{
  "project_id": "Portkey-AI/hoot",
  "repo": "Portkey-AI/hoot",
  "name": "hoot",
  "github_url": "https://github.com/Portkey-AI/hoot",
  "homepage_url": "https://hoot.run",
  "language": "TypeScript",
  "license": "MIT",
  "project_kind": "project",
  "category": [
    "mcp_server"
  ],
  "tags": [
    "ai-gateway",
    "llm",
    "llmops",
    "mcp",
    "mcp-client",
    "mcp-gateway",
    "mcp-server",
    "mcp-servers",
    "mcp-tools",
    "model-context-protocol",
    "portkey"
  ],
  "description": "MCP Testing Tool — Like Postman, but for the Model Context Protocol.",
  "overview": "Use Portkey-AI/hoot when the user needs a mcp server project with cloudflare, serverless, library-only deployment options. It is marked Cloudflare-ready.",
  "alternatives": [
    {
      "repo": "headroomlabs-ai/headroom",
      "reason": "Same mcp server intent with mcp, llm_gateway overlap."
    },
    {
      "repo": "BerriAI/litellm",
      "reason": "Same mcp server intent with mcp, llm_gateway overlap."
    },
    {
      "repo": "apify/apify-mcp-server",
      "reason": "Same mcp server intent with mcp overlap."
    }
  ],
  "related": [
    {
      "repo": "Portkey-AI/gateway",
      "reason": "Related to Portkey-AI/hoot through mcp server category and cloudflare deployment."
    },
    {
      "repo": "mcp-use/mcp-use",
      "reason": "Related to Portkey-AI/hoot through mcp server category and library_only deployment."
    },
    {
      "repo": "ComposioHQ/composio",
      "reason": "Related to Portkey-AI/hoot through mcp server category and cloudflare deployment."
    },
    {
      "repo": "nirholas/XActions",
      "reason": "Related to Portkey-AI/hoot through mcp server category and cloudflare deployment."
    },
    {
      "repo": "containers/kubernetes-mcp-server",
      "reason": "Related to Portkey-AI/hoot through mcp server category and serverless deployment."
    },
    {
      "repo": "awslabs/mcp",
      "reason": "Related to Portkey-AI/hoot through mcp server category and serverless deployment."
    },
    {
      "repo": "clawplays/ospec",
      "reason": "Related to Portkey-AI/hoot through mcp server category and library_only deployment."
    },
    {
      "repo": "ohad6k/emulo",
      "reason": "Related to Portkey-AI/hoot through mcp server category and serverless deployment."
    }
  ],
  "dependencies": [
    "MCP",
    "Cloudflare Workers",
    "LLM provider"
  ],
  "deployments": [
    "cloudflare",
    "serverless",
    "library_only",
    "local"
  ],
  "difficulty": "beginner",
  "cloudflare_ready": true,
  "use_cases": [
    "connect agents to tools",
    "expose APIs through MCP",
    "bootstrap MCP integrations"
  ],
  "not_good_for": [
    "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 \"cloudflare workers\" in repository content.",
        "Matched \"durable objects\" in repository content.",
        "Matched \"npm install\" in repository content.",
        "Local usage is assumed for open source repositories unless contradicted."
      ]
    },
    "difficulty": {
      "confidence": "medium",
      "evidence": [
        "Cloudflare deployment path suggests a guided serverless setup."
      ]
    },
    "cloudflare_ready": {
      "confidence": "high",
      "evidence": [
        "Cloudflare signal: cloudflare workers, durable objects.",
        "Runtime blocker: none detected."
      ]
    }
  },
  "quality_signals": {
    "stars": 20,
    "recent_commits": 0,
    "contributors": 1,
    "issue_response_time_hours": null,
    "release_frequency_180d": 0
  },
  "quality_signal_confidence": {
    "stars_30d_delta": "snapshot",
    "stars30d_window_days": 32,
    "commits_30d": "complete",
    "releases_180d": "complete",
    "contributors_90d": "complete"
  },
  "quality_score": 4,
  "agent_score": 53,
  "score": 55,
  "agent_score_breakdown": {
    "documentation": 90,
    "maintenance": 6,
    "deployment": 100,
    "popularity": 26,
    "community": 46
  },
  "git_top_score": 55,
  "git_top_score_breakdown": {
    "community": 58,
    "maintenance": 4,
    "documentation": 92,
    "stability": 55,
    "adoption": 36,
    "agent_readability": 100
  },
  "verification": {
    "schema_version": "git-top.verification.v1",
    "overall_status": "partial",
    "observed_at": "2026-09-07T05:00:52.919Z",
    "signals": {
      "activity": {
        "status": "observed",
        "source": "github_metadata",
        "evidence": [
          "project.pushed_at",
          "metrics.recent_push_days"
        ]
      },
      "license": {
        "status": "observed",
        "source": "github_metadata",
        "evidence": [
          "project.license"
        ]
      },
      "documentation": {
        "status": "observed",
        "source": "github_metadata",
        "evidence": [
          "project.description"
        ]
      },
      "runtime": {
        "status": "inferred",
        "source": "git_top_heuristic",
        "evidence": [
          "agent_card.deployment",
          "agent_card.cloudflare_ready"
        ]
      },
      "install": {
        "status": "not_run",
        "source": "git_top_runtime",
        "evidence": [
          "installation/build probe is not enabled"
        ]
      },
      "security": {
        "status": "not_run",
        "source": "git_top_runtime",
        "evidence": [
          "dependency/security scan is not enabled"
        ]
      },
      "mcp": {
        "status": "not_run",
        "source": "git_top_runtime",
        "evidence": [
          "MCP liveness and tool-call probe is not enabled"
        ]
      }
    },
    "coverage": {
      "observed": 3,
      "inferred": 1,
      "not_run": 3,
      "unknown": 0
    },
    "next_steps": [
      "Run an installation/build probe before production adoption.",
      "Run a dependency and security scan before treating the score as a trust claim.",
      "Run MCP initialize, tools/list, first-call, and error probes before relying on this server."
    ]
  },
  "summary": {
    "tl_dr": "Use Portkey-AI/hoot when the user needs a mcp server project with cloudflare, serverless, library-only deployment options.",
    "purpose": "Use Portkey-AI/hoot when the user needs a mcp server project with cloudflare, serverless, library-only deployment options. It is marked Cloudflare-ready.",
    "install": "Deploy on Cloudflare Workers using the repository's deployment 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": [
      "users expecting a complete hosted product",
      "front-end apps",
      "non-tooling backends"
    ],
    "deployment": [
      "cloudflare",
      "serverless",
      "library_only",
      "local"
    ],
    "alternatives": [
      {
        "repo": "headroomlabs-ai/headroom",
        "reason": "Same mcp server intent with mcp, llm_gateway overlap."
      },
      {
        "repo": "BerriAI/litellm",
        "reason": "Same mcp server intent with mcp, llm_gateway overlap."
      },
      {
        "repo": "apify/apify-mcp-server",
        "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 \"cloudflare workers\" in repository content.",
          "Matched \"durable objects\" in repository content.",
          "Matched \"npm install\" in repository content.",
          "Local usage is assumed for open source repositories unless contradicted."
        ]
      },
      "difficulty": {
        "confidence": "medium",
        "evidence": [
          "Cloudflare deployment path suggests a guided serverless setup."
        ]
      },
      "cloudflare_ready": {
        "confidence": "high",
        "evidence": [
          "Cloudflare signal: cloudflare workers, durable objects.",
          "Runtime blocker: none detected."
        ]
      }
    },
    "quality_signal_confidence": {
      "stars_30d_delta": "snapshot",
      "stars30d_window_days": 32,
      "commits_30d": "complete",
      "releases_180d": "complete",
      "contributors_90d": "complete"
    },
    "verification": {
      "schema_version": "git-top.verification.v1",
      "overall_status": "partial",
      "observed_at": "2026-09-07T05:00:52.919Z",
      "signals": {
        "activity": {
          "status": "observed",
          "source": "github_metadata",
          "evidence": [
            "project.pushed_at",
            "metrics.recent_push_days"
          ]
        },
        "license": {
          "status": "observed",
          "source": "github_metadata",
          "evidence": [
            "project.license"
          ]
        },
        "documentation": {
          "status": "observed",
          "source": "github_metadata",
          "evidence": [
            "project.description"
          ]
        },
        "runtime": {
          "status": "inferred",
          "source": "git_top_heuristic",
          "evidence": [
            "agent_card.deployment",
            "agent_card.cloudflare_ready"
          ]
        },
        "install": {
          "status": "not_run",
          "source": "git_top_runtime",
          "evidence": [
            "installation/build probe is not enabled"
          ]
        },
        "security": {
          "status": "not_run",
          "source": "git_top_runtime",
          "evidence": [
            "dependency/security scan is not enabled"
          ]
        },
        "mcp": {
          "status": "not_run",
          "source": "git_top_runtime",
          "evidence": [
            "MCP liveness and tool-call probe is not enabled"
          ]
        }
      },
      "coverage": {
        "observed": 3,
        "inferred": 1,
        "not_run": 3,
        "unknown": 0
      },
      "next_steps": [
        "Run an installation/build probe before production adoption.",
        "Run a dependency and security scan before treating the score as a trust claim.",
        "Run MCP initialize, tools/list, first-call, and error probes before relying on this server."
      ]
    },
    "source_fields": [
      "project.description",
      "project.topics",
      "project.language",
      "project.license",
      "agent_card.summary_for_agent",
      "agent_card.use_cases",
      "agent_card.deployment",
      "agent_card.classification",
      "metrics",
      "verification.signals"
    ],
    "caveats": [
      "users expecting a complete hosted product",
      "Independent installation, security, or runtime probes have not been run for this project."
    ],
    "confidence_reason": "Classification evidence and quality signals are strong enough for shortlist reasoning when metadata is current.",
    "last_verified_at": "2026-09-07T05:00:52.919Z"
  },
  "caveats": [
    "users expecting a complete hosted product",
    "Independent installation, security, or runtime probes have not been run for this project."
  ],
  "confidence_reason": "Classification evidence and quality signals are strong enough for shortlist reasoning when metadata is current.",
  "source_fields": [
    "project.description",
    "project.topics",
    "project.language",
    "project.license",
    "agent_card.summary_for_agent",
    "agent_card.use_cases",
    "agent_card.deployment",
    "agent_card.classification",
    "metrics",
    "verification.signals"
  ],
  "last_verified_at": "2026-09-07T05:00:52.919Z",
  "knowledge": {
    "project": {
      "id": "Portkey-AI/hoot",
      "owner": "Portkey-AI",
      "name": "hoot",
      "full_name": "Portkey-AI/hoot",
      "github_url": "https://github.com/Portkey-AI/hoot",
      "homepage_url": "https://hoot.run",
      "description": "MCP Testing Tool — Like Postman, but for the Model Context Protocol.",
      "language": "TypeScript",
      "topics": [
        "ai-gateway",
        "llm",
        "llmops",
        "mcp",
        "mcp-client",
        "mcp-gateway",
        "mcp-server",
        "mcp-servers",
        "mcp-tools",
        "model-context-protocol",
        "portkey"
      ],
      "license": "MIT",
      "stars": 20,
      "forks": 6,
      "open_issues": 2,
      "default_branch": "main",
      "created_at": "2025-10-24T08:06:32Z",
      "updated_at": "2026-05-20T23:43:16Z",
      "pushed_at": "2026-02-11T09:47:42Z",
      "synced_at": "2026-09-07T05:00:52.919Z"
    },
    "agent_card": {
      "project_id": "Portkey-AI/hoot",
      "project_kind": "project",
      "category": "mcp_server",
      "difficulty": "beginner",
      "deployment": [
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        "serverless",
        "library_only",
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      "cloudflare_ready": true,
      "use_cases": [
        "connect agents to tools",
        "expose APIs through MCP",
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      ],
      "alternatives": [
        {
          "project_id": "headroomlabs-ai/headroom",
          "reason": "Same mcp server intent with mcp, llm_gateway overlap."
        },
        {
          "project_id": "BerriAI/litellm",
          "reason": "Same mcp server intent with mcp, llm_gateway overlap."
        },
        {
          "project_id": "apify/apify-mcp-server",
          "reason": "Same mcp server intent with mcp overlap."
        }
      ],
      "summary_for_agent": "Use Portkey-AI/hoot when the user needs a mcp server project with cloudflare, serverless, library-only deployment options. It is marked Cloudflare-ready.",
      "classification": {
        "category": {
          "confidence": "high",
          "evidence": [
            "Matched \"model context protocol\" in metadata.",
            "Matched \"mcp\" in metadata."
          ]
        },
        "deployment": {
          "confidence": "high",
          "evidence": [
            "Matched \"cloudflare workers\" in repository content.",
            "Matched \"durable objects\" in repository content.",
            "Matched \"npm install\" in repository content.",
            "Local usage is assumed for open source repositories unless contradicted."
          ]
        },
        "difficulty": {
          "confidence": "medium",
          "evidence": [
            "Cloudflare deployment path suggests a guided serverless setup."
          ]
        },
        "cloudflare_ready": {
          "confidence": "high",
          "evidence": [
            "Cloudflare signal: cloudflare workers, durable objects.",
            "Runtime blocker: none detected."
          ]
        }
      },
      "schema_version": "v1",
      "generated_at": "2026-09-07T05:00:52.919Z"
    },
    "metrics": {
      "project_id": "Portkey-AI/hoot",
      "stars_30d_delta": 0,
      "commits_30d": 0,
      "releases_180d": 0,
      "contributors_90d": 1,
      "issue_first_response_median_hours": null,
      "recent_push_days": 207,
      "git_score": 4,
      "maintenance_score": 6,
      "signal_confidence": {
        "stars_30d_delta": "snapshot",
        "stars30d_window_days": 32,
        "commits_30d": "complete",
        "releases_180d": "complete",
        "contributors_90d": "complete"
      },
      "calculated_at": "2026-09-07T05:00:52.919Z"
    }
  },
  "resolved_from": {
    "requested_id": "Portkey-AI/hoot",
    "resolved_id": "Portkey-AI/hoot",
    "resolution": "direct"
  },
  "metadata": {
    "source": "d1",
    "reason": "d1_query",
    "project_count": 1214,
    "generated_at": "2026-09-09T03:38:50.252Z",
    "snapshot_id": "d1:1214:2026-09-09T03:31:16.059Z",
    "latest_synced_at": "2026-09-09T03:31:16.059Z",
    "schema_version": "git-top.knowledge.v1",
    "loaded_project_limit": 2000,
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}