
          "connect agents to tools",
          "expose APIs through MCP",
          "bootstrap MCP integrations",
          "agent tool exposure",
          "MCP integrations",
          "tool servers"
        ],
        "not_good_for": [
          "edge-only Cloudflare Workers deployment without adaptation",
          "users expecting a complete hosted product",
          "front-end apps",
          "non-tooling backends"
        ],
        "deployment": [
          "library_only",
          "local",
          "cloud"
        ],
        "alternatives": [
          {
            "repo": "google-gemini/gemini-cli",
            "reason": "Same mcp server intent with mcp overlap."
          },
          {
            "repo": "heygen-com/hyperframes",
            "reason": "Same mcp server intent with mcp overlap."
          },
          {
            "repo": "ruvnet/ruflo",
            "reason": "Same mcp server intent with mcp overlap."
          }
        ]
      },
      "evidence": {
        "classification": {
          "category": {
            "confidence": "high",
            "evidence": [
              "Matched \"modelcontextprotocol\" in metadata.",
              "Matched \"mcp\" in metadata."
            ]
          },
          "deployment": {
            "confidence": "high",
            "evidence": [
              "Matched \"library\" in repository content.",
              "Local usage is assumed for open source repositories unless contradicted."
            ]
          },
          "difficulty": {
            "confidence": "medium",
            "evidence": [
              "Repository has under 10k stars, so complexity is treated conservatively."
            ]
          },
          "cloudflare_ready": {
            "confidence": "high",
            "evidence": [
              "No Cloudflare deployment signal detected.",
              "No wrangler.toml found in inspected repository files."
            ]
          }
        },
        "quality_signal_confidence": {
          "stars_30d_delta": "snapshot",
          "stars30d_window_days": 33,
          "commits_30d": "complete",
          "releases_180d": "complete",
          "contributors_90d": "complete"
        },
        "verification": {
          "schema_version": "git-top.verification.v1",
          "overall_status": "partial",
          "observed_at": "2026-11-04T22:30:49.876Z",
          "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": [
          "edge-only Cloudflare Workers deployment without adaptation",
          "users expecting a complete hosted product",
          "Independent installation, security, or runtime probes have not been run for this project."
        ],
        "confidence_reason": "Classification evidence and quality signals are strong enough for shortlist reasoning when metadata is current.",
        "last_verified_at": "2026-11-04T22:30:49.876Z"
      },
      "caveats": [
        "edge-only Cloudflare Workers deployment without adaptation",
        "users expecting a complete hosted product",
        "Independent installation, security, or runtime probes have not been run for this project."
      ],
      "confidence_reason": "Classification evidence and quality signals are strong enough for shortlist reasoning when metadata is current.",
      "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": "2026-11-04T22:30:49.876Z"
    },
    {
      "project_id": "agent-sh/agent-workspace-linux",
      "repo": "agent-sh/agent-workspace-linux",
      "name": "agent-workspace-linux",
      "github_url": "https://github.com/agent-sh/agent-workspace-linux",
      "homepage_url": null,
      "language": "Rust",
      "license": "MIT",
      "project_kind": "project",
      "category": [
        "mcp_server"
      ],
      "tags": [
        "agent",
        "agents",
        "ai",
        "ai-agents",
        "browser-automation",
        "claude-code",
        "codex",
        "desktop-automation",
        "linux",
        "llm",
        "mcp",
        "model-context-protocol",
        "rust",
        "sandbox",
        "skill",
        "x11"
      ],
      "description": "Isolated Linux desktop workspaces for AI agents — a hidden, agent-owned desktop and browser over MCP, so an agent can do GUI and web work without touching your real desktop.",
      "overview": "Use agent-sh/agent-workspace-linux when the user needs a mcp server project with docker, library-only, local deployment options.",
      "alternatives": [
        {
          "repo": "heygen-com/hyperframes",
          "reason": "Same mcp server intent with mcp overlap."
        },
        {
          "repo": "ruvnet/ruflo",
          "reason": "Same mcp server intent with mcp, workflow overlap."
        },
        {
          "repo": "headroomlabs-ai/headroom",
          "reason": "Same mcp server intent with mcp overlap."
        }
      ],
      "related": [],
      "dependencies": [
        "MCP",
        "Browser automation",
        "LLM provider"
      ],
      "deployments": [
        "docker",
        "library_only",
        "local",
        "cloud"
      ],
      "difficulty": "beginner",
      "cloudflare_ready": false,
      "use_cases": [
        "connect agents to tools",
        "expose APIs through MCP",
        "bootstrap MCP integrations"
      ],
      "not_good_for": [
        "edge-only Cloudflare Workers deployment without adaptation",
        "users expecting a complete hosted product"
      ],
      "classification": {
        "category": {
          "confidence": "medium",
          "evidence": [
            "Matched \"mcp\" in metadata."
          ]
        },
        "deployment": {
          "confidence": "high",
          "evidence": [
            "Matched \"npm install\" in repository content.",
            "Local usage is assumed for open source repositories unless contradicted."
          ]
        },
        "difficulty": {
          "confidence": "medium",
          "evidence": [
            "Repository has under 10k stars, so complexity is treated conservatively."
          ]
        },
        "cloudflare_ready": {
          "confidence": "high",
          "evidence": [
            "Runtime blocker: python, gpu.",
            "No Cloudflare deployment signal detected.",
            "No wrangler.toml found in inspected repository files."
          ]
        }
      },
      "quality_signals": {
        "stars": 212,
        "recent_commits": 63,
        "contributors": 7,
        "issue_response_time_hours": null,
        "release_frequency_180d": 20
      },
      "quality_signal_confidence": {
        "stars_30d_delta": "snapshot",
        "stars30d_window_days": 33,
        "commits_30d": "complete",
        "releases_180d": "complete",
        "contributors_90d": "complete"
      },
      "quality_score": 28,
      "agent_score": 67,
      "score": 84,
      "agent_score_breakdown": {
        "documentation": 90,
        "maintenance": 52,
        "deployment": 90,
        "popularity": 47,
        "community": 52
      },
      "git_top_score": 84,
      "git_top_score_breakdown": {
        "community": 86,
        "maintenance": 67,
        "documentation": 92,
        "stability": 100,
        "adoption": 64,
        "agent_readability": 100
      },
      "verification": {
        "schema_version": "git-top.verification.v1",
        "overall_status": "partial",
        "observed_at": "2026-11-05T05:00:10.654Z",
        "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 agent-sh/agent-workspace-linux when the user needs a mcp server project with docker, library-only, local deployment options.",
        "purpose": "Use agent-sh/agent-workspace-linux when the user needs a mcp server project with docker, library-only, local deployment options.",
        "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 tools",
          "expose APIs through MCP",
          "bootstrap MCP integrations",
          "agent tool exposure",
          "MCP integrations",
          "tool servers"
        ],
        "not_good_for": [
          "edge-only Cloudflare Workers deployment without adaptation",
          "users expecting a complete hosted product",
          "front-end apps",
          "non-tooling backends"
        ],
        "deployment": [
          "docker",
          "library_only",
          "local",
          "cloud"
        ],
        "alternatives": [
          {
            "repo": "heygen-com/hyperframes",
            "reason": "Same mcp server intent with mcp overlap."
          },
          {
            "repo": "ruvnet/ruflo",
            "reason": "Same mcp server intent with mcp, workflow overlap."
          },
          {
            "repo": "headroomlabs-ai/headroom",
            "reason": "Same mcp server intent with mcp overlap."
          }
        ]
      },
      "evidence": {
        "classification": {
          "category": {
            "confidence": "medium",
            "evidence": [
              "Matched \"mcp\" in metadata."
            ]
          },
          "deployment": {
            "confidence": "high",
            "evidence": [
              "Matched \"npm install\" in repository content.",
              "Local usage is assumed for open source repositories unless contradicted."
            ]
          },
          "difficulty": {
            "confidence": "medium",
            "evidence": [
              "Repository has under 10k stars, so complexity is treated conservatively."
            ]
          },
          "cloudflare_ready": {
            "confidence": "high",
            "evidence": [
              "Runtime blocker: python, gpu.",
              "No Cloudflare deployment signal detected.",
              "No wrangler.toml found in inspected repository files."
            ]
          }
        },
        "quality_signal_confidence": {
          "stars_30d_delta": "snapshot",
          "stars30d_window_days": 33,
          "commits_30d": "complete",
          "releases_180d": "complete",
          "contributors_90d": "complete"
        },
        "verification": {
          "schema_version": "git-top.verification.v1",
          "overall_status": "partial",
          "observed_at": "2026-11-05T05:00:10.654Z",
          "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": [
          "edge-only Cloudflare Workers deployment without adaptation",
          "users expecting a complete hosted product",
          "Independent installation, security, or runtime probes have not been run for this project."
        ],
        "confidence_reason": "Evidence is usable for comparison, but agents should cite caveats before making a strong recommendation.",
        "last_verified_at": "2026-11-05T05:00:10.654Z"
      },
      "caveats": [
        "edge-only Cloudflare Workers deployment without adaptation",
        "users expecting a complete hosted product",
        "Independent installation, security, or runtime probes have not been run for this project."
      ],
      "confidence_reason": "Evidence is usable for comparison, but agents should cite caveats before making a strong recommendation.",
      "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": "2026-11-05T05:00:10.654Z"
    },
    {
      "project_id": "headroomlabs-ai/headroom",
      "repo": "headroomlabs-ai/headroom",
      "name": "headroom",
      "github_url": "https://github.com/headroomlabs-ai/headroom",
      "homepage_url": "https://docs.headroomlabs.ai/docs",
      "language": "Python",
      "license": "Apache-2.0",
      "project_kind": "project",
      "category": [
        "mcp_server"
      ],
      "tags": [
        "agent",
        "ai",
        "anthropic",
        "claude-code",
        "compression",
        "context-engineering",
        "context-window",
        "cursor",
        "fastapi",
        "langchain",
        "llm",
        "mcp",
        "openai",
        "prompt-engineering",
        "proxy",
        "python",
        "rag",
        "token-optimization",
        "tokens",
        "typescript"
      ],
      "description": "Compress tool outputs, logs, files, and RAG chunks before they reach the LLM. 20% fewer tokens for coding agents, 60-95% fewer tokens for JSON, same answers. Library, proxy, MCP server.",
      "overview": "Use headroomlabs-ai/headroom when the user needs a mcp server project with docker, library-only, local deployment options.",
      "alternatives": [
        {
          "repo": "ruvnet/ruflo",
          "reason": "Same mcp server intent with rag, mcp overlap."
        },
        {
          "repo": "BerriAI/litellm",
          "reason": "Same mcp server intent with mcp, llm_gateway overlap."
        },
        {
          "repo": "AstrBotDevs/AstrBot",
          "reason": "Same mcp server intent with mcp overlap."
        }
      ],
      "related": [],
      "dependencies": [
        "MCP",
        "Vector database",
        "LLM provider"
      ],
      "deployments": [
        "docker",
        "library_only",
        "local",
        "cloud"
      ],
      "difficulty": "advanced",
      "cloudflare_ready": false,
      "use_cases": [
        "connect agents to tools",
        "expose APIs through MCP",
        "bootstrap MCP integrations"
      ],
      "not_good_for": [
        "edge-only Cloudflare Workers deployment without adaptation",
        "users expecting a complete hosted product"
      ],
      "classification": {
        "category": {
          "confidence": "high",
          "evidence": [
            "Matched \"mcp server\" in metadata.",
            "Matched \"mcp\" in metadata."
          ]
        },
        "deployment": {
          "confidence": "high",
          "evidence": [
            "Found Docker configuration file.",
            "Matched \"pip install\" in repository content.",
            "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": [
            "Found multi-service or orchestration configuration files."
          ]
        },
        "cloudflare_ready": {
          "confidence": "high",
          "evidence": [
            "Runtime blocker: python.",
            "No Cloudflare deployment signal detected.",
            "No wrangler.toml found in inspected repository files."
          ]
        }
      },
      "quality_signals": {
        "stars": 79288,
        "recent_commits": 100,
        "contributors": 100,
        "issue_response_time_hours": null,
        "release_frequency_180d": 35
      },
      "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": 90,
      "score": 94,
      "agent_score_breakdown": {
        "documentation": 90,
        "maintenance": 76,
        "deployment": 90,
        "popularity": 98,
        "community": 100
      },
      "git_top_score": 94,
      "git_top_score_breakdown": {
        "community": 100,
        "maintenance": 84,
        "documentation": 92,
        "stability": 90,
        "adoption": 100,
        "agent_readability": 100
      },
      "verification": {
        "schema_version": "git-top.verification.v1",
        "overall_status": "partial",
        "observed_at": "2026-11-10T12:46:29.119Z",
        "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 headroomlabs-ai/headroom when the user needs a mcp server project with docker, library-only, local deployment options.",
        "purpose": "Use headroomlabs-ai/headroom when the user needs a mcp server project with docker, library-only, local deployment options.",
        "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 tools",
          "expose APIs through MCP",
          "bootstrap MCP integrations",
          "agent tool exposure",
          "MCP integrations",
          "tool servers"
        ],
        "not_good_for": [
          "edge-only Cloudflare Workers deployment without adaptation",
          "users expecting a complete hosted product",
          "front-end apps",
          "non-tooling backends"
        ],
        "deployment": [
          "docker",
          "library_only",
          "local",
          "cloud"
        ],
        "alternatives": [
          {
            "repo": "ruvnet/ruflo",
            "reason": "Same mcp server intent with rag, mcp overlap."
          },
          {
            "repo": "BerriAI/litellm",
            "reason": "Same mcp server intent with mcp, llm_gateway overlap."
          },
          {
            "repo": "AstrBotDevs/AstrBot",
            "reason": "Same mcp server intent with mcp overlap."
          }
        ]
      },
      "evidence": {
        "classification": {
          "category": {
            "confidence": "high",
            "evidence": [
              "Matched \"mcp server\" in metadata.",
              "Matched \"mcp\" in metadata."
            ]
          },
          "deployment": {
            "confidence": "high",
            "evidence": [
              "Found Docker configuration file.",
              "Matched \"pip install\" in repository content.",
              "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": [
              "Found multi-service or orchestration configuration files."
            ]
          },
          "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": "complete",
          "contributors_90d": "partial"
        },
        "verification": {
          "schema_version": "git-top.verification.v1",
          "overall_status": "partial",
          "observed_at": "2026-11-10T12:46:29.119Z",
          "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": [
          "edge-only Cloudflare Workers deployment without adaptation",
          "users expecting a complete hosted product",
          "Partial or estimated quality signals: commits30d, contributors90d.",
          "Independent installation, security, or runtime probes have not been run for this project."
        ],
        "confidence_reason": "Evidence is usable for comparison, but agents should cite caveats before making a strong recommendation.",
        "last_verified_at": "2026-11-10T12:46:29.119Z"
      },
      "caveats": [
        "edge-only Cloudflare Workers deployment without adaptation",
        "users expecting a complete hosted product",
        "Partial or estimated quality signals: commits30d, contributors90d.",
        "Independent installation, security, or runtime probes have not been run for this project."
      ],
      "confidence_reason": "Evidence is usable for comparison, but agents should cite caveats before making a strong recommendation.",
      "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": "2026-11-10T12:46:29.119Z"
    },
    {
      "project_id": "AstrBotDevs/AstrBot",
      "repo": "AstrBotDevs/AstrBot",
      "name": "AstrBot",
      "github_url": "https://github.com/AstrBotDevs/AstrBot",
      "homepage_url": "https://astrbot.app",
      "language": "Python",
      "license": "AGPL-3.0",
      "project_kind": "project",
      "category": [
        "mcp_server"
      ],
      "tags": [
        "agent",
        "ai",
        "astrbot",
        "chatbot",
        "chatgpt",
        "discord",
        "docker",
        "gemini",
        "gpt",
        "llama",
        "llm",
        "mcp",
        "openai",
        "python",
        "qq",
        "qqbot",
        "telegram"
      ],
      "description": "AI Agent Assistant & development framework that integrates lots of IM platforms, LLMs, plugins and AI feature, and can be your openclaw alternative. ✨",
      "overview": "Use AstrBotDevs/AstrBot when the user needs a mcp server project with docker, library-only, local deployment options.",
      "alternatives": [
        {
          "repo": "headroomlabs-ai/headroom",
          "reason": "Same mcp server intent with mcp overlap."
        },
        {
          "repo": "rocketride-org/rocketride-server",
          "reason": "Same mcp server intent with mcp overlap."
        },
        {
          "repo": "browser-use/browser-use",
          "reason": "Same mcp server intent with mcp overlap."
        }
      ],
      "related": [],
      "dependencies": [
        "MCP",
        "LLM provider"
      ],
      "deployments": [
        "docker",
        "library_only",
        "local",
        "cloud"
      ],
      "difficulty": "intermediate",
      "cloudflare_ready": false,
      "use_cases": [
        "connect agents to tools",
        "expose APIs through MCP",
        "bootstrap MCP integrations"
      ],
      "not_good_for": [
        "edge-only Cloudflare Workers deployment without adaptation",
        "users expecting a complete hosted product"
      ],
      "classification": {
        "category": {
          "confidence": "medium",
          "evidence": [
            "Matched \"mcp\" in metadata."
          ]
        },
        "deployment": {
          "confidence": "high",
          "evidence": [
            "Found Docker configuration file.",
            "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, gpu.",
            "No Cloudflare deployment signal detected.",
            "No wrangler.toml found in inspected repository files."
          ]
        }
      },
      "quality_signals": {
        "stars": 46558,
        "recent_commits": 100,
        "contributors": 100,
        "issue_response_time_hours": null,
        "release_frequency_180d": 44
      },
      "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": 89,
      "score": 93,
      "agent_score_breakdown": {
        "documentation": 90,
        "maintenance": 76,
        "deployment": 90,
        "popularity": 93,
        "community": 100
      },
      "git_top_score": 93,
      "git_top_score_breakdown": {
        "community": 100,
        "maintenance": 84,
        "documentation": 84,
        "stability": 90,
        "adoption": 100,
        "agent_readability": 100
      },
      "verification": {
        "schema_version": "git-top.verification.v1",
        "overall_status": "partial",
        "observed_at": "2026-11-10T06:00:15.996Z",
        "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 AstrBotDevs/AstrBot when the user needs a mcp server project with docker, library-only, local deployment options.",
        "purpose": "Use AstrBotDevs/AstrBot when the user needs a mcp server project with docker, library-only, local deployment options.",
        "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 tools",
          "expose APIs through MCP",
          "bootstrap MCP integrations",
          "agent tool exposure",
          "MCP integrations",
          "tool servers"
        ],
        "not_good_for": [
          "edge-only Cloudflare Workers deployment without adaptation",
          "users expecting a complete hosted product",
          "front-end apps",
          "non-tooling backends"
        ],
        "deployment": [
          "docker",
          "library_only",
          "local",
          "cloud"
        ],
        "alternatives": [
          {
            "repo": "headroomlabs-ai/headroom",
            "reason": "Same mcp server intent with mcp overlap."
          },
          {
            "repo": "rocketride-org/rocketride-server",
            "reason": "Same mcp server intent with mcp overlap."
          },
          {
            "repo": "browser-use/browser-use",
            "reason": "Same mcp server intent with mcp overlap."
          }
        ]
      },
      "evidence": {
        "classification": {
          "category": {
            "confidence": "medium",
            "evidence": [
              "Matched \"mcp\" in metadata."
            ]
          },
          "deployment": {
            "confidence": "high",
            "evidence": [
              "Found Docker configuration file.",
              "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, gpu.",
              "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"
        },
        "verification": {
          "schema_version": "git-top.verification.v1",
          "overall_status": "partial",
          "observed_at": "2026-11-10T06:00:15.996Z",
          "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": [
          "edge-only Cloudflare Workers deployment without adaptation",
          "users expecting a complete hosted product",
          "Partial or estimated quality signals: commits30d, contributors90d.",
          "Independent installation, security, or runtime probes have not been run for this project."
        ],
        "confidence_reason": "Evidence is usable for comparison, but agents should cite caveats before making a strong recommendation.",
        "last_verified_at": "2026-11-10T06:00:15.996Z"
      },
      "caveats": [
        "edge-only Cloudflare Workers deployment without adaptation",
        "users expecting a complete hosted product",
        "Partial or estimated quality signals: commits30d, contributors90d.",
        "Independent installation, security, or runtime probes have not been run for this project."
      ],
      "confidence_reason": "Evidence is usable for comparison, but agents should cite caveats before making a strong recommendation.",
      "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": "2026-11-10T06:00:15.996Z"
    },
    {
      "project_id": "call518/MCP-PostgreSQL-Ops",
      "repo": "call518/MCP-PostgreSQL-Ops",
      "name": "MCP-PostgreSQL-Ops",
      "github_url": "https://github.com/call518/MCP-PostgreSQL-Ops",
      "homepage_url": "https://deepwiki.com/call518/MCP-PostgreSQL-Ops",
      "language": "Python",
      "license": "MIT",
      "project_kind": "project",
      "category": [
        "mcp_server"
      ],
      "tags": [
        "agent",
        "agentic-ai",
        "ai",
        "claude",
        "database",
        "database-tools",
        "dba",
        "fastmcp",
        "llm",
        "management",
        "mcp",
        "mcp-server",
        "monitoring",
        "openwebui",
        "performance-monitoring",
        "postgres",
        "postgresql",
        "postgresql-diagnostics",
        "python",
        "sql"
      ],
      "description": "🐘 Give AI assistants full PostgreSQL DBA superpowers — 30+ tools for performance analysis, bloat detection, lock/deadlock monitoring, autovacuum & schema inspection. No extensions required. PG 12-18.",
      "overview": "Use call518/MCP-PostgreSQL-Ops when the user needs a mcp server project with docker, library-only, local deployment options.",
      "alternatives": [
        {
          "repo": "ruvnet/ruflo",
          "reason": "Same mcp server intent with mcp overlap."
        },
        {
          "repo": "headroomlabs-ai/headroom",
          "reason": "Same mcp server intent with mcp overlap."
        },
        {
          "repo": "upstash/context7",
          "reason": "Same mcp server intent with mcp overlap."
        }
      ],
      "related": [],
      "dependencies": [
        "MCP",
        "LLM provider"
      ],
      "deployments": [
        "docker",
        "library_only",
        "local",
        "cloud"
      ],
      "difficulty": "beginner",
      "cloudflare_ready": false,
      "use_cases": [
        "connect agents to tools",
        "expose APIs through MCP",
        "bootstrap MCP integrations"
      ],
      "not_good_for": [
        "edge-only Cloudflare Workers deployment without adaptation",
        "users expecting a complete hosted product"
      ],
      "classification": {
        "category": {
          "confidence": "medium",
          "evidence": [
            "Matched \"mcp\" in metadata."
          ]
        },
        "deployment": {
          "confidence": "high",
          "evidence": [
            "Found Docker configuration file.",
            "Matched \"pip install\" in repository content.",
            "Local usage is assumed for open source repositories unless contradicted."
          ]
        },
        "difficulty": {
          "confidence": "medium",
          "evidence": [
            "Repository has under 10k stars, so complexity is treated conservatively."
          ]
        },
        "cloudflare_ready": {
          "confidence": "high",
          "evidence": [
            "Runtime blocker: python, postgres.",
            "No Cloudflare deployment signal detected.",
            "No wrangler.toml found in inspected repository files."
          ]
        }
      },
      "quality_signals": {
        "stars": 164,
        "recent_commits": 28,
        "contributors": 4,
        "issue_response_time_hours": null,
        "release_frequency_180d": 5
      },
      "quality_signal_confidence": {
        "stars_30d_delta": "snapshot",
        "stars30d_window_days": 27,
        "commits_30d": "complete",
        "releases_180d": "complete",
        "contributors_90d": "complete"
      },
      "quality_score": 14,
      "agent_score": 61,
      "score": 79,
      "agent_score_breakdown": {
        "documentation": 90,
        "maintenance": 30,
        "deployment": 90,
        "popularity": 44,
        "community": 49
      },
      "git_top_score": 79,
      "git_top_score_breakdown": {
        "community": 76,
        "maintenance": 50,
        "documentation": 92,
        "stability": 100,
        "adoption": 63,
        "agent_readability": 100
      },
      "verification": {
        "schema_version": "git-top.verification.v1",
        "overall_status": "partial",
        "observed_at": "2026-11-07T17:30:21.852Z",
        "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 call518/MCP-PostgreSQL-Ops when the user needs a mcp server project with docker, library-only, local deployment options.",
        "purpose": "Use call518/MCP-PostgreSQL-Ops when the user needs a mcp server project with docker, library-only, local deployment options.",
        "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 tools",
          "expose APIs through MCP",
          "bootstrap MCP integrations",
          "agent tool exposure",
          "MCP integrations",
          "tool servers"
        ],
        "not_good_for": [
          "edge-only Cloudflare Workers deployment without adaptation",
          "users expecting a complete hosted product",
          "front-end apps",
          "non-tooling backends"
        ],
        "deployment": [
          "docker",
          "library_only",
          "local",
          "cloud"
        ],
        "alternatives": [
          {
            "repo": "ruvnet/ruflo",
            "reason": "Same mcp server intent with mcp overlap."
          },
          {
            "repo": "headroomlabs-ai/headroom",
            "reason": "Same mcp server intent with mcp overlap."
          },
          {
            "repo": "upstash/context7",
            "reason": "Same mcp server intent with mcp overlap."
          }
        ]
      },
      "evidence": {
        "classification": {
          "category": {
            "confidence": "medium",
            "evidence": [
              "Matched \"mcp\" in metadata."
            ]
          },
          "deployment": {
            "confidence": "high",
            "evidence": [
              "Found Docker configuration file.",
              "Matched \"pip install\" in repository content.",
              "Local usage is assumed for open source repositories unless contradicted."
            ]
          },
          "difficulty": {
            "confidence": "medium",
            "evidence": [
              "Repository has under 10k stars, so complexity is treated conservatively."
            ]
          },
          "cloudflare_ready": {
            "confidence": "high",
            "evidence": [
              "Runtime blocker: python, postgres.",
              "No Cloudflare deployment signal detected.",
              "No wrangler.toml found in inspected repository files."
            ]
          }
        },
        "quality_signal_confidence": {
          "stars_30d_delta": "snapshot",
          "stars30d_window_days": 27,
          "commits_30d": "complete",
          "releases_180d": "complete",
          "contributors_90d": "complete"
        },
        "verification": {
          "schema_version": "git-top.verification.v1",
          "overall_status": "partial",
          "observed_at": "2026-11-07T17:30:21.852Z",
          "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": [
          "edge-only Cloudflare Workers deployment without adaptation",
          "users expecting a complete hosted product",
          "Independent installation, security, or runtime probes have not been run for this project."
        ],
        "confidence_reason": "Evidence is usable for comparison, but agents should cite caveats before making a strong recommendation.",
        "last_verified_at": "2026-11-07T17:30:21.852Z"
      },
      "caveats": [
        "edge-only Cloudflare Workers deployment without adaptation",
        "users expecting a complete hosted product",
        "Independent installation, security, or runtime probes have not been run for this project."
      ],
      "confidence_reason": "Evidence is usable for comparison, but agents should cite caveats before making a strong recommendation.",
      "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": "2026-11-07T17:30:21.852Z"
    },
    {
      "project_id": "dyoshikawa/rulesync",
      "repo": "dyoshikawa/rulesync",
      "name": "rulesync",
      "github_url": "https://github.com/dyoshikawa/rulesync",
      "homepage_url": "http://rulesync.dyoshikawa.com/",
      "language": "TypeScript",
      "license": "MIT",
      "project_kind": "project",
      "category": [
        "mcp_server"
      ],
      "tags": [
        "ai",
        "ai-agents",
        "ai-coding",
        "llm",
        "mcp",
        "rules",
        "skills"
      ],
      "description": "A Utility CLI for AI Coding Agents",
      "overview": "Use dyoshikawa/rulesync when the user needs a mcp server project with library-only, local, cloud deployment options.",
      "alternatives": [
        {
          "repo": "heygen-com/hyperframes",
          "reason": "Same mcp server intent with mcp overlap."
        },
        {
          "repo": "headroomlabs-ai/headroom",
          "reason": "Same mcp server intent with coding_agent, mcp overlap."
        },
        {
          "repo": "upstash/context7",
          "reason": "Same mcp server intent with coding_agent, mcp overlap."
        }
      ],
      "related": [],
      "dependencies": [
        "MCP",
        "LLM provider"
      ],
      "deployments": [
        "library_only",
        "local",
        "cloud"
      ],
      "difficulty": "beginner",
      "cloudflare_ready": false,
      "use_cases": [
        "connect agents to tools",
        "expose APIs through MCP",
        "bootstrap MCP integrations"
      ],
      "not_good_for": [
        "edge-only Cloudflare Workers deployment without adaptation",
        "users expecting a complete hosted product"
      ],
      "classification": {
        "category": {
          "confidence": "medium",
          "evidence": [
            "Matched \"mcp\" in metadata."
          ]
        },
        "deployment": {
          "confidence": "high",
          "evidence": [
            "Matched \"npm install\" in repository content.",
            "Local usage is assumed for open source repositories unless contradicted."
          ]
        },
        "difficulty": {
          "confidence": "medium",
          "evidence": [
            "Repository has under 10k stars, so complexity is treated conservatively."
          ]
        },
        "cloudflare_ready": {
          "confidence": "high",
          "evidence": [
            "No Cloudflare deployment signal detected.",
            "No wrangler.toml found in inspected repository files."
          ]
        }
      },
      "quality_signals": {
        "stars": 1597,
        "recent_commits": 100,
        "contributors": 97,
        "issue_response_time_hours": null,
        "release_frequency_180d": 100
      },
      "quality_signal_confidence": {
        "stars_30d_delta": "snapshot",
        "stars30d_window_days": 33,
        "commits_30d": "partial",
        "releases_180d": "partial",
        "contributors_90d": "complete"
      },
      "quality_score": 46,
      "agent_score": 82,
      "score": 93,
      "agent_score_breakdown": {
        "documentation": 90,
        "maintenance": 76,
        "deployment": 80,
        "popularity": 64,
        "community": 100
      },
      "git_top_score": 93,
      "git_top_score_breakdown": {
        "community": 100,
        "maintenance": 84,
        "documentation": 84,
        "stability": 100,
        "adoption": 93,
        "agent_readability": 100
      },
      "verification": {
        "schema_version": "git-top.verification.v1",
        "overall_status": "partial",
        "observed_at": "2026-11-11T01:00:32.155Z",
        "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 dyoshikawa/rulesync when the user needs a mcp server project with library-only, local, cloud deployment options.",
        "purpose": "Use dyoshikawa/rulesync when the user needs a mcp server project with library-only, local, cloud deployment options.",
        "install": "Install as a library or package using the repository instructions.",
        "inputs": [
          "tool definitions",
          "resource config",
          "transport settings"
        ],
        "outputs": [
          "MCP tools",
          "JSON-RPC responses",
          "server capabilities"
        ],
        "good_for": [
          "connect agents to tools",
          "expose APIs through MCP",
          "bootstrap MCP integrations",
          "agent tool exposure",
          "MCP integrations",
          "tool servers"
        ],
        "not_good_for": [
          "edge-only Cloudflare Workers deployment without adaptation",
          "users expecting a complete hosted product",
          "front-end apps",
          "non-tooling backends"
        ],
        "deployment": [
          "library_only",
          "local",
          "cloud"
        ],
        "alternatives": [
          {
            "repo": "heygen-com/hyperframes",
            "reason": "Same mcp server intent with mcp overlap."
          },
          {
            "repo": "headroomlabs-ai/headroom",
            "reason": "Same mcp server intent with coding_agent, mcp overlap."
          },
          {
            "repo": "upstash/context7",
            "reason": "Same mcp server intent with coding_agent, mcp overlap."
          }
        ]
      },
      "evidence": {
        "classification": {
          "category": {
            "confidence": "medium",
            "evidence": [
              "Matched \"mcp\" in metadata."
            ]
          },
          "deployment": {
            "confidence": "high",
            "evidence": [
              "Matched \"npm install\" in repository content.",
              "Local usage is assumed for open source repositories unless contradicted."
            ]
          },
          "difficulty": {
            "confidence": "medium",
            "evidence": [
              "Repository has under 10k stars, so complexity is treated conservatively."
            ]
          },
          "cloudflare_ready": {
            "confidence": "high",
            "evidence": [
              "No Cloudflare deployment signal detected.",
              "No wrangler.toml found in inspected repository files."
            ]
          }
        },
        "quality_signal_confidence": {
          "stars_30d_delta": "snapshot",
          "stars30d_window_days": 33,
          "commits_30d": "partial",
          "releases_180d": "partial",
          "contributors_90d": "complete"
        },
        "verification": {
          "schema_version": "git-top.verification.v1",
          "overall_status": "partial",
          "observed_at": "2026-11-11T01:00:32.155Z",
          "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": [
          "edge-only Cloudflare Workers deployment without adaptation",
          "users expecting a complete hosted product",
          "Partial or estimated quality signals: commits30d, releases180d.",
          "Independent installation, security, or runtime probes have not been run for this project."
        ],
        "confidence_reason": "Evidence is usable for comparison, but agents should cite caveats before making a strong recommendation.",
        "last_verified_at": "2026-11-11T01:00:32.155Z"
      },
      "caveats": [
        "edge-only Cloudflare Workers deployment without adaptation",
        "users expecting a complete hosted product",
        "Partial or estimated quality signals: commits30d, releases180d.",
        "Independent installation, security, or runtime probes have not been run for this project."
      ],
      "confidence_reason": "Evidence is usable for comparison, but agents should cite caveats before making a strong recommendation.",
      "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": "2026-11-11T01:00:32.155Z"
    }
  ],
  "resolved_from": {
    "requested_id": "modelstudioai/cli",
    "resolved_id": "modelstudioai/cli",
    "resolution": "direct"
  },
  "metadata": {
    "source": "d1",
    "reason": "d1_query",
    "project_count": 1226,
    "generated_at": "2026-11-11T02:43:08.252Z",
    "snapshot_id": "d1:1226:2026-11-11T02:30:34.923Z",
    "latest_synced_at": "2026-11-11T02:30:34.923Z",
    "schema_version": "git-top.knowledge.v1",
    "loaded_project_limit": 2000,
    "truncated": false
  }
}