{
  "focus": "modelcontextprotocol/servers",
  "project": {
    "repo": "modelcontextprotocol/servers",
    "name": "servers",
    "description": "Reference implementations and community MCP servers",
    "maintainer": "modelcontextprotocol",
    "license": "MIT",
    "language": "TypeScript",
    "recent_activity": "active_last_week"
  },
  "summary": "modelcontextprotocol/servers graph connects 3 alternatives, 3 related projects, 2 inferred dependencies, 3 deployment targets, and 3 use cases.",
  "next_actions": [
    {
      "label": "Open project knowledge",
      "href": "/projects/modelcontextprotocol/servers",
      "kind": "project"
    },
    {
      "label": "Find alternatives",
      "href": "/alternatives/modelcontextprotocol/servers",
      "kind": "alternatives"
    },
    {
      "label": "Explore related projects",
      "href": "/api/related/modelcontextprotocol/servers",
      "kind": "related"
    },
    {
      "label": "Explain score",
      "href": "/score/modelcontextprotocol/servers",
      "kind": "score"
    },
    {
      "label": "Compare shortlist",
      "href": "/api/compare?repos=modelcontextprotocol/servers",
      "kind": "compare"
    }
  ],
  "graph_stats": {
    "node_count": 29,
    "edge_count": 55,
    "project_count": 4,
    "relationship_counts": {
      "alternative": 6,
      "related": 12,
      "category": 4,
      "deployment": 13,
      "use_case": 12,
      "dependency": 8
    }
  },
  "relationship_groups": {
    "alternatives": [
      {
        "repo": "langchain-ai/langchain",
        "reason": "Useful alternative for teams preferring Python."
      },
      {
        "repo": "run-llama/llama_index",
        "reason": "Useful alternative for teams preferring Python."
      },
      {
        "repo": "cloudflare/agents",
        "reason": "Useful alternative when Cloudflare-ready deployment is preferred."
      }
    ],
    "related": [
      {
        "repo": "langchain-ai/langchain",
        "reason": "Shared local deployment context."
      },
      {
        "repo": "run-llama/llama_index",
        "reason": "Shared local deployment context."
      },
      {
        "repo": "cloudflare/agents",
        "reason": "Related through overlapping topics, dependencies, or use cases."
      }
    ],
    "dependencies": [
      "MCP",
      "LLM provider"
    ],
    "deployment_targets": [
      "local",
      "docker",
      "cloud"
    ],
    "use_cases": [
      "connect agents to external tools",
      "study MCP server patterns",
      "bootstrap local MCP integrations"
    ]
  },
  "migration_paths": [
    {
      "from": "modelcontextprotocol/servers",
      "to": "langchain-ai/langchain",
      "compatibility": "low",
      "estimated_cost": "high",
      "shared_signals": [
        "deployment:local",
        "deployment:docker",
        "deployment:cloud",
        "dependency:LLM provider"
      ],
      "gaps": [
        "Language changes from TypeScript to Python."
      ],
      "validation_steps": [
        "Compare API, configuration, license, and dependency requirements.",
        "Run the target project's minimal example or test suite.",
        "Verify deployment, persistence, and tool-execution behavior in the requested runtime."
      ],
      "evidence": [
        "agent_card.category",
        "agent_card.deployment",
        "agent_card.use_cases",
        "project.language",
        "project.license"
      ]
    },
    {
      "from": "modelcontextprotocol/servers",
      "to": "run-llama/llama_index",
      "compatibility": "low",
      "estimated_cost": "high",
      "shared_signals": [
        "deployment:local",
        "deployment:docker",
        "deployment:cloud",
        "dependency:LLM provider"
      ],
      "gaps": [
        "Language changes from TypeScript to Python."
      ],
      "validation_steps": [
        "Compare API, configuration, license, and dependency requirements.",
        "Run the target project's minimal example or test suite.",
        "Verify deployment, persistence, and tool-execution behavior in the requested runtime."
      ],
      "evidence": [
        "agent_card.category",
        "agent_card.deployment",
        "agent_card.use_cases",
        "project.language",
        "project.license"
      ]
    },
    {
      "from": "modelcontextprotocol/servers",
      "to": "cloudflare/agents",
      "compatibility": "low",
      "estimated_cost": "high",
      "shared_signals": [
        "dependency:LLM provider",
        "language:TypeScript"
      ],
      "gaps": [
        "Deployment targets not listed by target: local, docker, cloud.",
        "License changes from MIT to Apache-2.0."
      ],
      "validation_steps": [
        "Review license obligations before migrating production code.",
        "Compare API, configuration, license, and dependency requirements.",
        "Run the target project's minimal example or test suite.",
        "Verify deployment, persistence, and tool-execution behavior in the requested runtime."
      ],
      "evidence": [
        "agent_card.category",
        "agent_card.deployment",
        "agent_card.use_cases",
        "project.language",
        "project.license"
      ]
    }
  ],
  "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",
      "verification.signals",
      "graph.nodes",
      "graph.edges",
      "graph.relationship_groups",
      "graph.migration_paths"
    ],
    "caveats": [
      "hosted project discovery APIs",
      "Cloudflare-native MCP deployment without adaptation",
      "Low-confidence classification fields: category, deployment, difficulty, cloudflareReady.",
      "Partial or estimated quality signals: stars30dDelta, commits30d, releases180d, contributors90d.",
      "Independent installation, security, or runtime probes have not been run for this project."
    ],
    "confidence_reason": "modelcontextprotocol/servers graph is grounded in indexed alternatives, related projects, deployments, dependencies, and use cases.",
    "last_verified_at": "2026-06-16T00:00:00Z",
    "verification": {
      "schema_version": "git-top.verification.v1",
      "overall_status": "partial",
      "observed_at": "2026-06-16T00:00:00Z",
      "signals": {
        "activity": {
          "status": "observed",
          "source": "github_metadata",
          "evidence": [
            "project.pushed_at",
            "metrics.recent_push_days"
          ]
        },
        "license": {
          "status": "observed",
          "source": "github_metadata",
          "evidence": [
            "project.license"
          ]
        },
        "documentation": {
          "status": "observed",
          "source": "github_metadata",
          "evidence": [
            "project.description"
          ]
        },
        "runtime": {
          "status": "inferred",
          "source": "git_top_heuristic",
          "evidence": [
            "agent_card.deployment",
            "agent_card.cloudflare_ready"
          ]
        },
        "install": {
          "status": "not_run",
          "source": "git_top_runtime",
          "evidence": [
            "installation/build probe is not enabled"
          ]
        },
        "security": {
          "status": "not_run",
          "source": "git_top_runtime",
          "evidence": [
            "dependency/security scan is not enabled"
          ]
        },
        "mcp": {
          "status": "not_run",
          "source": "git_top_runtime",
          "evidence": [
            "MCP liveness and tool-call probe is not enabled"
          ]
        }
      },
      "coverage": {
        "observed": 3,
        "inferred": 1,
        "not_run": 3,
        "unknown": 0
      },
      "next_steps": [
        "Run an installation/build probe before production adoption.",
        "Run a dependency and security scan before treating the score as a trust claim.",
        "Run MCP initialize, tools/list, first-call, and error probes before relying on this server."
      ]
    }
  },
  "caveats": [
    "hosted project discovery APIs",
    "Cloudflare-native MCP deployment without adaptation",
    "Low-confidence classification fields: category, deployment, difficulty, cloudflareReady.",
    "Partial or estimated quality signals: stars30dDelta, commits30d, releases180d, contributors90d.",
    "Independent installation, security, or runtime probes have not been run for this project."
  ],
  "confidence_reason": "modelcontextprotocol/servers graph is grounded in indexed alternatives, related projects, deployments, dependencies, and use cases.",
  "source_fields": [
    "project.description",
    "project.topics",
    "project.language",
    "project.license",
    "agent_card.summary_for_agent",
    "agent_card.use_cases",
    "agent_card.deployment",
    "agent_card.classification",
    "metrics",
    "verification.signals",
    "graph.nodes",
    "graph.edges",
    "graph.relationship_groups",
    "graph.migration_paths"
  ],
  "last_verified_at": "2026-06-16T00:00:00Z",
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      "score": 86,
      "repo": "modelcontextprotocol/servers"
    },
    {
      "id": "category:mcp_server",
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      "kind": "category"
    },
    {
      "id": "deployment:local",
      "label": "local",
      "kind": "deployment"
    },
    {
      "id": "deployment:docker",
      "label": "docker",
      "kind": "deployment"
    },
    {
      "id": "deployment:cloud",
      "label": "cloud",
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