{
  "profile": "full",
  "query": {
    "q": "cloudflare agent",
    "limit": "5"
  },
  "projects": [
    {
      "project_id": "cloudflare/agents",
      "repo": "cloudflare/agents",
      "name": "agents",
      "github_url": "https://github.com/cloudflare/agents",
      "homepage_url": "https://developers.cloudflare.com/agents/",
      "language": "TypeScript",
      "license": "MIT",
      "project_kind": "project",
      "category": [
        "agent_framework"
      ],
      "tags": [
        "agents",
        "ai",
        "cloudflare",
        "durable-objects",
        "workflows"
      ],
      "description": "Build and deploy AI Agents on Cloudflare ",
      "overview": "Use cloudflare/agents when the user needs an agent framework project with cloudflare, serverless, library-only deployment options. It is marked Cloudflare-ready.",
      "alternatives": [
        {
          "repo": "langchain-ai/langchain",
          "reason": "Same agent framework intent with workflow overlap."
        },
        {
          "repo": "CopilotKit/CopilotKit",
          "reason": "Same agent framework intent with workflow overlap."
        },
        {
          "repo": "BuilderIO/agent-native",
          "reason": "Same agent framework intent with workflow overlap."
        }
      ],
      "related": [],
      "dependencies": [
        "Cloudflare Workers",
        "LLM provider"
      ],
      "deployments": [
        "cloudflare",
        "serverless",
        "library_only",
        "local"
      ],
      "difficulty": "beginner",
      "cloudflare_ready": true,
      "use_cases": [
        "build agents with agents",
        "orchestrate LLM tools",
        "prototype autonomous workflows"
      ],
      "not_good_for": [
        "users expecting a complete hosted product"
      ],
      "classification": {
        "category": {
          "confidence": "high",
          "evidence": [
            "Manual product trust override for cloudflare/agents: Cloudflare Workers-native agent framework."
          ]
        },
        "deployment": {
          "confidence": "high",
          "evidence": [
            "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": [
            "Manual product trust override for cloudflare/agents: first-party Cloudflare Agents SDK is Workers-native."
          ]
        }
      },
      "quality_signals": {
        "stars": 5516,
        "recent_commits": 63,
        "contributors": 77,
        "issue_response_time_hours": null,
        "release_frequency_180d": 100
      },
      "quality_signal_confidence": {
        "stars_30d_delta": "snapshot",
        "stars30d_window_days": 30,
        "commits_30d": "complete",
        "releases_180d": "partial",
        "contributors_90d": "complete"
      },
      "quality_score": 44,
      "agent_score": 86,
      "score": 93,
      "agent_score_breakdown": {
        "documentation": 90,
        "maintenance": 70,
        "deployment": 100,
        "popularity": 75,
        "community": 100
      },
      "git_top_score": 93,
      "git_top_score_breakdown": {
        "community": 100,
        "maintenance": 80,
        "documentation": 92,
        "stability": 90,
        "adoption": 100,
        "agent_readability": 100
      },
      "verification": {
        "schema_version": "git-top.verification.v1",
        "overall_status": "partial",
        "observed_at": "2026-09-04T10:01:16.482Z",
        "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_applicable",
            "source": "git_top_runtime",
            "evidence": [
              "project is not classified as mcp_server"
            ]
          }
        },
        "coverage": {
          "observed": 3,
          "inferred": 1,
          "not_run": 2,
          "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."
        ]
      },
      "summary": {
        "tl_dr": "Use cloudflare/agents when the user needs an agent framework project with cloudflare, serverless, library-only deployment options.",
        "purpose": "Use cloudflare/agents when the user needs an agent framework 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": [
          "task prompt",
          "tools",
          "context",
          "memory/state"
        ],
        "outputs": [
          "agent runs",
          "tool calls",
          "workflow state"
        ],
        "good_for": [
          "build agents with agents",
          "orchestrate LLM tools",
          "prototype autonomous workflows",
          "stateful agents",
          "tool-using assistants",
          "workflow orchestration"
        ],
        "not_good_for": [
          "users expecting a complete hosted product",
          "simple prompt-only apps",
          "one-shot chat wrappers"
        ],
        "deployment": [
          "cloudflare",
          "serverless",
          "library_only",
          "local"
        ],
        "alternatives": [
          {
            "repo": "langchain-ai/langchain",
            "reason": "Same agent framework intent with workflow overlap."
          },
          {
            "repo": "CopilotKit/CopilotKit",
            "reason": "Same agent framework intent with workflow overlap."
          },
          {
            "repo": "BuilderIO/agent-native",
            "reason": "Same agent framework intent with workflow overlap."
          }
        ]
      },
      "evidence": {
        "classification": {
          "category": {
            "confidence": "high",
            "evidence": [
              "Manual product trust override for cloudflare/agents: Cloudflare Workers-native agent framework."
            ]
          },
          "deployment": {
            "confidence": "high",
            "evidence": [
              "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": [
              "Manual product trust override for cloudflare/agents: first-party Cloudflare Agents SDK is Workers-native."
            ]
          }
        },
        "quality_signal_confidence": {
          "stars_30d_delta": "snapshot",
          "stars30d_window_days": 30,
          "commits_30d": "complete",
          "releases_180d": "partial",
          "contributors_90d": "complete"
        },
        "verification": {
          "schema_version": "git-top.verification.v1",
          "overall_status": "partial",
          "observed_at": "2026-09-04T10:01:16.482Z",
          "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_applicable",
              "source": "git_top_runtime",
              "evidence": [
                "project is not classified as mcp_server"
              ]
            }
          },
          "coverage": {
            "observed": 3,
            "inferred": 1,
            "not_run": 2,
            "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."
          ]
        },
        "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",
          "Partial or estimated quality signals: releases180d.",
          "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": "2026-09-04T10:01:16.482Z"
      },
      "caveats": [
        "users expecting a complete hosted product",
        "Partial or estimated quality signals: releases180d.",
        "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": "2026-09-04T10:01:16.482Z"
    },
    {
      "project_id": "cloudflare/mcp-server-cloudflare",
      "repo": "cloudflare/mcp-server-cloudflare",
      "name": "mcp-server-cloudflare",
      "github_url": "https://github.com/cloudflare/mcp-server-cloudflare",
      "homepage_url": null,
      "language": "TypeScript",
      "license": "Apache-2.0",
      "project_kind": "project",
      "category": [
        "mcp_server"
      ],
      "tags": [],
      "description": "Use cloudflare/mcp-server-cloudflare when the user needs a mcp server project with docker, cloudflare, serverless deployment options.",
      "overview": "Use cloudflare/mcp-server-cloudflare when the user needs a mcp server project with docker, cloudflare, serverless deployment options.",
      "alternatives": [
        {
          "repo": "can1357/oh-my-pi",
          "reason": "Same mcp server intent with mcp overlap."
        },
        {
          "repo": "heygen-com/hyperframes",
          "reason": "Same mcp server intent with mcp overlap."
        },
        {
          "repo": "SigNoz/signoz",
          "reason": "Same mcp server intent with mcp overlap."
        }
      ],
      "related": [],
      "dependencies": [
        "MCP",
        "Cloudflare Workers"
      ],
      "deployments": [
        "docker",
        "cloudflare",
        "serverless",
        "local"
      ],
      "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": "high",
          "evidence": [
            "Matched \"cloudflare workers\" in repository content.",
            "Matched \"durable objects\" 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: gpu."
          ]
        }
      },
      "quality_signals": {
        "stars": 4144,
        "recent_commits": 6,
        "contributors": 41,
        "issue_response_time_hours": null,
        "release_frequency_180d": 100
      },
      "quality_signal_confidence": {
        "stars_30d_delta": "snapshot",
        "stars30d_window_days": 30,
        "commits_30d": "complete",
        "releases_180d": "partial",
        "contributors_90d": "complete"
      },
      "quality_score": 30,
      "agent_score": 77,
      "score": 89,
      "agent_score_breakdown": {
        "documentation": 90,
        "maintenance": 51,
        "deployment": 90,
        "popularity": 72,
        "community": 86
      },
      "git_top_score": 89,
      "git_top_score_breakdown": {
        "community": 100,
        "maintenance": 51,
        "documentation": 92,
        "stability": 100,
        "adoption": 100,
        "agent_readability": 100
      },
      "verification": {
        "schema_version": "git-top.verification.v1",
        "overall_status": "partial",
        "observed_at": "2026-09-04T10:31:16.524Z",
        "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": "inferred",
            "source": "git_top_heuristic",
            "evidence": [
              "agent_card.summary_for_agent"
            ]
          },
          "runtime": {
            "status": "inferred",
            "source": "git_top_heuristic",
            "evidence": [
              "agent_card.deployment",
              "agent_card.cloudflare_ready"
            ]
          },
          "install": {
            "status": "not_run",
            "source": "git_top_runtime",
            "evidence": [
              "installation/build probe is not enabled"
            ]
          },
          "security": {
            "status": "not_run",
            "source": "git_top_runtime",
            "evidence": [
              "dependency/security scan is not enabled"
            ]
          },
          "mcp": {
            "status": "not_run",
            "source": "git_top_runtime",
            "evidence": [
              "MCP liveness and tool-call probe is not enabled"
            ]
          }
        },
        "coverage": {
          "observed": 2,
          "inferred": 2,
          "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 cloudflare/mcp-server-cloudflare when the user needs a mcp server project with docker, cloudflare, serverless deployment options.",
        "purpose": "Use cloudflare/mcp-server-cloudflare when the user needs a mcp server project with docker, cloudflare, serverless deployment options.",
        "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": [
          "edge-only Cloudflare Workers deployment without adaptation",
          "front-end apps",
          "non-tooling backends"
        ],
        "deployment": [
          "docker",
          "cloudflare",
          "serverless",
          "local"
        ],
        "alternatives": [
          {
            "repo": "can1357/oh-my-pi",
            "reason": "Same mcp server intent with mcp overlap."
          },
          {
            "repo": "heygen-com/hyperframes",
            "reason": "Same mcp server intent with mcp overlap."
          },
          {
            "repo": "SigNoz/signoz",
            "reason": "Same mcp server intent with mcp overlap."
          }
        ]
      },
      "evidence": {
        "classification": {
          "category": {
            "confidence": "medium",
            "evidence": [
              "Matched \"mcp\" in metadata."
            ]
          },
          "deployment": {
            "confidence": "high",
            "evidence": [
              "Matched \"cloudflare workers\" in repository content.",
              "Matched \"durable objects\" 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: gpu."
            ]
          }
        },
        "quality_signal_confidence": {
          "stars_30d_delta": "snapshot",
          "stars30d_window_days": 30,
          "commits_30d": "complete",
          "releases_180d": "partial",
          "contributors_90d": "complete"
        },
        "verification": {
          "schema_version": "git-top.verification.v1",
          "overall_status": "partial",
          "observed_at": "2026-09-04T10:31:16.524Z",
          "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": "inferred",
              "source": "git_top_heuristic",
              "evidence": [
                "agent_card.summary_for_agent"
              ]
            },
            "runtime": {
              "status": "inferred",
              "source": "git_top_heuristic",
              "evidence": [
                "agent_card.deployment",
                "agent_card.cloudflare_ready"
              ]
            },
            "install": {
              "status": "not_run",
              "source": "git_top_runtime",
              "evidence": [
                "installation/build probe is not enabled"
              ]
            },
            "security": {
              "status": "not_run",
              "source": "git_top_runtime",
              "evidence": [
                "dependency/security scan is not enabled"
              ]
            },
            "mcp": {
              "status": "not_run",
              "source": "git_top_runtime",
              "evidence": [
                "MCP liveness and tool-call probe is not enabled"
              ]
            }
          },
          "coverage": {
            "observed": 2,
            "inferred": 2,
            "not_run": 3,
            "unknown": 0
          },
          "next_steps": [
            "Run an installation/build probe before production adoption.",
            "Run a dependency and security scan before treating the score as a trust claim.",
            "Run MCP initialize, tools/list, first-call, and error probes before relying on this server."
          ]
        },
        "source_fields": [
          "project.description",
          "project.topics",
          "project.language",
          "project.license",
          "agent_card.summary_for_agent",
          "agent_card.use_cases",
          "agent_card.deployment",
          "agent_card.classification",
          "metrics",
          "verification.signals"
        ],
        "caveats": [
          "edge-only Cloudflare Workers deployment without adaptation",
          "Partial or estimated quality signals: releases180d.",
          "Independent installation, security, or runtime probes have not been run for this project."
        ],
        "confidence_reason": "Evidence is usable for comparison, but agents should cite caveats before making a strong recommendation.",
        "last_verified_at": "2026-09-04T10:31:16.524Z"
      },
      "caveats": [
        "edge-only Cloudflare Workers deployment without adaptation",
        "Partial or estimated quality signals: releases180d.",
        "Independent installation, security, or runtime probes have not been run for this project."
      ],
      "confidence_reason": "Evidence is usable for comparison, but agents should cite caveats before making a strong recommendation.",
      "source_fields": [
        "project.description",
        "project.topics",
        "project.language",
        "project.license",
        "agent_card.summary_for_agent",
        "agent_card.use_cases",
        "agent_card.deployment",
        "agent_card.classification",
        "metrics",
        "verification.signals"
      ],
      "last_verified_at": "2026-09-04T10:31:16.524Z"
    },
    {
      "project_id": "cloudflare/puppeteer",
      "repo": "cloudflare/puppeteer",
      "name": "puppeteer",
      "github_url": "https://github.com/cloudflare/puppeteer",
      "homepage_url": "https://developers.cloudflare.com/",
      "language": "TypeScript",
      "license": "Apache-2.0",
      "project_kind": "project",
      "category": [
        "workflow_automation"
      ],
      "tags": [
        "cloudflare",
        "workers"
      ],
      "description": "Puppeteer Core fork that works with Cloudflare Browser Workers",
      "overview": "Use cloudflare/puppeteer when the user needs a workflow automation project with docker, cloudflare, serverless deployment options. It is marked Cloudflare-ready.",
      "alternatives": [
        {
          "repo": "microsoft/playwright",
          "reason": "Same workflow automation intent with browser_automation, workflow overlap."
        },
        {
          "repo": "lightpanda-io/browser",
          "reason": "Same workflow automation intent with browser_automation, workflow overlap."
        },
        {
          "repo": "puppeteer/puppeteer",
          "reason": "Same workflow automation intent with browser_automation, workflow overlap."
        }
      ],
      "related": [],
      "dependencies": [
        "Cloudflare Workers",
        "Browser automation"
      ],
      "deployments": [
        "docker",
        "cloudflare",
        "serverless",
        "library_only",
        "local"
      ],
      "difficulty": "beginner",
      "cloudflare_ready": true,
      "use_cases": [
        "orchestrate AI workflows",
        "connect tools and services",
        "automate repeated tasks"
      ],
      "not_good_for": [
        "users expecting a complete hosted product"
      ],
      "classification": {
        "category": {
          "confidence": "medium",
          "evidence": [
            "Matched \"workflow\" in repository content."
          ]
        },
        "deployment": {
          "confidence": "high",
          "evidence": [
            "Matched \"cloudflare workers\" in repository content.",
            "Matched \"library\" 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.",
            "Runtime blocker: none detected."
          ]
        }
      },
      "quality_signals": {
        "stars": 370,
        "recent_commits": 3,
        "contributors": 100,
        "issue_response_time_hours": null,
        "release_frequency_180d": 5
      },
      "quality_signal_confidence": {
        "stars_30d_delta": "snapshot",
        "stars30d_window_days": 30,
        "commits_30d": "complete",
        "releases_180d": "complete",
        "contributors_90d": "partial"
      },
      "quality_score": 26,
      "agent_score": 75,
      "score": 83,
      "agent_score_breakdown": {
        "documentation": 90,
        "maintenance": 42,
        "deployment": 100,
        "popularity": 51,
        "community": 100
      },
      "git_top_score": 83,
      "git_top_score_breakdown": {
        "community": 100,
        "maintenance": 41,
        "documentation": 92,
        "stability": 100,
        "adoption": 74,
        "agent_readability": 100
      },
      "verification": {
        "schema_version": "git-top.verification.v1",
        "overall_status": "partial",
        "observed_at": "2026-09-03T23:31:16.795Z",
        "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_applicable",
            "source": "git_top_runtime",
            "evidence": [
              "project is not classified as mcp_server"
            ]
          }
        },
        "coverage": {
          "observed": 3,
          "inferred": 1,
          "not_run": 2,
          "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."
        ]
      },
      "summary": {
        "tl_dr": "Use cloudflare/puppeteer when the user needs a workflow automation project with docker, cloudflare, serverless deployment options.",
        "purpose": "Use cloudflare/puppeteer when the user needs a workflow automation project with docker, cloudflare, serverless deployment options. It is marked Cloudflare-ready.",
        "install": "Deploy on Cloudflare Workers using the repository's deployment instructions.",
        "inputs": [
          "triggers",
          "jobs",
          "state"
        ],
        "outputs": [
          "automation runs",
          "orchestrated steps",
          "workflow events"
        ],
        "good_for": [
          "orchestrate AI workflows",
          "connect tools and services",
          "automate repeated tasks",
          "scheduled jobs",
          "durable workflows",
          "service orchestration"
        ],
        "not_good_for": [
          "users expecting a complete hosted product",
          "single-step utilities",
          "stateless examples"
        ],
        "deployment": [
          "docker",
          "cloudflare",
          "serverless",
          "library_only",
          "local"
        ],
        "alternatives": [
          {
            "repo": "microsoft/playwright",
            "reason": "Same workflow automation intent with browser_automation, workflow overlap."
          },
          {
            "repo": "lightpanda-io/browser",
            "reason": "Same workflow automation intent with browser_automation, workflow overlap."
          },
          {
            "repo": "puppeteer/puppeteer",
            "reason": "Same workflow automation intent with browser_automation, workflow overlap."
          }
        ]
      },
      "evidence": {
        "classification": {
          "category": {
            "confidence": "medium",
            "evidence": [
              "Matched \"workflow\" in repository content."
            ]
          },
          "deployment": {
            "confidence": "high",
            "evidence": [
              "Matched \"cloudflare workers\" in repository content.",
              "Matched \"library\" 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.",
              "Runtime blocker: none detected."
            ]
          }
        },
        "quality_signal_confidence": {
          "stars_30d_delta": "snapshot",
          "stars30d_window_days": 30,
          "commits_30d": "complete",
          "releases_180d": "complete",
          "contributors_90d": "partial"
        },
        "verification": {
          "schema_version": "git-top.verification.v1",
          "overall_status": "partial",
          "observed_at": "2026-09-03T23:31:16.795Z",
          "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_applicable",
              "source": "git_top_runtime",
              "evidence": [
                "project is not classified as mcp_server"
              ]
            }
          },
          "coverage": {
            "observed": 3,
            "inferred": 1,
            "not_run": 2,
            "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."
          ]
        },
        "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",
          "Partial or estimated quality signals: contributors90d.",
          "Independent installation, security, or runtime probes have not been run for this project."
        ],
        "confidence_reason": "Evidence is usable for comparison, but agents should cite caveats before making a strong recommendation.",
        "last_verified_at": "2026-09-03T23:31:16.795Z"
      },
      "caveats": [
        "users expecting a complete hosted product",
        "Partial or estimated quality signals: contributors90d.",
        "Independent installation, security, or runtime probes have not been run for this project."
      ],
      "confidence_reason": "Evidence is usable for comparison, but agents should cite caveats before making a strong recommendation.",
      "source_fields": [
        "project.description",
        "project.topics",
        "project.language",
        "project.license",
        "agent_card.summary_for_agent",
        "agent_card.use_cases",
        "agent_card.deployment",
        "agent_card.classification",
        "metrics",
        "verification.signals"
      ],
      "last_verified_at": "2026-09-03T23:31:16.795Z"
    },
    {
      "project_id": "cloudflare/vibesdk-templates",
      "repo": "cloudflare/vibesdk-templates",
      "name": "vibesdk-templates",
      "github_url": "https://github.com/cloudflare/vibesdk-templates",
      "homepage_url": "https://build.cloudflare.dev",
      "language": "TypeScript",
      "license": null,
      "project_kind": "collection",
      "collection_metadata": {
        "scope": "awesome_list",
        "curated": true,
        "estimated_items": 100,
        "freshness": "unknown"
      },
      "category": [
        "ai_app_template"
      ],
      "tags": [
        "cloudflare-workers",
        "durable-objects",
        "kv",
        "react",
        "templates",
        "vibe-coding",
        "vibecoding",
        "vite"
      ],
      "description": "Official repository for templates catalog powering VibeSDK",
      "overview": "Use cloudflare/vibesdk-templates when the user needs a curated ai app template resource collection with cloudflare, serverless, local usage paths.",
      "alternatives": [
        {
          "repo": "cloudflare/templates",
          "reason": "Similar ai app template with cloudflare/serverless deployment overlap."
        },
        {
          "repo": "lobehub/lobe-chat-plugins",
          "reason": "Similar ai app template with serverless/local deployment overlap."
        },
        {
          "repo": "google-gemini/starter-applets",
          "reason": "Similar ai app template with local deployment overlap."
        }
      ],
      "related": [],
      "dependencies": [
        "Cloudflare Workers"
      ],
      "deployments": [
        "cloudflare",
        "serverless",
        "local"
      ],
      "difficulty": "beginner",
      "cloudflare_ready": false,
      "use_cases": [
        "discover related AI projects",
        "compare implementation patterns",
        "bootstrap project selection"
      ],
      "not_good_for": [
        "users expecting a single installable runtime or library",
        "edge-only Cloudflare Workers deployment without adaptation"
      ],
      "classification": {
        "category": {
          "confidence": "medium",
          "evidence": [
            "Matched \"template\" in metadata."
          ]
        },
        "deployment": {
          "confidence": "high",
          "evidence": [
            "Matched \"cloudflare workers\" 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.",
            "Runtime blocker: python."
          ]
        }
      },
      "quality_signals": {
        "stars": 95,
        "recent_commits": 0,
        "contributors": 3,
        "issue_response_time_hours": null,
        "release_frequency_180d": 0
      },
      "quality_signal_confidence": {
        "stars_30d_delta": "snapshot",
        "stars30d_window_days": 30,
        "commits_30d": "complete",
        "releases_180d": "complete",
        "contributors_90d": "complete"
      },
      "quality_score": 5,
      "agent_score": 52,
      "score": 62,
      "agent_score_breakdown": {
        "documentation": 90,
        "maintenance": 7,
        "deployment": 80,
        "popularity": 40,
        "community": 48
      },
      "git_top_score": 62,
      "git_top_score_breakdown": {
        "community": 71,
        "maintenance": 5,
        "documentation": 92,
        "stability": 55,
        "adoption": 63,
        "agent_readability": 100
      },
      "verification": {
        "schema_version": "git-top.verification.v1",
        "overall_status": "partial",
        "observed_at": "2026-09-04T05:01:15.306Z",
        "signals": {
          "activity": {
            "status": "observed",
            "source": "github_metadata",
            "evidence": [
              "project.pushed_at",
              "metrics.recent_push_days"
            ]
          },
          "license": {
            "status": "unknown",
            "source": "github_metadata",
            "evidence": [
              "project.license is null"
            ]
          },
          "documentation": {
            "status": "observed",
            "source": "github_metadata",
            "evidence": [
              "project.description"
            ]
          },
          "runtime": {
            "status": "inferred",
            "source": "git_top_heuristic",
            "evidence": [
              "agent_card.deployment",
              "agent_card.cloudflare_ready"
            ]
          },
          "install": {
            "status": "not_applicable",
            "source": "git_top_runtime",
            "evidence": [
              "collection/resource hub has no single install target"
            ]
          },
          "security": {
            "status": "not_run",
            "source": "git_top_runtime",
            "evidence": [
              "dependency/security scan is not enabled"
            ]
          },
          "mcp": {
            "status": "not_applicable",
            "source": "git_top_runtime",
            "evidence": [
              "project is not classified as mcp_server"
            ]
          }
        },
        "coverage": {
          "observed": 2,
          "inferred": 1,
          "not_run": 1,
          "unknown": 1
        },
        "next_steps": [
          "Run a dependency and security scan before treating the score as a trust claim.",
          "Fill missing GitHub metadata and re-sync the project."
        ]
      },
      "summary": {
        "tl_dr": "Use cloudflare/vibesdk-templates when the user needs a curated ai app template resource collection with cloudflare, serverless, local usage paths.",
        "purpose": "Use cloudflare/vibesdk-templates when the user needs a curated ai app template resource collection with cloudflare, serverless, local usage paths.",
        "install": "Reference collection; there is no direct install step.",
        "inputs": [
          "starter config",
          "app requirements"
        ],
        "outputs": [
          "project scaffold",
          "starter app",
          "template structure"
        ],
        "good_for": [
          "discover related AI projects",
          "compare implementation patterns",
          "bootstrap project selection",
          "new AI applications",
          "starter projects",
          "reference implementations"
        ],
        "not_good_for": [
          "users expecting a single installable runtime or library",
          "edge-only Cloudflare Workers deployment without adaptation",
          "drop-in libraries",
          "runtime infrastructure"
        ],
        "deployment": [
          "cloudflare",
          "serverless",
          "local"
        ],
        "alternatives": [
          {
            "repo": "cloudflare/templates",
            "reason": "Similar ai app template with cloudflare/serverless deployment overlap."
          },
          {
            "repo": "lobehub/lobe-chat-plugins",
            "reason": "Similar ai app template with serverless/local deployment overlap."
          },
          {
            "repo": "google-gemini/starter-applets",
            "reason": "Similar ai app template with local deployment overlap."
          }
        ]
      },
      "evidence": {
        "classification": {
          "category": {
            "confidence": "medium",
            "evidence": [
              "Matched \"template\" in metadata."
            ]
          },
          "deployment": {
            "confidence": "high",
            "evidence": [
              "Matched \"cloudflare workers\" 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.",
              "Runtime blocker: python."
            ]
          }
        },
        "quality_signal_confidence": {
          "stars_30d_delta": "snapshot",
          "stars30d_window_days": 30,
          "commits_30d": "complete",
          "releases_180d": "complete",
          "contributors_90d": "complete"
        },
        "verification": {
          "schema_version": "git-top.verification.v1",
          "overall_status": "partial",
          "observed_at": "2026-09-04T05:01:15.306Z",
          "signals": {
            "activity": {
              "status": "observed",
              "source": "github_metadata",
              "evidence": [
                "project.pushed_at",
                "metrics.recent_push_days"
              ]
            },
            "license": {
              "status": "unknown",
              "source": "github_metadata",
              "evidence": [
                "project.license is null"
              ]
            },
            "documentation": {
              "status": "observed",
              "source": "github_metadata",
              "evidence": [
                "project.description"
              ]
            },
            "runtime": {
              "status": "inferred",
              "source": "git_top_heuristic",
              "evidence": [
                "agent_card.deployment",
                "agent_card.cloudflare_ready"
              ]
            },
            "install": {
              "status": "not_applicable",
              "source": "git_top_runtime",
              "evidence": [
                "collection/resource hub has no single install target"
              ]
            },
            "security": {
              "status": "not_run",
              "source": "git_top_runtime",
              "evidence": [
                "dependency/security scan is not enabled"
              ]
            },
            "mcp": {
              "status": "not_applicable",
              "source": "git_top_runtime",
              "evidence": [
                "project is not classified as mcp_server"
              ]
            }
          },
          "coverage": {
            "observed": 2,
            "inferred": 1,
            "not_run": 1,
            "unknown": 1
          },
          "next_steps": [
            "Run a dependency and security scan before treating the score as a trust claim.",
            "Fill missing GitHub metadata and re-sync the project."
          ]
        },
        "source_fields": [
          "project.description",
          "project.topics",
          "project.language",
          "project.license",
          "agent_card.summary_for_agent",
          "agent_card.use_cases",
          "agent_card.deployment",
          "agent_card.classification",
          "metrics",
          "verification.signals"
        ],
        "caveats": [
          "users expecting a single installable runtime or library",
          "edge-only Cloudflare Workers deployment without adaptation",
          "Collection/resource hub; not a single installable runtime.",
          "Independent installation, security, or runtime probes have not been run for this project."
        ],
        "confidence_reason": "Evidence is usable for comparison, but agents should cite caveats before making a strong recommendation.",
        "last_verified_at": "2026-09-04T05:01:15.306Z"
      },
      "caveats": [
        "users expecting a single installable runtime or library",
        "edge-only Cloudflare Workers deployment without adaptation",
        "Collection/resource hub; not a single installable runtime.",
        "Independent installation, security, or runtime probes have not been run for this project."
      ],
      "confidence_reason": "Evidence is usable for comparison, but agents should cite caveats before making a strong recommendation.",
      "source_fields": [
        "project.description",
        "project.topics",
        "project.language",
        "project.license",
        "agent_card.summary_for_agent",
        "agent_card.use_cases",
        "agent_card.deployment",
        "agent_card.classification",
        "metrics",
        "verification.signals"
      ],
      "last_verified_at": "2026-09-04T05:01:15.306Z"
    },
    {
      "project_id": "lianluo-esign/ferrogate",
      "repo": "lianluo-esign/ferrogate",
      "name": "ferrogate",
      "github_url": "https://github.com/lianluo-esign/ferrogate",
      "homepage_url": "https://token4ai.cloud",
      "language": "TypeScript",
      "license": "NOASSERTION",
      "project_kind": "project",
      "category": [
        "mcp_server"
      ],
      "tags": [
        "agentic-gateway",
        "ai",
        "ai-agent",
        "ai-gateway",
        "ai-tools",
        "aigateway",
        "api-gateway",
        "cloudflare-workers",
        "durable-objects",
        "hono",
        "infrastructure",
        "mcp-gateway",
        "reverse-proxy",
        "serverless",
        "typescript"
      ],
      "description": "Open-source AI gateway on Cloudflare Workers, in TypeScript: OpenAI/Anthropic-compatible chat with SSE streaming, Files + Batch APIs, provider routing with circuit breaking and failover, virtual API keys, per-tenant Durable Object storage, quotas/wallets/budgets, guardrails, response cache, MCP server, durable metering, contract-driven Admin API.",
      "overview": "Use lianluo-esign/ferrogate when the user needs a mcp server project with docker, cloudflare, serverless deployment options.",
      "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": "can1357/oh-my-pi",
          "reason": "Same mcp server intent with mcp overlap."
        }
      ],
      "related": [],
      "dependencies": [
        "MCP",
        "Cloudflare Workers",
        "Vector database",
        "LLM provider"
      ],
      "deployments": [
        "docker",
        "cloudflare",
        "serverless",
        "local"
      ],
      "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 \"mcp server\" in metadata.",
            "Matched \"mcp\" in metadata."
          ]
        },
        "deployment": {
          "confidence": "high",
          "evidence": [
            "Matched \"cloudflare workers\" in repository content.",
            "Matched \"durable objects\" in repository content.",
            "Matched \"serverless\" 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: wrangler.toml, cloudflare workers, durable objects.",
            "Runtime blocker: python."
          ]
        }
      },
      "quality_signals": {
        "stars": 22,
        "recent_commits": 100,
        "contributors": 2,
        "issue_response_time_hours": null,
        "release_frequency_180d": 37
      },
      "quality_signal_confidence": {
        "stars_30d_delta": "snapshot",
        "stars30d_window_days": 32,
        "commits_30d": "partial",
        "releases_180d": "complete",
        "contributors_90d": "complete"
      },
      "quality_score": 29,
      "agent_score": 64,
      "score": 76,
      "agent_score_breakdown": {
        "documentation": 90,
        "maintenance": 57,
        "deployment": 90,
        "popularity": 27,
        "community": 47
      },
      "git_top_score": 76,
      "git_top_score_breakdown": {
        "community": 61,
        "maintenance": 71,
        "documentation": 92,
        "stability": 100,
        "adoption": 33,
        "agent_readability": 100
      },
      "verification": {
        "schema_version": "git-top.verification.v1",
        "overall_status": "partial",
        "observed_at": "2026-09-02T04:45:52.896Z",
        "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 lianluo-esign/ferrogate when the user needs a mcp server project with docker, cloudflare, serverless deployment options.",
        "purpose": "Use lianluo-esign/ferrogate when the user needs a mcp server project with docker, cloudflare, serverless deployment options.",
        "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": [
          "edge-only Cloudflare Workers deployment without adaptation",
          "front-end apps",
          "non-tooling backends"
        ],
        "deployment": [
          "docker",
          "cloudflare",
          "serverless",
          "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": "can1357/oh-my-pi",
            "reason": "Same mcp server intent with mcp overlap."
          }
        ]
      },
      "evidence": {
        "classification": {
          "category": {
            "confidence": "high",
            "evidence": [
              "Matched \"mcp server\" in metadata.",
              "Matched \"mcp\" in metadata."
            ]
          },
          "deployment": {
            "confidence": "high",
            "evidence": [
              "Matched \"cloudflare workers\" in repository content.",
              "Matched \"durable objects\" in repository content.",
              "Matched \"serverless\" 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: wrangler.toml, cloudflare workers, durable objects.",
              "Runtime blocker: python."
            ]
          }
        },
        "quality_signal_confidence": {
          "stars_30d_delta": "snapshot",
          "stars30d_window_days": 32,
          "commits_30d": "partial",
          "releases_180d": "complete",
          "contributors_90d": "complete"
        },
        "verification": {
          "schema_version": "git-top.verification.v1",
          "overall_status": "partial",
          "observed_at": "2026-09-02T04:45:52.896Z",
          "signals": {
            "activity": {
              "status": "observed",
              "source": "github_metadata",
              "evidence": [
                "project.pushed_at",
                "metrics.recent_push_days"
              ]
            },
            "license": {
              "status": "observed",
              "source": "github_metadata",
              "evidence": [
                "project.license"
              ]
            },
            "documentation": {
              "status": "observed",
              "source": "github_metadata",
              "evidence": [
                "project.description"
              ]
            },
            "runtime": {
              "status": "inferred",
              "source": "git_top_heuristic",
              "evidence": [
                "agent_card.deployment",
                "agent_card.cloudflare_ready"
              ]
            },
            "install": {
              "status": "not_run",
              "source": "git_top_runtime",
              "evidence": [
                "installation/build probe is not enabled"
              ]
            },
            "security": {
              "status": "not_run",
              "source": "git_top_runtime",
              "evidence": [
                "dependency/security scan is not enabled"
              ]
            },
            "mcp": {
              "status": "not_run",
              "source": "git_top_runtime",
              "evidence": [
                "MCP liveness and tool-call probe is not enabled"
              ]
            }
          },
          "coverage": {
            "observed": 3,
            "inferred": 1,
            "not_run": 3,
            "unknown": 0
          },
          "next_steps": [
            "Run an installation/build probe before production adoption.",
            "Run a dependency and security scan before treating the score as a trust claim.",
            "Run MCP initialize, tools/list, first-call, and error probes before relying on this server."
          ]
        },
        "source_fields": [
          "project.description",
          "project.topics",
          "project.language",
          "project.license",
          "agent_card.summary_for_agent",
          "agent_card.use_cases",
          "agent_card.deployment",
          "agent_card.classification",
          "metrics",
          "verification.signals"
        ],
        "caveats": [
          "edge-only Cloudflare Workers deployment without adaptation",
          "Partial or estimated quality signals: commits30d.",
          "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": "2026-09-02T04:45:52.896Z"
      },
      "caveats": [
        "edge-only Cloudflare Workers deployment without adaptation",
        "Partial or estimated quality signals: commits30d.",
        "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": "2026-09-02T04:45:52.896Z"
    }
  ],
  "knowledge": [
    {
      "project": {
        "id": "cloudflare/agents",
        "owner": "cloudflare",
        "name": "agents",
        "full_name": "cloudflare/agents",
        "github_url": "https://github.com/cloudflare/agents",
        "homepage_url": "https://developers.cloudflare.com/agents/",
        "description": "Build and deploy AI Agents on Cloudflare ",
        "language": "TypeScript",
        "topics": [
          "agents",
          "ai",
          "cloudflare",
          "durable-objects",
          "workflows"
        ],
        "license": "MIT",
        "stars": 5516,
        "forks": 699,
        "open_issues": 177,
        "default_branch": "main",
        "created_at": "2025-01-29T23:14:04Z",
        "updated_at": "2026-09-04T09:15:40Z",
        "pushed_at": "2026-09-03T14:45:07Z",
        "synced_at": "2026-09-04T10:01:16.482Z"
      },
      "agent_card": {
        "project_id": "cloudflare/agents",
        "project_kind": "project",
        "category": "agent_framework",
        "difficulty": "beginner",
        "deployment": [
          "cloudflare",
          "serverless",
          "library_only",
          "local"
        ],
        "cloudflare_ready": true,
        "use_cases": [
          "build agents with agents",
          "orchestrate LLM tools",
          "prototype autonomous workflows"
        ],
        "not_good_for": [
          "users expecting a complete hosted product"
        ],
        "alternatives": [
          {
            "project_id": "langchain-ai/langchain",
            "reason": "Same agent framework intent with workflow overlap."
          },
          {
            "project_id": "CopilotKit/CopilotKit",
            "reason": "Same agent framework intent with workflow overlap."
          },
          {
            "project_id": "BuilderIO/agent-native",
            "reason": "Same agent framework intent with workflow overlap."
          }
        ],
        "summary_for_agent": "Use cloudflare/agents when the user needs an agent framework project with cloudflare, serverless, library-only deployment options. It is marked Cloudflare-ready.",
        "classification": {
          "category": {
            "confidence": "high",
            "evidence": [
              "Manual product trust override for cloudflare/agents: Cloudflare Workers-native agent framework."
            ]
          },
          "deployment": {
            "confidence": "high",
            "evidence": [
              "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": [
              "Manual product trust override for cloudflare/agents: first-party Cloudflare Agents SDK is Workers-native."
            ]
          }
        },
        "schema_version": "v1",
        "generated_at": "2026-09-04T10:01:16.482Z"
      },
      "metrics": {
        "project_id": "cloudflare/agents",
        "stars_30d_delta": 161,
        "commits_30d": 63,
        "releases_180d": 100,
        "contributors_90d": 77,
        "issue_first_response_median_hours": null,
        "recent_push_days": 0,
        "git_score": 44,
        "maintenance_score": 70,
        "signal_confidence": {
          "stars_30d_delta": "snapshot",
          "stars30d_window_days": 30,
          "commits_30d": "complete",
          "releases_180d": "partial",
          "contributors_90d": "complete"
        },
        "calculated_at": "2026-09-04T10:01:16.482Z"
      }
    },
    {
      "project": {
        "id": "cloudflare/mcp-server-cloudflare",
        "owner": "cloudflare",
        "name": "mcp-server-cloudflare",
        "full_name": "cloudflare/mcp-server-cloudflare",
        "github_url": "https://github.com/cloudflare/mcp-server-cloudflare",
        "homepage_url": null,
        "description": null,
        "language": "TypeScript",
        "topics": [],
        "license": "Apache-2.0",
        "stars": 4144,
        "forks": 504,
        "open_issues": 59,
        "default_branch": "main",
        "created_at": "2024-11-27T22:07:30Z",
        "updated_at": "2026-09-04T08:12:47Z",
        "pushed_at": "2026-09-01T14:26:32Z",
        "synced_at": "2026-09-04T10:31:16.524Z"
      },
      "agent_card": {
        "project_id": "cloudflare/mcp-server-cloudflare",
        "project_kind": "project",
        "category": "mcp_server",
        "difficulty": "beginner",
        "deployment": [
          "docker",
          "cloudflare",
          "serverless",
          "local"
        ],
        "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"
        ],
        "alternatives": [
          {
            "project_id": "can1357/oh-my-pi",
            "reason": "Same mcp server intent with mcp overlap."
          },
          {
            "project_id": "heygen-com/hyperframes",
            "reason": "Same mcp server intent with mcp overlap."
          },
          {
            "project_id": "SigNoz/signoz",
            "reason": "Same mcp server intent with mcp overlap."
          }
        ],
        "summary_for_agent": "Use cloudflare/mcp-server-cloudflare when the user needs a mcp server project with docker, cloudflare, serverless deployment options.",
        "classification": {
          "category": {
            "confidence": "medium",
            "evidence": [
              "Matched \"mcp\" in metadata."
            ]
          },
          "deployment": {
            "confidence": "high",
            "evidence": [
              "Matched \"cloudflare workers\" in repository content.",
              "Matched \"durable objects\" 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: gpu."
            ]
          }
        },
        "schema_version": "v1",
        "generated_at": "2026-09-04T10:31:16.524Z"
      },
      "metrics": {
        "project_id": "cloudflare/mcp-server-cloudflare",
        "stars_30d_delta": 117,
        "commits_30d": 6,
        "releases_180d": 100,
        "contributors_90d": 41,
        "issue_first_response_median_hours": null,
        "recent_push_days": 2,
        "git_score": 30,
        "maintenance_score": 51,
        "signal_confidence": {
          "stars_30d_delta": "snapshot",
          "stars30d_window_days": 30,
          "commits_30d": "complete",
          "releases_180d": "partial",
          "contributors_90d": "complete"
        },
        "calculated_at": "2026-09-04T10:31:16.524Z"
      }
    },
    {
      "project": {
        "id": "cloudflare/puppeteer",
        "owner": "cloudflare",
        "name": "puppeteer",
        "full_name": "cloudflare/puppeteer",
        "github_url": "https://github.com/cloudflare/puppeteer",
        "homepage_url": "https://developers.cloudflare.com/",
        "description": "Puppeteer Core fork that works with Cloudflare Browser Workers",
        "language": "TypeScript",
        "topics": [
          "cloudflare",
          "workers"
        ],
        "license": "Apache-2.0",
        "stars": 370,
        "forks": 54,
        "open_issues": 28,
        "default_branch": "main",
        "created_at": "2023-04-21T20:08:59Z",
        "updated_at": "2026-08-20T21:20:36Z",
        "pushed_at": "2026-08-20T10:27:48Z",
        "synced_at": "2026-09-03T23:31:16.795Z"
      },
      "agent_card": {
        "project_id": "cloudflare/puppeteer",
        "project_kind": "project",
        "category": "workflow_automation",
        "difficulty": "beginner",
        "deployment": [
          "docker",
          "cloudflare",
          "serverless",
          "library_only",
          "local"
        ],
        "cloudflare_ready": true,
        "use_cases": [
          "orchestrate AI workflows",
          "connect tools and services",
          "automate repeated tasks"
        ],
        "not_good_for": [
          "users expecting a complete hosted product"
        ],
        "alternatives": [
          {
            "project_id": "microsoft/playwright",
            "reason": "Same workflow automation intent with browser_automation, workflow overlap."
          },
          {
            "project_id": "lightpanda-io/browser",
            "reason": "Same workflow automation intent with browser_automation, workflow overlap."
          },
          {
            "project_id": "puppeteer/puppeteer",
            "reason": "Same workflow automation intent with browser_automation, workflow overlap."
          }
        ],
        "summary_for_agent": "Use cloudflare/puppeteer when the user needs a workflow automation project with docker, cloudflare, serverless deployment options. It is marked Cloudflare-ready.",
        "classification": {
          "category": {
            "confidence": "medium",
            "evidence": [
              "Matched \"workflow\" in repository content."
            ]
          },
          "deployment": {
            "confidence": "high",
            "evidence": [
              "Matched \"cloudflare workers\" in repository content.",
              "Matched \"library\" 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.",
              "Runtime blocker: none detected."
            ]
          }
        },
        "schema_version": "v1",
        "generated_at": "2026-09-03T23:31:16.795Z"
      },
      "metrics": {
        "project_id": "cloudflare/puppeteer",
        "stars_30d_delta": 3,
        "commits_30d": 3,
        "releases_180d": 5,
        "contributors_90d": 100,
        "issue_first_response_median_hours": null,
        "recent_push_days": 14,
        "git_score": 26,
        "maintenance_score": 42,
        "signal_confidence": {
          "stars_30d_delta": "snapshot",
          "stars30d_window_days": 30,
          "commits_30d": "complete",
          "releases_180d": "complete",
          "contributors_90d": "partial"
        },
        "calculated_at": "2026-09-03T23:31:16.795Z"
      }
    },
    {
      "project": {
        "id": "cloudflare/vibesdk-templates",
        "owner": "cloudflare",
        "name": "vibesdk-templates",
        "full_name": "cloudflare/vibesdk-templates",
        "github_url": "https://github.com/cloudflare/vibesdk-templates",
        "homepage_url": "https://build.cloudflare.dev",
        "description": "Official repository for templates catalog powering VibeSDK",
        "language": "TypeScript",
        "topics": [
          "cloudflare-workers",
          "durable-objects",
          "kv",
          "react",
          "templates",
          "vibe-coding",
          "vibecoding",
          "vite"
        ],
        "license": null,
        "stars": 95,
        "forks": 81,
        "open_issues": 7,
        "default_branch": "main",
        "created_at": "2025-08-28T19:15:14Z",
        "updated_at": "2026-08-27T10:48:00Z",
        "pushed_at": "2026-05-13T08:36:19Z",
        "synced_at": "2026-09-04T05:01:15.306Z"
      },
      "agent_card": {
        "project_id": "cloudflare/vibesdk-templates",
        "project_kind": "collection",
        "collection_metadata": {
          "scope": "awesome_list",
          "curated": true,
          "estimated_items": 100,
          "freshness": "unknown"
        },
        "category": "ai_app_template",
        "difficulty": "beginner",
        "deployment": [
          "cloudflare",
          "serverless",
          "local"
        ],
        "cloudflare_ready": false,
        "use_cases": [
          "discover related AI projects",
          "compare implementation patterns",
          "bootstrap project selection"
        ],
        "not_good_for": [
          "users expecting a single installable runtime or library",
          "edge-only Cloudflare Workers deployment without adaptation"
        ],
        "alternatives": [
          {
            "project_id": "cloudflare/templates",
            "reason": "Similar ai app template with cloudflare/serverless deployment overlap."
          },
          {
            "project_id": "lobehub/lobe-chat-plugins",
            "reason": "Similar ai app template with serverless/local deployment overlap."
          },
          {
            "project_id": "google-gemini/starter-applets",
            "reason": "Similar ai app template with local deployment overlap."
          }
        ],
        "summary_for_agent": "Use cloudflare/vibesdk-templates when the user needs a curated ai app template resource collection with cloudflare, serverless, local usage paths.",
        "classification": {
          "category": {
            "confidence": "medium",
            "evidence": [
              "Matched \"template\" in metadata."
            ]
          },
          "deployment": {
            "confidence": "high",
            "evidence": [
              "Matched \"cloudflare workers\" 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.",
              "Runtime blocker: python."
            ]
          }
        },
        "schema_version": "v1",
        "generated_at": "2026-09-04T05:01:15.306Z"
      },
      "metrics": {
        "project_id": "cloudflare/vibesdk-templates",
        "stars_30d_delta": 0,
        "commits_30d": 0,
        "releases_180d": 0,
        "contributors_90d": 3,
        "issue_first_response_median_hours": null,
        "recent_push_days": 113,
        "git_score": 5,
        "maintenance_score": 7,
        "signal_confidence": {
          "stars_30d_delta": "snapshot",
          "stars30d_window_days": 30,
          "commits_30d": "complete",
          "releases_180d": "complete",
          "contributors_90d": "complete"
        },
        "calculated_at": "2026-09-04T05:01:15.306Z"
      }
    },
    {
      "project": {
        "id": "lianluo-esign/ferrogate",
        "owner": "lianluo-esign",
        "name": "ferrogate",
        "full_name": "lianluo-esign/ferrogate",
        "github_url": "https://github.com/lianluo-esign/ferrogate",
        "homepage_url": "https://token4ai.cloud",
        "description": "Open-source AI gateway on Cloudflare Workers, in TypeScript: OpenAI/Anthropic-compatible chat with SSE streaming, Files + Batch APIs, provider routing with circuit breaking and failover, virtual API keys, per-tenant Durable Object storage, quotas/wallets/budgets, guardrails, response cache, MCP server, durable metering, contract-driven Admin API.",
        "language": "TypeScript",
        "topics": [
          "agentic-gateway",
          "ai",
          "ai-agent",
          "ai-gateway",
          "ai-tools",
          "aigateway",
          "api-gateway",
          "cloudflare-workers",
          "durable-objects",
          "hono",
          "infrastructure",
          "mcp-gateway",
          "reverse-proxy",
          "serverless",
          "typescript"
        ],
        "license": "NOASSERTION",
        "stars": 22,
        "forks": 2,
        "open_issues": 2,
        "default_branch": "main",
        "created_at": "2026-05-01T13:17:28Z",
        "updated_at": "2026-08-30T03:18:35Z",
        "pushed_at": "2026-09-02T04:27:23Z",
        "synced_at": "2026-09-02T04:45:52.896Z"
      },
      "agent_card": {
        "project_id": "lianluo-esign/ferrogate",
        "project_kind": "project",
        "category": "mcp_server",
        "difficulty": "beginner",
        "deployment": [
          "docker",
          "cloudflare",
          "serverless",
          "local"
        ],
        "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"
        ],
        "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": "can1357/oh-my-pi",
            "reason": "Same mcp server intent with mcp overlap."
          }
        ],
        "summary_for_agent": "Use lianluo-esign/ferrogate when the user needs a mcp server project with docker, cloudflare, serverless deployment options.",
        "classification": {
          "category": {
            "confidence": "high",
            "evidence": [
              "Matched \"mcp server\" in metadata.",
              "Matched \"mcp\" in metadata."
            ]
          },
          "deployment": {
            "confidence": "high",
            "evidence": [
              "Matched \"cloudflare workers\" in repository content.",
              "Matched \"durable objects\" in repository content.",
              "Matched \"serverless\" 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: wrangler.toml, cloudflare workers, durable objects.",
              "Runtime blocker: python."
            ]
          }
        },
        "schema_version": "v1",
        "generated_at": "2026-09-02T04:45:52.896Z"
      },
      "metrics": {
        "project_id": "lianluo-esign/ferrogate",
        "stars_30d_delta": 3,
        "commits_30d": 100,
        "releases_180d": 37,
        "contributors_90d": 2,
        "issue_first_response_median_hours": null,
        "recent_push_days": 0,
        "git_score": 29,
        "maintenance_score": 57,
        "signal_confidence": {
          "stars_30d_delta": "snapshot",
          "stars30d_window_days": 32,
          "commits_30d": "partial",
          "releases_180d": "complete",
          "contributors_90d": "complete"
        },
        "calculated_at": "2026-09-02T04:45:52.896Z"
      }
    }
  ],
  "search": {
    "applied_filters": {
      "q": "cloudflare agent"
    },
    "known_filter_values": {
      "category": [
        "agent_framework",
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