{
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      "chatgpt",
      "gpt-4",
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      {
        "repo": "github/awesome-copilot",
        "reason": "Similar agent framework with local/cloud deployment overlap."
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        "repo": "e2b-dev/awesome-ai-agents",
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      "contributors": 100,
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    "score": 82,
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      "documentation": 90,
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      "popularity": 98,
      "community": 100
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    "git_top_score_breakdown": {
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      "documentation": 92,
      "stability": 60,
      "adoption": 100,
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        "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.",
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    },
    "caveats": [
      "users expecting a single installable runtime or library",
      "edge-only Cloudflare Workers deployment without adaptation",
      "Partial or estimated quality signals: contributors90d.",
      "Collection/resource hub; not a single installable runtime.",
      "Independent installation, security, or runtime probes have not been run for this project."
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    "confidence_reason": "Evidence is usable for comparison, but agents should cite caveats before making a strong recommendation.",
    "source_fields": [
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      "project.topics",
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    {
      "project_id": "e2b-dev/E2B",
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        "agent_framework"
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      "tags": [
        "agent",
        "ai",
        "ai-agent",
        "ai-agents",
        "code-interpreter",
        "copilot",
        "development",
        "devtools",
        "gpt",
        "gpt-4",
        "javascript",
        "llm",
        "nextjs",
        "openai",
        "python",
        "react",
        "software",
        "typescript"
      ],
      "description": "Open-source, secure environment with real-world tools for enterprise-grade agents.",
      "overview": "Use e2b-dev/E2B when the user needs an agent framework project with docker, library-only, local deployment options.",
      "alternatives": [
        {
          "repo": "langchain-ai/langchain",
          "reason": "Same agent framework intent with workflow overlap."
        },
        {
          "repo": "omnigent-ai/omnigent",
          "reason": "Same agent framework intent with workflow overlap."
        },
        {
          "repo": "Significant-Gravitas/AutoGPT",
          "reason": "Same agent framework intent with workflow overlap."
        }
      ],
      "related": [],
      "dependencies": [
        "LLM provider"
      ],
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        "docker",
        "library_only",
        "local",
        "cloud"
      ],
      "difficulty": "intermediate",
      "cloudflare_ready": false,
      "use_cases": [
        "build agents with E2B",
        "orchestrate LLM tools",
        "prototype autonomous workflows"
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      "not_good_for": [
        "edge-only Cloudflare Workers deployment without adaptation",
        "users expecting a complete hosted product"
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      "classification": {
        "category": {
          "confidence": "high",
          "evidence": [
            "Matched \"agent\" in metadata.",
            "Matched \"agents\" in metadata."
          ]
        },
        "deployment": {
          "confidence": "high",
          "evidence": [
            "Matched \"pip install\" in repository content.",
            "Local usage is assumed for open source repositories unless contradicted."
          ]
        },
        "difficulty": {
          "confidence": "medium",
          "evidence": [
            "No strong beginner or advanced signal found; defaulting to intermediate."
          ]
        },
        "cloudflare_ready": {
          "confidence": "high",
          "evidence": [
            "Runtime blocker: python.",
            "No Cloudflare deployment signal detected.",
            "No wrangler.toml found in inspected repository files."
          ]
        }
      },
      "quality_signals": {
        "stars": 13889,
        "recent_commits": 84,
        "contributors": 60,
        "issue_response_time_hours": null,
        "release_frequency_180d": 100
      },
      "quality_signal_confidence": {
        "stars_30d_delta": "snapshot",
        "stars30d_window_days": 34,
        "commits_30d": "complete",
        "releases_180d": "partial",
        "contributors_90d": "complete"
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      "quality_score": 51,
      "agent_score": 85,
      "score": 93,
      "agent_score_breakdown": {
        "documentation": 90,
        "maintenance": 69,
        "deployment": 90,
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        "community": 100
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      "git_top_score": 93,
      "git_top_score_breakdown": {
        "community": 100,
        "maintenance": 79,
        "documentation": 84,
        "stability": 100,
        "adoption": 100,
        "agent_readability": 100
      },
      "verification": {
        "schema_version": "git-top.verification.v1",
        "overall_status": "partial",
        "observed_at": "2026-09-20T10:01:03.933Z",
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            "status": "observed",
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            "evidence": [
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          "license": {
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            "evidence": [
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          "documentation": {
            "status": "observed",
            "source": "github_metadata",
            "evidence": [
              "project.description"
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          "security": {
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            "source": "git_top_runtime",
            "evidence": [
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            "source": "git_top_runtime",
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          "not_run": 2,
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          "Run a dependency and security scan before treating the score as a trust claim."
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        "tl_dr": "Use e2b-dev/E2B when the user needs an agent framework project with docker, library-only, local deployment options.",
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          "prototype autonomous workflows",
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          "workflow orchestration"
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          "edge-only Cloudflare Workers deployment without adaptation",
          "users expecting a complete hosted product",
          "simple prompt-only apps",
          "one-shot chat wrappers"
        ],
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          "docker",
          "library_only",
          "local",
          "cloud"
        ],
        "alternatives": [
          {
            "repo": "langchain-ai/langchain",
            "reason": "Same agent framework intent with workflow overlap."
          },
          {
            "repo": "omnigent-ai/omnigent",
            "reason": "Same agent framework intent with workflow overlap."
          },
          {
            "repo": "Significant-Gravitas/AutoGPT",
            "reason": "Same agent framework intent with workflow overlap."
          }
        ]
      },
      "evidence": {
        "classification": {
          "category": {
            "confidence": "high",
            "evidence": [
              "Matched \"agent\" in metadata.",
              "Matched \"agents\" in metadata."
            ]
          },
          "deployment": {
            "confidence": "high",
            "evidence": [
              "Matched \"pip install\" in repository content.",
              "Local usage is assumed for open source repositories unless contradicted."
            ]
          },
          "difficulty": {
            "confidence": "medium",
            "evidence": [
              "No strong beginner or advanced signal found; defaulting to intermediate."
            ]
          },
          "cloudflare_ready": {
            "confidence": "high",
            "evidence": [
              "Runtime blocker: python.",
              "No Cloudflare deployment signal detected.",
              "No wrangler.toml found in inspected repository files."
            ]
          }
        },
        "quality_signal_confidence": {
          "stars_30d_delta": "snapshot",
          "stars30d_window_days": 34,
          "commits_30d": "complete",
          "releases_180d": "partial",
          "contributors_90d": "complete"
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        "verification": {
          "schema_version": "git-top.verification.v1",
          "overall_status": "partial",
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          "signals": {
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            "license": {
              "status": "observed",
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              "evidence": [
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            "documentation": {
              "status": "observed",
              "source": "github_metadata",
              "evidence": [
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            "runtime": {
              "status": "inferred",
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            "install": {
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            "security": {
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            },
            "mcp": {
              "status": "not_applicable",
              "source": "git_top_runtime",
              "evidence": [
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          },
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        },
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        "caveats": [
          "edge-only Cloudflare Workers deployment without adaptation",
          "users expecting a complete hosted product",
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        "confidence_reason": "Classification evidence and quality signals are strong enough for shortlist reasoning when metadata is current.",
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        "users expecting a complete hosted product",
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      "license": "NOASSERTION",
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        "curated": true,
        "estimated_items": 100,
        "freshness": "active"
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        "copilot",
        "gpt",
        "gpt-4",
        "gpt-engineer",
        "openai",
        "python"
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      "description": "A list of AI autonomous agents",
      "overview": "Use e2b-dev/awesome-ai-agents when the user needs a curated agent framework resource collection with docker, library-only, local usage paths.",
      "alternatives": [
        {
          "repo": "github/awesome-copilot",
          "reason": "Similar agent framework with local/cloud deployment overlap."
        },
        {
          "repo": "openai/openai-cookbook",
          "reason": "Similar agent framework with local/cloud deployment overlap."
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        {
          "repo": "e2b-dev/awesome-devins",
          "reason": "Similar agent framework with docker/local deployment overlap."
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      "related": [],
      "dependencies": [
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      "deployments": [
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        "library_only",
        "local",
        "cloud"
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      "difficulty": "intermediate",
      "cloudflare_ready": false,
      "use_cases": [
        "discover related AI projects",
        "compare implementation patterns",
        "bootstrap project selection"
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      "not_good_for": [
        "users expecting a single installable runtime or library",
        "edge-only Cloudflare Workers deployment without adaptation",
        "users expecting a complete hosted product"
      ],
      "classification": {
        "category": {
          "confidence": "high",
          "evidence": [
            "Matched \"agent\" in metadata.",
            "Matched \"agents\" in metadata."
          ]
        },
        "deployment": {
          "confidence": "high",
          "evidence": [
            "Matched \"library\" in repository content.",
            "Local usage is assumed for open source repositories unless contradicted."
          ]
        },
        "difficulty": {
          "confidence": "medium",
          "evidence": [
            "No strong beginner or advanced signal found; defaulting to intermediate."
          ]
        },
        "cloudflare_ready": {
          "confidence": "high",
          "evidence": [
            "Runtime blocker: python.",
            "No Cloudflare deployment signal detected.",
            "No wrangler.toml found in inspected repository files."
          ]
        }
      },
      "quality_signals": {
        "stars": 30101,
        "recent_commits": 0,
        "contributors": 56,
        "issue_response_time_hours": null,
        "release_frequency_180d": 0
      },
      "quality_signal_confidence": {
        "stars_30d_delta": "snapshot",
        "stars30d_window_days": 31,
        "commits_30d": "complete",
        "releases_180d": "complete",
        "contributors_90d": "complete"
      },
      "quality_score": 28,
      "agent_score": 75,
      "score": 75,
      "agent_score_breakdown": {
        "documentation": 90,
        "maintenance": 20,
        "deployment": 90,
        "popularity": 90,
        "community": 100
      },
      "git_top_score": 75,
      "git_top_score_breakdown": {
        "community": 100,
        "maintenance": 14,
        "documentation": 92,
        "stability": 60,
        "adoption": 100,
        "agent_readability": 100
      },
      "verification": {
        "schema_version": "git-top.verification.v1",
        "overall_status": "partial",
        "observed_at": "2026-09-21T05:31:13.028Z",
        "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_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": 3,
          "inferred": 1,
          "not_run": 1,
          "unknown": 0
        },
        "next_steps": [
          "Run a dependency and security scan before treating the score as a trust claim."
        ]
      },
      "summary": {
        "tl_dr": "Use e2b-dev/awesome-ai-agents when the user needs a curated agent framework resource collection with docker, library-only, local usage paths.",
        "purpose": "Use e2b-dev/awesome-ai-agents when the user needs a curated agent framework resource collection with docker, library-only, local usage paths.",
        "install": "Reference collection; there is no direct install step.",
        "inputs": [
          "task prompt",
          "tools",
          "context",
          "memory/state"
        ],
        "outputs": [
          "agent runs",
          "tool calls",
          "workflow state"
        ],
        "good_for": [
          "discover related AI projects",
          "compare implementation patterns",
          "bootstrap project selection",
          "stateful agents",
          "tool-using assistants",
          "workflow orchestration"
        ],
        "not_good_for": [
          "users expecting a single installable runtime or library",
          "edge-only Cloudflare Workers deployment without adaptation",
          "users expecting a complete hosted product",
          "simple prompt-only apps",
          "one-shot chat wrappers"
        ],
        "deployment": [
          "docker",
          "library_only",
          "local",
          "cloud"
        ],
        "alternatives": [
          {
            "repo": "github/awesome-copilot",
            "reason": "Similar agent framework with local/cloud deployment overlap."
          },
          {
            "repo": "openai/openai-cookbook",
            "reason": "Similar agent framework with local/cloud deployment overlap."
          },
          {
            "repo": "e2b-dev/awesome-devins",
            "reason": "Similar agent framework with docker/local deployment overlap."
          }
        ]
      },
      "evidence": {
        "classification": {
          "category": {
            "confidence": "high",
            "evidence": [
              "Matched \"agent\" in metadata.",
              "Matched \"agents\" in metadata."
            ]
          },
          "deployment": {
            "confidence": "high",
            "evidence": [
              "Matched \"library\" in repository content.",
              "Local usage is assumed for open source repositories unless contradicted."
            ]
          },
          "difficulty": {
            "confidence": "medium",
            "evidence": [
              "No strong beginner or advanced signal found; defaulting to intermediate."
            ]
          },
          "cloudflare_ready": {
            "confidence": "high",
            "evidence": [
              "Runtime blocker: python.",
              "No Cloudflare deployment signal detected.",
              "No wrangler.toml found in inspected repository files."
            ]
          }
        },
        "quality_signal_confidence": {
          "stars_30d_delta": "snapshot",
          "stars30d_window_days": 31,
          "commits_30d": "complete",
          "releases_180d": "complete",
          "contributors_90d": "complete"
        },
        "verification": {
          "schema_version": "git-top.verification.v1",
          "overall_status": "partial",
          "observed_at": "2026-09-21T05:31:13.028Z",
          "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_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": 3,
            "inferred": 1,
            "not_run": 1,
            "unknown": 0
          },
          "next_steps": [
            "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 single installable runtime or library",
          "edge-only Cloudflare Workers deployment without adaptation",
          "users expecting a complete hosted product",
          "Collection/resource hub; not a single installable runtime.",
          "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": "2026-09-21T05:31:13.028Z"
      },
      "caveats": [
        "users expecting a single installable runtime or library",
        "edge-only Cloudflare Workers deployment without adaptation",
        "users expecting a complete hosted product",
        "Collection/resource hub; not a single installable runtime.",
        "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": "2026-09-21T05:31:13.028Z"
    },
    {
      "project_id": "langchain-ai/langchain",
      "repo": "langchain-ai/langchain",
      "name": "langchain",
      "github_url": "https://github.com/langchain-ai/langchain",
      "homepage_url": "https://docs.langchain.com/langchain/",
      "language": "Python",
      "license": "MIT",
      "project_kind": "project",
      "category": [
        "agent_framework"
      ],
      "tags": [
        "agents",
        "ai",
        "ai-agents",
        "anthropic",
        "chatgpt",
        "deepagents",
        "enterprise",
        "framework",
        "gemini",
        "generative-ai",
        "langchain",
        "langgraph",
        "llm",
        "multiagent",
        "open-source",
        "openai",
        "pydantic",
        "python",
        "rag",
        "typescript"
      ],
      "description": "The agent engineering platform.",
      "overview": "Use langchain-ai/langchain when the user needs an agent framework project with docker, library-only, local deployment options.",
      "alternatives": [
        {
          "repo": "framerslab/agentos",
          "reason": "Same agent framework intent with rag, workflow overlap."
        },
        {
          "repo": "Protocol-Lattice/go-agent",
          "reason": "Same agent framework intent with rag, workflow overlap."
        },
        {
          "repo": "TransformerOptimus/SuperAGI",
          "reason": "Same agent framework intent with rag, workflow overlap."
        }
      ],
      "related": [],
      "dependencies": [
        "Vector database",
        "LLM provider"
      ],
      "deployments": [
        "docker",
        "library_only",
        "local",
        "cloud"
      ],
      "difficulty": "intermediate",
      "cloudflare_ready": false,
      "use_cases": [
        "build agents with langchain",
        "orchestrate LLM tools",
        "prototype autonomous workflows"
      ],
      "not_good_for": [
        "edge-only Cloudflare Workers deployment without adaptation",
        "users expecting a complete hosted product"
      ],
      "classification": {
        "category": {
          "confidence": "high",
          "evidence": [
            "Matched \"agent\" in metadata.",
            "Matched \"agents\" in metadata."
          ]
        },
        "deployment": {
          "confidence": "high",
          "evidence": [
            "Matched \"library\" in repository content.",
            "Local usage is assumed for open source repositories unless contradicted."
          ]
        },
        "difficulty": {
          "confidence": "medium",
          "evidence": [
            "No strong beginner or advanced signal found; defaulting to intermediate."
          ]
        },
        "cloudflare_ready": {
          "confidence": "high",
          "evidence": [
            "Runtime blocker: python.",
            "No Cloudflare deployment signal detected.",
            "No wrangler.toml found in inspected repository files."
          ]
        }
      },
      "quality_signals": {
        "stars": 146692,
        "recent_commits": 100,
        "contributors": 100,
        "issue_response_time_hours": null,
        "release_frequency_180d": 100
      },
      "quality_signal_confidence": {
        "stars_30d_delta": "snapshot",
        "stars30d_window_days": 30,
        "commits_30d": "partial",
        "releases_180d": "partial",
        "contributors_90d": "partial"
      },
      "quality_score": 84,
      "agent_score": 90,
      "score": 94,
      "agent_score_breakdown": {
        "documentation": 90,
        "maintenance": 76,
        "deployment": 90,
        "popularity": 100,
        "community": 100
      },
      "git_top_score": 94,
      "git_top_score_breakdown": {
        "community": 100,
        "maintenance": 84,
        "documentation": 92,
        "stability": 90,
        "adoption": 100,
        "agent_readability": 100
      },
      "verification": {
        "schema_version": "git-top.verification.v1",
        "overall_status": "partial",
        "observed_at": "2026-09-20T03:00:30.737Z",
        "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 langchain-ai/langchain when the user needs an agent framework project with docker, library-only, local deployment options.",
        "purpose": "Use langchain-ai/langchain when the user needs an agent framework project with docker, library-only, local deployment options.",
        "install": "Run with Docker using the repository's container instructions.",
        "inputs": [
          "task prompt",
          "tools",
          "context",
          "memory/state"
        ],
        "outputs": [
          "agent runs",
          "tool calls",
          "workflow state"
        ],
        "good_for": [
          "build agents with langchain",
          "orchestrate LLM tools",
          "prototype autonomous workflows",
          "stateful agents",
          "tool-using assistants",
          "workflow orchestration"
        ],
        "not_good_for": [
          "edge-only Cloudflare Workers deployment without adaptation",
          "users expecting a complete hosted product",
          "simple prompt-only apps",
          "one-shot chat wrappers"
        ],
        "deployment": [
          "docker",
          "library_only",
          "local",
          "cloud"
        ],
        "alternatives": [
          {
            "repo": "framerslab/agentos",
            "reason": "Same agent framework intent with rag, workflow overlap."
          },
          {
            "repo": "Protocol-Lattice/go-agent",
            "reason": "Same agent framework intent with rag, workflow overlap."
          },
          {
            "repo": "TransformerOptimus/SuperAGI",
            "reason": "Same agent framework intent with rag, workflow overlap."
          }
        ]
      },
      "evidence": {
        "classification": {
          "category": {
            "confidence": "high",
            "evidence": [
              "Matched \"agent\" in metadata.",
              "Matched \"agents\" in metadata."
            ]
          },
          "deployment": {
            "confidence": "high",
            "evidence": [
              "Matched \"library\" in repository content.",
              "Local usage is assumed for open source repositories unless contradicted."
            ]
          },
          "difficulty": {
            "confidence": "medium",
            "evidence": [
              "No strong beginner or advanced signal found; defaulting to intermediate."
            ]
          },
          "cloudflare_ready": {
            "confidence": "high",
            "evidence": [
              "Runtime blocker: python.",
              "No Cloudflare deployment signal detected.",
              "No wrangler.toml found in inspected repository files."
            ]
          }
        },
        "quality_signal_confidence": {
          "stars_30d_delta": "snapshot",
          "stars30d_window_days": 30,
          "commits_30d": "partial",
          "releases_180d": "partial",
          "contributors_90d": "partial"
        },
        "verification": {
          "schema_version": "git-top.verification.v1",
          "overall_status": "partial",
          "observed_at": "2026-09-20T03:00:30.737Z",
          "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": [
          "edge-only Cloudflare Workers deployment without adaptation",
          "users expecting a complete hosted product",
          "Partial or estimated quality signals: commits30d, releases180d, 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": "2026-09-20T03:00:30.737Z"
      },
      "caveats": [
        "edge-only Cloudflare Workers deployment without adaptation",
        "users expecting a complete hosted product",
        "Partial or estimated quality signals: commits30d, releases180d, 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": "2026-09-20T03:00:30.737Z"
    },
    {
      "project_id": "Significant-Gravitas/AutoGPT",
      "repo": "Significant-Gravitas/AutoGPT",
      "name": "AutoGPT",
      "github_url": "https://github.com/Significant-Gravitas/AutoGPT",
      "homepage_url": "https://agpt.co",
      "language": "Python",
      "license": "NOASSERTION",
      "project_kind": "project",
      "category": [
        "agent_framework"
      ],
      "tags": [
        "agentic-ai",
        "agents",
        "ai",
        "artificial-intelligence",
        "autonomous-agents",
        "claude",
        "gpt",
        "llama-api",
        "llm",
        "openai",
        "python"
      ],
      "description": "AutoGPT is the vision of accessible AI for everyone, to use and to build on. Our mission is to provide the tools, so that you can focus on what matters.",
      "overview": "Use Significant-Gravitas/AutoGPT when the user needs an agent framework project with docker, library-only, local deployment options.",
      "alternatives": [
        {
          "repo": "langchain-ai/langchain",
          "reason": "Same agent framework intent with workflow overlap."
        },
        {
          "repo": "agno-agi/agno",
          "reason": "Same agent framework intent with workflow overlap."
        },
        {
          "repo": "google/adk-python",
          "reason": "Same agent framework intent with workflow overlap."
        }
      ],
      "related": [],
      "dependencies": [
        "LLM provider"
      ],
      "deployments": [
        "docker",
        "library_only",
        "local",
        "cloud"
      ],
      "difficulty": "intermediate",
      "cloudflare_ready": false,
      "use_cases": [
        "build agents with AutoGPT",
        "orchestrate LLM tools",
        "prototype autonomous workflows"
      ],
      "not_good_for": [
        "edge-only Cloudflare Workers deployment without adaptation",
        "users expecting a complete hosted product"
      ],
      "classification": {
        "category": {
          "confidence": "high",
          "evidence": [
            "Matched \"agent\" in metadata.",
            "Matched \"agents\" in metadata."
          ]
        },
        "deployment": {
          "confidence": "high",
          "evidence": [
            "Matched \"library\" in repository content.",
            "Local usage is assumed for open source repositories unless contradicted."
          ]
        },
        "difficulty": {
          "confidence": "medium",
          "evidence": [
            "No strong beginner or advanced signal found; defaulting to intermediate."
          ]
        },
        "cloudflare_ready": {
          "confidence": "high",
          "evidence": [
            "Runtime blocker: python, docker daemon.",
            "No Cloudflare deployment signal detected.",
            "No wrangler.toml found in inspected repository files."
          ]
        }
      },
      "quality_signals": {
        "stars": 187453,
        "recent_commits": 100,
        "contributors": 100,
        "issue_response_time_hours": null,
        "release_frequency_180d": 25
      },
      "quality_signal_confidence": {
        "stars_30d_delta": "snapshot",
        "stars30d_window_days": 30,
        "commits_30d": "partial",
        "releases_180d": "complete",
        "contributors_90d": "partial"
      },
      "quality_score": 64,
      "agent_score": 90,
      "score": 94,
      "agent_score_breakdown": {
        "documentation": 90,
        "maintenance": 76,
        "deployment": 90,
        "popularity": 100,
        "community": 100
      },
      "git_top_score": 94,
      "git_top_score_breakdown": {
        "community": 100,
        "maintenance": 84,
        "documentation": 92,
        "stability": 90,
        "adoption": 100,
        "agent_readability": 100
      },
      "verification": {
        "schema_version": "git-top.verification.v1",
        "overall_status": "partial",
        "observed_at": "2026-09-20T10:31:05.684Z",
        "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 Significant-Gravitas/AutoGPT when the user needs an agent framework project with docker, library-only, local deployment options.",
        "purpose": "Use Significant-Gravitas/AutoGPT when the user needs an agent framework project with docker, library-only, local deployment options.",
        "install": "Run with Docker using the repository's container instructions.",
        "inputs": [
          "task prompt",
          "tools",
          "context",
          "memory/state"
        ],
        "outputs": [
          "agent runs",
          "tool calls",
          "workflow state"
        ],
        "good_for": [
          "build agents with AutoGPT",
          "orchestrate LLM tools",
          "prototype autonomous workflows",
          "stateful agents",
          "tool-using assistants",
          "workflow orchestration"
        ],
        "not_good_for": [
          "edge-only Cloudflare Workers deployment without adaptation",
          "users expecting a complete hosted product",
          "simple prompt-only apps",
          "one-shot chat wrappers"
        ],
        "deployment": [
          "docker",
          "library_only",
          "local",
          "cloud"
        ],
        "alternatives": [
          {
            "repo": "langchain-ai/langchain",
            "reason": "Same agent framework intent with workflow overlap."
          },
          {
            "repo": "agno-agi/agno",
            "reason": "Same agent framework intent with workflow overlap."
          },
          {
            "repo": "google/adk-python",
            "reason": "Same agent framework intent with workflow overlap."
          }
        ]
      },
      "evidence": {
        "classification": {
          "category": {
            "confidence": "high",
            "evidence": [
              "Matched \"agent\" in metadata.",
              "Matched \"agents\" in metadata."
            ]
          },
          "deployment": {
            "confidence": "high",
            "evidence": [
              "Matched \"library\" in repository content.",
              "Local usage is assumed for open source repositories unless contradicted."
            ]
          },
          "difficulty": {
            "confidence": "medium",
            "evidence": [
              "No strong beginner or advanced signal found; defaulting to intermediate."
            ]
          },
          "cloudflare_ready": {
            "confidence": "high",
            "evidence": [
              "Runtime blocker: python, docker daemon.",
              "No Cloudflare deployment signal detected.",
              "No wrangler.toml found in inspected repository files."
            ]
          }
        },
        "quality_signal_confidence": {
          "stars_30d_delta": "snapshot",
          "stars30d_window_days": 30,
          "commits_30d": "partial",
          "releases_180d": "complete",
          "contributors_90d": "partial"
        },
        "verification": {
          "schema_version": "git-top.verification.v1",
          "overall_status": "partial",
          "observed_at": "2026-09-20T10:31:05.684Z",
          "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": [
          "edge-only Cloudflare Workers deployment without adaptation",
          "users expecting a complete hosted product",
          "Partial or estimated quality signals: commits30d, contributors90d.",
          "Independent installation, security, or runtime probes have not been run for this project."
        ],
        "confidence_reason": "Evidence is usable for comparison, but agents should cite caveats before making a strong recommendation.",
        "last_verified_at": "2026-09-20T10:31:05.684Z"
      },
      "caveats": [
        "edge-only Cloudflare Workers deployment without adaptation",
        "users expecting a complete hosted product",
        "Partial or estimated quality signals: commits30d, contributors90d.",
        "Independent installation, security, or runtime probes have not been run for this project."
      ],
      "confidence_reason": "Evidence is usable for comparison, but agents should cite caveats before making a strong recommendation.",
      "source_fields": [
        "project.description",
        "project.topics",
        "project.language",
        "project.license",
        "agent_card.summary_for_agent",
        "agent_card.use_cases",
        "agent_card.deployment",
        "agent_card.classification",
        "metrics",
        "verification.signals"
      ],
      "last_verified_at": "2026-09-20T10:31:05.684Z"
    },
    {
      "project_id": "microsoft/generative-ai-for-beginners",
      "repo": "microsoft/generative-ai-for-beginners",
      "name": "generative-ai-for-beginners",
      "github_url": "https://github.com/microsoft/generative-ai-for-beginners",
      "homepage_url": null,
      "language": "Jupyter Notebook",
      "license": "MIT",
      "project_kind": "collection",
      "collection_metadata": {
        "scope": "cookbook",
        "curated": true,
        "estimated_items": 25,
        "freshness": "active"
      },
      "category": [
        "vector_database"
      ],
      "tags": [
        "ai",
        "azure",
        "chatgpt",
        "dall-e",
        "generative-ai",
        "generativeai",
        "gpt",
        "language-model",
        "llms",
        "microsoft-for-beginners",
        "openai",
        "prompt-engineering",
        "semantic-search",
        "transformers"
      ],
      "description": "21 Lessons, Get Started Building with Generative AI ",
      "overview": "Use microsoft/generative-ai-for-beginners when the user needs a curated vector database resource collection with local, cloud usage paths.",
      "alternatives": [
        {
          "repo": "anthropics/claude-cookbooks",
          "reason": "Similar vector database with local/cloud deployment overlap."
        },
        {
          "repo": "epsilla-cloud/vectordb",
          "reason": "Similar vector database with local/cloud deployment overlap."
        },
        {
          "repo": "weaviate/awesome-weaviate",
          "reason": "Similar vector database with local/cloud deployment overlap."
        }
      ],
      "related": [],
      "dependencies": [
        "LLM provider"
      ],
      "deployments": [
        "local",
        "cloud"
      ],
      "difficulty": "intermediate",
      "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",
        "simple prompt-only prototypes"
      ],
      "classification": {
        "category": {
          "confidence": "medium",
          "evidence": [
            "Matched \"vector database\" in repository content."
          ]
        },
        "deployment": {
          "confidence": "medium",
          "evidence": [
            "Local usage is assumed for open source repositories unless contradicted."
          ]
        },
        "difficulty": {
          "confidence": "medium",
          "evidence": [
            "No strong beginner or advanced signal found; defaulting to intermediate."
          ]
        },
        "cloudflare_ready": {
          "confidence": "high",
          "evidence": [
            "Runtime blocker: python.",
            "No Cloudflare deployment signal detected.",
            "No wrangler.toml found in inspected repository files."
          ]
        }
      },
      "quality_signals": {
        "stars": 120154,
        "recent_commits": 79,
        "contributors": 100,
        "issue_response_time_hours": null,
        "release_frequency_180d": 0
      },
      "quality_signal_confidence": {
        "stars_30d_delta": "snapshot",
        "stars30d_window_days": 31,
        "commits_30d": "complete",
        "releases_180d": "complete",
        "contributors_90d": "partial"
      },
      "quality_score": 67,
      "agent_score": 79,
      "score": 84,
      "agent_score_breakdown": {
        "documentation": 90,
        "maintenance": 47,
        "deployment": 70,
        "popularity": 100,
        "community": 100
      },
      "git_top_score": 84,
      "git_top_score_breakdown": {
        "community": 100,
        "maintenance": 52,
        "documentation": 92,
        "stability": 70,
        "adoption": 100,
        "agent_readability": 100
      },
      "verification": {
        "schema_version": "git-top.verification.v1",
        "overall_status": "partial",
        "observed_at": "2026-09-21T05:31:04.008Z",
        "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_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": 3,
          "inferred": 1,
          "not_run": 1,
          "unknown": 0
        },
        "next_steps": [
          "Run a dependency and security scan before treating the score as a trust claim."
        ]
      },
      "summary": {
        "tl_dr": "Use microsoft/generative-ai-for-beginners when the user needs a curated vector database resource collection with local, cloud usage paths.",
        "purpose": "Use microsoft/generative-ai-for-beginners when the user needs a curated vector database resource collection with local, cloud usage paths.",
        "install": "Reference collection; there is no direct install step.",
        "inputs": [
          "embeddings",
          "records",
          "similarity queries"
        ],
        "outputs": [
          "nearest neighbors",
          "vector search results",
          "filtered matches"
        ],
        "good_for": [
          "discover related AI projects",
          "compare implementation patterns",
          "bootstrap project selection",
          "embedding search",
          "semantic retrieval",
          "similarity indexing"
        ],
        "not_good_for": [
          "users expecting a single installable runtime or library",
          "edge-only Cloudflare Workers deployment without adaptation",
          "simple prompt-only prototypes",
          "plain key-value storage",
          "prompt-only apps"
        ],
        "deployment": [
          "local",
          "cloud"
        ],
        "alternatives": [
          {
            "repo": "anthropics/claude-cookbooks",
            "reason": "Similar vector database with local/cloud deployment overlap."
          },
          {
            "repo": "epsilla-cloud/vectordb",
            "reason": "Similar vector database with local/cloud deployment overlap."
          },
          {
            "repo": "weaviate/awesome-weaviate",
            "reason": "Similar vector database with local/cloud deployment overlap."
          }
        ]
      },
      "evidence": {
        "classification": {
          "category": {
            "confidence": "medium",
            "evidence": [
              "Matched \"vector database\" in repository content."
            ]
          },
          "deployment": {
            "confidence": "medium",
            "evidence": [
              "Local usage is assumed for open source repositories unless contradicted."
            ]
          },
          "difficulty": {
            "confidence": "medium",
            "evidence": [
              "No strong beginner or advanced signal found; defaulting to intermediate."
            ]
          },
          "cloudflare_ready": {
            "confidence": "high",
            "evidence": [
              "Runtime blocker: python.",
              "No Cloudflare deployment signal detected.",
              "No wrangler.toml found in inspected repository files."
            ]
          }
        },
        "quality_signal_confidence": {
          "stars_30d_delta": "snapshot",
          "stars30d_window_days": 31,
          "commits_30d": "complete",
          "releases_180d": "complete",
          "contributors_90d": "partial"
        },
        "verification": {
          "schema_version": "git-top.verification.v1",
          "overall_status": "partial",
          "observed_at": "2026-09-21T05:31:04.008Z",
          "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_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": 3,
            "inferred": 1,
            "not_run": 1,
            "unknown": 0
          },
          "next_steps": [
            "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 single installable runtime or library",
          "edge-only Cloudflare Workers deployment without adaptation",
          "simple prompt-only prototypes",
          "Partial or estimated quality signals: contributors90d.",
          "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 incomplete; use this project as an exploration candidate until classification and quality signals are reviewed.",
        "last_verified_at": "2026-09-21T05:31:04.008Z"
      },
      "caveats": [
        "users expecting a single installable runtime or library",
        "edge-only Cloudflare Workers deployment without adaptation",
        "simple prompt-only prototypes",
        "Partial or estimated quality signals: contributors90d.",
        "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 incomplete; use this project as an exploration candidate until classification and quality signals are reviewed.",
      "source_fields": [
        "project.description",
        "project.topics",
        "project.language",
        "project.license",
        "agent_card.summary_for_agent",
        "agent_card.use_cases",
        "agent_card.deployment",
        "agent_card.classification",
        "metrics",
        "verification.signals"
      ],
      "last_verified_at": "2026-09-21T05:31:04.008Z"
    },
    {
      "project_id": "agentuniverse-ai/agentUniverse",
      "repo": "agentuniverse-ai/agentUniverse",
      "name": "agentUniverse",
      "github_url": "https://github.com/agentuniverse-ai/agentUniverse",
      "homepage_url": null,
      "language": "Python",
      "license": "Apache-2.0",
      "project_kind": "collection",
      "collection_metadata": {
        "scope": "awesome_list",
        "curated": true,
        "estimated_items": 100,
        "freshness": "active"
      },
      "category": [
        "agent_framework"
      ],
      "tags": [
        "agent",
        "ai",
        "ai-agents",
        "autonomous",
        "awesome",
        "awesome-list",
        "llm",
        "multi-agent",
        "python"
      ],
      "description": "agentUniverse is a LLM multi-agent framework that allows developers to easily build multi-agent applications. ",
      "overview": "Use agentuniverse-ai/agentUniverse when the user needs a curated agent framework resource collection with library-only, local, cloud usage paths.",
      "alternatives": [
        {
          "repo": "github/awesome-copilot",
          "reason": "Similar agent framework with local/cloud deployment overlap."
        },
        {
          "repo": "EuniAI/awesome-code-agents",
          "reason": "Similar agent framework with local/cloud deployment overlap."
        },
        {
          "repo": "langchain-ai/langchain",
          "reason": "Similar agent framework with library_only/local deployment overlap."
        }
      ],
      "related": [],
      "dependencies": [
        "LLM provider"
      ],
      "deployments": [
        "library_only",
        "local",
        "cloud"
      ],
      "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",
        "users expecting a complete hosted product"
      ],
      "classification": {
        "category": {
          "confidence": "high",
          "evidence": [
            "Matched \"agent framework\" in metadata.",
            "Matched \"agent\" in metadata.",
            "Matched \"agents\" in metadata."
          ]
        },
        "deployment": {
          "confidence": "high",
          "evidence": [
            "Matched \"pip install\" in repository content.",
            "Local usage is assumed for open source repositories unless contradicted."
          ]
        },
        "difficulty": {
          "confidence": "medium",
          "evidence": [
            "Repository has under 10k stars, so complexity is treated conservatively."
          ]
        },
        "cloudflare_ready": {
          "confidence": "high",
          "evidence": [
            "Runtime blocker: python.",
            "No Cloudflare deployment signal detected.",
            "No wrangler.toml found in inspected repository files."
          ]
        }
      },
      "quality_signals": {
        "stars": 2358,
        "recent_commits": 0,
        "contributors": 61,
        "issue_response_time_hours": null,
        "release_frequency_180d": 0
      },
      "quality_signal_confidence": {
        "stars_30d_delta": "snapshot",
        "stars30d_window_days": 34,
        "commits_30d": "complete",
        "releases_180d": "complete",
        "contributors_90d": "complete"
      },
      "quality_score": 16,
      "agent_score": 71,
      "score": 76,
      "agent_score_breakdown": {
        "documentation": 90,
        "maintenance": 29,
        "deployment": 80,
        "popularity": 67,
        "community": 100
      },
      "git_top_score": 76,
      "git_top_score_breakdown": {
        "community": 100,
        "maintenance": 20,
        "documentation": 92,
        "stability": 60,
        "adoption": 100,
        "agent_readability": 100
      },
      "verification": {
        "schema_version": "git-top.verification.v1",
        "overall_status": "partial",
        "observed_at": "2026-09-20T23:31:11.418Z",
        "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_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": 3,
          "inferred": 1,
          "not_run": 1,
          "unknown": 0
        },
        "next_steps": [
          "Run a dependency and security scan before treating the score as a trust claim."
        ]
      },
      "summary": {
        "tl_dr": "Use agentuniverse-ai/agentUniverse when the user needs a curated agent framework resource collection with library-only, local, cloud usage paths.",
        "purpose": "Use agentuniverse-ai/agentUniverse when the user needs a curated agent framework resource collection with library-only, local, cloud usage paths.",
        "install": "Reference collection; there is no direct install step.",
        "inputs": [
          "task prompt",
          "tools",
          "context",
          "memory/state"
        ],
        "outputs": [
          "agent runs",
          "tool calls",
          "workflow state"
        ],
        "good_for": [
          "discover related AI projects",
          "compare implementation patterns",
          "bootstrap project selection",
          "stateful agents",
          "tool-using assistants",
          "workflow orchestration"
        ],
        "not_good_for": [
          "users expecting a single installable runtime or library",
          "edge-only Cloudflare Workers deployment without adaptation",
          "users expecting a complete hosted product",
          "simple prompt-only apps",
          "one-shot chat wrappers"
        ],
        "deployment": [
          "library_only",
          "local",
          "cloud"
        ],
        "alternatives": [
          {
            "repo": "github/awesome-copilot",
            "reason": "Similar agent framework with local/cloud deployment overlap."
          },
          {
            "repo": "EuniAI/awesome-code-agents",
            "reason": "Similar agent framework with local/cloud deployment overlap."
          },
          {
            "repo": "langchain-ai/langchain",
            "reason": "Similar agent framework with library_only/local deployment overlap."
          }
        ]
      },
      "evidence": {
        "classification": {
          "category": {
            "confidence": "high",
            "evidence": [
              "Matched \"agent framework\" in metadata.",
              "Matched \"agent\" in metadata.",
              "Matched \"agents\" in metadata."
            ]
          },
          "deployment": {
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          },
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            "confidence": "high",
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              "Runtime blocker: python.",
              "No Cloudflare deployment signal detected.",
              "No wrangler.toml found in inspected repository files."
            ]
          }
        },
        "quality_signal_confidence": {
          "stars_30d_delta": "snapshot",
          "stars30d_window_days": 34,
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          "contributors_90d": "complete"
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                "metrics.recent_push_days"
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              "status": "observed",
              "source": "github_metadata",
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              ]
            },
            "documentation": {
              "status": "observed",
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                "agent_card.deployment",
                "agent_card.cloudflare_ready"
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                "dependency/security scan is not enabled"
              ]
            },
            "mcp": {
              "status": "not_applicable",
              "source": "git_top_runtime",
              "evidence": [
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          "agent_card.summary_for_agent",
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          "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",
          "users expecting a complete hosted product",
          "Collection/resource hub; not a single installable runtime.",
          "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": "2026-09-20T23:31:11.418Z"
      },
      "caveats": [
        "users expecting a single installable runtime or library",
        "edge-only Cloudflare Workers deployment without adaptation",
        "users expecting a complete hosted product",
        "Collection/resource hub; not a single installable runtime.",
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    {
      "project_id": "e2b-dev/awesome-devins",
      "repo": "e2b-dev/awesome-devins",
      "name": "awesome-devins",
      "github_url": "https://github.com/e2b-dev/awesome-devins",
      "homepage_url": null,
      "language": null,
      "license": null,
      "project_kind": "collection",
      "collection_metadata": {
        "scope": "awesome_list",
        "curated": true,
        "estimated_items": 100,
        "freshness": "active"
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        "agent_framework"
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      "tags": [
        "agent",
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        "awesome",
        "coding",
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      "description": "Awesome Devin-inspired AI agents",
      "overview": "Use e2b-dev/awesome-devins when the user needs a curated agent framework resource collection with docker, local, cloud usage paths.",
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        {
          "repo": "github/awesome-copilot",
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        {
          "repo": "e2b-dev/awesome-ai-agents",
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        {
          "repo": "openai/skills",
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      ],
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        "LLM provider"
      ],
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        "docker",
        "local",
        "cloud"
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      "difficulty": "beginner",
      "cloudflare_ready": false,
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        "discover related AI projects",
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        "bootstrap project selection"
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        "edge-only Cloudflare Workers deployment without adaptation"
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        "category": {
          "confidence": "high",
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            "Matched \"agent\" in metadata.",
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        },
        "deployment": {
          "confidence": "medium",
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            "Local usage is assumed for open source repositories unless contradicted."
          ]
        },
        "difficulty": {
          "confidence": "medium",
          "evidence": [
            "Repository has under 10k stars, so complexity is treated conservatively."
          ]
        },
        "cloudflare_ready": {
          "confidence": "high",
          "evidence": [
            "Runtime blocker: python, postgres.",
            "No Cloudflare deployment signal detected.",
            "No wrangler.toml found in inspected repository files."
          ]
        }
      },
      "quality_signals": {
        "stars": 259,
        "recent_commits": 2,
        "contributors": 4,
        "issue_response_time_hours": null,
        "release_frequency_180d": 0
      },
      "quality_signal_confidence": {
        "stars_30d_delta": "snapshot",
        "stars30d_window_days": 33,
        "commits_30d": "complete",
        "releases_180d": "complete",
        "contributors_90d": "complete"
      },
      "quality_score": 5,
      "agent_score": 54,
      "score": 66,
      "agent_score_breakdown": {
        "documentation": 90,
        "maintenance": 7,
        "deployment": 80,
        "popularity": 48,
        "community": 49
      },
      "git_top_score": 66,
      "git_top_score_breakdown": {
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        "maintenance": 6,
        "documentation": 92,
        "stability": 70,
        "adoption": 68,
        "agent_readability": 100
      },
      "verification": {
        "schema_version": "git-top.verification.v1",
        "overall_status": "partial",
        "observed_at": "2026-09-19T17:00:32.962Z",
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          "activity": {
            "status": "observed",
            "source": "github_metadata",
            "evidence": [
              "project.pushed_at",
              "metrics.recent_push_days"
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          },
          "license": {
            "status": "unknown",
            "source": "github_metadata",
            "evidence": [
              "project.license is null"
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          },
          "documentation": {
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            "source": "github_metadata",
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              "project.description"
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          "runtime": {
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          "Fill missing GitHub metadata and re-sync the project."
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        "tl_dr": "Use e2b-dev/awesome-devins when the user needs a curated agent framework resource collection with docker, local, cloud usage paths.",
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          "edge-only Cloudflare Workers deployment without adaptation",
          "simple prompt-only apps",
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            "repo": "github/awesome-copilot",
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          {
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          },
          {
            "repo": "openai/skills",
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        ]
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            "confidence": "high",
            "evidence": [
              "Matched \"agent\" in metadata.",
              "Matched \"agents\" in metadata."
            ]
          },
          "deployment": {
            "confidence": "medium",
            "evidence": [
              "Local usage is assumed for open source repositories unless contradicted."
            ]
          },
          "difficulty": {
            "confidence": "medium",
            "evidence": [
              "Repository has under 10k stars, so complexity is treated conservatively."
            ]
          },
          "cloudflare_ready": {
            "confidence": "high",
            "evidence": [
              "Runtime blocker: python, postgres.",
              "No Cloudflare deployment signal detected.",
              "No wrangler.toml found in inspected repository files."
            ]
          }
        },
        "quality_signal_confidence": {
          "stars_30d_delta": "snapshot",
          "stars30d_window_days": 33,
          "commits_30d": "complete",
          "releases_180d": "complete",
          "contributors_90d": "complete"
        },
        "verification": {
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              "source": "github_metadata",
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                "agent_card.cloudflare_ready"
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                "collection/resource hub has no single install target"
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              "source": "git_top_runtime",
              "evidence": [
                "dependency/security scan is not enabled"
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            },
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          "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": "2026-09-19T17:00:32.962Z"
      },
      "caveats": [
        "users expecting a single installable runtime or library",
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        "Collection/resource hub; not a single installable runtime.",
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    },
    {
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      "github_url": "https://github.com/openai/skills",
      "homepage_url": null,
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      "project_kind": "collection",
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        "estimated_items": 10,
        "freshness": "active"
      },
      "category": [
        "agent_framework"
      ],
      "tags": [],
      "description": "Skills Catalog for Codex",
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        {
          "repo": "github/awesome-copilot",
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        {
          "repo": "openai/openai-cookbook",
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        },
        {
          "repo": "EuniAI/awesome-code-agents",
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      ],
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        },
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          "confidence": "medium",
          "evidence": [
            "Local usage is assumed for open source repositories unless contradicted."
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          "confidence": "medium",
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          ]
        },
        "cloudflare_ready": {
          "confidence": "high",
          "evidence": [
            "Runtime blocker: python.",
            "No Cloudflare deployment signal detected.",
            "No wrangler.toml found in inspected repository files."
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      },
      "quality_signals": {
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        "contributors": 35,
        "issue_response_time_hours": null,
        "release_frequency_180d": 0
      },
      "quality_signal_confidence": {
        "stars_30d_delta": "snapshot",
        "stars30d_window_days": 31,
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        "contributors_90d": "complete"
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      "quality_score": 51,
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      "score": 74,
      "agent_score_breakdown": {
        "documentation": 90,
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        "adoption": 100,
        "agent_readability": 100
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      "verification": {
        "schema_version": "git-top.verification.v1",
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          },
          {
            "repo": "EuniAI/awesome-code-agents",
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              "Matched \"agents\" in repository content."
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          },
          "deployment": {
            "confidence": "medium",
            "evidence": [
              "Local usage is assumed for open source repositories unless contradicted."
            ]
          },
          "difficulty": {
            "confidence": "medium",
            "evidence": [
              "No strong beginner or advanced signal found; defaulting to intermediate."
            ]
          },
          "cloudflare_ready": {
            "confidence": "high",
            "evidence": [
              "Runtime blocker: python.",
              "No Cloudflare deployment signal detected.",
              "No wrangler.toml found in inspected repository files."
            ]
          }
        },
        "quality_signal_confidence": {
          "stars_30d_delta": "snapshot",
          "stars30d_window_days": 31,
          "commits_30d": "complete",
          "releases_180d": "complete",
          "contributors_90d": "complete"
        },
        "verification": {
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            },
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              "source": "github_metadata",
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            },
            "documentation": {
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            "runtime": {
              "status": "inferred",
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              "evidence": [
                "agent_card.deployment",
                "agent_card.cloudflare_ready"
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            },
            "install": {
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                "collection/resource hub has no single install target"
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            },
            "security": {
              "status": "not_run",
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              "evidence": [
                "dependency/security scan is not enabled"
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            },
            "mcp": {
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              "evidence": [
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            }
          },
          "coverage": {
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            "not_run": 1,
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          },
          "next_steps": [
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        },
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        "caveats": [
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