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        "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": 35,
      "agent_score": 77,
      "score": 79,
      "agent_score_breakdown": {
        "documentation": 90,
        "maintenance": 38,
        "deployment": 70,
        "popularity": 98,
        "community": 100
      },
      "git_top_score": 79,
      "git_top_score_breakdown": {
        "community": 100,
        "maintenance": 35,
        "documentation": 92,
        "stability": 60,
        "adoption": 100,
        "agent_readability": 100
      },
      "summary": {
        "tl_dr": "Use openai/openai-cookbook when the user needs a curated agent framework resource collection with local, cloud usage paths.",
        "purpose": "Use openai/openai-cookbook when the user needs a curated agent framework resource collection with 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",
          "simple prompt-only apps",
          "one-shot chat wrappers"
        ],
        "deployment": [
          "local",
          "cloud"
        ],
        "alternatives": [
          {
            "repo": "GoogleCloudPlatform/generative-ai",
            "reason": "Similar agent framework with local/cloud deployment overlap."
          },
          {
            "repo": "github/awesome-copilot",
            "reason": "Similar agent framework with local/cloud deployment overlap."
          },
          {
            "repo": "e2b-dev/awesome-ai-agents",
            "reason": "Similar agent framework with local/cloud deployment overlap."
          }
        ]
      },
      "evidence": {
        "classification": {
          "category": {
            "confidence": "high",
            "evidence": [
              "Matched \"agent\" in repository content.",
              "Matched \"agents\" 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"
        },
        "source_fields": [
          "project.description",
          "project.topics",
          "project.language",
          "project.license",
          "agent_card.summary_for_agent",
          "agent_card.use_cases",
          "agent_card.deployment",
          "agent_card.classification",
          "metrics"
        ],
        "caveats": [
          "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."
        ],
        "confidence_reason": "Evidence is usable for comparison, but agents should cite caveats before making a strong recommendation.",
        "last_verified_at": "2026-08-12T23:00:38.576Z"
      },
      "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."
      ],
      "confidence_reason": "Evidence is usable for comparison, but agents should cite caveats before making a strong recommendation.",
      "source_fields": [
        "project.description",
        "project.topics",
        "project.language",
        "project.license",
        "agent_card.summary_for_agent",
        "agent_card.use_cases",
        "agent_card.deployment",
        "agent_card.classification",
        "metrics"
      ],
      "last_verified_at": "2026-08-12T23:00:38.576Z"
    },
    {
      "project_id": "GoogleCloudPlatform/generative-ai",
      "repo": "GoogleCloudPlatform/generative-ai",
      "name": "generative-ai",
      "github_url": "https://github.com/GoogleCloudPlatform/generative-ai",
      "homepage_url": "https://docs.cloud.google.com/gemini-enterprise-agent-platform/",
      "language": "Jupyter Notebook",
      "license": "Apache-2.0",
      "project_kind": "collection",
      "collection_metadata": {
        "scope": "cookbook",
        "curated": true,
        "estimated_items": 25,
        "freshness": "active"
      },
      "category": [
        "agent_framework"
      ],
      "tags": [
        "agents",
        "gcp",
        "gemini",
        "gemini-api",
        "gen-ai",
        "generative-ai",
        "google",
        "google-cloud",
        "google-gemini",
        "langchain",
        "large-language-models",
        "llm",
        "vertex-ai",
        "vertex-ai-gemini-api",
        "vertexai"
      ],
      "description": "Sample code and notebooks for Generative AI on Google Cloud, with Gemini Enterprise Agent Platform",
      "overview": "Use GoogleCloudPlatform/generative-ai when the user needs a curated agent framework resource collection with local, cloud usage paths.",
      "alternatives": [
        {
          "repo": "github/awesome-copilot",
          "reason": "Similar agent framework with local/cloud deployment overlap."
        },
        {
          "repo": "huggingface/agents-course",
          "reason": "Similar agent framework with local/cloud deployment overlap."
        },
        {
          "repo": "langchain-ai/langchain",
          "reason": "Similar agent framework 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"
      ],
      "classification": {
        "category": {
          "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": [
            "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": 17581,
        "recent_commits": 36,
        "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": 32,
      "agent_score": 75,
      "score": 84,
      "agent_score_breakdown": {
        "documentation": 90,
        "maintenance": 41,
        "deployment": 70,
        "popularity": 85,
        "community": 100
      },
      "git_top_score": 84,
      "git_top_score_breakdown": {
        "community": 100,
        "maintenance": 48,
        "documentation": 92,
        "stability": 70,
        "adoption": 100,
        "agent_readability": 100
      },
      "summary": {
        "tl_dr": "Use GoogleCloudPlatform/generative-ai when the user needs a curated agent framework resource collection with local, cloud usage paths.",
        "purpose": "Use GoogleCloudPlatform/generative-ai when the user needs a curated agent framework resource collection with 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",
          "simple prompt-only apps",
          "one-shot chat wrappers"
        ],
        "deployment": [
          "local",
          "cloud"
        ],
        "alternatives": [
          {
            "repo": "github/awesome-copilot",
            "reason": "Similar agent framework with local/cloud deployment overlap."
          },
          {
            "repo": "huggingface/agents-course",
            "reason": "Similar agent framework with local/cloud deployment overlap."
          },
          {
            "repo": "langchain-ai/langchain",
            "reason": "Similar agent framework with local/cloud deployment overlap."
          }
        ]
      },
      "evidence": {
        "classification": {
          "category": {
            "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": [
              "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"
        },
        "source_fields": [
          "project.description",
          "project.topics",
          "project.language",
          "project.license",
          "agent_card.summary_for_agent",
          "agent_card.use_cases",
          "agent_card.deployment",
          "agent_card.classification",
          "metrics"
        ],
        "caveats": [
          "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."
        ],
        "confidence_reason": "Evidence is usable for comparison, but agents should cite caveats before making a strong recommendation.",
        "last_verified_at": "2026-08-13T03:00:33.402Z"
      },
      "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."
      ],
      "confidence_reason": "Evidence is usable for comparison, but agents should cite caveats before making a strong recommendation.",
      "source_fields": [
        "project.description",
        "project.topics",
        "project.language",
        "project.license",
        "agent_card.summary_for_agent",
        "agent_card.use_cases",
        "agent_card.deployment",
        "agent_card.classification",
        "metrics"
      ],
      "last_verified_at": "2026-08-13T03:00:33.402Z"
    },
    {
      "project_id": "evidentlyai/evidently",
      "repo": "evidentlyai/evidently",
      "name": "evidently",
      "github_url": "https://github.com/evidentlyai/evidently",
      "homepage_url": "https://discord.gg/xZjKRaNp8b",
      "language": "Jupyter Notebook",
      "license": "Apache-2.0",
      "project_kind": "project",
      "category": [
        "ai_observability"
      ],
      "tags": [
        "data-drift",
        "data-quality",
        "data-science",
        "data-validation",
        "generative-ai",
        "hacktoberfest",
        "html-report",
        "jupyter-notebook",
        "llm",
        "llmops",
        "machine-learning",
        "mlops",
        "model-monitoring",
        "pandas-dataframe"
      ],
      "description": "Evidently is ​​an open-source ML and LLM observability framework. Evaluate, test, and monitor any AI-powered system or data pipeline. From tabular data to Gen AI. 100+ metrics.",
      "overview": "Use evidentlyai/evidently when the user needs an ai observability project with docker, library-only, local deployment options.",
      "alternatives": [
        {
          "repo": "traceloop/openllmetry",
          "reason": "Same ai observability intent with observability overlap."
        },
        {
          "repo": "traceloop/openllmetry-js",
          "reason": "Same ai observability intent with observability overlap."
        },
        {
          "repo": "traceloop/hub",
          "reason": "Same ai observability intent with observability overlap."
        }
      ],
      "related": [],
      "dependencies": [
        "LLM provider"
      ],
      "deployments": [
        "docker",
        "library_only",
        "local",
        "cloud"
      ],
      "difficulty": "beginner",
      "cloudflare_ready": false,
      "use_cases": [
        "trace LLM applications",
        "monitor agent behavior",
        "debug production AI systems"
      ],
      "not_good_for": [
        "edge-only Cloudflare Workers deployment without adaptation",
        "users expecting a complete hosted product"
      ],
      "classification": {
        "category": {
          "confidence": "high",
          "evidence": [
            "Matched \"observability\" in metadata.",
            "Matched \"monitoring\" in metadata."
          ]
        },
        "deployment": {
          "confidence": "high",
          "evidence": [
            "Matched \"pip install\" in repository content.",
            "Matched \"library\" 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": 7795,
        "recent_commits": 0,
        "contributors": 89,
        "issue_response_time_hours": null,
        "release_frequency_180d": 1
      },
      "quality_signal_confidence": {
        "stars_30d_delta": "snapshot",
        "stars30d_window_days": 39,
        "commits_30d": "complete",
        "releases_180d": "complete",
        "contributors_90d": "complete"
      },
      "quality_score": 24,
      "agent_score": 76,
      "score": 79,
      "agent_score_breakdown": {
        "documentation": 90,
        "maintenance": 36,
        "deployment": 90,
        "popularity": 78,
        "community": 100
      },
      "git_top_score": 79,
      "git_top_score_breakdown": {
        "community": 100,
        "maintenance": 26,
        "documentation": 92,
        "stability": 68,
        "adoption": 100,
        "agent_readability": 100
      },
      "summary": {
        "tl_dr": "Use evidentlyai/evidently when the user needs an ai observability project with docker, library-only, local deployment options.",
        "purpose": "Use evidentlyai/evidently when the user needs an ai observability project with docker, library-only, local deployment options.",
        "install": "Run with Docker using the repository's container instructions.",
        "inputs": [
          "traces",
          "events",
          "metrics"
        ],
        "outputs": [
          "dashboards",
          "alerts",
          "trace views"
        ],
        "good_for": [
          "trace LLM applications",
          "monitor agent behavior",
          "debug production AI systems",
          "monitoring AI systems",
          "debugging agent behavior",
          "instrumentation"
        ],
        "not_good_for": [
          "edge-only Cloudflare Workers deployment without adaptation",
          "users expecting a complete hosted product",
          "model serving by itself",
          "UI-only projects"
        ],
        "deployment": [
          "docker",
          "library_only",
          "local",
          "cloud"
        ],
        "alternatives": [
          {
            "repo": "traceloop/openllmetry",
            "reason": "Same ai observability intent with observability overlap."
          },
          {
            "repo": "traceloop/openllmetry-js",
            "reason": "Same ai observability intent with observability overlap."
          },
          {
            "repo": "traceloop/hub",
            "reason": "Same ai observability intent with observability overlap."
          }
        ]
      },
      "evidence": {
        "classification": {
          "category": {
            "confidence": "high",
            "evidence": [
              "Matched \"observability\" in metadata.",
              "Matched \"monitoring\" in metadata."
            ]
          },
          "deployment": {
            "confidence": "high",
            "evidence": [
              "Matched \"pip install\" in repository content.",
              "Matched \"library\" 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_signal_confidence": {
          "stars_30d_delta": "snapshot",
          "stars30d_window_days": 39,
          "commits_30d": "complete",
          "releases_180d": "complete",
          "contributors_90d": "complete"
        },
        "source_fields": [
          "project.description",
          "project.topics",
          "project.language",
          "project.license",
          "agent_card.summary_for_agent",
          "agent_card.use_cases",
          "agent_card.deployment",
          "agent_card.classification",
          "metrics"
        ],
        "caveats": [
          "edge-only Cloudflare Workers deployment without adaptation",
          "users expecting a complete hosted product"
        ],
        "confidence_reason": "Classification evidence and quality signals are strong enough for shortlist reasoning when metadata is current.",
        "last_verified_at": "2026-08-11T09:18:19.201Z"
      },
      "caveats": [
        "edge-only Cloudflare Workers deployment without adaptation",
        "users expecting a complete hosted product"
      ],
      "confidence_reason": "Classification evidence and quality signals are strong enough for shortlist reasoning when metadata is current.",
      "source_fields": [
        "project.description",
        "project.topics",
        "project.language",
        "project.license",
        "agent_card.summary_for_agent",
        "agent_card.use_cases",
        "agent_card.deployment",
        "agent_card.classification",
        "metrics"
      ],
      "last_verified_at": "2026-08-11T09:18:19.201Z"
    },
    {
      "project_id": "google-gemini/cookbook",
      "repo": "google-gemini/cookbook",
      "name": "cookbook",
      "github_url": "https://github.com/google-gemini/cookbook",
      "homepage_url": "https://ai.google.dev/gemini-api/docs",
      "language": "Jupyter Notebook",
      "license": "Apache-2.0",
      "project_kind": "collection",
      "collection_metadata": {
        "scope": "cookbook",
        "curated": true,
        "estimated_items": 25,
        "freshness": "active"
      },
      "category": [
        "rag_framework"
      ],
      "tags": [
        "gemini",
        "gemini-api"
      ],
      "description": "Examples and guides for using the Gemini API",
      "overview": "Use google-gemini/cookbook when the user needs a curated rag framework resource collection with local, cloud usage paths.",
      "alternatives": [
        {
          "repo": "Shubhamsaboo/awesome-llm-apps",
          "reason": "Same rag framework intent with rag overlap."
        },
        {
          "repo": "microsoft/ai-agents-for-beginners",
          "reason": "Same rag framework intent with rag overlap."
        },
        {
          "repo": "langgenius/dify-official-plugins",
          "reason": "Same rag framework intent with rag overlap."
        }
      ],
      "related": [],
      "dependencies": [
        "Vector database"
      ],
      "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"
      ],
      "classification": {
        "category": {
          "confidence": "medium",
          "evidence": [
            "Matched \"rag\" 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": 17622,
        "recent_commits": 11,
        "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": 23,
      "agent_score": 74,
      "score": 81,
      "agent_score_breakdown": {
        "documentation": 90,
        "maintenance": 37,
        "deployment": 70,
        "popularity": 85,
        "community": 100
      },
      "git_top_score": 81,
      "git_top_score_breakdown": {
        "community": 100,
        "maintenance": 34,
        "documentation": 92,
        "stability": 70,
        "adoption": 100,
        "agent_readability": 100
      },
      "summary": {
        "tl_dr": "Use google-gemini/cookbook when the user needs a curated rag framework resource collection with local, cloud usage paths.",
        "purpose": "Use google-gemini/cookbook when the user needs a curated rag framework resource collection with local, cloud usage paths.",
        "install": "Reference collection; there is no direct install step.",
        "inputs": [
          "documents",
          "queries",
          "embedding store"
        ],
        "outputs": [
          "retrieval results",
          "grounded answers",
          "indexes"
        ],
        "good_for": [
          "discover related AI projects",
          "compare implementation patterns",
          "bootstrap project selection",
          "retrieval augmented generation",
          "document search",
          "knowledge grounding"
        ],
        "not_good_for": [
          "users expecting a single installable runtime or library",
          "edge-only Cloudflare Workers deployment without adaptation",
          "simple prompt apps",
          "tasks without external knowledge"
        ],
        "deployment": [
          "local",
          "cloud"
        ],
        "alternatives": [
          {
            "repo": "Shubhamsaboo/awesome-llm-apps",
            "reason": "Same rag framework intent with rag overlap."
          },
          {
            "repo": "microsoft/ai-agents-for-beginners",
            "reason": "Same rag framework intent with rag overlap."
          },
          {
            "repo": "langgenius/dify-official-plugins",
            "reason": "Same rag framework intent with rag overlap."
          }
        ]
      },
      "evidence": {
        "classification": {
          "category": {
            "confidence": "medium",
            "evidence": [
              "Matched \"rag\" 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"
        },
        "source_fields": [
          "project.description",
          "project.topics",
          "project.language",
          "project.license",
          "agent_card.summary_for_agent",
          "agent_card.use_cases",
          "agent_card.deployment",
          "agent_card.classification",
          "metrics"
        ],
        "caveats": [
          "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."
        ],
        "confidence_reason": "Evidence is incomplete; use this project as an exploration candidate until classification and quality signals are reviewed.",
        "last_verified_at": "2026-08-13T02:30:41.576Z"
      },
      "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."
      ],
      "confidence_reason": "Evidence is incomplete; use this project as an exploration candidate until classification and quality signals are reviewed.",
      "source_fields": [
        "project.description",
        "project.topics",
        "project.language",
        "project.license",
        "agent_card.summary_for_agent",
        "agent_card.use_cases",
        "agent_card.deployment",
        "agent_card.classification",
        "metrics"
      ],
      "last_verified_at": "2026-08-13T02:30:41.576Z"
    },
    {
      "project_id": "patchy631/ai-engineering-hub",
      "repo": "patchy631/ai-engineering-hub",
      "name": "ai-engineering-hub",
      "github_url": "https://github.com/patchy631/ai-engineering-hub",
      "homepage_url": "https://join.dailydoseofds.com",
      "language": "Jupyter Notebook",
      "license": "MIT",
      "project_kind": "collection",
      "collection_metadata": {
        "scope": "integration_collection",
        "curated": false,
        "estimated_items": 10,
        "freshness": "active"
      },
      "category": [
        "mcp_server"
      ],
      "tags": [
        "agents",
        "ai",
        "llms",
        "machine-learning",
        "mcp",
        "rag"
      ],
      "description": "In-depth tutorials on LLMs, RAGs and real-world AI agent applications.",
      "overview": "Use patchy631/ai-engineering-hub when the user needs a curated mcp server resource collection with local, cloud usage paths.",
      "alternatives": [
        {
          "repo": "punkpeye/awesome-mcp-servers",
          "reason": "Same mcp server intent with mcp overlap."
        },
        {
          "repo": "weam-ai/weam",
          "reason": "Same mcp server intent with rag, mcp overlap."
        },
        {
          "repo": "WagnerAgent/awesome-mcp-servers-devops",
          "reason": "Same mcp server intent with rag, mcp overlap."
        }
      ],
      "related": [],
      "dependencies": [
        "MCP",
        "Vector database",
        "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"
      ],
      "classification": {
        "category": {
          "confidence": "medium",
          "evidence": [
            "Matched \"mcp\" in metadata."
          ]
        },
        "deployment": {
          "confidence": "medium",
          "evidence": [
            "Local usage is assumed for open source repositories unless contradicted."
          ]
        },
        "difficulty": {
          "confidence": "medium",
          "evidence": [
            "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": 36977,
        "recent_commits": 8,
        "contributors": 14,
        "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": 22,
      "agent_score": 63,
      "score": 76,
      "agent_score_breakdown": {
        "documentation": 90,
        "maintenance": 14,
        "deployment": 70,
        "popularity": 91,
        "community": 59
      },
      "git_top_score": 76,
      "git_top_score_breakdown": {
        "community": 100,
        "maintenance": 16,
        "documentation": 92,
        "stability": 60,
        "adoption": 100,
        "agent_readability": 100
      },
      "summary": {
        "tl_dr": "Use patchy631/ai-engineering-hub when the user needs a curated mcp server resource collection with local, cloud usage paths.",
        "purpose": "Use patchy631/ai-engineering-hub when the user needs a curated mcp server resource collection with local, cloud usage paths.",
        "install": "Reference collection; there is no direct install step.",
        "inputs": [
          "tool definitions",
          "resource config",
          "transport settings"
        ],
        "outputs": [
          "MCP tools",
          "JSON-RPC responses",
          "server capabilities"
        ],
        "good_for": [
          "discover related AI projects",
          "compare implementation patterns",
          "bootstrap project selection",
          "agent tool exposure",
          "MCP integrations",
          "tool servers"
        ],
        "not_good_for": [
          "users expecting a single installable runtime or library",
          "edge-only Cloudflare Workers deployment without adaptation",
          "front-end apps",
          "non-tooling backends"
        ],
        "deployment": [
          "local",
          "cloud"
        ],
        "alternatives": [
          {
            "repo": "punkpeye/awesome-mcp-servers",
            "reason": "Same mcp server intent with mcp overlap."
          },
          {
            "repo": "weam-ai/weam",
            "reason": "Same mcp server intent with rag, mcp overlap."
          },
          {
            "repo": "WagnerAgent/awesome-mcp-servers-devops",
            "reason": "Same mcp server intent with rag, mcp overlap."
          }
        ]
      },
      "evidence": {
        "classification": {
          "category": {
            "confidence": "medium",
            "evidence": [
              "Matched \"mcp\" in metadata."
            ]
          },
          "deployment": {
            "confidence": "medium",
            "evidence": [
              "Local usage is assumed for open source repositories unless contradicted."
            ]
          },
          "difficulty": {
            "confidence": "medium",
            "evidence": [
              "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"
        },
        "source_fields": [
          "project.description",
          "project.topics",
          "project.language",
          "project.license",
          "agent_card.summary_for_agent",
          "agent_card.use_cases",
          "agent_card.deployment",
          "agent_card.classification",
          "metrics"
        ],
        "caveats": [
          "users expecting a single installable runtime or library",
          "edge-only Cloudflare Workers deployment without adaptation",
          "Collection/resource hub; not a single installable runtime."
        ],
        "confidence_reason": "Evidence is incomplete; use this project as an exploration candidate until classification and quality signals are reviewed.",
        "last_verified_at": "2026-08-13T06:00:33.722Z"
      },
      "caveats": [
        "users expecting a single installable runtime or library",
        "edge-only Cloudflare Workers deployment without adaptation",
        "Collection/resource hub; not a single installable runtime."
      ],
      "confidence_reason": "Evidence is incomplete; use this project as an exploration candidate until classification and quality signals are reviewed.",
      "source_fields": [
        "project.description",
        "project.topics",
        "project.language",
        "project.license",
        "agent_card.summary_for_agent",
        "agent_card.use_cases",
        "agent_card.deployment",
        "agent_card.classification",
        "metrics"
      ],
      "last_verified_at": "2026-08-13T06:00:33.722Z"
    },
    {
      "project_id": "guidance-ai/guidance",
      "repo": "guidance-ai/guidance",
      "name": "guidance",
      "github_url": "https://github.com/guidance-ai/guidance",
      "homepage_url": null,
      "language": "Jupyter Notebook",
      "license": "MIT",
      "project_kind": "project",
      "category": [
        "rag_framework"
      ],
      "tags": [],
      "description": "A guidance language for controlling large language models.",
      "overview": "Use guidance-ai/guidance when the user needs a rag framework project with library-only, local, cloud deployment options.",
      "alternatives": [
        {
          "repo": "ggml-org/llama.cpp",
          "reason": "Same rag framework intent with rag overlap."
        },
        {
          "repo": "infiniflow/ragflow",
          "reason": "Same rag framework intent with rag overlap."
        },
        {
          "repo": "mem0ai/mem0",
          "reason": "Same rag framework intent with rag overlap."
        }
      ],
      "related": [],
      "dependencies": [
        "Vector database"
      ],
      "deployments": [
        "library_only",
        "local",
        "cloud"
      ],
      "difficulty": "intermediate",
      "cloudflare_ready": false,
      "use_cases": [
        "build RAG applications",
        "connect private data to LLMs",
        "index documents for retrieval"
      ],
      "not_good_for": [
        "edge-only Cloudflare Workers deployment without adaptation",
        "users expecting a complete hosted product"
      ],
      "classification": {
        "category": {
          "confidence": "medium",
          "evidence": [
            "Matched \"rag\" in repository content."
          ]
        },
        "deployment": {
          "confidence": "high",
          "evidence": [
            "Matched \"pip install\" in repository content.",
            "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, gpu.",
            "No Cloudflare deployment signal detected.",
            "No wrangler.toml found in inspected repository files."
          ]
        }
      },
      "quality_signals": {
        "stars": 21710,
        "recent_commits": 0,
        "contributors": 79,
        "issue_response_time_hours": null,
        "release_frequency_180d": 1
      },
      "quality_signal_confidence": {
        "stars_30d_delta": "snapshot",
        "stars30d_window_days": 30,
        "commits_30d": "complete",
        "releases_180d": "complete",
        "contributors_90d": "complete"
      },
      "quality_score": 22,
      "agent_score": 74,
      "score": 74,
      "agent_score_breakdown": {
        "documentation": 90,
        "maintenance": 28,
        "deployment": 80,
        "popularity": 87,
        "community": 100
      },
      "git_top_score": 74,
      "git_top_score_breakdown": {
        "community": 100,
        "maintenance": 21,
        "documentation": 84,
        "stability": 53,
        "adoption": 100,
        "agent_readability": 100
      },
      "summary": {
        "tl_dr": "Use guidance-ai/guidance when the user needs a rag framework project with library-only, local, cloud deployment options.",
        "purpose": "Use guidance-ai/guidance when the user needs a rag framework project with library-only, local, cloud deployment options.",
        "install": "Install as a library or package using the repository instructions.",
        "inputs": [
          "documents",
          "queries",
          "embedding store"
        ],
        "outputs": [
          "retrieval results",
          "grounded answers",
          "indexes"
        ],
        "good_for": [
          "build RAG applications",
          "connect private data to LLMs",
          "index documents for retrieval",
          "retrieval augmented generation",
          "document search",
          "knowledge grounding"
        ],
        "not_good_for": [
          "edge-only Cloudflare Workers deployment without adaptation",
          "users expecting a complete hosted product",
          "simple prompt apps",
          "tasks without external knowledge"
        ],
        "deployment": [
          "library_only",
          "local",
          "cloud"
        ],
        "alternatives": [
          {
            "repo": "ggml-org/llama.cpp",
            "reason": "Same rag framework intent with rag overlap."
          },
          {
            "repo": "infiniflow/ragflow",
            "reason": "Same rag framework intent with rag overlap."
          },
          {
            "repo": "mem0ai/mem0",
            "reason": "Same rag framework intent with rag overlap."
          }
        ]
      },
      "evidence": {
        "classification": {
          "category": {
            "confidence": "medium",
            "evidence": [
              "Matched \"rag\" in repository content."
            ]
          },
          "deployment": {
            "confidence": "high",
            "evidence": [
              "Matched \"pip install\" in repository content.",
              "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, gpu.",
              "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": "complete",
          "releases_180d": "complete",
          "contributors_90d": "complete"
        },
        "source_fields": [
          "project.description",
          "project.topics",
          "project.language",
          "project.license",
          "agent_card.summary_for_agent",
          "agent_card.use_cases",
          "agent_card.deployment",
          "agent_card.classification",
          "metrics"
        ],
        "caveats": [
          "edge-only Cloudflare Workers deployment without adaptation",
          "users expecting a complete hosted product"
        ],
        "confidence_reason": "Evidence is usable for comparison, but agents should cite caveats before making a strong recommendation.",
        "last_verified_at": "2026-08-12T03:00:37.175Z"
      },
      "caveats": [
        "edge-only Cloudflare Workers deployment without adaptation",
        "users expecting a complete hosted product"
      ],
      "confidence_reason": "Evidence is usable for comparison, but agents should cite caveats before making a strong recommendation.",
      "source_fields": [
        "project.description",
        "project.topics",
        "project.language",
        "project.license",
        "agent_card.summary_for_agent",
        "agent_card.use_cases",
        "agent_card.deployment",
        "agent_card.classification",
        "metrics"
      ],
      "last_verified_at": "2026-08-12T03:00:37.175Z"
    },
    {
      "project_id": "aws-samples/amazon-bedrock-samples",
      "repo": "aws-samples/amazon-bedrock-samples",
      "name": "amazon-bedrock-samples",
      "github_url": "https://github.com/aws-samples/amazon-bedrock-samples",
      "homepage_url": "https://aws.amazon.com/bedrock/",
      "language": "Jupyter Notebook",
      "license": "MIT-0",
      "project_kind": "project",
      "category": [
        "rag_framework"
      ],
      "tags": [
        "amazon-bedrock",
        "amazon-titan",
        "bedrock",
        "embeddings",
        "generative-ai",
        "knowledge-base",
        "langchain",
        "rag"
      ],
      "description": "This repository contains examples for customers to get started using the Amazon Bedrock Service. This contains examples for all available foundational models",
      "overview": "Use aws-samples/amazon-bedrock-samples when the user needs a rag framework project with library-only, local, cloud deployment options.",
      "alternatives": [
        {
          "repo": "langchain-ai/langgraph",
          "reason": "Same rag framework intent with rag overlap."
        },
        {
          "repo": "FlowiseAI/Flowise",
          "reason": "Same rag framework intent with rag overlap."
        },
        {
          "repo": "pipeshub-ai/pipeshub-ai",
          "reason": "Same rag framework intent with rag overlap."
        }
      ],
      "related": [],
      "dependencies": [
        "Vector database"
      ],
      "deployments": [
        "library_only",
        "local",
        "cloud"
      ],
      "difficulty": "beginner",
      "cloudflare_ready": false,
      "use_cases": [
        "build RAG applications",
        "connect private data to LLMs",
        "index documents for retrieval"
      ],
      "not_good_for": [
        "edge-only Cloudflare Workers deployment without adaptation",
        "users expecting a complete hosted product"
      ],
      "classification": {
        "category": {
          "confidence": "medium",
          "evidence": [
            "Matched \"rag\" 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": [
            "Repository has under 10k stars, so complexity is treated conservatively."
          ]
        },
        "cloudflare_ready": {
          "confidence": "high",
          "evidence": [
            "No Cloudflare deployment signal detected.",
            "No wrangler.toml found in inspected repository files."
          ]
        }
      },
      "quality_signals": {
        "stars": 1487,
        "recent_commits": 13,
        "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": 21,
      "agent_score": 72,
      "score": 79,
      "agent_score_breakdown": {
        "documentation": 90,
        "maintenance": 38,
        "deployment": 80,
        "popularity": 63,
        "community": 100
      },
      "git_top_score": 79,
      "git_top_score_breakdown": {
        "community": 100,
        "maintenance": 36,
        "documentation": 92,
        "stability": 60,
        "adoption": 98,
        "agent_readability": 100
      },
      "summary": {
        "tl_dr": "Use aws-samples/amazon-bedrock-samples when the user needs a rag framework project with library-only, local, cloud deployment options.",
        "purpose": "Use aws-samples/amazon-bedrock-samples when the user needs a rag framework project with library-only, local, cloud deployment options.",
        "install": "Install as a library or package using the repository instructions.",
        "inputs": [
          "documents",
          "queries",
          "embedding store"
        ],
        "outputs": [
          "retrieval results",
          "grounded answers",
          "indexes"
        ],
        "good_for": [
          "build RAG applications",
          "connect private data to LLMs",
          "index documents for retrieval",
          "retrieval augmented generation",
          "document search",
          "knowledge grounding"
        ],
        "not_good_for": [
          "edge-only Cloudflare Workers deployment without adaptation",
          "users expecting a complete hosted product",
          "simple prompt apps",
          "tasks without external knowledge"
        ],
        "deployment": [
          "library_only",
          "local",
          "cloud"
        ],
        "alternatives": [
          {
            "repo": "langchain-ai/langgraph",
            "reason": "Same rag framework intent with rag overlap."
          },
          {
            "repo": "FlowiseAI/Flowise",
            "reason": "Same rag framework intent with rag overlap."
          },
          {
            "repo": "pipeshub-ai/pipeshub-ai",
            "reason": "Same rag framework intent with rag overlap."
          }
        ]
      },
      "evidence": {
        "classification": {
          "category": {
            "confidence": "medium",
            "evidence": [
              "Matched \"rag\" 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": [
              "Repository has under 10k stars, so complexity is treated conservatively."
            ]
          },
          "cloudflare_ready": {
            "confidence": "high",
            "evidence": [
              "No Cloudflare deployment signal detected.",
              "No wrangler.toml found in inspected repository files."
            ]
          }
        },
        "quality_signal_confidence": {
          "stars_30d_delta": "snapshot",
          "stars30d_window_days": 31,
          "commits_30d": "complete",
          "releases_180d": "complete",
          "contributors_90d": "partial"
        },
        "source_fields": [
          "project.description",
          "project.topics",
          "project.language",
          "project.license",
          "agent_card.summary_for_agent",
          "agent_card.use_cases",
          "agent_card.deployment",
          "agent_card.classification",
          "metrics"
        ],
        "caveats": [
          "edge-only Cloudflare Workers deployment without adaptation",
          "users expecting a complete hosted product",
          "Partial or estimated quality signals: contributors90d."
        ],
        "confidence_reason": "Evidence is usable for comparison, but agents should cite caveats before making a strong recommendation.",
        "last_verified_at": "2026-08-13T03:00:37.688Z"
      },
      "caveats": [
        "edge-only Cloudflare Workers deployment without adaptation",
        "users expecting a complete hosted product",
        "Partial or estimated quality signals: contributors90d."
      ],
      "confidence_reason": "Evidence is usable for comparison, but agents should cite caveats before making a strong recommendation.",
      "source_fields": [
        "project.description",
        "project.topics",
        "project.language",
        "project.license",
        "agent_card.summary_for_agent",
        "agent_card.use_cases",
        "agent_card.deployment",
        "agent_card.classification",
        "metrics"
      ],
      "last_verified_at": "2026-08-13T03:00:37.688Z"
    },
    {
      "project_id": "huggingface/cookbook",
      "repo": "huggingface/cookbook",
      "name": "cookbook",
      "github_url": "https://github.com/huggingface/cookbook",
      "homepage_url": "https://huggingface.co/learn/cookbook",
      "language": "Jupyter Notebook",
      "license": "Apache-2.0",
      "project_kind": "collection",
      "collection_metadata": {
        "scope": "cookbook",
        "curated": true,
        "estimated_items": 25,
        "freshness": "active"
      },
      "category": [
        "rag_framework"
      ],
      "tags": [],
      "description": "Open-source AI cookbook",
      "overview": "Use huggingface/cookbook when the user needs a curated rag framework resource collection with library-only, local, cloud usage paths.",
      "alternatives": [
        {
          "repo": "Shubhamsaboo/awesome-llm-apps",
          "reason": "Same rag framework intent with rag overlap."
        },
        {
          "repo": "microsoft/ai-agents-for-beginners",
          "reason": "Same rag framework intent with rag overlap."
        },
        {
          "repo": "langgenius/dify-official-plugins",
          "reason": "Same rag framework intent with rag overlap."
        }
      ],
      "related": [],
      "dependencies": [
        "Vector database"
      ],
      "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": "medium",
          "evidence": [
            "Matched \"rag\" in repository content."
          ]
        },
        "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": [
            "No Cloudflare deployment signal detected.",
            "No wrangler.toml found in inspected repository files."
          ]
        }
      },
      "quality_signals": {
        "stars": 2709,
        "recent_commits": 0,
        "contributors": 76,
        "issue_response_time_hours": null,
        "release_frequency_180d": 0
      },
      "quality_signal_confidence": {
        "stars_30d_delta": "snapshot",
        "stars30d_window_days": 37,
        "commits_30d": "complete",
        "releases_180d": "complete",
        "contributors_90d": "complete"
      },
      "quality_score": 19,
      "agent_score": 70,
      "score": 75,
      "agent_score_breakdown": {
        "documentation": 90,
        "maintenance": 25,
        "deployment": 80,
        "popularity": 69,
        "community": 100
      },
      "git_top_score": 75,
      "git_top_score_breakdown": {
        "community": 100,
        "maintenance": 17,
        "documentation": 92,
        "stability": 55,
        "adoption": 100,
        "agent_readability": 100
      },
      "summary": {
        "tl_dr": "Use huggingface/cookbook when the user needs a curated rag framework resource collection with library-only, local, cloud usage paths.",
        "purpose": "Use huggingface/cookbook when the user needs a curated rag framework resource collection with library-only, local, cloud usage paths.",
        "install": "Reference collection; there is no direct install step.",
        "inputs": [
          "documents",
          "queries",
          "embedding store"
        ],
        "outputs": [
          "retrieval results",
          "grounded answers",
          "indexes"
        ],
        "good_for": [
          "discover related AI projects",
          "compare implementation patterns",
          "bootstrap project selection",
          "retrieval augmented generation",
          "document search",
          "knowledge grounding"
        ],
        "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 apps",
          "tasks without external knowledge"
        ],
        "deployment": [
          "library_only",
          "local",
          "cloud"
        ],
        "alternatives": [
          {
            "repo": "Shubhamsaboo/awesome-llm-apps",
            "reason": "Same rag framework intent with rag overlap."
          },
          {
            "repo": "microsoft/ai-agents-for-beginners",
            "reason": "Same rag framework intent with rag overlap."
          },
          {
            "repo": "langgenius/dify-official-plugins",
            "reason": "Same rag framework intent with rag overlap."
          }
        ]
      },
      "evidence": {
        "classification": {
          "category": {
            "confidence": "medium",
            "evidence": [
              "Matched \"rag\" in repository content."
            ]
          },
          "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": [
              "No Cloudflare deployment signal detected.",
              "No wrangler.toml found in inspected repository files."
            ]
          }
        },
        "quality_signal_confidence": {
          "stars_30d_delta": "snapshot",
          "stars30d_window_days": 37,
          "commits_30d": "complete",
          "releases_180d": "complete",
          "contributors_90d": "complete"
        },
        "source_fields": [
          "project.description",
          "project.topics",
          "project.language",
          "project.license",
          "agent_card.summary_for_agent",
          "agent_card.use_cases",
          "agent_card.deployment",
          "agent_card.classification",
          "metrics"
        ],
        "caveats": [
          "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."
        ],
        "confidence_reason": "Evidence is usable for comparison, but agents should cite caveats before making a strong recommendation.",
        "last_verified_at": "2026-08-11T01:00:40.221Z"
      },
      "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."
      ],
      "confidence_reason": "Evidence is usable for comparison, but agents should cite caveats before making a strong recommendation.",
      "source_fields": [
        "project.description",
        "project.topics",
        "project.language",
        "project.license",
        "agent_card.summary_for_agent",
        "agent_card.use_cases",
        "agent_card.deployment",
        "agent_card.classification",
        "metrics"
      ],
      "last_verified_at": "2026-08-11T01:00:40.221Z"
    },
    {
      "project_id": "deepset-ai/haystack-tutorials",
      "repo": "deepset-ai/haystack-tutorials",
      "name": "haystack-tutorials",
      "github_url": "https://github.com/deepset-ai/haystack-tutorials",
      "homepage_url": "https://haystack.deepset.ai/tutorials",
      "language": "Jupyter Notebook",
      "license": "Apache-2.0",
      "project_kind": "project",
      "category": [
        "rag_framework"
      ],
      "tags": [
        "generative-qa",
        "haystack",
        "llm",
        "nlp",
        "semantic-search",
        "text-generation",
        "tutorials"
      ],
      "description": "Here you can find all the Tutorials for Haystack 📓",
      "overview": "Use deepset-ai/haystack-tutorials when the user needs a rag framework project with local, cloud deployment options.",
      "alternatives": [
        {
          "repo": "huggingface/transformers",
          "reason": "Same rag framework intent with rag overlap."
        },
        {
          "repo": "neuml/txtai",
          "reason": "Same rag framework intent with rag overlap."
        },
        {
          "repo": "deepset-ai/haystack-core-integrations",
          "reason": "Same rag framework intent with rag overlap."
        }
      ],
      "related": [],
      "dependencies": [
        "Vector database",
        "LLM provider"
      ],
      "deployments": [
        "local",
        "cloud"
      ],
      "difficulty": "beginner",
      "cloudflare_ready": false,
      "use_cases": [
        "build RAG applications",
        "connect private data to LLMs",
        "index documents for retrieval"
      ],
      "not_good_for": [
        "edge-only Cloudflare Workers deployment without adaptation"
      ],
      "classification": {
        "category": {
          "confidence": "medium",
          "evidence": [
            "Matched \"rag\" in repository content."
          ]
        },
        "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": [
            "No Cloudflare deployment signal detected.",
            "No wrangler.toml found in inspected repository files."
          ]
        }
      },
      "quality_signals": {
        "stars": 368,
        "recent_commits": 10,
        "contributors": 71,
        "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": 18,
      "agent_score": 67,
      "score": 75,
      "agent_score_breakdown": {
        "documentation": 90,
        "maintenance": 35,
        "deployment": 70,
        "popularity": 51,
        "community": 100
      },
      "git_top_score": 75,
      "git_top_score_breakdown": {
        "community": 100,
        "maintenance": 32,
        "documentation": 84,
        "stability": 70,
        "adoption": 77,
        "agent_readability": 100
      },
      "summary": {
        "tl_dr": "Use deepset-ai/haystack-tutorials when the user needs a rag framework project with local, cloud deployment options.",
        "purpose": "Use deepset-ai/haystack-tutorials when the user needs a rag framework project with local, cloud deployment options.",
        "install": "Follow the repository's package or service setup instructions.",
        "inputs": [
          "documents",
          "queries",
          "embedding store"
        ],
        "outputs": [
          "retrieval results",
          "grounded answers",
          "indexes"
        ],
        "good_for": [
          "build RAG applications",
          "connect private data to LLMs",
          "index documents for retrieval",
          "retrieval augmented generation",
          "document search",
          "knowledge grounding"
        ],
        "not_good_for": [
          "edge-only Cloudflare Workers deployment without adaptation",
          "simple prompt apps",
          "tasks without external knowledge"
        ],
        "deployment": [
          "local",
          "cloud"
        ],
        "alternatives": [
          {
            "repo": "huggingface/transformers",
            "reason": "Same rag framework intent with rag overlap."
          },
          {
            "repo": "neuml/txtai",
            "reason": "Same rag framework intent with rag overlap."
          },
          {
            "repo": "deepset-ai/haystack-core-integrations",
            "reason": "Same rag framework intent with rag overlap."
          }
        ]
      },
      "evidence": {
        "classification": {
          "category": {
            "confidence": "medium",
            "evidence": [
              "Matched \"rag\" in repository content."
            ]
          },
          "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": [
              "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": "complete",
          "contributors_90d": "complete"
        },
        "source_fields": [
          "project.description",
          "project.topics",
          "project.language",
          "project.license",
          "agent_card.summary_for_agent",
          "agent_card.use_cases",
          "agent_card.deployment",
          "agent_card.classification",
          "metrics"
        ],
        "caveats": [
          "edge-only Cloudflare Workers deployment without adaptation"
        ],
        "confidence_reason": "Evidence is incomplete; use this project as an exploration candidate until classification and quality signals are reviewed.",
        "last_verified_at": "2026-08-11T09:18:54.277Z"
      },
      "caveats": [
        "edge-only Cloudflare Workers deployment without adaptation"
      ],
      "confidence_reason": "Evidence is incomplete; use this project as an exploration candidate until classification and quality signals are reviewed.",
      "source_fields": [
        "project.description",
        "project.topics",
        "project.language",
        "project.license",
        "agent_card.summary_for_agent",
        "agent_card.use_cases",
        "agent_card.deployment",
        "agent_card.classification",
        "metrics"
      ],
      "last_verified_at": "2026-08-11T09:18:54.277Z"
    },
    {
      "project_id": "ScrapeGraphAI/scrapegraph-py",
      "repo": "ScrapeGraphAI/scrapegraph-py",
      "name": "scrapegraph-py",
      "github_url": "https://github.com/ScrapeGraphAI/scrapegraph-py",
      "homepage_url": "https://scrapegraphai.com",
      "language": "Jupyter Notebook",
      "license": "MIT",
      "project_kind": "project",
      "category": [
        "browser_agent"
      ],
      "tags": [
        "api",
        "json-schema",
        "python",
        "scrapegraph",
        "scraping",
        "sdk-js",
        "sdk-nodejs",
        "sdk-python",
        "web-crawler",
        "web-scraping",
        "web-scraping-python"
      ],
      "description": "Official Python SDK for the ScrapeGraph AI   API. Smart scraping, search, crawling,   markdownify, agentic browser automation,   scheduled jobs, and structured data   extraction ",
      "overview": "Use ScrapeGraphAI/scrapegraph-py when the user needs a browser agent project with library-only, local, cloud deployment options.",
      "alternatives": [
        {
          "repo": "browser-use/browser-use",
          "reason": "Same browser agent intent with browser_automation, workflow overlap."
        },
        {
          "repo": "jo-inc/camofox-browser",
          "reason": "Same browser agent intent with browser_automation, workflow overlap."
        },
        {
          "repo": "apify/crawlee",
          "reason": "Same browser agent intent with browser_automation, workflow overlap."
        }
      ],
      "related": [],
      "dependencies": [
        "Browser automation",
        "LLM provider"
      ],
      "deployments": [
        "library_only",
        "local",
        "cloud"
      ],
      "difficulty": "beginner",
      "cloudflare_ready": false,
      "use_cases": [
        "build browser automation agents",
        "operate web tasks with LLMs",
        "test web workflows"
      ],
      "not_good_for": [
        "edge-only Cloudflare Workers deployment without adaptation",
        "users expecting a complete hosted product"
      ],
      "classification": {
        "category": {
          "confidence": "medium",
          "evidence": [
            "Matched \"browser automation\" in metadata."
          ]
        },
        "deployment": {
          "confidence": "high",
          "evidence": [
            "Matched \"pip install\" in repository content.",
            "Matched \"library\" 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": 82,
        "recent_commits": 6,
        "contributors": 12,
        "issue_response_time_hours": null,
        "release_frequency_180d": 9
      },
      "quality_signal_confidence": {
        "stars_30d_delta": "snapshot",
        "stars30d_window_days": 13,
        "commits_30d": "complete",
        "releases_180d": "complete",
        "contributors_90d": "complete"
      },
      "quality_score": 18,
      "agent_score": 60,
      "score": 79,
      "agent_score_breakdown": {
        "documentation": 90,
        "maintenance": 34,
        "deployment": 80,
        "popularity": 38,
        "community": 57
      },
      "git_top_score": 79,
      "git_top_score_breakdown": {
        "community": 97,
        "maintenance": 40,
        "documentation": 92,
        "stability": 100,
        "adoption": 54,
        "agent_readability": 100
      },
      "summary": {
        "tl_dr": "Use ScrapeGraphAI/scrapegraph-py when the user needs a browser agent project with library-only, local, cloud deployment options.",
        "purpose": "Use ScrapeGraphAI/scrapegraph-py when the user needs a browser agent project with library-only, local, cloud deployment options.",
        "install": "Install as a library or package using the repository instructions.",
        "inputs": [
          "URL or page task",
          "browser session",
          "navigation constraints"
        ],
        "outputs": [
          "browser actions",
          "page state",
          "extracted data"
        ],
        "good_for": [
          "build browser automation agents",
          "operate web tasks with LLMs",
          "test web workflows",
          "web automation",
          "browser tasks",
          "UI-driven workflows"
        ],
        "not_good_for": [
          "edge-only Cloudflare Workers deployment without adaptation",
          "users expecting a complete hosted product",
          "backend-only jobs",
          "offline batch processing"
        ],
        "deployment": [
          "library_only",
          "local",
          "cloud"
        ],
        "alternatives": [
          {
            "repo": "browser-use/browser-use",
            "reason": "Same browser agent intent with browser_automation, workflow overlap."
          },
          {
            "repo": "jo-inc/camofox-browser",
            "reason": "Same browser agent intent with browser_automation, workflow overlap."
          },
          {
            "repo": "apify/crawlee",
            "reason": "Same browser agent intent with browser_automation, workflow overlap."
          }
        ]
      },
      "evidence": {
        "classification": {
          "category": {
            "confidence": "medium",
            "evidence": [
              "Matched \"browser automation\" in metadata."
            ]
          },
          "deployment": {
            "confidence": "high",
            "evidence": [
              "Matched \"pip install\" in repository content.",
              "Matched \"library\" 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_signal_confidence": {
          "stars_30d_delta": "snapshot",
          "stars30d_window_days": 13,
          "commits_30d": "complete",
          "releases_180d": "complete",
          "contributors_90d": "complete"
        },
        "source_fields": [
          "project.description",
          "project.topics",
          "project.language",
          "project.license",
          "agent_card.summary_for_agent",
          "agent_card.use_cases",
          "agent_card.deployment",
          "agent_card.classification",
          "metrics"
        ],
        "caveats": [
          "edge-only Cloudflare Workers deployment without adaptation",
          "users expecting a complete hosted product"
        ],
        "confidence_reason": "Evidence is usable for comparison, but agents should cite caveats before making a strong recommendation.",
        "last_verified_at": "2026-08-13T07:30:30.167Z"
      },
      "caveats": [
        "edge-only Cloudflare Workers deployment without adaptation",
        "users expecting a complete hosted product"
      ],
      "confidence_reason": "Evidence is usable for comparison, but agents should cite caveats before making a strong recommendation.",
      "source_fields": [
        "project.description",
        "project.topics",
        "project.language",
        "project.license",
        "agent_card.summary_for_agent",
        "agent_card.use_cases",
        "agent_card.deployment",
        "agent_card.classification",
        "metrics"
      ],
      "last_verified_at": "2026-08-13T07:30:30.167Z"
    },
    {
      "project_id": "neo4j-labs/llm-graph-builder",
      "repo": "neo4j-labs/llm-graph-builder",
      "name": "llm-graph-builder",
      "github_url": "https://github.com/neo4j-labs/llm-graph-builder",
      "homepage_url": "https://llm-graph-builder.neo4jlabs.com/",
      "language": "Jupyter Notebook",
      "license": "Apache-2.0",
      "project_kind": "project",
      "category": [
        "rag_framework"
      ],
      "tags": [
        "data-import",
        "genai",
        "graph",
        "graph-rag",
        "graph-search",
        "graphdb",
        "graphrag",
        "knowledge-graph",
        "langchain",
        "neo4j",
        "rag",
        "unstructured-data",
        "vectordb"
      ],
      "description": "Neo4j graph construction from unstructured data using LLMs",
      "overview": "Use neo4j-labs/llm-graph-builder when the user needs a rag framework project with docker, serverless, library-only deployment options.",
      "alternatives": [
        {
          "repo": "mem0ai/mem0",
          "reason": "Same rag framework intent with rag overlap."
        },
        {
          "repo": "pipeshub-ai/pipeshub-ai",
          "reason": "Same rag framework intent with rag overlap."
        },
        {
          "repo": "neo4j/neo4j",
          "reason": "Same rag framework intent with rag overlap."
        }
      ],
      "related": [],
      "dependencies": [
        "Vector database",
        "LLM provider"
      ],
      "deployments": [
        "docker",
        "serverless",
        "library_only",
        "local",
        "cloud"
      ],
      "difficulty": "beginner",
      "cloudflare_ready": false,
      "use_cases": [
        "build RAG applications",
        "connect private data to LLMs",
        "index documents for retrieval"
      ],
      "not_good_for": [
        "edge-only Cloudflare Workers deployment without adaptation",
        "users expecting a complete hosted product"
      ],
      "classification": {
        "category": {
          "confidence": "medium",
          "evidence": [
            "Matched \"rag\" in metadata."
          ]
        },
        "deployment": {
          "confidence": "high",
          "evidence": [
            "Found Docker configuration file.",
            "Matched \"serverless\" in repository content.",
            "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": 5164,
        "recent_commits": 4,
        "contributors": 22,
        "issue_response_time_hours": null,
        "release_frequency_180d": 2
      },
      "quality_signal_confidence": {
        "stars_30d_delta": "snapshot",
        "stars30d_window_days": 31,
        "commits_30d": "complete",
        "releases_180d": "complete",
        "contributors_90d": "complete"
      },
      "quality_score": 17,
      "agent_score": 70,
      "score": 81,
      "agent_score_breakdown": {
        "documentation": 90,
        "maintenance": 26,
        "deployment": 100,
        "popularity": 74,
        "community": 67
      },
      "git_top_score": 81,
      "git_top_score_breakdown": {
        "community": 100,
        "maintenance": 25,
        "documentation": 92,
        "stability": 86,
        "adoption": 100,
        "agent_readability": 100
      },
      "summary": {
        "tl_dr": "Use neo4j-labs/llm-graph-builder when the user needs a rag framework project with docker, serverless, library-only deployment options.",
        "purpose": "Use neo4j-labs/llm-graph-builder when the user needs a rag framework project with docker, serverless, library-only deployment options.",
        "install": "Run with Docker using the repository's container instructions.",
        "inputs": [
          "documents",
          "queries",
          "embedding store"
        ],
        "outputs": [
          "retrieval results",
          "grounded answers",
          "indexes"
        ],
        "good_for": [
          "build RAG applications",
          "connect private data to LLMs",
          "index documents for retrieval",
          "retrieval augmented generation",
          "document search",
          "knowledge grounding"
        ],
        "not_good_for": [
          "edge-only Cloudflare Workers deployment without adaptation",
          "users expecting a complete hosted product",
          "simple prompt apps",
          "tasks without external knowledge"
        ],
        "deployment": [
          "docker",
          "serverless",
          "library_only",
          "local",
          "cloud"
        ],
        "alternatives": [
          {
            "repo": "mem0ai/mem0",
            "reason": "Same rag framework intent with rag overlap."
          },
          {
            "repo": "pipeshub-ai/pipeshub-ai",
            "reason": "Same rag framework intent with rag overlap."
          },
          {
            "repo": "neo4j/neo4j",
            "reason": "Same rag framework intent with rag overlap."
          }
        ]
      },
      "evidence": {
        "classification": {
          "category": {
            "confidence": "medium",
            "evidence": [
              "Matched \"rag\" in metadata."
            ]
          },
          "deployment": {
            "confidence": "high",
            "evidence": [
              "Found Docker configuration file.",
              "Matched \"serverless\" in repository content.",
              "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."
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          },
          "cloudflare_ready": {
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              "Runtime blocker: python.",
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          "stars_30d_delta": "snapshot",
          "stars30d_window_days": 31,
          "commits_30d": "complete",
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          "edge-only Cloudflare Workers deployment without adaptation",
          "users expecting a complete hosted product"
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        "last_verified_at": "2026-08-13T02:30:30.519Z"
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      "overview": "Use weaviate/recipes when the user needs a curated rag framework resource collection with local, cloud usage paths.",
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        {
          "repo": "microsoft/ai-agents-for-beginners",
          "reason": "Same rag framework intent with rag overlap."
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        {
          "repo": "deepset-ai/haystack-cookbook",
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        "deployment": {
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            "Repository has under 10k stars, so complexity is treated conservatively."
          ]
        },
        "cloudflare_ready": {
          "confidence": "high",
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            "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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        "recent_commits": 3,
        "contributors": 43,
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        "release_frequency_180d": 0
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      "quality_signal_confidence": {
        "stars_30d_delta": "snapshot",
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      "agent_score": 65,
      "score": 75,
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        "community": 88
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        "maintenance": 21,
        "documentation": 84,
        "stability": 70,
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      "summary": {
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          {
            "repo": "microsoft/ai-agents-for-beginners",
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          {
            "repo": "Yigtwxx/awesome-rag-production",
            "reason": "Same rag framework intent with rag overlap."
          },
          {
            "repo": "deepset-ai/haystack-cookbook",
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            ]
          },
          "difficulty": {
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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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          }
        },
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          "stars_30d_delta": "snapshot",
          "stars30d_window_days": 30,
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          "Collection/resource hub; not a single installable runtime."
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        "confidence_reason": "Evidence is incomplete; use this project as an exploration candidate until classification and quality signals are reviewed.",
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      },
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          "embedding store"
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          {
            "repo": "microsoft/ai-agents-for-beginners",
            "reason": "Same rag framework intent with rag overlap."
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          {
            "repo": "Yigtwxx/awesome-rag-production",
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          },
          "cloudflare_ready": {
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            "evidence": [
              "Runtime blocker: python.",
              "No Cloudflare deployment signal detected.",
              "No wrangler.toml found in inspected repository files."
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          }
        },
        "quality_signal_confidence": {
          "stars_30d_delta": "snapshot",
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          "Collection/resource hub; not a single installable runtime."
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      },
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        "Collection/resource hub; not a single installable runtime."
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    },
    {
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          "repo": "Shubhamsaboo/awesome-llm-apps",
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        "agent_readability": 100
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          "edge-only Cloudflare Workers deployment without adaptation",
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            "repo": "deepset-ai/haystack-cookbook",
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              "Matched \"serverless\" in repository content.",
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        "gpt-4"
      ],
      "description": "Sweep: AI coding assistant for JetBrains",
      "overview": "Use sweepai/sweep when the user needs a coding agent project with docker, local, cloud deployment options.",
      "alternatives": [
        {
          "repo": "github/spec-kit",
          "reason": "Same coding agent intent with coding_agent, workflow overlap."
        },
        {
          "repo": "continuedev/continue",
          "reason": "Same coding agent intent with coding_agent, workflow overlap."
        },
        {
          "repo": "askalf/dario",
          "reason": "Same coding agent intent with coding_agent, workflow overlap."
        }
      ],
      "related": [],
      "dependencies": [
        "LLM provider"
      ],
      "deployments": [
        "docker",
        "local",
        "cloud"
      ],
      "difficulty": "beginner",
      "cloudflare_ready": false,
      "use_cases": [
        "build AI coding assistants",
        "automate developer workflows",
        "integrate codebase-aware agents"
      ],
      "not_good_for": [
        "edge-only Cloudflare Workers deployment without adaptation"
      ],
      "classification": {
        "category": {
          "confidence": "high",
          "evidence": [
            "Manual quality burn-down override for sweepai/sweep."
          ]
        },
        "deployment": {
          "confidence": "high",
          "evidence": [
            "Found Docker configuration file.",
            "Local usage is assumed for open source repositories unless contradicted."
          ]
        },
        "difficulty": {
          "confidence": "medium",
          "evidence": [
            "Repository has under 10k stars, so complexity is treated conservatively."
          ]
        },
        "cloudflare_ready": {
          "confidence": "high",
          "evidence": [
            "No Cloudflare deployment signal detected.",
            "No wrangler.toml found in inspected repository files."
          ]
        }
      },
      "quality_signals": {
        "stars": 7701,
        "recent_commits": 0,
        "contributors": 33,
        "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": 10,
      "agent_score": 66,
      "score": 71,
      "agent_score_breakdown": {
        "documentation": 90,
        "maintenance": 14,
        "deployment": 80,
        "popularity": 78,
        "community": 78
      },
      "git_top_score": 71,
      "git_top_score_breakdown": {
        "community": 100,
        "maintenance": 10,
        "documentation": 84,
        "stability": 45,
        "adoption": 100,
        "agent_readability": 100
      },
      "summary": {
        "tl_dr": "Use sweepai/sweep when the user needs a coding agent project with docker, local, cloud deployment options.",
        "purpose": "Use sweepai/sweep when the user needs a coding agent project with docker, local, cloud deployment options.",
        "install": "Run with Docker using the repository's container instructions.",
        "inputs": [
          "coding task",
          "repo context",
          "tool permissions"
        ],
        "outputs": [
          "code changes",
          "patches",
          "developer assistant actions"
        ],
        "good_for": [
          "build AI coding assistants",
          "automate developer workflows",
          "integrate codebase-aware agents",
          "software engineering tasks",
          "code editing",
          "repo automation"
        ],
        "not_good_for": [
          "edge-only Cloudflare Workers deployment without adaptation",
          "static documentation sites",
          "non-code workflows"
        ],
        "deployment": [
          "docker",
          "local",
          "cloud"
        ],
        "alternatives": [
          {
            "repo": "github/spec-kit",
            "reason": "Same coding agent intent with coding_agent, workflow overlap."
          },
          {
            "repo": "continuedev/continue",
            "reason": "Same coding agent intent with coding_agent, workflow overlap."
          },
          {
            "repo": "askalf/dario",
            "reason": "Same coding agent intent with coding_agent, workflow overlap."
          }
        ]
      },
      "evidence": {
        "classification": {
          "category": {
            "confidence": "high",
            "evidence": [
              "Manual quality burn-down override for sweepai/sweep."
            ]
          },
          "deployment": {
            "confidence": "high",
            "evidence": [
              "Found Docker configuration file.",
              "Local usage is assumed for open source repositories unless contradicted."
            ]
          },
          "difficulty": {
            "confidence": "medium",
            "evidence": [
              "Repository has under 10k stars, so complexity is treated conservatively."
            ]
          },
          "cloudflare_ready": {
            "confidence": "high",
            "evidence": [
              "No Cloudflare deployment signal detected.",
              "No wrangler.toml found in inspected repository files."
            ]
          }
        },
        "quality_signal_confidence": {
          "stars_30d_delta": "snapshot",
          "stars30d_window_days": 30,
          "commits_30d": "complete",
          "releases_180d": "complete",
          "contributors_90d": "complete"
        },
        "source_fields": [
          "project.description",
          "project.topics",
          "project.language",
          "project.license",
          "agent_card.summary_for_agent",
          "agent_card.use_cases",
          "agent_card.deployment",
          "agent_card.classification",
          "metrics"
        ],
        "caveats": [
          "edge-only Cloudflare Workers deployment without adaptation"
        ],
        "confidence_reason": "Classification evidence and quality signals are strong enough for shortlist reasoning when metadata is current.",
        "last_verified_at": "2026-08-12T05:51:10.432Z"
      },
      "caveats": [
        "edge-only Cloudflare Workers deployment without adaptation"
      ],
      "confidence_reason": "Classification evidence and quality signals are strong enough for shortlist reasoning when metadata is current.",
      "source_fields": [
        "project.description",
        "project.topics",
        "project.language",
        "project.license",
        "agent_card.summary_for_agent",
        "agent_card.use_cases",
        "agent_card.deployment",
        "agent_card.classification",
        "metrics"
      ],
      "last_verified_at": "2026-08-12T05:51:10.432Z"
    },
    {
      "project_id": "pathwaycom/llm-app",
      "repo": "pathwaycom/llm-app",
      "name": "llm-app",
      "github_url": "https://github.com/pathwaycom/llm-app",
      "homepage_url": "https://pathway.com/developers/templates/",
      "language": "Jupyter Notebook",
      "license": "MIT",
      "project_kind": "project",
      "category": [
        "ai_app_template"
      ],
      "tags": [
        "chatbot",
        "hugging-face",
        "llm",
        "llm-local",
        "llm-prompting",
        "llm-security",
        "llmops",
        "machine-learning",
        "open-ai",
        "pathway",
        "rag",
        "real-time",
        "retrieval-augmented-generation",
        "vector-database",
        "vector-index"
      ],
      "description": "Ready-to-run cloud templates for RAG, AI pipelines, and enterprise search with live data. 🐳Docker-friendly.⚡Always in sync with Sharepoint, Google Drive, S3, Kafka, PostgreSQL, real-time data APIs, and more.",
      "overview": "Use pathwaycom/llm-app when the user needs an ai app template project with docker, library-only, local deployment options.",
      "alternatives": [
        {
          "repo": "open-webui/open-webui",
          "reason": "Same ai app template intent with rag overlap."
        },
        {
          "repo": "vstorm-co/full-stack-ai-agent-template",
          "reason": "Same ai app template intent with rag overlap."
        },
        {
          "repo": "pcliangx/AppGenesisForge",
          "reason": "Same ai app template intent with rag overlap."
        }
      ],
      "related": [],
      "dependencies": [
        "Vector database",
        "LLM provider"
      ],
      "deployments": [
        "docker",
        "library_only",
        "local",
        "cloud"
      ],
      "difficulty": "intermediate",
      "cloudflare_ready": false,
      "use_cases": [
        "bootstrap an AI app",
        "start a production-ready template",
        "learn app architecture patterns"
      ],
      "not_good_for": [
        "edge-only Cloudflare Workers deployment without adaptation",
        "users expecting a complete hosted product"
      ],
      "classification": {
        "category": {
          "confidence": "medium",
          "evidence": [
            "Matched \"template\" 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, postgres.",
            "No Cloudflare deployment signal detected.",
            "No wrangler.toml found in inspected repository files."
          ]
        }
      },
      "quality_signals": {
        "stars": 59069,
        "recent_commits": 0,
        "contributors": 24,
        "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": 9,
      "agent_score": 69,
      "score": 73,
      "agent_score_breakdown": {
        "documentation": 90,
        "maintenance": 12,
        "deployment": 90,
        "popularity": 95,
        "community": 69
      },
      "git_top_score": 73,
      "git_top_score_breakdown": {
        "community": 100,
        "maintenance": 8,
        "documentation": 92,
        "stability": 55,
        "adoption": 100,
        "agent_readability": 100
      },
      "summary": {
        "tl_dr": "Use pathwaycom/llm-app when the user needs an ai app template project with docker, library-only, local deployment options.",
        "purpose": "Use pathwaycom/llm-app when the user needs an ai app template project with docker, library-only, local deployment options.",
        "install": "Run with Docker using the repository's container instructions.",
        "inputs": [
          "starter config",
          "app requirements"
        ],
        "outputs": [
          "project scaffold",
          "starter app",
          "template structure"
        ],
        "good_for": [
          "bootstrap an AI app",
          "start a production-ready template",
          "learn app architecture patterns",
          "new AI applications",
          "starter projects",
          "reference implementations"
        ],
        "not_good_for": [
          "edge-only Cloudflare Workers deployment without adaptation",
          "users expecting a complete hosted product",
          "drop-in libraries",
          "runtime infrastructure"
        ],
        "deployment": [
          "docker",
          "library_only",
          "local",
          "cloud"
        ],
        "alternatives": [
          {
            "repo": "open-webui/open-webui",
            "reason": "Same ai app template intent with rag overlap."
          },
          {
            "repo": "vstorm-co/full-stack-ai-agent-template",
            "reason": "Same ai app template intent with rag overlap."
          },
          {
            "repo": "pcliangx/AppGenesisForge",
            "reason": "Same ai app template intent with rag overlap."
          }
        ]
      },
      "evidence": {
        "classification": {
          "category": {
            "confidence": "medium",
            "evidence": [
              "Matched \"template\" 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, postgres.",
              "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"
        },
        "source_fields": [
          "project.description",
          "project.topics",
          "project.language",
          "project.license",
          "agent_card.summary_for_agent",
          "agent_card.use_cases",
          "agent_card.deployment",
          "agent_card.classification",
          "metrics"
        ],
        "caveats": [
          "edge-only Cloudflare Workers deployment without adaptation",
          "users expecting a complete hosted product"
        ],
        "confidence_reason": "Evidence is usable for comparison, but agents should cite caveats before making a strong recommendation.",
        "last_verified_at": "2026-08-13T02:30:37.393Z"
      },
      "caveats": [
        "edge-only Cloudflare Workers deployment without adaptation",
        "users expecting a complete hosted product"
      ],
      "confidence_reason": "Evidence is usable for comparison, but agents should cite caveats before making a strong recommendation.",
      "source_fields": [
        "project.description",
        "project.topics",
        "project.language",
        "project.license",
        "agent_card.summary_for_agent",
        "agent_card.use_cases",
        "agent_card.deployment",
        "agent_card.classification",
        "metrics"
      ],
      "last_verified_at": "2026-08-13T02:30:37.393Z"
    },
    {
      "project_id": "reworkd/tarsier",
      "repo": "reworkd/tarsier",
      "name": "tarsier",
      "github_url": "https://github.com/reworkd/tarsier",
      "homepage_url": "https://reworkd.ai",
      "language": "Jupyter Notebook",
      "license": "MIT",
      "project_kind": "project",
      "category": [
        "agent_framework"
      ],
      "tags": [
        "gpt4v",
        "llms",
        "ocr",
        "playwright",
        "pypi-package",
        "python",
        "selenium",
        "webscraping"
      ],
      "description": "Vision utilities for web interaction agents 👀",
      "overview": "Use reworkd/tarsier when the user needs an agent framework project with library-only, local, cloud deployment options.",
      "alternatives": [
        {
          "repo": "avibe-bot/avibe",
          "reason": "Same agent framework intent with browser_automation, workflow overlap."
        },
        {
          "repo": "frontman-ai/frontman",
          "reason": "Same agent framework intent with browser_automation, workflow overlap."
        },
        {
          "repo": "liveloveapp/hashbrown",
          "reason": "Same agent framework intent with browser_automation, workflow overlap."
        }
      ],
      "related": [],
      "dependencies": [
        "LLM provider"
      ],
      "deployments": [
        "library_only",
        "local",
        "cloud"
      ],
      "difficulty": "beginner",
      "cloudflare_ready": false,
      "use_cases": [
        "build agents with tarsier",
        "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 \"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": 1761,
        "recent_commits": 0,
        "contributors": 12,
        "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": 6,
      "agent_score": 59,
      "score": 70,
      "agent_score_breakdown": {
        "documentation": 90,
        "maintenance": 9,
        "deployment": 80,
        "popularity": 65,
        "community": 57
      },
      "git_top_score": 70,
      "git_top_score_breakdown": {
        "community": 100,
        "maintenance": 6,
        "documentation": 84,
        "stability": 55,
        "adoption": 92,
        "agent_readability": 100
      },
      "summary": {
        "tl_dr": "Use reworkd/tarsier when the user needs an agent framework project with library-only, local, cloud deployment options.",
        "purpose": "Use reworkd/tarsier when the user needs an agent framework project with library-only, local, cloud deployment options.",
        "install": "Install as a library or package using the repository instructions.",
        "inputs": [
          "task prompt",
          "tools",
          "context",
          "memory/state"
        ],
        "outputs": [
          "agent runs",
          "tool calls",
          "workflow state"
        ],
        "good_for": [
          "build agents with tarsier",
          "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": [
          "library_only",
          "local",
          "cloud"
        ],
        "alternatives": [
          {
            "repo": "avibe-bot/avibe",
            "reason": "Same agent framework intent with browser_automation, workflow overlap."
          },
          {
            "repo": "frontman-ai/frontman",
            "reason": "Same agent framework intent with browser_automation, workflow overlap."
          },
          {
            "repo": "liveloveapp/hashbrown",
            "reason": "Same agent framework intent with browser_automation, 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": [
              "Repository has under 10k stars, so complexity is treated conservatively."
            ]
          },
          "cloudflare_ready": {
            "confidence": "high",
            "evidence": [
              "Runtime blocker: python.",
              "No Cloudflare deployment signal detected.",
              "No wrangler.toml found in inspected repository files."
            ]
          }
        },
        "quality_signal_confidence": {
          "stars_30d_delta": "snapshot",
          "stars30d_window_days": 30,
          "commits_30d": "complete",
          "releases_180d": "complete",
          "contributors_90d": "complete"
        },
        "source_fields": [
          "project.description",
          "project.topics",
          "project.language",
          "project.license",
          "agent_card.summary_for_agent",
          "agent_card.use_cases",
          "agent_card.deployment",
          "agent_card.classification",
          "metrics"
        ],
        "caveats": [
          "edge-only Cloudflare Workers deployment without adaptation",
          "users expecting a complete hosted product"
        ],
        "confidence_reason": "Classification evidence and quality signals are strong enough for shortlist reasoning when metadata is current.",
        "last_verified_at": "2026-08-12T03:01:05.373Z"
      },
      "caveats": [
        "edge-only Cloudflare Workers deployment without adaptation",
        "users expecting a complete hosted product"
      ],
      "confidence_reason": "Classification evidence and quality signals are strong enough for shortlist reasoning when metadata is current.",
      "source_fields": [
        "project.description",
        "project.topics",
        "project.language",
        "project.license",
        "agent_card.summary_for_agent",
        "agent_card.use_cases",
        "agent_card.deployment",
        "agent_card.classification",
        "metrics"
      ],
      "last_verified_at": "2026-08-12T03:01:05.373Z"
    }
  ],
  "knowledge": [
    {
      "project": {
        "id": "microsoft/ai-agents-for-beginners",
        "owner": "microsoft",
        "name": "ai-agents-for-beginners",
        "full_name": "microsoft/ai-agents-for-beginners",
        "github_url": "https://github.com/microsoft/ai-agents-for-beginners",
        "homepage_url": "https://aka.ms/ai-agents-beginners",
        "description": "18 Lessons to Get Started Building AI Agents",
        "language": "Jupyter Notebook",
        "topics": [
          "agentic-ai",
          "agentic-framework",
          "agentic-rag",
          "ai-agents",
          "ai-agents-framework",
          "autogen",
          "foundry",
          "foundry-local",
          "generative-ai",
          "microsoft-foundry",
          "semantic-kernel"
        ],
        "license": "MIT",
        "stars": 71982,
        "forks": 23847,
        "open_issues": 11,
        "default_branch": "main",
        "created_at": "2024-11-28T10:42:52Z",
        "updated_at": "2026-08-12T09:31:25Z",
        "pushed_at": "2026-07-29T19:47:29Z",
        "synced_at": "2026-08-12T09:34:38.628Z"
      },
      "agent_card": {
        "project_id": "microsoft/ai-agents-for-beginners",
        "project_kind": "collection",
        "collection_metadata": {
          "scope": "cookbook",
          "curated": true,
          "estimated_items": 25,
          "freshness": "active"
        },
        "category": "rag_framework",
        "difficulty": "intermediate",
        "deployment": [
          "local",
          "cloud"
        ],
        "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": "weaviate/recipes",
            "reason": "Same rag framework intent with rag overlap."
          },
          {
            "project_id": "deepset-ai/haystack-cookbook",
            "reason": "Same rag framework intent with rag overlap."
          },
          {
            "project_id": "lancedb/vectordb-recipes",
            "reason": "Same rag framework intent with rag overlap."
          }
        ],
        "summary_for_agent": "Use microsoft/ai-agents-for-beginners when the user needs a curated rag framework resource collection with local, cloud usage paths.",
        "classification": {
          "category": {
            "confidence": "medium",
            "evidence": [
              "Matched \"rag\" in metadata."
            ]
          },
          "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."
            ]
          }
        },
        "schema_version": "v1",
        "generated_at": "2026-08-12T09:34:38.628Z"
      },
      "metrics": {
        "project_id": "microsoft/ai-agents-for-beginners",
        "stars_30d_delta": 2913,
        "commits_30d": 100,
        "releases_180d": 0,
        "contributors_90d": 92,
        "issue_first_response_median_hours": null,
        "recent_push_days": 13,
        "git_score": 69,
        "maintenance_score": 46,
        "signal_confidence": {
          "stars_30d_delta": "snapshot",
          "stars30d_window_days": 30,
          "commits_30d": "partial",
          "releases_180d": "complete",
          "contributors_90d": "complete"
        },
        "calculated_at": "2026-08-12T09:34:38.628Z"
      }
    },
    {
      "project": {
        "id": "microsoft/generative-ai-for-beginners",
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              "Runtime blocker: python.",
              "No Cloudflare deployment signal detected.",
              "No wrangler.toml found in inspected repository files."
            ]
          }
        },
        "schema_version": "v1",
        "generated_at": "2026-08-13T02:30:30.519Z"
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        "recent_push_days": 2,
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        },
        "calculated_at": "2026-08-13T02:30:30.519Z"
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    },
    {
      "project": {
        "id": "weaviate/recipes",
        "owner": "weaviate",
        "name": "recipes",
        "full_name": "weaviate/recipes",
        "github_url": "https://github.com/weaviate/recipes",
        "homepage_url": null,
        "description": "This repository shares end-to-end notebooks on how to use various Weaviate features and integrations!",
        "language": "Jupyter Notebook",
        "topics": [
          "function-calling",
          "generative-ai",
          "llm-frameworks",
          "python",
          "retrieval-augmented-generation",
          "vector-database",
          "vector-search"
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        "license": null,
        "stars": 943,
        "forks": 197,
        "open_issues": 4,
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        "created_at": "2023-05-16T15:19:31Z",
        "updated_at": "2026-08-11T09:51:08Z",
        "pushed_at": "2026-08-10T15:11:27Z",
        "synced_at": "2026-08-11T13:48:16.281Z"
      },
      "agent_card": {
        "project_id": "weaviate/recipes",
        "project_kind": "collection",
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          "scope": "integration_collection",
          "curated": false,
          "estimated_items": 10,
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        "difficulty": "beginner",
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          "cloud"
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          "compare implementation patterns",
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        "not_good_for": [
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            "project_id": "microsoft/ai-agents-for-beginners",
            "reason": "Same rag framework intent with rag overlap."
          },
          {
            "project_id": "Yigtwxx/awesome-rag-production",
            "reason": "Same rag framework intent with rag overlap."
          },
          {
            "project_id": "deepset-ai/haystack-cookbook",
            "reason": "Same rag framework intent with rag overlap."
          }
        ],
        "summary_for_agent": "Use weaviate/recipes when the user needs a curated rag framework resource collection with local, cloud usage paths.",
        "classification": {
          "category": {
            "confidence": "medium",
            "evidence": [
              "Matched \"retrieval-augmented\" in metadata."
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          },
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            ]
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          "difficulty": {
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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."
            ]
          }
        },
        "schema_version": "v1",
        "generated_at": "2026-08-11T13:48:16.281Z"
      },
      "metrics": {
        "project_id": "weaviate/recipes",
        "stars_30d_delta": 2,
        "commits_30d": 3,
        "releases_180d": 0,
        "contributors_90d": 43,
        "issue_first_response_median_hours": null,
        "recent_push_days": 0,
        "git_score": 13,
        "maintenance_score": 27,
        "signal_confidence": {
          "stars_30d_delta": "snapshot",
          "stars30d_window_days": 30,
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          "contributors_90d": "complete"
        },
        "calculated_at": "2026-08-11T13:48:16.281Z"
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    },
    {
      "project": {
        "id": "deepset-ai/haystack-cookbook",
        "owner": "deepset-ai",
        "name": "haystack-cookbook",
        "full_name": "deepset-ai/haystack-cookbook",
        "github_url": "https://github.com/deepset-ai/haystack-cookbook",
        "homepage_url": "https://haystack.deepset.ai/cookbook",
        "description": "👩🏻‍🍳 A collection of example notebooks using Haystack",
        "language": "Jupyter Notebook",
        "topics": [
          "agentic",
          "agentic-ai",
          "agents",
          "ai",
          "ai-tools",
          "genai",
          "genai-usecases",
          "haystack-ai",
          "python",
          "rag"
        ],
        "license": null,
        "stars": 546,
        "forks": 130,
        "open_issues": 23,
        "default_branch": "main",
        "created_at": "2024-01-02T12:11:38Z",
        "updated_at": "2026-08-03T09:26:53Z",
        "pushed_at": "2026-08-03T09:25:06Z",
        "synced_at": "2026-08-11T02:31:50.528Z"
      },
      "agent_card": {
        "project_id": "deepset-ai/haystack-cookbook",
        "project_kind": "collection",
        "collection_metadata": {
          "scope": "cookbook",
          "curated": true,
          "estimated_items": 25,
          "freshness": "active"
        },
        "category": "rag_framework",
        "difficulty": "beginner",
        "deployment": [
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          "cloud"
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        "cloudflare_ready": false,
        "use_cases": [
          "discover related AI projects",
          "compare implementation patterns",
          "bootstrap project selection"
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        "not_good_for": [
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          "edge-only Cloudflare Workers deployment without adaptation"
        ],
        "alternatives": [
          {
            "project_id": "Shubhamsaboo/awesome-llm-apps",
            "reason": "Same rag framework intent with rag overlap."
          },
          {
            "project_id": "microsoft/ai-agents-for-beginners",
            "reason": "Same rag framework intent with rag overlap."
          },
          {
            "project_id": "Yigtwxx/awesome-rag-production",
            "reason": "Same rag framework intent with rag overlap."
          }
        ],
        "summary_for_agent": "Use deepset-ai/haystack-cookbook when the user needs a curated rag framework resource collection with local, cloud usage paths.",
        "classification": {
          "category": {
            "confidence": "medium",
            "evidence": [
              "Matched \"rag\" in metadata."
            ]
          },
          "deployment": {
            "confidence": "medium",
            "evidence": [
              "Local usage is assumed for open source repositories unless contradicted."
            ]
          },
          "difficulty": {
            "confidence": "medium",
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              "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."
            ]
          }
        },
        "schema_version": "v1",
        "generated_at": "2026-08-11T02:31:50.528Z"
      },
      "metrics": {
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        "commits_30d": 13,
        "releases_180d": 0,
        "contributors_90d": 33,
        "issue_first_response_median_hours": null,
        "recent_push_days": 7,
        "git_score": 12,
        "maintenance_score": 24,
        "signal_confidence": {
          "stars_30d_delta": "snapshot",
          "stars30d_window_days": 34,
          "commits_30d": "complete",
          "releases_180d": "complete",
          "contributors_90d": "complete"
        },
        "calculated_at": "2026-08-11T02:31:50.528Z"
      }
    },
    {
      "project": {
        "id": "lancedb/vectordb-recipes",
        "owner": "lancedb",
        "name": "vectordb-recipes",
        "full_name": "lancedb/vectordb-recipes",
        "github_url": "https://github.com/lancedb/vectordb-recipes",
        "homepage_url": null,
        "description": "Resource, examples & tutorials for multimodal AI, RAG and agents using vector search and LLMs",
        "language": "Jupyter Notebook",
        "topics": [
          "agents",
          "ai",
          "deep-learning",
          "embeddings",
          "fine-tuning",
          "gpt",
          "gpt-4-vision",
          "lancedb",
          "langchain",
          "llama-index",
          "llms",
          "machine-learning",
          "multimodal",
          "multimodal-ai",
          "openai",
          "rag",
          "vector-database"
        ],
        "license": "Apache-2.0",
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        "forks": 171,
        "open_issues": 4,
        "default_branch": "main",
        "created_at": "2023-06-25T06:10:35Z",
        "updated_at": "2026-08-10T08:17:40Z",
        "pushed_at": "2026-04-24T11:29:16Z",
        "synced_at": "2026-08-10T21:06:41.886Z"
      },
      "agent_card": {
        "project_id": "lancedb/vectordb-recipes",
        "project_kind": "collection",
        "collection_metadata": {
          "scope": "starter_collection",
          "curated": false,
          "estimated_items": 10,
          "freshness": "unknown"
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        "deployment": [
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          "local",
          "cloud"
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        "cloudflare_ready": false,
        "use_cases": [
          "discover related AI projects",
          "compare implementation patterns",
          "bootstrap project selection"
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        "not_good_for": [
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          "edge-only Cloudflare Workers deployment without adaptation"
        ],
        "alternatives": [
          {
            "project_id": "Shubhamsaboo/awesome-llm-apps",
            "reason": "Same rag framework intent with rag overlap."
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          {
            "project_id": "Yigtwxx/awesome-rag-production",
            "reason": "Same rag framework intent with rag overlap."
          },
          {
            "project_id": "deepset-ai/haystack-cookbook",
            "reason": "Same rag framework intent with rag overlap."
          }
        ],
        "summary_for_agent": "Use lancedb/vectordb-recipes when the user needs a curated rag framework resource collection with serverless, local, cloud usage paths.",
        "classification": {
          "category": {
            "confidence": "medium",
            "evidence": [
              "Matched \"rag\" in metadata."
            ]
          },
          "deployment": {
            "confidence": "high",
            "evidence": [
              "Matched \"serverless\" 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."
            ]
          }
        },
        "schema_version": "v1",
        "generated_at": "2026-08-10T21:06:41.886Z"
      },
      "metrics": {
        "project_id": "lancedb/vectordb-recipes",
        "stars_30d_delta": 6,
        "commits_30d": 0,
        "releases_180d": 0,
        "contributors_90d": 37,
        "issue_first_response_median_hours": null,
        "recent_push_days": 108,
        "git_score": 11,
        "maintenance_score": 15,
        "signal_confidence": {
          "stars_30d_delta": "snapshot",
          "stars30d_window_days": 34,
          "commits_30d": "complete",
          "releases_180d": "complete",
          "contributors_90d": "complete"
        },
        "calculated_at": "2026-08-10T21:06:41.886Z"
      }
    },
    {
      "project": {
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        "owner": "sweepai",
        "name": "sweep",
        "full_name": "sweepai/sweep",
        "github_url": "https://github.com/sweepai/sweep",
        "homepage_url": "https://sweep.dev",
        "description": "Sweep: AI coding assistant for JetBrains",
        "language": "Jupyter Notebook",
        "topics": [
          "ai",
          "ai-developer",
          "ai-softwar",
          "ai-software",
          "code-assistant",
          "code-search",
          "developer-tools",
          "github-app",
          "gpt-4"
        ],
        "license": "NOASSERTION",
        "stars": 7701,
        "forks": 465,
        "open_issues": 752,
        "default_branch": "main",
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        "updated_at": "2026-08-11T22:08:57Z",
        "pushed_at": "2025-09-18T06:10:59Z",
        "synced_at": "2026-08-12T05:51:10.432Z"
      },
      "agent_card": {
        "project_id": "sweepai/sweep",
        "project_kind": "project",
        "category": "coding_agent",
        "difficulty": "beginner",
        "deployment": [
          "docker",
          "local",
          "cloud"
        ],
        "cloudflare_ready": false,
        "use_cases": [
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          "automate developer workflows",
          "integrate codebase-aware agents"
        ],
        "not_good_for": [
          "edge-only Cloudflare Workers deployment without adaptation"
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        "alternatives": [
          {
            "project_id": "github/spec-kit",
            "reason": "Same coding agent intent with coding_agent, workflow overlap."
          },
          {
            "project_id": "continuedev/continue",
            "reason": "Same coding agent intent with coding_agent, workflow overlap."
          },
          {
            "project_id": "askalf/dario",
            "reason": "Same coding agent intent with coding_agent, workflow overlap."
          }
        ],
        "summary_for_agent": "Use sweepai/sweep when the user needs a coding agent project with docker, local, cloud deployment options.",
        "classification": {
          "category": {
            "confidence": "high",
            "evidence": [
              "Manual quality burn-down override for sweepai/sweep."
            ]
          },
          "deployment": {
            "confidence": "high",
            "evidence": [
              "Found Docker configuration file.",
              "Local usage is assumed for open source repositories unless contradicted."
            ]
          },
          "difficulty": {
            "confidence": "medium",
            "evidence": [
              "Repository has under 10k stars, so complexity is treated conservatively."
            ]
          },
          "cloudflare_ready": {
            "confidence": "high",
            "evidence": [
              "No Cloudflare deployment signal detected.",
              "No wrangler.toml found in inspected repository files."
            ]
          }
        },
        "schema_version": "v1",
        "generated_at": "2026-08-12T05:51:10.432Z"
      },
      "metrics": {
        "project_id": "sweepai/sweep",
        "stars_30d_delta": 0,
        "commits_30d": 0,
        "releases_180d": 0,
        "contributors_90d": 33,
        "issue_first_response_median_hours": null,
        "recent_push_days": 327,
        "git_score": 10,
        "maintenance_score": 14,
        "signal_confidence": {
          "stars_30d_delta": "snapshot",
          "stars30d_window_days": 30,
          "commits_30d": "complete",
          "releases_180d": "complete",
          "contributors_90d": "complete"
        },
        "calculated_at": "2026-08-12T05:51:10.432Z"
      }
    },
    {
      "project": {
        "id": "pathwaycom/llm-app",
        "owner": "pathwaycom",
        "name": "llm-app",
        "full_name": "pathwaycom/llm-app",
        "github_url": "https://github.com/pathwaycom/llm-app",
        "homepage_url": "https://pathway.com/developers/templates/",
        "description": "Ready-to-run cloud templates for RAG, AI pipelines, and enterprise search with live data. 🐳Docker-friendly.⚡Always in sync with Sharepoint, Google Drive, S3, Kafka, PostgreSQL, real-time data APIs, and more.",
        "language": "Jupyter Notebook",
        "topics": [
          "chatbot",
          "hugging-face",
          "llm",
          "llm-local",
          "llm-prompting",
          "llm-security",
          "llmops",
          "machine-learning",
          "open-ai",
          "pathway",
          "rag",
          "real-time",
          "retrieval-augmented-generation",
          "vector-database",
          "vector-index"
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        "stars": 59069,
        "forks": 1465,
        "open_issues": 8,
        "default_branch": "main",
        "created_at": "2023-07-19T08:43:37Z",
        "updated_at": "2026-08-12T22:46:44Z",
        "pushed_at": "2026-07-05T17:59:07Z",
        "synced_at": "2026-08-13T02:30:37.393Z"
      },
      "agent_card": {
        "project_id": "pathwaycom/llm-app",
        "project_kind": "project",
        "category": "ai_app_template",
        "difficulty": "intermediate",
        "deployment": [
          "docker",
          "library_only",
          "local",
          "cloud"
        ],
        "cloudflare_ready": false,
        "use_cases": [
          "bootstrap an AI app",
          "start a production-ready template",
          "learn app architecture patterns"
        ],
        "not_good_for": [
          "edge-only Cloudflare Workers deployment without adaptation",
          "users expecting a complete hosted product"
        ],
        "alternatives": [
          {
            "project_id": "open-webui/open-webui",
            "reason": "Same ai app template intent with rag overlap."
          },
          {
            "project_id": "vstorm-co/full-stack-ai-agent-template",
            "reason": "Same ai app template intent with rag overlap."
          },
          {
            "project_id": "pcliangx/AppGenesisForge",
            "reason": "Same ai app template intent with rag overlap."
          }
        ],
        "summary_for_agent": "Use pathwaycom/llm-app when the user needs an ai app template project with docker, library-only, local deployment options.",
        "classification": {
          "category": {
            "confidence": "medium",
            "evidence": [
              "Matched \"template\" 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, postgres.",
              "No Cloudflare deployment signal detected.",
              "No wrangler.toml found in inspected repository files."
            ]
          }
        },
        "schema_version": "v1",
        "generated_at": "2026-08-13T02:30:37.393Z"
      },
      "metrics": {
        "project_id": "pathwaycom/llm-app",
        "stars_30d_delta": 13,
        "commits_30d": 0,
        "releases_180d": 0,
        "contributors_90d": 24,
        "issue_first_response_median_hours": null,
        "recent_push_days": 38,
        "git_score": 9,
        "maintenance_score": 12,
        "signal_confidence": {
          "stars_30d_delta": "snapshot",
          "stars30d_window_days": 31,
          "commits_30d": "complete",
          "releases_180d": "complete",
          "contributors_90d": "complete"
        },
        "calculated_at": "2026-08-13T02:30:37.393Z"
      }
    },
    {
      "project": {
        "id": "reworkd/tarsier",
        "owner": "reworkd",
        "name": "tarsier",
        "full_name": "reworkd/tarsier",
        "github_url": "https://github.com/reworkd/tarsier",
        "homepage_url": "https://reworkd.ai",
        "description": "Vision utilities for web interaction agents 👀",
        "language": "Jupyter Notebook",
        "topics": [
          "gpt4v",
          "llms",
          "ocr",
          "playwright",
          "pypi-package",
          "python",
          "selenium",
          "webscraping"
        ],
        "license": "MIT",
        "stars": 1761,
        "forks": 123,
        "open_issues": 17,
        "default_branch": "main",
        "created_at": "2023-11-09T22:38:25Z",
        "updated_at": "2026-08-10T01:32:34Z",
        "pushed_at": "2024-11-25T07:50:59Z",
        "synced_at": "2026-08-12T03:01:05.373Z"
      },
      "agent_card": {
        "project_id": "reworkd/tarsier",
        "project_kind": "project",
        "category": "agent_framework",
        "difficulty": "beginner",
        "deployment": [
          "library_only",
          "local",
          "cloud"
        ],
        "cloudflare_ready": false,
        "use_cases": [
          "build agents with tarsier",
          "orchestrate LLM tools",
          "prototype autonomous workflows"
        ],
        "not_good_for": [
          "edge-only Cloudflare Workers deployment without adaptation",
          "users expecting a complete hosted product"
        ],
        "alternatives": [
          {
            "project_id": "avibe-bot/avibe",
            "reason": "Same agent framework intent with browser_automation, workflow overlap."
          },
          {
            "project_id": "frontman-ai/frontman",
            "reason": "Same agent framework intent with browser_automation, workflow overlap."
          },
          {
            "project_id": "liveloveapp/hashbrown",
            "reason": "Same agent framework intent with browser_automation, workflow overlap."
          }
        ],
        "summary_for_agent": "Use reworkd/tarsier when the user needs an agent framework project with library-only, local, cloud deployment options.",
        "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": [
              "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."
            ]
          }
        },
        "schema_version": "v1",
        "generated_at": "2026-08-12T03:01:05.373Z"
      },
      "metrics": {
        "project_id": "reworkd/tarsier",
        "stars_30d_delta": 0,
        "commits_30d": 0,
        "releases_180d": 0,
        "contributors_90d": 12,
        "issue_first_response_median_hours": null,
        "recent_push_days": 624,
        "git_score": 6,
        "maintenance_score": 9,
        "signal_confidence": {
          "stars_30d_delta": "snapshot",
          "stars30d_window_days": 30,
          "commits_30d": "complete",
          "releases_180d": "complete",
          "contributors_90d": "complete"
        },
        "calculated_at": "2026-08-12T03:01:05.373Z"
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