{
  "project": {
    "project_id": "freepik-company/freepik-mcp",
    "repo": "freepik-company/freepik-mcp",
    "name": "freepik-mcp",
    "github_url": "https://github.com/freepik-company/freepik-mcp",
    "homepage_url": null,
    "language": "HTML",
    "license": null,
    "project_kind": "project",
    "category": [
      "mcp_server"
    ],
    "tags": [],
    "description": "The Freepik enables popular agent Model Context Protocol (MCP) to integrate with Magnific APIs through function calling.",
    "overview": "Use freepik-company/freepik-mcp when the user needs a mcp server project with local, cloud deployment options.",
    "alternatives": [],
    "related": [],
    "dependencies": [
      "MCP",
      "LLM provider"
    ],
    "deployments": [
      "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"
    ],
    "classification": {
      "category": {
        "confidence": "high",
        "evidence": [
          "Matched \"model context protocol\" in metadata.",
          "Matched \"mcp\" in metadata."
        ]
      },
      "deployment": {
        "confidence": "medium",
        "evidence": [
          "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": 79,
      "recent_commits": 0,
      "contributors": 4,
      "issue_response_time_hours": null,
      "release_frequency_180d": 0
    },
    "quality_signal_confidence": {
      "stars_30d_delta": "estimated",
      "commits_30d": "complete",
      "releases_180d": "complete",
      "contributors_90d": "complete"
    },
    "quality_score": 5,
    "agent_score": 50,
    "score": 58,
    "agent_score_breakdown": {
      "documentation": 90,
      "maintenance": 7,
      "deployment": 70,
      "popularity": 38,
      "community": 49
    },
    "git_top_score": 58,
    "git_top_score_breakdown": {
      "community": 73,
      "maintenance": 5,
      "documentation": 84,
      "stability": 55,
      "adoption": 54,
      "agent_readability": 90
    },
    "summary": {
      "tl_dr": "Use freepik-company/freepik-mcp when the user needs a mcp server project with local, cloud deployment options.",
      "purpose": "Use freepik-company/freepik-mcp when the user needs a mcp server project with local, cloud deployment options.",
      "install": "Run the MCP server following the repository's transport 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",
        "front-end apps",
        "non-tooling backends"
      ],
      "deployment": [
        "local",
        "cloud"
      ],
      "alternatives": []
    },
    "evidence": {
      "classification": {
        "category": {
          "confidence": "high",
          "evidence": [
            "Matched \"model context protocol\" in metadata.",
            "Matched \"mcp\" in metadata."
          ]
        },
        "deployment": {
          "confidence": "medium",
          "evidence": [
            "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": "estimated",
        "commits_30d": "complete",
        "releases_180d": "complete",
        "contributors_90d": "complete"
      },
      "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"
      ],
      "caveats": [
        "edge-only Cloudflare Workers deployment without adaptation",
        "Partial or estimated quality signals: stars30dDelta."
      ],
      "confidence_reason": "Evidence is usable for comparison, but agents should cite caveats before making a strong recommendation.",
      "last_verified_at": "2026-08-14T16:00:15.258Z"
    },
    "caveats": [
      "edge-only Cloudflare Workers deployment without adaptation",
      "Partial or estimated quality signals: stars30dDelta."
    ],
    "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"
    ],
    "last_verified_at": "2026-08-14T16:00:15.258Z"
  },
  "summary": "freepik-company/freepik-mcp has 5 alternative candidates. Top match is mixpeek/amux at 92/100 because Same mcp server intent with mcp overlap.",
  "stats": {
    "candidate_count": 5,
    "explicit_count": 0,
    "cloudflare_ready_count": 0,
    "average_similarity": 91,
    "top_candidate": "mixpeek/amux"
  },
  "next_actions": [
    {
      "label": "Compare shortlist",
      "href": "/api/compare?repos=freepik-company/freepik-mcp,mixpeek/amux,simota/agent-skills,walkererik1991/energyplus-idf-mcp-server,ravitemer/mcp-registry,BerriAI/litellm",
      "kind": "compare"
    },
    {
      "label": "Open source graph",
      "href": "/graph/freepik-company/freepik-mcp",
      "kind": "graph"
    },
    {
      "label": "Explain source score",
      "href": "/score/freepik-company/freepik-mcp",
      "kind": "score"
    },
    {
      "label": "Open source project",
      "href": "/projects/freepik-company/freepik-mcp",
      "kind": "project"
    },
    {
      "label": "Get recommendations",
      "href": "/api/recommend?category=mcp_server&limit=5",
      "kind": "recommend"
    }
  ],
  "comparison_links": {
    "compare": "/api/compare?repos=freepik-company/freepik-mcp,mixpeek/amux,simota/agent-skills,walkererik1991/energyplus-idf-mcp-server,ravitemer/mcp-registry,BerriAI/litellm",
    "graph": "/graph/freepik-company/freepik-mcp",
    "project": "/projects/freepik-company/freepik-mcp",
    "score": "/score/freepik-company/freepik-mcp"
  },
  "evidence": {
    "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",
      "alternative.match_signals",
      "alternative.similarity_score",
      "alternative.replacement_type"
    ],
    "caveats": [
      "At least one candidate changes primary language; migration cost may be higher."
    ],
    "confidence_reason": "Top alternative has 92/100 similarity with same use case evidence.",
    "last_verified_at": "2026-08-14T16:00:15.258Z"
  },
  "caveats": [
    "At least one candidate changes primary language; migration cost may be higher."
  ],
  "confidence_reason": "Top alternative has 92/100 similarity with same use case evidence.",
  "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",
    "alternative.match_signals",
    "alternative.similarity_score",
    "alternative.replacement_type"
  ],
  "last_verified_at": "2026-08-14T16:00:15.258Z",
  "alternatives": [
    {
      "project_id": "mixpeek/amux",
      "repo": "mixpeek/amux",
      "name": "amux",
      "github_url": "https://github.com/mixpeek/amux",
      "homepage_url": "https://amux.io",
      "language": "HTML",
      "license": "NOASSERTION",
      "project_kind": "project",
      "category": [
        "mcp_server"
      ],
      "tags": [
        "agent-orchestration",
        "agentic-ai",
        "ai-agents",
        "ai-coding-assistant",
        "anthropic",
        "automation",
        "claude",
        "claude-code",
        "cli",
        "codex",
        "coding-agent",
        "developer-tools",
        "gemini",
        "llm",
        "mcp",
        "multi-agent",
        "orchestration",
        "python",
        "self-hosted",
        "tmux"
      ],
      "description": "Open-source control plane for AI coding agents — run, monitor & orchestrate dozens of parallel Claude Code, Codex & Gemini sessions from one web dashboard or your phone. Self-healing, single-file, tmux-native.",
      "overview": "Use mixpeek/amux when the user needs a mcp server project with docker, local, cloud deployment options.",
      "alternatives": [
        {
          "repo": "headroomlabs-ai/headroom",
          "reason": "Same mcp server intent with coding_agent, mcp overlap."
        },
        {
          "repo": "AstrBotDevs/AstrBot",
          "reason": "Same mcp server intent with mcp overlap."
        },
        {
          "repo": "SigNoz/signoz",
          "reason": "Same mcp server intent with mcp, observability overlap."
        }
      ],
      "related": [],
      "dependencies": [
        "MCP",
        "LLM provider"
      ],
      "deployments": [
        "docker",
        "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"
      ],
      "classification": {
        "category": {
          "confidence": "medium",
          "evidence": [
            "Matched \"mcp\" in metadata."
          ]
        },
        "deployment": {
          "confidence": "medium",
          "evidence": [
            "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, filesystem.",
            "No Cloudflare deployment signal detected.",
            "No wrangler.toml found in inspected repository files."
          ]
        }
      },
      "quality_signals": {
        "stars": 339,
        "recent_commits": 100,
        "contributors": 12,
        "issue_response_time_hours": null,
        "release_frequency_180d": 1
      },
      "quality_signal_confidence": {
        "stars_30d_delta": "snapshot",
        "stars30d_window_days": 30,
        "commits_30d": "partial",
        "releases_180d": "complete",
        "contributors_90d": "complete"
      },
      "quality_score": 19,
      "agent_score": 63,
      "score": 78,
      "agent_score_breakdown": {
        "documentation": 90,
        "maintenance": 36,
        "deployment": 80,
        "popularity": 51,
        "community": 57
      },
      "git_top_score": 78,
      "git_top_score_breakdown": {
        "community": 100,
        "maintenance": 46,
        "documentation": 84,
        "stability": 78,
        "adoption": 71,
        "agent_readability": 100
      },
      "summary": {
        "tl_dr": "Use mixpeek/amux when the user needs a mcp server project with docker, local, cloud deployment options.",
        "purpose": "Use mixpeek/amux when the user needs a mcp server project with docker, local, cloud 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",
          "front-end apps",
          "non-tooling backends"
        ],
        "deployment": [
          "docker",
          "local",
          "cloud"
        ],
        "alternatives": [
          {
            "repo": "headroomlabs-ai/headroom",
            "reason": "Same mcp server intent with coding_agent, mcp overlap."
          },
          {
            "repo": "AstrBotDevs/AstrBot",
            "reason": "Same mcp server intent with mcp overlap."
          },
          {
            "repo": "SigNoz/signoz",
            "reason": "Same mcp server intent with mcp, observability overlap."
          }
        ]
      },
      "evidence": {
        "classification": {
          "category": {
            "confidence": "medium",
            "evidence": [
              "Matched \"mcp\" in metadata."
            ]
          },
          "deployment": {
            "confidence": "medium",
            "evidence": [
              "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, filesystem.",
              "No Cloudflare deployment signal detected.",
              "No wrangler.toml found in inspected repository files."
            ]
          }
        },
        "quality_signal_confidence": {
          "stars_30d_delta": "snapshot",
          "stars30d_window_days": 30,
          "commits_30d": "partial",
          "releases_180d": "complete",
          "contributors_90d": "complete"
        },
        "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"
        ],
        "caveats": [
          "edge-only Cloudflare Workers deployment without adaptation",
          "Partial or estimated quality signals: commits30d."
        ],
        "confidence_reason": "Evidence is incomplete; use this project as an exploration candidate until classification and quality signals are reviewed.",
        "last_verified_at": "2026-08-12T03:00:36.514Z"
      },
      "caveats": [
        "edge-only Cloudflare Workers deployment without adaptation",
        "Partial or estimated quality signals: commits30d."
      ],
      "confidence_reason": "Evidence is incomplete; use this project as an exploration candidate until classification and quality signals are reviewed.",
      "source_fields": [
        "project.description",
        "project.topics",
        "project.language",
        "project.license",
        "agent_card.summary_for_agent",
        "agent_card.use_cases",
        "agent_card.deployment",
        "agent_card.classification",
        "metrics"
      ],
      "last_verified_at": "2026-08-12T03:00:36.514Z"
    },
    {
      "project_id": "simota/agent-skills",
      "repo": "simota/agent-skills",
      "name": "agent-skills",
      "github_url": "https://github.com/simota/agent-skills",
      "homepage_url": "https://simota.github.io/agent-skills/",
      "language": "HTML",
      "license": "MIT",
      "project_kind": "project",
      "category": [
        "mcp_server"
      ],
      "tags": [
        "agent-ecosystem",
        "agent-skills",
        "agentic-ai",
        "agy",
        "ai-agents",
        "anthropic",
        "antigravity-cli",
        "claude",
        "claude-code",
        "codex",
        "codex-cli",
        "devops",
        "llm",
        "mcp",
        "multi-agent",
        "prompt-engineering",
        "security",
        "skill-md",
        "subagent",
        "testing"
      ],
      "description": "124 specialist AI agents for Claude Code / Codex CLI / Antigravity CLI (agy). Anthropic Agent Skills spec-aligned, gerund-form descriptions, hub-spoke orchestration via Nexus. Covers development, security, design, testing, FinOps, compliance, observability, AI/ML, and more.",
      "overview": "Use simota/agent-skills when the user needs a mcp server project with library-only, local, cloud deployment options.",
      "alternatives": [
        {
          "repo": "headroomlabs-ai/headroom",
          "reason": "Same mcp server intent with mcp overlap."
        },
        {
          "repo": "can1357/oh-my-pi",
          "reason": "Same mcp server intent with mcp overlap."
        },
        {
          "repo": "danny-avila/LibreChat",
          "reason": "Same mcp server intent with mcp overlap."
        }
      ],
      "related": [],
      "dependencies": [
        "MCP",
        "LLM provider"
      ],
      "deployments": [
        "library_only",
        "local",
        "cloud"
      ],
      "difficulty": "beginner",
      "cloudflare_ready": false,
      "use_cases": [
        "connect agents to tools",
        "expose APIs through MCP",
        "bootstrap MCP integrations"
      ],
      "not_good_for": [
        "edge-only Cloudflare Workers deployment without adaptation",
        "users expecting a complete hosted product"
      ],
      "classification": {
        "category": {
          "confidence": "medium",
          "evidence": [
            "Matched \"mcp\" in metadata."
          ]
        },
        "deployment": {
          "confidence": "high",
          "evidence": [
            "Matched \"npm install\" in repository content.",
            "Local usage is assumed for open source repositories unless contradicted."
          ]
        },
        "difficulty": {
          "confidence": "medium",
          "evidence": [
            "Repository has under 10k stars, so complexity is treated conservatively."
          ]
        },
        "cloudflare_ready": {
          "confidence": "high",
          "evidence": [
            "No Cloudflare deployment signal detected.",
            "No wrangler.toml found in inspected repository files."
          ]
        }
      },
      "quality_signals": {
        "stars": 69,
        "recent_commits": 60,
        "contributors": 3,
        "issue_response_time_hours": null,
        "release_frequency_180d": 0
      },
      "quality_signal_confidence": {
        "stars_30d_delta": "snapshot",
        "stars30d_window_days": 38,
        "commits_30d": "complete",
        "releases_180d": "complete",
        "contributors_90d": "complete"
      },
      "quality_score": 11,
      "agent_score": 56,
      "score": 68,
      "agent_score_breakdown": {
        "documentation": 90,
        "maintenance": 26,
        "deployment": 80,
        "popularity": 37,
        "community": 48
      },
      "git_top_score": 68,
      "git_top_score_breakdown": {
        "community": 69,
        "maintenance": 38,
        "documentation": 84,
        "stability": 70,
        "adoption": 52,
        "agent_readability": 100
      },
      "summary": {
        "tl_dr": "Use simota/agent-skills when the user needs a mcp server project with library-only, local, cloud deployment options.",
        "purpose": "Use simota/agent-skills 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": "headroomlabs-ai/headroom",
            "reason": "Same mcp server intent with mcp overlap."
          },
          {
            "repo": "can1357/oh-my-pi",
            "reason": "Same mcp server intent with mcp overlap."
          },
          {
            "repo": "danny-avila/LibreChat",
            "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": [
              "No Cloudflare deployment signal detected.",
              "No wrangler.toml found in inspected repository files."
            ]
          }
        },
        "quality_signal_confidence": {
          "stars_30d_delta": "snapshot",
          "stars30d_window_days": 38,
          "commits_30d": "complete",
          "releases_180d": "complete",
          "contributors_90d": "complete"
        },
        "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"
        ],
        "caveats": [
          "edge-only Cloudflare Workers deployment without adaptation",
          "users expecting a complete hosted product"
        ],
        "confidence_reason": "Evidence is usable for comparison, but agents should cite caveats before making a strong recommendation.",
        "last_verified_at": "2026-08-10T13:53:02.116Z"
      },
      "caveats": [
        "edge-only Cloudflare Workers deployment without adaptation",
        "users expecting a complete hosted product"
      ],
      "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"
      ],
      "last_verified_at": "2026-08-10T13:53:02.116Z"
    },
    {
      "project_id": "walkererik1991/energyplus-idf-mcp-server",
      "repo": "walkererik1991/energyplus-idf-mcp-server",
      "name": "energyplus-idf-mcp-server",
      "github_url": "https://github.com/walkererik1991/energyplus-idf-mcp-server",
      "homepage_url": null,
      "language": "HTML",
      "license": "GPL-3.0",
      "project_kind": "project",
      "category": [
        "mcp_server"
      ],
      "tags": [],
      "description": "Python Model Context Protocol server for EnergyPlus building energy simulation. Inspect, change, validate, visualize, and simulate building models through structured tools, with stdio and streamable HTTP connections for clients.",
      "overview": "Use walkererik1991/energyplus-idf-mcp-server when the user needs a mcp server project with docker, local, cloud deployment options.",
      "alternatives": [
        {
          "repo": "mixpeek/amux",
          "reason": "Same mcp server intent with mcp overlap."
        },
        {
          "repo": "nirholas/XActions",
          "reason": "Same mcp server intent with mcp overlap."
        },
        {
          "repo": "simota/agent-skills",
          "reason": "Same mcp server intent with mcp overlap."
        }
      ],
      "related": [],
      "dependencies": [
        "MCP"
      ],
      "deployments": [
        "docker",
        "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"
      ],
      "classification": {
        "category": {
          "confidence": "high",
          "evidence": [
            "Matched \"model context protocol\" in metadata.",
            "Matched \"mcp\" in metadata."
          ]
        },
        "deployment": {
          "confidence": "medium",
          "evidence": [
            "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": 0,
        "recent_commits": 65,
        "contributors": 1,
        "issue_response_time_hours": null,
        "release_frequency_180d": 0
      },
      "quality_signal_confidence": {
        "stars_30d_delta": "estimated",
        "commits_30d": "complete",
        "releases_180d": "complete",
        "contributors_90d": "complete"
      },
      "quality_score": 11,
      "agent_score": 49,
      "score": 57,
      "agent_score_breakdown": {
        "documentation": 90,
        "maintenance": 26,
        "deployment": 80,
        "popularity": 0,
        "community": 46
      },
      "git_top_score": 57,
      "git_top_score_breakdown": {
        "community": 45,
        "maintenance": 38,
        "documentation": 92,
        "stability": 70,
        "adoption": 0,
        "agent_readability": 100
      },
      "summary": {
        "tl_dr": "Use walkererik1991/energyplus-idf-mcp-server when the user needs a mcp server project with docker, local, cloud deployment options.",
        "purpose": "Use walkererik1991/energyplus-idf-mcp-server when the user needs a mcp server project with docker, local, cloud 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",
          "front-end apps",
          "non-tooling backends"
        ],
        "deployment": [
          "docker",
          "local",
          "cloud"
        ],
        "alternatives": [
          {
            "repo": "mixpeek/amux",
            "reason": "Same mcp server intent with mcp overlap."
          },
          {
            "repo": "nirholas/XActions",
            "reason": "Same mcp server intent with mcp overlap."
          },
          {
            "repo": "simota/agent-skills",
            "reason": "Same mcp server intent with mcp overlap."
          }
        ]
      },
      "evidence": {
        "classification": {
          "category": {
            "confidence": "high",
            "evidence": [
              "Matched \"model context protocol\" in metadata.",
              "Matched \"mcp\" in metadata."
            ]
          },
          "deployment": {
            "confidence": "medium",
            "evidence": [
              "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": "estimated",
          "commits_30d": "complete",
          "releases_180d": "complete",
          "contributors_90d": "complete"
        },
        "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"
        ],
        "caveats": [
          "edge-only Cloudflare Workers deployment without adaptation",
          "Partial or estimated quality signals: stars30dDelta."
        ],
        "confidence_reason": "Evidence is usable for comparison, but agents should cite caveats before making a strong recommendation.",
        "last_verified_at": "2026-08-11T03:00:41.794Z"
      },
      "caveats": [
        "edge-only Cloudflare Workers deployment without adaptation",
        "Partial or estimated quality signals: stars30dDelta."
      ],
      "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"
      ],
      "last_verified_at": "2026-08-11T03:00:41.794Z"
    },
    {
      "project_id": "ravitemer/mcp-registry",
      "repo": "ravitemer/mcp-registry",
      "name": "mcp-registry",
      "github_url": "https://github.com/ravitemer/mcp-registry",
      "homepage_url": "https://ravitemer.github.io/mcp-registry/",
      "language": "HTML",
      "license": null,
      "project_kind": "project",
      "category": [
        "mcp_server"
      ],
      "tags": [],
      "description": "A community-maintained registry of Model Context Protocol (MCP) servers with structured installation configurations for easy integration.",
      "overview": "Use ravitemer/mcp-registry when the user needs a mcp server project with docker, library-only, local deployment options.",
      "alternatives": [
        {
          "repo": "affaan-m/ECC",
          "reason": "Same mcp server intent with mcp overlap."
        },
        {
          "repo": "mixpeek/amux",
          "reason": "Same mcp server intent with mcp overlap."
        },
        {
          "repo": "simota/agent-skills",
          "reason": "Same mcp server intent with mcp overlap."
        }
      ],
      "related": [],
      "dependencies": [
        "MCP"
      ],
      "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 \"model context protocol\" in metadata.",
            "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, filesystem.",
            "No Cloudflare deployment signal detected.",
            "No wrangler.toml found in inspected repository files."
          ]
        }
      },
      "quality_signals": {
        "stars": 25,
        "recent_commits": 30,
        "contributors": 3,
        "issue_response_time_hours": null,
        "release_frequency_180d": 0
      },
      "quality_signal_confidence": {
        "stars_30d_delta": "snapshot",
        "stars30d_window_days": 38,
        "commits_30d": "complete",
        "releases_180d": "complete",
        "contributors_90d": "complete"
      },
      "quality_score": 8,
      "agent_score": 56,
      "score": 65,
      "agent_score_breakdown": {
        "documentation": 90,
        "maintenance": 21,
        "deployment": 90,
        "popularity": 28,
        "community": 48
      },
      "git_top_score": 65,
      "git_top_score_breakdown": {
        "community": 65,
        "maintenance": 34,
        "documentation": 84,
        "stability": 70,
        "adoption": 45,
        "agent_readability": 100
      },
      "summary": {
        "tl_dr": "Use ravitemer/mcp-registry when the user needs a mcp server project with docker, library-only, local deployment options.",
        "purpose": "Use ravitemer/mcp-registry 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": "affaan-m/ECC",
            "reason": "Same mcp server intent with mcp overlap."
          },
          {
            "repo": "mixpeek/amux",
            "reason": "Same mcp server intent with mcp overlap."
          },
          {
            "repo": "simota/agent-skills",
            "reason": "Same mcp server intent with mcp overlap."
          }
        ]
      },
      "evidence": {
        "classification": {
          "category": {
            "confidence": "high",
            "evidence": [
              "Matched \"model context protocol\" in metadata.",
              "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, filesystem.",
              "No Cloudflare deployment signal detected.",
              "No wrangler.toml found in inspected repository files."
            ]
          }
        },
        "quality_signal_confidence": {
          "stars_30d_delta": "snapshot",
          "stars30d_window_days": 38,
          "commits_30d": "complete",
          "releases_180d": "complete",
          "contributors_90d": "complete"
        },
        "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"
        ],
        "caveats": [
          "edge-only Cloudflare Workers deployment without adaptation",
          "users expecting a complete hosted product"
        ],
        "confidence_reason": "Classification evidence and quality signals are strong enough for shortlist reasoning when metadata is current.",
        "last_verified_at": "2026-08-10T13:54:25.383Z"
      },
      "caveats": [
        "edge-only Cloudflare Workers deployment without adaptation",
        "users expecting a complete hosted product"
      ],
      "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"
      ],
      "last_verified_at": "2026-08-10T13:54:25.383Z"
    },
    {
      "project_id": "BerriAI/litellm",
      "repo": "BerriAI/litellm",
      "name": "litellm",
      "github_url": "https://github.com/BerriAI/litellm",
      "homepage_url": "https://docs.litellm.ai/docs/",
      "language": "Python",
      "license": "NOASSERTION",
      "project_kind": "project",
      "category": [
        "mcp_server"
      ],
      "tags": [
        "ai-gateway",
        "anthropic",
        "azure-openai",
        "bedrock",
        "gateway",
        "langchain",
        "litellm",
        "llm",
        "llm-gateway",
        "llmops",
        "mcp-gateway",
        "openai",
        "openai-proxy",
        "rust",
        "rust-ai",
        "vertex-ai"
      ],
      "description": "The fastest, litest AI Gateway. Rust core with Python SDK. Call 100+ LLM APIs in OpenAI (or native) format with cost tracking, guardrails, load balancing, and logging [Bedrock, Azure, OpenAI, Anthropic, OpenAI, VertexAI, vLLM, Nvidia NIM]",
      "overview": "Use BerriAI/litellm when the user needs a mcp server project with docker, library-only, local deployment options.",
      "alternatives": [
        {
          "repo": "headroomlabs-ai/headroom",
          "reason": "Same mcp server intent with mcp, llm_gateway overlap."
        },
        {
          "repo": "Portkey-AI/gateway",
          "reason": "Same mcp server intent with mcp, llm_gateway overlap."
        },
        {
          "repo": "coddy-project/coddy-agent",
          "reason": "Same mcp server intent with mcp, llm_gateway overlap."
        }
      ],
      "related": [],
      "dependencies": [
        "MCP",
        "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 \"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": 56304,
        "recent_commits": 100,
        "contributors": 100,
        "issue_response_time_hours": null,
        "release_frequency_180d": 100
      },
      "quality_signal_confidence": {
        "stars_30d_delta": "snapshot",
        "stars30d_window_days": 32,
        "commits_30d": "partial",
        "releases_180d": "partial",
        "contributors_90d": "partial"
      },
      "quality_score": 84,
      "agent_score": 89,
      "score": 93,
      "agent_score_breakdown": {
        "documentation": 90,
        "maintenance": 76,
        "deployment": 90,
        "popularity": 95,
        "community": 100
      },
      "git_top_score": 93,
      "git_top_score_breakdown": {
        "community": 100,
        "maintenance": 84,
        "documentation": 84,
        "stability": 90,
        "adoption": 100,
        "agent_readability": 100
      },
      "summary": {
        "tl_dr": "Use BerriAI/litellm when the user needs a mcp server project with docker, library-only, local deployment options.",
        "purpose": "Use BerriAI/litellm when the user needs a mcp server project with docker, library-only, local deployment options.",
        "install": "Run with Docker using the repository's container instructions.",
        "inputs": [
          "tool definitions",
          "resource config",
          "transport settings"
        ],
        "outputs": [
          "MCP tools",
          "JSON-RPC responses",
          "server capabilities"
        ],
        "good_for": [
          "connect agents to tools",
          "expose APIs through MCP",
          "bootstrap MCP integrations",
          "agent tool exposure",
          "MCP integrations",
          "tool servers"
        ],
        "not_good_for": [
          "edge-only Cloudflare Workers deployment without adaptation",
          "users expecting a complete hosted product",
          "front-end apps",
          "non-tooling backends"
        ],
        "deployment": [
          "docker",
          "library_only",
          "local",
          "cloud"
        ],
        "alternatives": [
          {
            "repo": "headroomlabs-ai/headroom",
            "reason": "Same mcp server intent with mcp, llm_gateway overlap."
          },
          {
            "repo": "Portkey-AI/gateway",
            "reason": "Same mcp server intent with mcp, llm_gateway overlap."
          },
          {
            "repo": "coddy-project/coddy-agent",
            "reason": "Same mcp server intent with mcp, llm_gateway overlap."
          }
        ]
      },
      "evidence": {
        "classification": {
          "category": {
            "confidence": "medium",
            "evidence": [
              "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": [
              "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": 32,
          "commits_30d": "partial",
          "releases_180d": "partial",
          "contributors_90d": "partial"
        },
        "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"
        ],
        "caveats": [
          "edge-only Cloudflare Workers deployment without adaptation",
          "users expecting a complete hosted product",
          "Partial or estimated quality signals: commits30d, releases180d, contributors90d."
        ],
        "confidence_reason": "Evidence is usable for comparison, but agents should cite caveats before making a strong recommendation.",
        "last_verified_at": "2026-08-14T08:00:15.131Z"
      },
      "caveats": [
        "edge-only Cloudflare Workers deployment without adaptation",
        "users expecting a complete hosted product",
        "Partial or estimated quality signals: commits30d, releases180d, contributors90d."
      ],
      "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"
      ],
      "last_verified_at": "2026-08-14T08:00:15.131Z"
    }
  ],
  "alternative_matches": [
    {
      "project_id": "mixpeek/amux",
      "repo": "mixpeek/amux",
      "name": "amux",
      "github_url": "https://github.com/mixpeek/amux",
      "homepage_url": "https://amux.io",
      "language": "HTML",
      "license": "NOASSERTION",
      "project_kind": "project",
      "category": [
        "mcp_server"
      ],
      "tags": [
        "agent-orchestration",
        "agentic-ai",
        "ai-agents",
        "ai-coding-assistant",
        "anthropic",
        "automation",
        "claude",
        "claude-code",
        "cli",
        "codex",
        "coding-agent",
        "developer-tools",
        "gemini",
        "llm",
        "mcp",
        "multi-agent",
        "orchestration",
        "python",
        "self-hosted",
        "tmux"
      ],
      "description": "Open-source control plane for AI coding agents — run, monitor & orchestrate dozens of parallel Claude Code, Codex & Gemini sessions from one web dashboard or your phone. Self-healing, single-file, tmux-native.",
      "overview": "Use mixpeek/amux when the user needs a mcp server project with docker, local, cloud deployment options.",
      "alternatives": [
        {
          "repo": "headroomlabs-ai/headroom",
          "reason": "Same mcp server intent with coding_agent, mcp overlap."
        },
        {
          "repo": "AstrBotDevs/AstrBot",
          "reason": "Same mcp server intent with mcp overlap."
        },
        {
          "repo": "SigNoz/signoz",
          "reason": "Same mcp server intent with mcp, observability overlap."
        }
      ],
      "related": [],
      "dependencies": [
        "MCP",
        "LLM provider"
      ],
      "deployments": [
        "docker",
        "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"
      ],
      "classification": {
        "category": {
          "confidence": "medium",
          "evidence": [
            "Matched \"mcp\" in metadata."
          ]
        },
        "deployment": {
          "confidence": "medium",
          "evidence": [
            "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, filesystem.",
            "No Cloudflare deployment signal detected.",
            "No wrangler.toml found in inspected repository files."
          ]
        }
      },
      "quality_signals": {
        "stars": 339,
        "recent_commits": 100,
        "contributors": 12,
        "issue_response_time_hours": null,
        "release_frequency_180d": 1
      },
      "quality_signal_confidence": {
        "stars_30d_delta": "snapshot",
        "stars30d_window_days": 30,
        "commits_30d": "partial",
        "releases_180d": "complete",
        "contributors_90d": "complete"
      },
      "quality_score": 19,
      "agent_score": 63,
      "score": 78,
      "agent_score_breakdown": {
        "documentation": 90,
        "maintenance": 36,
        "deployment": 80,
        "popularity": 51,
        "community": 57
      },
      "git_top_score": 78,
      "git_top_score_breakdown": {
        "community": 100,
        "maintenance": 46,
        "documentation": 84,
        "stability": 78,
        "adoption": 71,
        "agent_readability": 100
      },
      "summary": {
        "tl_dr": "Use mixpeek/amux when the user needs a mcp server project with docker, local, cloud deployment options.",
        "purpose": "Use mixpeek/amux when the user needs a mcp server project with docker, local, cloud 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",
          "front-end apps",
          "non-tooling backends"
        ],
        "deployment": [
          "docker",
          "local",
          "cloud"
        ],
        "alternatives": [
          {
            "repo": "headroomlabs-ai/headroom",
            "reason": "Same mcp server intent with coding_agent, mcp overlap."
          },
          {
            "repo": "AstrBotDevs/AstrBot",
            "reason": "Same mcp server intent with mcp overlap."
          },
          {
            "repo": "SigNoz/signoz",
            "reason": "Same mcp server intent with mcp, observability overlap."
          }
        ]
      },
      "evidence": {
        "classification": {
          "category": {
            "confidence": "medium",
            "evidence": [
              "Matched \"mcp\" in metadata."
            ]
          },
          "deployment": {
            "confidence": "medium",
            "evidence": [
              "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, filesystem.",
              "No Cloudflare deployment signal detected.",
              "No wrangler.toml found in inspected repository files."
            ]
          }
        },
        "quality_signal_confidence": {
          "stars_30d_delta": "snapshot",
          "stars30d_window_days": 30,
          "commits_30d": "partial",
          "releases_180d": "complete",
          "contributors_90d": "complete"
        },
        "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",
          "alternative.match_signals",
          "alternative.similarity_score",
          "alternative.replacement_type"
        ],
        "caveats": [
          "Same category, so it can be evaluated as a direct functional substitute.",
          "Deployment overlap: local, cloud.",
          "Shared dependency context: mcp, llm-provider.",
          "edge-only Cloudflare Workers deployment without adaptation",
          "Partial or estimated quality signals: commits30d."
        ],
        "confidence_reason": "Low replacement risk: 92/100 similarity with category or use-case overlap.",
        "last_verified_at": "2026-08-12T03:00:36.514Z"
      },
      "caveats": [
        "Same category, so it can be evaluated as a direct functional substitute.",
        "Deployment overlap: local, cloud.",
        "Shared dependency context: mcp, llm-provider.",
        "edge-only Cloudflare Workers deployment without adaptation",
        "Partial or estimated quality signals: commits30d."
      ],
      "confidence_reason": "Low replacement risk: 92/100 similarity with category or use-case overlap.",
      "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",
        "alternative.match_signals",
        "alternative.similarity_score",
        "alternative.replacement_type"
      ],
      "last_verified_at": "2026-08-12T03:00:36.514Z",
      "similarity_score": 92,
      "alternative_reason": "Same mcp server intent with mcp overlap.",
      "replacement_type": "same_use_case",
      "match_signals": {
        "explicit": false,
        "shared_category": true,
        "shared_deployments": [
          "local",
          "cloud"
        ],
        "shared_use_cases": [
          "connect agents to tools",
          "expose APIs through MCP",
          "bootstrap MCP integrations"
        ],
        "shared_topics": [],
        "intent_overlap": [
          "mcp"
        ],
        "dependency_overlap": [
          "mcp",
          "llm-provider"
        ],
        "same_language": true,
        "stronger_maintenance": true,
        "cloudflare_ready_upgrade": false
      },
      "fit_summary": "Strong replacement candidate with overlapping indexed use cases.",
      "adoption_notes": [
        "Same category, so it can be evaluated as a direct functional substitute.",
        "Deployment overlap: local, cloud.",
        "Shared dependency context: mcp, llm-provider."
      ],
      "replacement_risk": "low"
    },
    {
      "project_id": "simota/agent-skills",
      "repo": "simota/agent-skills",
      "name": "agent-skills",
      "github_url": "https://github.com/simota/agent-skills",
      "homepage_url": "https://simota.github.io/agent-skills/",
      "language": "HTML",
      "license": "MIT",
      "project_kind": "project",
      "category": [
        "mcp_server"
      ],
      "tags": [
        "agent-ecosystem",
        "agent-skills",
        "agentic-ai",
        "agy",
        "ai-agents",
        "anthropic",
        "antigravity-cli",
        "claude",
        "claude-code",
        "codex",
        "codex-cli",
        "devops",
        "llm",
        "mcp",
        "multi-agent",
        "prompt-engineering",
        "security",
        "skill-md",
        "subagent",
        "testing"
      ],
      "description": "124 specialist AI agents for Claude Code / Codex CLI / Antigravity CLI (agy). Anthropic Agent Skills spec-aligned, gerund-form descriptions, hub-spoke orchestration via Nexus. Covers development, security, design, testing, FinOps, compliance, observability, AI/ML, and more.",
      "overview": "Use simota/agent-skills when the user needs a mcp server project with library-only, local, cloud deployment options.",
      "alternatives": [
        {
          "repo": "headroomlabs-ai/headroom",
          "reason": "Same mcp server intent with mcp overlap."
        },
        {
          "repo": "can1357/oh-my-pi",
          "reason": "Same mcp server intent with mcp overlap."
        },
        {
          "repo": "danny-avila/LibreChat",
          "reason": "Same mcp server intent with mcp overlap."
        }
      ],
      "related": [],
      "dependencies": [
        "MCP",
        "LLM provider"
      ],
      "deployments": [
        "library_only",
        "local",
        "cloud"
      ],
      "difficulty": "beginner",
      "cloudflare_ready": false,
      "use_cases": [
        "connect agents to tools",
        "expose APIs through MCP",
        "bootstrap MCP integrations"
      ],
      "not_good_for": [
        "edge-only Cloudflare Workers deployment without adaptation",
        "users expecting a complete hosted product"
      ],
      "classification": {
        "category": {
          "confidence": "medium",
          "evidence": [
            "Matched \"mcp\" in metadata."
          ]
        },
        "deployment": {
          "confidence": "high",
          "evidence": [
            "Matched \"npm install\" in repository content.",
            "Local usage is assumed for open source repositories unless contradicted."
          ]
        },
        "difficulty": {
          "confidence": "medium",
          "evidence": [
            "Repository has under 10k stars, so complexity is treated conservatively."
          ]
        },
        "cloudflare_ready": {
          "confidence": "high",
          "evidence": [
            "No Cloudflare deployment signal detected.",
            "No wrangler.toml found in inspected repository files."
          ]
        }
      },
      "quality_signals": {
        "stars": 69,
        "recent_commits": 60,
        "contributors": 3,
        "issue_response_time_hours": null,
        "release_frequency_180d": 0
      },
      "quality_signal_confidence": {
        "stars_30d_delta": "snapshot",
        "stars30d_window_days": 38,
        "commits_30d": "complete",
        "releases_180d": "complete",
        "contributors_90d": "complete"
      },
      "quality_score": 11,
      "agent_score": 56,
      "score": 68,
      "agent_score_breakdown": {
        "documentation": 90,
        "maintenance": 26,
        "deployment": 80,
        "popularity": 37,
        "community": 48
      },
      "git_top_score": 68,
      "git_top_score_breakdown": {
        "community": 69,
        "maintenance": 38,
        "documentation": 84,
        "stability": 70,
        "adoption": 52,
        "agent_readability": 100
      },
      "summary": {
        "tl_dr": "Use simota/agent-skills when the user needs a mcp server project with library-only, local, cloud deployment options.",
        "purpose": "Use simota/agent-skills 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": "headroomlabs-ai/headroom",
            "reason": "Same mcp server intent with mcp overlap."
          },
          {
            "repo": "can1357/oh-my-pi",
            "reason": "Same mcp server intent with mcp overlap."
          },
          {
            "repo": "danny-avila/LibreChat",
            "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": [
              "No Cloudflare deployment signal detected.",
              "No wrangler.toml found in inspected repository files."
            ]
          }
        },
        "quality_signal_confidence": {
          "stars_30d_delta": "snapshot",
          "stars30d_window_days": 38,
          "commits_30d": "complete",
          "releases_180d": "complete",
          "contributors_90d": "complete"
        },
        "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",
          "alternative.match_signals",
          "alternative.similarity_score",
          "alternative.replacement_type"
        ],
        "caveats": [
          "Same category, so it can be evaluated as a direct functional substitute.",
          "Deployment overlap: local, cloud.",
          "Shared dependency context: mcp, llm-provider.",
          "edge-only Cloudflare Workers deployment without adaptation",
          "users expecting a complete hosted product"
        ],
        "confidence_reason": "Low replacement risk: 92/100 similarity with category or use-case overlap.",
        "last_verified_at": "2026-08-10T13:53:02.116Z"
      },
      "caveats": [
        "Same category, so it can be evaluated as a direct functional substitute.",
        "Deployment overlap: local, cloud.",
        "Shared dependency context: mcp, llm-provider.",
        "edge-only Cloudflare Workers deployment without adaptation",
        "users expecting a complete hosted product"
      ],
      "confidence_reason": "Low replacement risk: 92/100 similarity with category or use-case overlap.",
      "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",
        "alternative.match_signals",
        "alternative.similarity_score",
        "alternative.replacement_type"
      ],
      "last_verified_at": "2026-08-10T13:53:02.116Z",
      "similarity_score": 92,
      "alternative_reason": "Same mcp server intent with mcp overlap.",
      "replacement_type": "same_use_case",
      "match_signals": {
        "explicit": false,
        "shared_category": true,
        "shared_deployments": [
          "local",
          "cloud"
        ],
        "shared_use_cases": [
          "connect agents to tools",
          "expose APIs through MCP",
          "bootstrap MCP integrations"
        ],
        "shared_topics": [],
        "intent_overlap": [
          "mcp"
        ],
        "dependency_overlap": [
          "mcp",
          "llm-provider"
        ],
        "same_language": true,
        "stronger_maintenance": true,
        "cloudflare_ready_upgrade": false
      },
      "fit_summary": "Strong replacement candidate with overlapping indexed use cases.",
      "adoption_notes": [
        "Same category, so it can be evaluated as a direct functional substitute.",
        "Deployment overlap: local, cloud.",
        "Shared dependency context: mcp, llm-provider."
      ],
      "replacement_risk": "low"
    },
    {
      "project_id": "walkererik1991/energyplus-idf-mcp-server",
      "repo": "walkererik1991/energyplus-idf-mcp-server",
      "name": "energyplus-idf-mcp-server",
      "github_url": "https://github.com/walkererik1991/energyplus-idf-mcp-server",
      "homepage_url": null,
      "language": "HTML",
      "license": "GPL-3.0",
      "project_kind": "project",
      "category": [
        "mcp_server"
      ],
      "tags": [],
      "description": "Python Model Context Protocol server for EnergyPlus building energy simulation. Inspect, change, validate, visualize, and simulate building models through structured tools, with stdio and streamable HTTP connections for clients.",
      "overview": "Use walkererik1991/energyplus-idf-mcp-server when the user needs a mcp server project with docker, local, cloud deployment options.",
      "alternatives": [
        {
          "repo": "mixpeek/amux",
          "reason": "Same mcp server intent with mcp overlap."
        },
        {
          "repo": "nirholas/XActions",
          "reason": "Same mcp server intent with mcp overlap."
        },
        {
          "repo": "simota/agent-skills",
          "reason": "Same mcp server intent with mcp overlap."
        }
      ],
      "related": [],
      "dependencies": [
        "MCP"
      ],
      "deployments": [
        "docker",
        "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"
      ],
      "classification": {
        "category": {
          "confidence": "high",
          "evidence": [
            "Matched \"model context protocol\" in metadata.",
            "Matched \"mcp\" in metadata."
          ]
        },
        "deployment": {
          "confidence": "medium",
          "evidence": [
            "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": 0,
        "recent_commits": 65,
        "contributors": 1,
        "issue_response_time_hours": null,
        "release_frequency_180d": 0
      },
      "quality_signal_confidence": {
        "stars_30d_delta": "estimated",
        "commits_30d": "complete",
        "releases_180d": "complete",
        "contributors_90d": "complete"
      },
      "quality_score": 11,
      "agent_score": 49,
      "score": 57,
      "agent_score_breakdown": {
        "documentation": 90,
        "maintenance": 26,
        "deployment": 80,
        "popularity": 0,
        "community": 46
      },
      "git_top_score": 57,
      "git_top_score_breakdown": {
        "community": 45,
        "maintenance": 38,
        "documentation": 92,
        "stability": 70,
        "adoption": 0,
        "agent_readability": 100
      },
      "summary": {
        "tl_dr": "Use walkererik1991/energyplus-idf-mcp-server when the user needs a mcp server project with docker, local, cloud deployment options.",
        "purpose": "Use walkererik1991/energyplus-idf-mcp-server when the user needs a mcp server project with docker, local, cloud 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",
          "front-end apps",
          "non-tooling backends"
        ],
        "deployment": [
          "docker",
          "local",
          "cloud"
        ],
        "alternatives": [
          {
            "repo": "mixpeek/amux",
            "reason": "Same mcp server intent with mcp overlap."
          },
          {
            "repo": "nirholas/XActions",
            "reason": "Same mcp server intent with mcp overlap."
          },
          {
            "repo": "simota/agent-skills",
            "reason": "Same mcp server intent with mcp overlap."
          }
        ]
      },
      "evidence": {
        "classification": {
          "category": {
            "confidence": "high",
            "evidence": [
              "Matched \"model context protocol\" in metadata.",
              "Matched \"mcp\" in metadata."
            ]
          },
          "deployment": {
            "confidence": "medium",
            "evidence": [
              "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": "estimated",
          "commits_30d": "complete",
          "releases_180d": "complete",
          "contributors_90d": "complete"
        },
        "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",
          "alternative.match_signals",
          "alternative.similarity_score",
          "alternative.replacement_type"
        ],
        "caveats": [
          "Same category, so it can be evaluated as a direct functional substitute.",
          "Deployment overlap: local, cloud.",
          "Shared dependency context: mcp, llm-provider.",
          "edge-only Cloudflare Workers deployment without adaptation",
          "Partial or estimated quality signals: stars30dDelta."
        ],
        "confidence_reason": "Low replacement risk: 92/100 similarity with category or use-case overlap.",
        "last_verified_at": "2026-08-11T03:00:41.794Z"
      },
      "caveats": [
        "Same category, so it can be evaluated as a direct functional substitute.",
        "Deployment overlap: local, cloud.",
        "Shared dependency context: mcp, llm-provider.",
        "edge-only Cloudflare Workers deployment without adaptation",
        "Partial or estimated quality signals: stars30dDelta."
      ],
      "confidence_reason": "Low replacement risk: 92/100 similarity with category or use-case overlap.",
      "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",
        "alternative.match_signals",
        "alternative.similarity_score",
        "alternative.replacement_type"
      ],
      "last_verified_at": "2026-08-11T03:00:41.794Z",
      "similarity_score": 92,
      "alternative_reason": "Same mcp server intent with mcp overlap.",
      "replacement_type": "same_use_case",
      "match_signals": {
        "explicit": false,
        "shared_category": true,
        "shared_deployments": [
          "local",
          "cloud"
        ],
        "shared_use_cases": [
          "connect agents to tools",
          "expose APIs through MCP",
          "bootstrap MCP integrations"
        ],
        "shared_topics": [],
        "intent_overlap": [
          "mcp"
        ],
        "dependency_overlap": [
          "mcp",
          "llm-provider"
        ],
        "same_language": true,
        "stronger_maintenance": true,
        "cloudflare_ready_upgrade": false
      },
      "fit_summary": "Strong replacement candidate with overlapping indexed use cases.",
      "adoption_notes": [
        "Same category, so it can be evaluated as a direct functional substitute.",
        "Deployment overlap: local, cloud.",
        "Shared dependency context: mcp, llm-provider."
      ],
      "replacement_risk": "low"
    },
    {
      "project_id": "ravitemer/mcp-registry",
      "repo": "ravitemer/mcp-registry",
      "name": "mcp-registry",
      "github_url": "https://github.com/ravitemer/mcp-registry",
      "homepage_url": "https://ravitemer.github.io/mcp-registry/",
      "language": "HTML",
      "license": null,
      "project_kind": "project",
      "category": [
        "mcp_server"
      ],
      "tags": [],
      "description": "A community-maintained registry of Model Context Protocol (MCP) servers with structured installation configurations for easy integration.",
      "overview": "Use ravitemer/mcp-registry when the user needs a mcp server project with docker, library-only, local deployment options.",
      "alternatives": [
        {
          "repo": "affaan-m/ECC",
          "reason": "Same mcp server intent with mcp overlap."
        },
        {
          "repo": "mixpeek/amux",
          "reason": "Same mcp server intent with mcp overlap."
        },
        {
          "repo": "simota/agent-skills",
          "reason": "Same mcp server intent with mcp overlap."
        }
      ],
      "related": [],
      "dependencies": [
        "MCP"
      ],
      "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 \"model context protocol\" in metadata.",
            "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, filesystem.",
            "No Cloudflare deployment signal detected.",
            "No wrangler.toml found in inspected repository files."
          ]
        }
      },
      "quality_signals": {
        "stars": 25,
        "recent_commits": 30,
        "contributors": 3,
        "issue_response_time_hours": null,
        "release_frequency_180d": 0
      },
      "quality_signal_confidence": {
        "stars_30d_delta": "snapshot",
        "stars30d_window_days": 38,
        "commits_30d": "complete",
        "releases_180d": "complete",
        "contributors_90d": "complete"
      },
      "quality_score": 8,
      "agent_score": 56,
      "score": 65,
      "agent_score_breakdown": {
        "documentation": 90,
        "maintenance": 21,
        "deployment": 90,
        "popularity": 28,
        "community": 48
      },
      "git_top_score": 65,
      "git_top_score_breakdown": {
        "community": 65,
        "maintenance": 34,
        "documentation": 84,
        "stability": 70,
        "adoption": 45,
        "agent_readability": 100
      },
      "summary": {
        "tl_dr": "Use ravitemer/mcp-registry when the user needs a mcp server project with docker, library-only, local deployment options.",
        "purpose": "Use ravitemer/mcp-registry 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": "affaan-m/ECC",
            "reason": "Same mcp server intent with mcp overlap."
          },
          {
            "repo": "mixpeek/amux",
            "reason": "Same mcp server intent with mcp overlap."
          },
          {
            "repo": "simota/agent-skills",
            "reason": "Same mcp server intent with mcp overlap."
          }
        ]
      },
      "evidence": {
        "classification": {
          "category": {
            "confidence": "high",
            "evidence": [
              "Matched \"model context protocol\" in metadata.",
              "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, filesystem.",
              "No Cloudflare deployment signal detected.",
              "No wrangler.toml found in inspected repository files."
            ]
          }
        },
        "quality_signal_confidence": {
          "stars_30d_delta": "snapshot",
          "stars30d_window_days": 38,
          "commits_30d": "complete",
          "releases_180d": "complete",
          "contributors_90d": "complete"
        },
        "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",
          "alternative.match_signals",
          "alternative.similarity_score",
          "alternative.replacement_type"
        ],
        "caveats": [
          "Same category, so it can be evaluated as a direct functional substitute.",
          "Deployment overlap: local, cloud.",
          "Shared dependency context: mcp, llm-provider.",
          "edge-only Cloudflare Workers deployment without adaptation",
          "users expecting a complete hosted product"
        ],
        "confidence_reason": "Low replacement risk: 91/100 similarity with category or use-case overlap.",
        "last_verified_at": "2026-08-10T13:54:25.383Z"
      },
      "caveats": [
        "Same category, so it can be evaluated as a direct functional substitute.",
        "Deployment overlap: local, cloud.",
        "Shared dependency context: mcp, llm-provider.",
        "edge-only Cloudflare Workers deployment without adaptation",
        "users expecting a complete hosted product"
      ],
      "confidence_reason": "Low replacement risk: 91/100 similarity with category or use-case overlap.",
      "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",
        "alternative.match_signals",
        "alternative.similarity_score",
        "alternative.replacement_type"
      ],
      "last_verified_at": "2026-08-10T13:54:25.383Z",
      "similarity_score": 91,
      "alternative_reason": "Same mcp server intent with mcp overlap.",
      "replacement_type": "same_use_case",
      "match_signals": {
        "explicit": false,
        "shared_category": true,
        "shared_deployments": [
          "local",
          "cloud"
        ],
        "shared_use_cases": [
          "connect agents to tools",
          "expose APIs through MCP",
          "bootstrap MCP integrations"
        ],
        "shared_topics": [],
        "intent_overlap": [
          "mcp"
        ],
        "dependency_overlap": [
          "mcp",
          "llm-provider"
        ],
        "same_language": true,
        "stronger_maintenance": true,
        "cloudflare_ready_upgrade": false
      },
      "fit_summary": "Strong replacement candidate with overlapping indexed use cases.",
      "adoption_notes": [
        "Same category, so it can be evaluated as a direct functional substitute.",
        "Deployment overlap: local, cloud.",
        "Shared dependency context: mcp, llm-provider."
      ],
      "replacement_risk": "low"
    },
    {
      "project_id": "BerriAI/litellm",
      "repo": "BerriAI/litellm",
      "name": "litellm",
      "github_url": "https://github.com/BerriAI/litellm",
      "homepage_url": "https://docs.litellm.ai/docs/",
      "language": "Python",
      "license": "NOASSERTION",
      "project_kind": "project",
      "category": [
        "mcp_server"
      ],
      "tags": [
        "ai-gateway",
        "anthropic",
        "azure-openai",
        "bedrock",
        "gateway",
        "langchain",
        "litellm",
        "llm",
        "llm-gateway",
        "llmops",
        "mcp-gateway",
        "openai",
        "openai-proxy",
        "rust",
        "rust-ai",
        "vertex-ai"
      ],
      "description": "The fastest, litest AI Gateway. Rust core with Python SDK. Call 100+ LLM APIs in OpenAI (or native) format with cost tracking, guardrails, load balancing, and logging [Bedrock, Azure, OpenAI, Anthropic, OpenAI, VertexAI, vLLM, Nvidia NIM]",
      "overview": "Use BerriAI/litellm when the user needs a mcp server project with docker, library-only, local deployment options.",
      "alternatives": [
        {
          "repo": "headroomlabs-ai/headroom",
          "reason": "Same mcp server intent with mcp, llm_gateway overlap."
        },
        {
          "repo": "Portkey-AI/gateway",
          "reason": "Same mcp server intent with mcp, llm_gateway overlap."
        },
        {
          "repo": "coddy-project/coddy-agent",
          "reason": "Same mcp server intent with mcp, llm_gateway overlap."
        }
      ],
      "related": [],
      "dependencies": [
        "MCP",
        "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 \"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": 56304,
        "recent_commits": 100,
        "contributors": 100,
        "issue_response_time_hours": null,
        "release_frequency_180d": 100
      },
      "quality_signal_confidence": {
        "stars_30d_delta": "snapshot",
        "stars30d_window_days": 32,
        "commits_30d": "partial",
        "releases_180d": "partial",
        "contributors_90d": "partial"
      },
      "quality_score": 84,
      "agent_score": 89,
      "score": 93,
      "agent_score_breakdown": {
        "documentation": 90,
        "maintenance": 76,
        "deployment": 90,
        "popularity": 95,
        "community": 100
      },
      "git_top_score": 93,
      "git_top_score_breakdown": {
        "community": 100,
        "maintenance": 84,
        "documentation": 84,
        "stability": 90,
        "adoption": 100,
        "agent_readability": 100
      },
      "summary": {
        "tl_dr": "Use BerriAI/litellm when the user needs a mcp server project with docker, library-only, local deployment options.",
        "purpose": "Use BerriAI/litellm when the user needs a mcp server project with docker, library-only, local deployment options.",
        "install": "Run with Docker using the repository's container instructions.",
        "inputs": [
          "tool definitions",
          "resource config",
          "transport settings"
        ],
        "outputs": [
          "MCP tools",
          "JSON-RPC responses",
          "server capabilities"
        ],
        "good_for": [
          "connect agents to tools",
          "expose APIs through MCP",
          "bootstrap MCP integrations",
          "agent tool exposure",
          "MCP integrations",
          "tool servers"
        ],
        "not_good_for": [
          "edge-only Cloudflare Workers deployment without adaptation",
          "users expecting a complete hosted product",
          "front-end apps",
          "non-tooling backends"
        ],
        "deployment": [
          "docker",
          "library_only",
          "local",
          "cloud"
        ],
        "alternatives": [
          {
            "repo": "headroomlabs-ai/headroom",
            "reason": "Same mcp server intent with mcp, llm_gateway overlap."
          },
          {
            "repo": "Portkey-AI/gateway",
            "reason": "Same mcp server intent with mcp, llm_gateway overlap."
          },
          {
            "repo": "coddy-project/coddy-agent",
            "reason": "Same mcp server intent with mcp, llm_gateway overlap."
          }
        ]
      },
      "evidence": {
        "classification": {
          "category": {
            "confidence": "medium",
            "evidence": [
              "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": [
              "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": 32,
          "commits_30d": "partial",
          "releases_180d": "partial",
          "contributors_90d": "partial"
        },
        "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",
          "alternative.match_signals",
          "alternative.similarity_score",
          "alternative.replacement_type"
        ],
        "caveats": [
          "Same category, so it can be evaluated as a direct functional substitute.",
          "Deployment overlap: local, cloud.",
          "Shared dependency context: mcp, llm-provider.",
          "Language changes to Python; migration cost may be higher.",
          "edge-only Cloudflare Workers deployment without adaptation",
          "users expecting a complete hosted product",
          "Partial or estimated quality signals: commits30d, releases180d, contributors90d."
        ],
        "confidence_reason": "Low replacement risk: 90/100 similarity with category or use-case overlap.",
        "last_verified_at": "2026-08-14T08:00:15.131Z"
      },
      "caveats": [
        "Same category, so it can be evaluated as a direct functional substitute.",
        "Deployment overlap: local, cloud.",
        "Shared dependency context: mcp, llm-provider.",
        "Language changes to Python; migration cost may be higher.",
        "edge-only Cloudflare Workers deployment without adaptation",
        "users expecting a complete hosted product",
        "Partial or estimated quality signals: commits30d, releases180d, contributors90d."
      ],
      "confidence_reason": "Low replacement risk: 90/100 similarity with category or use-case overlap.",
      "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",
        "alternative.match_signals",
        "alternative.similarity_score",
        "alternative.replacement_type"
      ],
      "last_verified_at": "2026-08-14T08:00:15.131Z",
      "similarity_score": 90,
      "alternative_reason": "Same mcp server intent with mcp overlap.",
      "replacement_type": "same_use_case",
      "match_signals": {
        "explicit": false,
        "shared_category": true,
        "shared_deployments": [
          "local",
          "cloud"
        ],
        "shared_use_cases": [
          "connect agents to tools",
          "expose APIs through MCP",
          "bootstrap MCP integrations"
        ],
        "shared_topics": [],
        "intent_overlap": [
          "mcp"
        ],
        "dependency_overlap": [
          "mcp",
          "llm-provider"
        ],
        "same_language": false,
        "stronger_maintenance": true,
        "cloudflare_ready_upgrade": false
      },
      "fit_summary": "Strong replacement candidate with overlapping indexed use cases.",
      "adoption_notes": [
        "Same category, so it can be evaluated as a direct functional substitute.",
        "Deployment overlap: local, cloud.",
        "Shared dependency context: mcp, llm-provider.",
        "Language changes to Python; migration cost may be higher."
      ],
      "replacement_risk": "low"
    }
  ],
  "metadata": {
    "source": "d1",
    "reason": "d1_query",
    "project_count": 1079,
    "generated_at": "2026-08-14T18:00:43.747Z",
    "snapshot_id": "d1:1079:2026-08-14T18:00:23.944Z",
    "latest_synced_at": "2026-08-14T18:00:23.944Z",
    "schema_version": "git-top.knowledge.v1",
    "loaded_project_limit": 2000,
    "truncated": false
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}