{
  "project": {
    "project_id": "opentiny/webmcp-sdk",
    "repo": "opentiny/webmcp-sdk",
    "name": "webmcp-sdk",
    "github_url": "https://github.com/opentiny/webmcp-sdk",
    "homepage_url": "https://docs.opentiny.design/next-sdk/guide",
    "language": "TypeScript",
    "license": "MIT",
    "project_kind": "project",
    "category": [
      "mcp_server"
    ],
    "tags": [
      "ai",
      "ai-agents",
      "mcp",
      "next-sdk",
      "opentiny",
      "opentiny-next",
      "web-agent",
      "webmcp",
      "webskills"
    ],
    "description": "OpenTiny NEXT-SDKs is a front-end AI and browser automation toolkit. It implements WebMCP + WebSkills to build AI-native apps, and leverages webmcp-cli to enable LLM agents to remote-control any webpage without source code modifications. OpenTiny NEXT-SDKs 是一套前端 AI 与浏览器自动化工具包。它通过 WebMCP + WebSkills 协议构建 AI 原生应用，并利用 webmcp-cli 实现了无需修改源码即可让大模型代理自动控制任",
    "overview": "Use opentiny/webmcp-sdk 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 rag, mcp, workflow overlap."
      }
    ],
    "related": [],
    "dependencies": [
      "MCP",
      "Vector database",
      "Browser automation",
      "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.",
          "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": 124,
      "recent_commits": 3,
      "contributors": 11,
      "issue_response_time_hours": null,
      "release_frequency_180d": 12
    },
    "quality_signal_confidence": {
      "stars_30d_delta": "snapshot",
      "stars30d_window_days": 33,
      "commits_30d": "complete",
      "releases_180d": "complete",
      "contributors_90d": "complete"
    },
    "quality_score": 22,
    "agent_score": 63,
    "score": 79,
    "agent_score_breakdown": {
      "documentation": 90,
      "maintenance": 44,
      "deployment": 80,
      "popularity": 42,
      "community": 56
    },
    "git_top_score": 79,
    "git_top_score_breakdown": {
      "community": 96,
      "maintenance": 44,
      "documentation": 84,
      "stability": 100,
      "adoption": 60,
      "agent_readability": 100
    },
    "verification": {
      "schema_version": "git-top.verification.v1",
      "overall_status": "partial",
      "observed_at": "2026-11-05T05:00:14.646Z",
      "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 opentiny/webmcp-sdk when the user needs a mcp server project with library-only, local, cloud deployment options.",
      "purpose": "Use opentiny/webmcp-sdk 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 rag, mcp, workflow overlap."
        }
      ]
    },
    "evidence": {
      "classification": {
        "category": {
          "confidence": "medium",
          "evidence": [
            "Matched \"mcp\" in metadata."
          ]
        },
        "deployment": {
          "confidence": "high",
          "evidence": [
            "Matched \"npm install\" in repository content.",
            "Matched \"library\" in repository content.",
            "Local usage is assumed for open source repositories unless contradicted."
          ]
        },
        "difficulty": {
          "confidence": "medium",
          "evidence": [
            "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": "2026-11-05T05:00:14.646Z",
        "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": "2026-11-05T05:00:14.646Z"
    },
    "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": "2026-11-05T05:00:14.646Z"
  },
  "related": [
    {
      "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": "freddy-schuetz/n8n-claw",
      "repo": "freddy-schuetz/n8n-claw",
      "name": "n8n-claw",
      "github_url": "https://github.com/freddy-schuetz/n8n-claw",
      "homepage_url": "https://n8n-claw.com",
      "language": "Shell",
      "license": null,
      "project_kind": "project",
      "category": [
        "mcp_server"
      ],
      "tags": [
        "agent",
        "ai",
        "ai-agent",
        "ai-agent-framework",
        "ai-agents",
        "ai-agents-framework",
        "crawl4ai",
        "crawl4ai-scraper",
        "framework",
        "mcp",
        "modelcontextprotocol",
        "n8n",
        "openclaw",
        "searxng",
        "searxng-engine",
        "skills",
        "supabase"
      ],
      "description": "OpenClaw-inspired autonomous AI agent built entirely in n8n. Adaptive RAG-powered memory, Skills via MCP templates, Expert Agents with delegated sub-agents, proactive task management, media understanding - self-hosted with one setup script",
      "overview": "Use freddy-schuetz/n8n-claw 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 agent_memory, rag, mcp overlap."
        },
        {
          "repo": "heygen-com/hyperframes",
          "reason": "Same mcp server intent with mcp overlap."
        },
        {
          "repo": "headroomlabs-ai/headroom",
          "reason": "Same mcp server intent with rag, mcp overlap."
        }
      ],
      "related": [],
      "dependencies": [
        "MCP",
        "Vector database",
        "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": "high",
          "evidence": [
            "Matched \"modelcontextprotocol\" in metadata.",
            "Matched \"mcp\" in metadata."
          ]
        },
        "deployment": {
          "confidence": "high",
          "evidence": [
            "Found Docker configuration file.",
            "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": [
            "Runtime blocker: postgres.",
            "No Cloudflare deployment signal detected.",
            "No wrangler.toml found in inspected repository files."
          ]
        }
      },
      "quality_signals": {
        "stars": 562,
        "recent_commits": 0,
        "contributors": 5,
        "issue_response_time_hours": null,
        "release_frequency_180d": 2
      },
      "quality_signal_confidence": {
        "stars_30d_delta": "snapshot",
        "stars30d_window_days": 33,
        "commits_30d": "complete",
        "releases_180d": "complete",
        "contributors_90d": "complete"
      },
      "quality_score": 7,
      "agent_score": 60,
      "score": 74,
      "agent_score_breakdown": {
        "documentation": 90,
        "maintenance": 16,
        "deployment": 90,
        "popularity": 55,
        "community": 50
      },
      "git_top_score": 74,
      "git_top_score_breakdown": {
        "community": 84,
        "maintenance": 15,
        "documentation": 92,
        "stability": 86,
        "adoption": 81,
        "agent_readability": 100
      },
      "verification": {
        "schema_version": "git-top.verification.v1",
        "overall_status": "partial",
        "observed_at": "2026-11-08T19:30:18.359Z",
        "signals": {
          "activity": {
            "status": "observed",
            "source": "github_metadata",
            "evidence": [
              "project.pushed_at",
              "metrics.recent_push_days"
            ]
          },
          "license": {
            "status": "unknown",
            "source": "github_metadata",
            "evidence": [
              "project.license is null"
            ]
          },
          "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": 2,
          "inferred": 1,
          "not_run": 3,
          "unknown": 1
        },
        "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.",
          "Fill missing GitHub metadata and re-sync the project."
        ]
      },
      "summary": {
        "tl_dr": "Use freddy-schuetz/n8n-claw when the user needs a mcp server project with docker, library-only, local deployment options.",
        "purpose": "Use freddy-schuetz/n8n-claw 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 agent_memory, rag, mcp overlap."
          },
          {
            "repo": "heygen-com/hyperframes",
            "reason": "Same mcp server intent with mcp overlap."
          },
          {
            "repo": "headroomlabs-ai/headroom",
            "reason": "Same mcp server intent with rag, mcp overlap."
          }
        ]
      },
      "evidence": {
        "classification": {
          "category": {
            "confidence": "high",
            "evidence": [
              "Matched \"modelcontextprotocol\" in metadata.",
              "Matched \"mcp\" in metadata."
            ]
          },
          "deployment": {
            "confidence": "high",
            "evidence": [
              "Found Docker configuration file.",
              "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": [
              "Runtime blocker: postgres.",
              "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": "2026-11-08T19:30:18.359Z",
          "signals": {
            "activity": {
              "status": "observed",
              "source": "github_metadata",
              "evidence": [
                "project.pushed_at",
                "metrics.recent_push_days"
              ]
            },
            "license": {
              "status": "unknown",
              "source": "github_metadata",
              "evidence": [
                "project.license is null"
              ]
            },
            "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": 2,
            "inferred": 1,
            "not_run": 3,
            "unknown": 1
          },
          "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.",
            "Fill missing GitHub metadata and re-sync the project."
          ]
        },
        "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": "2026-11-08T19:30:18.359Z"
      },
      "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": "2026-11-08T19:30:18.359Z"
    },
    {
      "project_id": "unclecode/crawl4ai",
      "repo": "unclecode/crawl4ai",
      "name": "crawl4ai",
      "github_url": "https://github.com/unclecode/crawl4ai",
      "homepage_url": "https://crawl4ai.com/?ref=github-about",
      "language": "Python",
      "license": "Apache-2.0",
      "project_kind": "project",
      "category": [
        "mcp_server"
      ],
      "tags": [
        "ai",
        "ai-agents",
        "crawl4ai-cloud",
        "crawler",
        "data-extraction",
        "llm",
        "markdown",
        "mcp",
        "open-source",
        "playwright",
        "python",
        "rag",
        "scraper",
        "web-crawler",
        "web-crawling",
        "web-scraping"
      ],
      "description": "Official Crawl4AI Cloud: a hosted web scraping, extraction, and search API for AI agents. Free API key, 1,000 credits a month, no card. Fully open source: this repo is the Apache-2.0 crawler that powers it, and you can self-host it.",
      "overview": "Use unclecode/crawl4ai 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": "heygen-com/hyperframes",
          "reason": "Same mcp server intent with mcp overlap."
        },
        {
          "repo": "headroomlabs-ai/headroom",
          "reason": "Same mcp server intent with rag, 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": "medium",
          "evidence": [
            "Matched \"mcp\" in metadata."
          ]
        },
        "deployment": {
          "confidence": "high",
          "evidence": [
            "Found Docker configuration file.",
            "Matched \"pip install\" in repository content.",
            "Matched \"library\" in repository content.",
            "Local usage is assumed for open source repositories unless contradicted."
          ]
        },
        "difficulty": {
          "confidence": "medium",
          "evidence": [
            "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": 87144,
        "recent_commits": 65,
        "contributors": 94,
        "issue_response_time_hours": null,
        "release_frequency_180d": 9
      },
      "quality_signal_confidence": {
        "stars_30d_delta": "snapshot",
        "stars30d_window_days": 31,
        "commits_30d": "complete",
        "releases_180d": "complete",
        "contributors_90d": "complete"
      },
      "quality_score": 77,
      "agent_score": 87,
      "score": 91,
      "agent_score_breakdown": {
        "documentation": 90,
        "maintenance": 65,
        "deployment": 90,
        "popularity": 99,
        "community": 100
      },
      "git_top_score": 91,
      "git_top_score_breakdown": {
        "community": 100,
        "maintenance": 76,
        "documentation": 84,
        "stability": 90,
        "adoption": 100,
        "agent_readability": 100
      },
      "verification": {
        "schema_version": "git-top.verification.v1",
        "overall_status": "partial",
        "observed_at": "2026-11-09T18:00:32.641Z",
        "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 unclecode/crawl4ai when the user needs a mcp server project with docker, library-only, local deployment options.",
        "purpose": "Use unclecode/crawl4ai 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": "heygen-com/hyperframes",
            "reason": "Same mcp server intent with mcp overlap."
          },
          {
            "repo": "headroomlabs-ai/headroom",
            "reason": "Same mcp server intent with rag, 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.",
              "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": "complete",
          "releases_180d": "complete",
          "contributors_90d": "complete"
        },
        "verification": {
          "schema_version": "git-top.verification.v1",
          "overall_status": "partial",
          "observed_at": "2026-11-09T18:00:32.641Z",
          "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": "2026-11-09T18:00:32.641Z"
      },
      "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": "2026-11-09T18:00:32.641Z"
    },
    {
      "project_id": "ceilf6/FrontAgent",
      "repo": "ceilf6/FrontAgent",
      "name": "FrontAgent",
      "github_url": "https://github.com/ceilf6/FrontAgent",
      "homepage_url": "https://marketplace.visualstudio.com/items?itemName=ceilf6.frontagent",
      "language": "TypeScript",
      "license": "MIT",
      "project_kind": "project",
      "category": [
        "mcp_server"
      ],
      "tags": [
        "agent",
        "controllable",
        "feedback",
        "frontend",
        "grounded",
        "mcp",
        "multi-phases",
        "rag",
        "sdd",
        "skills",
        "web"
      ],
      "description": "Frontend AI coding agent platform with CLI, VS Code extension, desktop app, MCP server, RAG planning, Skills, SDD guardrails, browser automation, and LoRA planner models | 面向前端工程的 AI Agent 平台，支持 CLI、VS Code 插件、桌面端、MCP 服务、RAG、Skills、SDD、浏览器自动化与 LoRA 规划模型",
      "overview": "Use ceilf6/FrontAgent when the user needs a mcp server project with library-only, local, cloud deployment options.",
      "alternatives": [
        {
          "repo": "ruvnet/ruflo",
          "reason": "Same mcp server intent with rag, mcp, workflow overlap."
        },
        {
          "repo": "heygen-com/hyperframes",
          "reason": "Same mcp server intent with mcp overlap."
        },
        {
          "repo": "headroomlabs-ai/headroom",
          "reason": "Same mcp server intent with rag, coding_agent, mcp overlap."
        }
      ],
      "related": [],
      "dependencies": [
        "MCP",
        "Vector database",
        "Browser automation",
        "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 \"mcp server\" in metadata.",
            "Matched \"mcp\" in metadata."
          ]
        },
        "deployment": {
          "confidence": "high",
          "evidence": [
            "Matched \"npm install\" in repository content.",
            "Matched \"pnpm add\" 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": 123,
        "recent_commits": 2,
        "contributors": 4,
        "issue_response_time_hours": null,
        "release_frequency_180d": 8
      },
      "quality_signal_confidence": {
        "stars_30d_delta": "snapshot",
        "stars30d_window_days": 33,
        "commits_30d": "complete",
        "releases_180d": "complete",
        "contributors_90d": "complete"
      },
      "quality_score": 15,
      "agent_score": 59,
      "score": 74,
      "agent_score_breakdown": {
        "documentation": 90,
        "maintenance": 34,
        "deployment": 80,
        "popularity": 42,
        "community": 49
      },
      "git_top_score": 74,
      "git_top_score_breakdown": {
        "community": 75,
        "maintenance": 37,
        "documentation": 84,
        "stability": 100,
        "adoption": 59,
        "agent_readability": 100
      },
      "verification": {
        "schema_version": "git-top.verification.v1",
        "overall_status": "partial",
        "observed_at": "2026-11-07T17:30:22.960Z",
        "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 ceilf6/FrontAgent when the user needs a mcp server project with library-only, local, cloud deployment options.",
        "purpose": "Use ceilf6/FrontAgent 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": "ruvnet/ruflo",
            "reason": "Same mcp server intent with rag, mcp, workflow overlap."
          },
          {
            "repo": "heygen-com/hyperframes",
            "reason": "Same mcp server intent with mcp overlap."
          },
          {
            "repo": "headroomlabs-ai/headroom",
            "reason": "Same mcp server intent with rag, coding_agent, mcp overlap."
          }
        ]
      },
      "evidence": {
        "classification": {
          "category": {
            "confidence": "high",
            "evidence": [
              "Matched \"mcp server\" in metadata.",
              "Matched \"mcp\" in metadata."
            ]
          },
          "deployment": {
            "confidence": "high",
            "evidence": [
              "Matched \"npm install\" in repository content.",
              "Matched \"pnpm add\" 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": "2026-11-07T17:30:22.960Z",
          "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": "2026-11-07T17:30:22.960Z"
      },
      "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": "2026-11-07T17:30:22.960Z"
    },
    {
      "project_id": "deepset-ai/haystack",
      "repo": "deepset-ai/haystack",
      "name": "haystack",
      "github_url": "https://github.com/deepset-ai/haystack",
      "homepage_url": "https://haystack.deepset.ai",
      "language": "Python",
      "license": "Apache-2.0",
      "project_kind": "project",
      "category": [
        "mcp_server"
      ],
      "tags": [
        "agent-framework",
        "agentic-ai",
        "agentic-rag",
        "agents",
        "ai",
        "ai-agents",
        "context-engineering",
        "framework",
        "genai",
        "generative-ai",
        "information-retrieval",
        "large-language-models",
        "llm",
        "mcp",
        "multi-agent",
        "orchestration",
        "python",
        "rag",
        "retrieval-augmented-generation",
        "semantic-search"
      ],
      "description": "Open-source AI orchestration framework for building context-engineered, production-ready LLM applications. Design modular pipelines and agent workflows with explicit control over retrieval, routing, memory, and generation. Built for scalable agents, RAG, multimodal applications, semantic search, and conversational systems.",
      "overview": "Use deepset-ai/haystack 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 agent_memory, rag, mcp overlap."
        },
        {
          "repo": "headroomlabs-ai/headroom",
          "reason": "Same mcp server intent with rag, mcp, llm_gateway overlap."
        },
        {
          "repo": "BerriAI/litellm",
          "reason": "Same mcp server intent with mcp, llm_gateway overlap."
        }
      ],
      "related": [],
      "dependencies": [
        "MCP",
        "Vector database",
        "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": [
            "Matched \"pip install\" in repository content.",
            "Local usage is assumed for open source repositories unless contradicted."
          ]
        },
        "difficulty": {
          "confidence": "medium",
          "evidence": [
            "No strong beginner or advanced signal found; defaulting to intermediate."
          ]
        },
        "cloudflare_ready": {
          "confidence": "high",
          "evidence": [
            "Runtime blocker: python.",
            "No Cloudflare deployment signal detected.",
            "No wrangler.toml found in inspected repository files."
          ]
        }
      },
      "quality_signals": {
        "stars": 26967,
        "recent_commits": 100,
        "contributors": 100,
        "issue_response_time_hours": null,
        "release_frequency_180d": 29
      },
      "quality_signal_confidence": {
        "stars_30d_delta": "snapshot",
        "stars30d_window_days": 31,
        "commits_30d": "partial",
        "releases_180d": "complete",
        "contributors_90d": "partial"
      },
      "quality_score": 51,
      "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": "2026-11-10T00:30:32.363Z",
        "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 deepset-ai/haystack when the user needs a mcp server project with docker, library-only, local deployment options.",
        "purpose": "Use deepset-ai/haystack 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 agent_memory, rag, mcp overlap."
          },
          {
            "repo": "headroomlabs-ai/headroom",
            "reason": "Same mcp server intent with rag, mcp, llm_gateway overlap."
          },
          {
            "repo": "BerriAI/litellm",
            "reason": "Same mcp server intent with mcp, llm_gateway overlap."
          }
        ]
      },
      "evidence": {
        "classification": {
          "category": {
            "confidence": "medium",
            "evidence": [
              "Matched \"mcp\" in metadata."
            ]
          },
          "deployment": {
            "confidence": "high",
            "evidence": [
              "Matched \"pip install\" in repository content.",
              "Local usage is assumed for open source repositories unless contradicted."
            ]
          },
          "difficulty": {
            "confidence": "medium",
            "evidence": [
              "No strong beginner or advanced signal found; defaulting to intermediate."
            ]
          },
          "cloudflare_ready": {
            "confidence": "high",
            "evidence": [
              "Runtime blocker: python.",
              "No Cloudflare deployment signal detected.",
              "No wrangler.toml found in inspected repository files."
            ]
          }
        },
        "quality_signal_confidence": {
          "stars_30d_delta": "snapshot",
          "stars30d_window_days": 31,
          "commits_30d": "partial",
          "releases_180d": "complete",
          "contributors_90d": "partial"
        },
        "verification": {
          "schema_version": "git-top.verification.v1",
          "overall_status": "partial",
          "observed_at": "2026-11-10T00:30:32.363Z",
          "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": "2026-11-10T00:30:32.363Z"
      },
      "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": "2026-11-10T00:30:32.363Z"
    },
    {
      "project_id": "Eshaan-Nair/ArcRift",
      "repo": "Eshaan-Nair/ArcRift",
      "name": "ArcRift",
      "github_url": "https://github.com/Eshaan-Nair/ArcRift",
      "homepage_url": "https://arcrift.vercel.app/",
      "language": "TypeScript",
      "license": "MIT",
      "project_kind": "project",
      "category": [
        "mcp_server"
      ],
      "tags": [
        "ai",
        "ai-agents",
        "ai-coding",
        "browser-extension",
        "chatgpt",
        "claude",
        "cursor",
        "deepseek",
        "developer-tools",
        "gemini",
        "llm",
        "local-first",
        "mcp",
        "memory",
        "productivity",
        "rag",
        "sqlite"
      ],
      "description": "Persistent local memory layer for AI. ArcRift uses a extension and a native MCP server to sync context and decisions from your browser chats (Claude, ChatGPT, DeepSeek) straight to your local IDE agents (Cursor, Claude Code, Windsurf)  powered by a local SQLite knowledge graph.",
      "overview": "Use Eshaan-Nair/ArcRift when the user needs a mcp server project with docker, library-only, local 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 agent_memory, rag, mcp overlap."
        }
      ],
      "related": [],
      "dependencies": [
        "MCP",
        "Vector database",
        "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": "high",
          "evidence": [
            "Matched \"mcp server\" in metadata.",
            "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": [
            "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": 246,
        "recent_commits": 0,
        "contributors": 4,
        "issue_response_time_hours": null,
        "release_frequency_180d": 16
      },
      "quality_signal_confidence": {
        "stars_30d_delta": "snapshot",
        "stars30d_window_days": 20,
        "commits_30d": "complete",
        "releases_180d": "complete",
        "contributors_90d": "complete"
      },
      "quality_score": 20,
      "agent_score": 62,
      "score": 73,
      "agent_score_breakdown": {
        "documentation": 90,
        "maintenance": 32,
        "deployment": 90,
        "popularity": 48,
        "community": 49
      },
      "git_top_score": 73,
      "git_top_score_breakdown": {
        "community": 78,
        "maintenance": 34,
        "documentation": 84,
        "stability": 85,
        "adoption": 68,
        "agent_readability": 100
      },
      "verification": {
        "schema_version": "git-top.verification.v1",
        "overall_status": "partial",
        "observed_at": "2026-11-05T10:30:15.746Z",
        "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 Eshaan-Nair/ArcRift when the user needs a mcp server project with docker, library-only, local deployment options.",
        "purpose": "Use Eshaan-Nair/ArcRift 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": "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 agent_memory, rag, 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 \"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": 20,
          "commits_30d": "complete",
          "releases_180d": "complete",
          "contributors_90d": "complete"
        },
        "verification": {
          "schema_version": "git-top.verification.v1",
          "overall_status": "partial",
          "observed_at": "2026-11-05T10:30:15.746Z",
          "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": "2026-11-05T10:30:15.746Z"
      },
      "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": "2026-11-05T10:30:15.746Z"
    },
    {
      "project_id": "iFurySt/open-browser-use",
      "repo": "iFurySt/open-browser-use",
      "name": "open-browser-use",
      "github_url": "https://github.com/iFurySt/open-browser-use",
      "homepage_url": "https://www.ifuryst.com/en/blog/2026/open-browser-use/",
      "language": "JavaScript",
      "license": "MIT",
      "project_kind": "project",
      "category": [
        "mcp_server"
      ],
      "tags": [
        "ai-agent",
        "ai-agents",
        "browser-automation",
        "browser-use",
        "browser-use-agent",
        "cdp",
        "chrome-automation",
        "chrome-devtools-protocol",
        "chrome-extension",
        "cli",
        "codex",
        "javascript-sdk",
        "mcp",
        "model-context-protocol",
        "native-messaging",
        "open-browser-use",
        "openai-codex",
        "python-sdk",
        "sdk",
        "web-automation"
      ],
      "description": "🔮 Platform-neutral Browser Use for AI agents: real Chrome automation with a CLI + SDKs, no lock-in, dead simple.",
      "overview": "Use iFurySt/open-browser-use when the user needs a mcp server project with library-only, local, cloud deployment options.",
      "alternatives": [
        {
          "repo": "ruvnet/ruflo",
          "reason": "Same mcp server intent with mcp, workflow overlap."
        },
        {
          "repo": "can1357/oh-my-pi",
          "reason": "Same mcp server intent with browser_automation, mcp overlap."
        },
        {
          "repo": "rocketride-org/rocketride-server",
          "reason": "Same mcp server intent with mcp, workflow overlap."
        }
      ],
      "related": [],
      "dependencies": [
        "MCP",
        "Browser automation",
        "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 \"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": [
            "Repository has under 10k stars, so complexity is treated conservatively."
          ]
        },
        "cloudflare_ready": {
          "confidence": "high",
          "evidence": [
            "Runtime blocker: python.",
            "No Cloudflare deployment signal detected.",
            "No wrangler.toml found in inspected repository files."
          ]
        }
      },
      "quality_signals": {
        "stars": 416,
        "recent_commits": 11,
        "contributors": 3,
        "issue_response_time_hours": null,
        "release_frequency_180d": 15
      },
      "quality_signal_confidence": {
        "stars_30d_delta": "snapshot",
        "stars30d_window_days": 33,
        "commits_30d": "complete",
        "releases_180d": "complete",
        "contributors_90d": "complete"
      },
      "quality_score": 22,
      "agent_score": 63,
      "score": 81,
      "agent_score_breakdown": {
        "documentation": 90,
        "maintenance": 42,
        "deployment": 80,
        "popularity": 52,
        "community": 48
      },
      "git_top_score": 81,
      "git_top_score_breakdown": {
        "community": 77,
        "maintenance": 49,
        "documentation": 92,
        "stability": 100,
        "adoption": 74,
        "agent_readability": 100
      },
      "verification": {
        "schema_version": "git-top.verification.v1",
        "overall_status": "partial",
        "observed_at": "2026-11-07T03:30:19.085Z",
        "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 iFurySt/open-browser-use when the user needs a mcp server project with library-only, local, cloud deployment options.",
        "purpose": "Use iFurySt/open-browser-use 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": "ruvnet/ruflo",
            "reason": "Same mcp server intent with mcp, workflow overlap."
          },
          {
            "repo": "can1357/oh-my-pi",
            "reason": "Same mcp server intent with browser_automation, mcp overlap."
          },
          {
            "repo": "rocketride-org/rocketride-server",
            "reason": "Same mcp server intent with mcp, workflow overlap."
          }
        ]
      },
      "evidence": {
        "classification": {
          "category": {
            "confidence": "medium",
            "evidence": [
              "Matched \"mcp\" in metadata."
            ]
          },
          "deployment": {
            "confidence": "high",
            "evidence": [
              "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": [
              "Repository has under 10k stars, so complexity is treated conservatively."
            ]
          },
          "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": 33,
          "commits_30d": "complete",
          "releases_180d": "complete",
          "contributors_90d": "complete"
        },
        "verification": {
          "schema_version": "git-top.verification.v1",
          "overall_status": "partial",
          "observed_at": "2026-11-07T03:30:19.085Z",
          "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": "2026-11-07T03:30:19.085Z"
      },
      "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": "2026-11-07T03:30:19.085Z"
    },
    {
      "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"
    }
  ],
  "resolved_from": {
    "requested_id": "opentiny/webmcp-sdk",
    "resolved_id": "opentiny/webmcp-sdk",
    "resolution": "direct"
  },
  "metadata": {
    "source": "d1",
    "reason": "d1_query",
    "project_count": 1226,
    "generated_at": "2026-11-11T03:49:15.074Z",
    "snapshot_id": "d1:1226:2026-11-11T03:30:25.488Z",
    "latest_synced_at": "2026-11-11T03:30:25.488Z",
    "schema_version": "git-top.knowledge.v1",
    "loaded_project_limit": 2000,
    "truncated": false
  }
}