{ "project": { "project_id": "humanlayer/12-factor-agents", "repo": "humanlayer/12-factor-agents", "name": "12-factor-agents", "github_url": "https://github.com/humanlayer/12-factor-agents", "homepage_url": null, "language": "TypeScript", "license": "NOASSERTION", "project_kind": "project", "category": [ "rag_framework" ], "tags": [ "12-factor", "12-factor-agents", "agents", "ai", "context-window", "framework", "llms", "memory", "orchestration", "prompt-engineering", "rag" ], "description": "What are the principles we can use to build LLM-powered software that is actually good enough to put in the hands of production customers?", "overview": "Use humanlayer/12-factor-agents when the user needs a rag framework project with kubernetes, library-only, local deployment options.", "alternatives": [ { "repo": "mem0ai/mem0", "reason": "Same rag framework intent with agent_memory, rag overlap." }, { "repo": "langchain-ai/langgraph", "reason": "Same rag framework intent with rag overlap." }, { "repo": "getzep/graphiti", "reason": "Same rag framework intent with rag overlap." } ], "related": [], "dependencies": [ "Vector database", "LLM provider" ], "deployments": [ "kubernetes", "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 metadata." ] }, "deployment": { "confidence": "high", "evidence": [ "Matched \"kubernetes\" 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.", "No Cloudflare deployment signal detected.", "No wrangler.toml found in inspected repository files." ] } }, "quality_signals": { "stars": 25080, "recent_commits": 0, "contributors": 15, "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": 38, "agent_score": 66, "score": 73, "agent_score_breakdown": { "documentation": 90, "maintenance": 10, "deployment": 90, "popularity": 88, "community": 60 }, "git_top_score": 73, "git_top_score_breakdown": { "community": 100, "maintenance": 7, "documentation": 92, "stability": 55, "adoption": 100, "agent_readability": 100 }, "summary": { "tl_dr": "Use humanlayer/12-factor-agents when the user needs a rag framework project with kubernetes, library-only, local deployment options.", "purpose": "Use humanlayer/12-factor-agents when the user needs a rag framework project with kubernetes, library-only, local 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": [ "kubernetes", "library_only", "local", "cloud" ], "alternatives": [ { "repo": "mem0ai/mem0", "reason": "Same rag framework intent with agent_memory, rag overlap." }, { "repo": "langchain-ai/langgraph", "reason": "Same rag framework intent with rag overlap." }, { "repo": "getzep/graphiti", "reason": "Same rag framework intent with rag overlap." } ] }, "evidence": { "classification": { "category": { "confidence": "medium", "evidence": [ "Matched \"rag\" in metadata." ] }, "deployment": { "confidence": "high", "evidence": [ "Matched \"kubernetes\" 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.", "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", "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": "2026-08-05T01:30:22.161Z" }, "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": "2026-08-05T01:30:22.161Z" }, "related": [ { "project_id": "winstonkoh87/Athena-Public", "repo": "winstonkoh87/Athena-Public", "name": "Athena-Public", "github_url": "https://github.com/winstonkoh87/Athena-Public", "homepage_url": "https://winstonkoh87.com/athena/", "language": "Python", "license": "MIT", "project_kind": "project", "category": [ "rag_framework" ], "tags": [ "ai", "ai-agents", "ai-assistant", "automation", "chatgpt", "developer-tools", "framework", "gemini", "google-antigravity", "graphrag", "knowledge-management", "llm", "local-first", "memory", "open-source", "prompt-engineering", "python", "rag", "semantic-search", "vector-search" ], "description": "Athena is a local-first agentic PKM that helps you make better decisions with your own context — persistent memory, structured reasoning, and governed AI agents that work across any LLM. Own the state. Rent the intelligence.", "overview": "Use winstonkoh87/Athena-Public when the user needs a rag framework project with docker, library-only, local deployment options.", "alternatives": [ { "repo": "infiniflow/ragflow", "reason": "Same rag framework intent with rag overlap." }, { "repo": "mem0ai/mem0", "reason": "Same rag framework intent with agent_memory, rag overlap." }, { "repo": "huggingface/transformers", "reason": "Same rag framework intent with rag overlap." } ], "related": [], "dependencies": [ "Vector database", "LLM provider" ], "deployments": [ "docker", "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 \"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": 555, "recent_commits": 73, "contributors": 5, "issue_response_time_hours": null, "release_frequency_180d": 17 }, "quality_signal_confidence": { "stars_30d_delta": "snapshot", "stars30d_window_days": 28, "commits_30d": "complete", "releases_180d": "complete", "contributors_90d": "complete" }, "quality_score": 29, "agent_score": 68, "score": 86, "agent_score_breakdown": { "documentation": 90, "maintenance": 53, "deployment": 90, "popularity": 55, "community": 50 }, "git_top_score": 86, "git_top_score_breakdown": { "community": 84, "maintenance": 68, "documentation": 92, "stability": 100, "adoption": 79, "agent_readability": 100 }, "summary": { "tl_dr": "Use winstonkoh87/Athena-Public when the user needs a rag framework project with docker, library-only, local deployment options.", "purpose": "Use winstonkoh87/Athena-Public when the user needs a rag framework project with docker, library-only, local 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", "library_only", "local", "cloud" ], "alternatives": [ { "repo": "infiniflow/ragflow", "reason": "Same rag framework intent with rag overlap." }, { "repo": "mem0ai/mem0", "reason": "Same rag framework intent with agent_memory, rag overlap." }, { "repo": "huggingface/transformers", "reason": "Same rag framework intent with rag overlap." } ] }, "evidence": { "classification": { "category": { "confidence": "medium", "evidence": [ "Matched \"rag\" 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": 28, "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": "2026-07-29T18:30:37.246Z" }, "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": "2026-07-29T18:30:37.246Z" }, { "project_id": "LazyAGI/LazyLLM", "repo": "LazyAGI/LazyLLM", "name": "LazyLLM", "github_url": "https://github.com/LazyAGI/LazyLLM", "homepage_url": "https://docs.lazyllm.ai/", "language": "Python", "license": "Apache-2.0", "project_kind": "project", "category": [ "rag_framework" ], "tags": [ "agents", "ai-agent", "data", "deep-learning", "documentation-tool", "finetuning", "framework", "knowlege-graph", "langchain", "lazyllm", "llamaindex", "llm", "llms", "rag" ], "description": "Easiest and laziest way for building multi-agent LLMs applications.", "overview": "Use LazyAGI/LazyLLM when the user needs a rag framework project with vercel, serverless, kubernetes deployment options.", "alternatives": [ { "repo": "mem0ai/mem0", "reason": "Same rag framework intent with rag overlap." }, { "repo": "huggingface/transformers", "reason": "Same rag framework intent with rag overlap." }, { "repo": "langchain-ai/langgraph", "reason": "Same rag framework intent with rag overlap." } ], "related": [], "dependencies": [ "Vector database", "LLM provider" ], "deployments": [ "vercel", "serverless", "kubernetes", "library_only", "local" ], "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 \"vercel\" in repository content.", "Matched \"kubernetes\" 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": 3858, "recent_commits": 45, "contributors": 42, "issue_response_time_hours": null, "release_frequency_180d": 11 }, "quality_signal_confidence": { "stars_30d_delta": "snapshot", "stars30d_window_days": 30, "commits_30d": "complete", "releases_180d": "complete", "contributors_90d": "complete" }, "quality_score": 30, "agent_score": 80, "score": 92, "agent_score_breakdown": { "documentation": 90, "maintenance": 57, "deployment": 100, "popularity": 72, "community": 87 }, "git_top_score": 92, "git_top_score_breakdown": { "community": 100, "maintenance": 71, "documentation": 84, "stability": 100, "adoption": 100, "agent_readability": 100 }, "summary": { "tl_dr": "Use LazyAGI/LazyLLM when the user needs a rag framework project with vercel, serverless, kubernetes deployment options.", "purpose": "Use LazyAGI/LazyLLM when the user needs a rag framework project with vercel, serverless, kubernetes 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": [ "vercel", "serverless", "kubernetes", "library_only", "local" ], "alternatives": [ { "repo": "mem0ai/mem0", "reason": "Same rag framework intent with rag overlap." }, { "repo": "huggingface/transformers", "reason": "Same rag framework intent with rag overlap." }, { "repo": "langchain-ai/langgraph", "reason": "Same rag framework intent with rag overlap." } ] }, "evidence": { "classification": { "category": { "confidence": "medium", "evidence": [ "Matched \"rag\" in metadata." ] }, "deployment": { "confidence": "high", "evidence": [ "Matched \"vercel\" in repository content.", "Matched \"kubernetes\" 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_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": "2026-08-01T07:30:12.568Z" }, "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": "2026-08-01T07:30:12.568Z" }, { "project_id": "helixml/helix", "repo": "helixml/helix", "name": "helix", "github_url": "https://github.com/helixml/helix", "homepage_url": "https://helix.ml", "language": "Go", "license": "NOASSERTION", "project_kind": "project", "category": [ "rag_framework" ], "tags": [ "agents", "api", "genai", "glm", "golang", "helm", "k8s", "kimi", "llm", "llm-agent", "llm-serving", "openai", "openapi", "qwen", "rag", "self-hosted", "swagger", "swarm" ], "description": "♾️ Private Agent Fleet with Spec Coding. Each agent gets their own GPU-accelerated desktop. Run Claude, Codex, Gemini and open models on a full private AI Stack ♾️", "overview": "Use helixml/helix when the user needs a rag framework project with docker, kubernetes, library-only deployment options.", "alternatives": [ { "repo": "infiniflow/ragflow", "reason": "Same rag framework intent with rag overlap." }, { "repo": "mem0ai/mem0", "reason": "Same rag framework intent with rag overlap." }, { "repo": "QuantumNous/new-api", "reason": "Same rag framework intent with rag overlap." } ], "related": [], "dependencies": [ "Vector database", "LLM provider" ], "deployments": [ "docker", "kubernetes", "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 \"kubernetes\" in repository content.", "Matched \"helm chart\" in repository content.", "Matched \"npm 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: gpu, postgres, filesystem.", "No Cloudflare deployment signal detected.", "No wrangler.toml found in inspected repository files." ] } }, "quality_signals": { "stars": 794, "recent_commits": 100, "contributors": 18, "issue_response_time_hours": null, "release_frequency_180d": 100 }, "quality_signal_confidence": { "stars_30d_delta": "snapshot", "stars30d_window_days": 32, "commits_30d": "partial", "releases_180d": "partial", "contributors_90d": "complete" }, "quality_score": 32, "agent_score": 75, "score": 88, "agent_score_breakdown": { "documentation": 90, "maintenance": 61, "deployment": 100, "popularity": 58, "community": 63 }, "git_top_score": 88, "git_top_score_breakdown": { "community": 100, "maintenance": 73, "documentation": 84, "stability": 90, "adoption": 83, "agent_readability": 100 }, "summary": { "tl_dr": "Use helixml/helix when the user needs a rag framework project with docker, kubernetes, library-only deployment options.", "purpose": "Use helixml/helix when the user needs a rag framework project with docker, kubernetes, 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", "kubernetes", "library_only", "local", "cloud" ], "alternatives": [ { "repo": "infiniflow/ragflow", "reason": "Same rag framework intent with rag overlap." }, { "repo": "mem0ai/mem0", "reason": "Same rag framework intent with rag overlap." }, { "repo": "QuantumNous/new-api", "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 \"kubernetes\" in repository content.", "Matched \"helm chart\" in repository content.", "Matched \"npm 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: gpu, postgres, filesystem.", "No Cloudflare deployment signal detected.", "No wrangler.toml found in inspected repository files." ] } }, "quality_signal_confidence": { "stars_30d_delta": "snapshot", "stars30d_window_days": 32, "commits_30d": "partial", "releases_180d": "partial", "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", "Partial or estimated quality signals: commits30d, releases180d." ], "confidence_reason": "Evidence is usable for comparison, but agents should cite caveats before making a strong recommendation.", "last_verified_at": "2026-08-04T22:30:21.926Z" }, "caveats": [ "edge-only Cloudflare Workers deployment without adaptation", "users expecting a complete hosted product", "Partial or estimated quality signals: commits30d, releases180d." ], "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": "2026-08-04T22:30:21.926Z" }, { "project_id": "genkit-ai/genkit", "repo": "genkit-ai/genkit", "name": "genkit", "github_url": "https://github.com/genkit-ai/genkit", "homepage_url": "https://genkit.dev", "language": "TypeScript", "license": "Apache-2.0", "project_kind": "project", "category": [ "rag_framework" ], "tags": [ "agents", "ai", "embedders", "genkit", "llm", "multimodal", "rag", "vector-database" ], "description": "Open-source framework for building AI-powered apps in JavaScript, Go, and Python, built and used in production by Google", "overview": "Use genkit-ai/genkit when the user needs a rag framework project with library-only, local, cloud deployment options.", "alternatives": [ { "repo": "mem0ai/mem0", "reason": "Same rag framework intent with rag overlap." }, { "repo": "vespa-engine/vespa", "reason": "Same rag framework intent with rag overlap." }, { "repo": "humanlayer/12-factor-agents", "reason": "Same rag framework intent with rag overlap." } ], "related": [], "dependencies": [ "Vector database", "LLM provider" ], "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 \"npm 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": 6311, "recent_commits": 72, "contributors": 100, "issue_response_time_hours": null, "release_frequency_180d": 40 }, "quality_signal_confidence": { "stars_30d_delta": "snapshot", "stars30d_window_days": 32, "commits_30d": "complete", "releases_180d": "complete", "contributors_90d": "partial" }, "quality_score": 45, "agent_score": 83, "score": 92, "agent_score_breakdown": { "documentation": 90, "maintenance": 72, "deployment": 80, "popularity": 76, "community": 100 }, "git_top_score": 92, "git_top_score_breakdown": { "community": 100, "maintenance": 81, "documentation": 84, "stability": 90, "adoption": 100, "agent_readability": 100 }, "summary": { "tl_dr": "Use genkit-ai/genkit when the user needs a rag framework project with library-only, local, cloud deployment options.", "purpose": "Use genkit-ai/genkit 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": "mem0ai/mem0", "reason": "Same rag framework intent with rag overlap." }, { "repo": "vespa-engine/vespa", "reason": "Same rag framework intent with rag overlap." }, { "repo": "humanlayer/12-factor-agents", "reason": "Same rag framework intent with rag overlap." } ] }, "evidence": { "classification": { "category": { "confidence": "medium", "evidence": [ "Matched \"rag\" in metadata." ] }, "deployment": { "confidence": "high", "evidence": [ "Matched \"npm 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": 32, "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": "2026-08-03T04:02:36.638Z" }, "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": "2026-08-03T04:02:36.638Z" }, { "project_id": "run-llama/llama_index", "repo": "run-llama/llama_index", "name": "llama_index", "github_url": "https://github.com/run-llama/llama_index", "homepage_url": "https://developers.llamaindex.ai", "language": "Python", "license": "MIT", "project_kind": "project", "category": [ "rag_framework" ], "tags": [ "agents", "application", "data", "fine-tuning", "framework", "llamaindex", "llm", "multi-agents", "rag", "vector-database" ], "description": "LlamaIndex is the leading document agent and OCR platform", "overview": "Use run-llama/llama_index when the user needs a rag framework project with docker, library-only, local deployment options.", "alternatives": [ { "repo": "mem0ai/mem0", "reason": "Same rag framework intent with rag overlap." }, { "repo": "langchain-ai/langgraph", "reason": "Same rag framework intent with rag overlap." }, { "repo": "getzep/graphiti", "reason": "Same rag framework intent with rag overlap." } ], "related": [], "dependencies": [ "Vector database", "LLM provider" ], "deployments": [ "docker", "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 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": [ "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": 51372, "recent_commits": 30, "contributors": 100, "issue_response_time_hours": null, "release_frequency_180d": 9 }, "quality_signal_confidence": { "stars_30d_delta": "snapshot", "stars30d_window_days": 35, "commits_30d": "complete", "releases_180d": "complete", "contributors_90d": "partial" }, "quality_score": 56, "agent_score": 85, "score": 92, "agent_score_breakdown": { "documentation": 90, "maintenance": 59, "deployment": 90, "popularity": 94, "community": 100 }, "git_top_score": 92, "git_top_score_breakdown": { "community": 100, "maintenance": 72, "documentation": 92, "stability": 90, "adoption": 100, "agent_readability": 100 }, "summary": { "tl_dr": "Use run-llama/llama_index when the user needs a rag framework project with docker, library-only, local deployment options.", "purpose": "Use run-llama/llama_index when the user needs a rag framework project with docker, library-only, local 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", "library_only", "local", "cloud" ], "alternatives": [ { "repo": "mem0ai/mem0", "reason": "Same rag framework intent with rag overlap." }, { "repo": "langchain-ai/langgraph", "reason": "Same rag framework intent with rag overlap." }, { "repo": "getzep/graphiti", "reason": "Same rag framework intent with rag overlap." } ] }, "evidence": { "classification": { "category": { "confidence": "medium", "evidence": [ "Matched \"rag\" 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": [ "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": 35, "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": "2026-08-04T21:30:26.626Z" }, "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": "2026-08-04T21:30:26.626Z" }, { "project_id": "pipeshub-ai/pipeshub-ai", "repo": "pipeshub-ai/pipeshub-ai", "name": "pipeshub-ai", "github_url": "https://github.com/pipeshub-ai/pipeshub-ai", "homepage_url": "https://pipeshub.com", "language": "Python", "license": "Apache-2.0", "project_kind": "project", "category": [ "rag_framework" ], "tags": [ "agent", "agents", "ai", "drive", "glean", "gmail", "knowledge-graph", "langchain", "langgraph", "llamaparse", "notion", "ollama", "perplexity", "python", "rag", "slack" ], "description": "PipesHub is an open-source fully extensible AI context layer that unifies your business data for explainable enterprise search and agentic workflow automation.", "overview": "Use pipeshub-ai/pipeshub-ai when the user needs a rag framework project with docker, kubernetes, local deployment options.", "alternatives": [ { "repo": "mem0ai/mem0", "reason": "Same rag framework intent with rag overlap." }, { "repo": "langchain-ai/langgraph", "reason": "Same rag framework intent with rag overlap." }, { "repo": "getzep/graphiti", "reason": "Same rag framework intent with rag overlap." } ], "related": [], "dependencies": [ "Vector database", "LLM provider" ], "deployments": [ "docker", "kubernetes", "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 metadata." ] }, "deployment": { "confidence": "high", "evidence": [ "Found Docker configuration file.", "Matched \"kubernetes\" 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, filesystem.", "No Cloudflare deployment signal detected.", "No wrangler.toml found in inspected repository files." ] } }, "quality_signals": { "stars": 3155, "recent_commits": 100, "contributors": 45, "issue_response_time_hours": null, "release_frequency_180d": 9 }, "quality_signal_confidence": { "stars_30d_delta": "snapshot", "stars30d_window_days": 32, "commits_30d": "partial", "releases_180d": "complete", "contributors_90d": "complete" }, "quality_score": 38, "agent_score": 79, "score": 92, "agent_score_breakdown": { "documentation": 90, "maintenance": 61, "deployment": 90, "popularity": 70, "community": 90 }, "git_top_score": 92, "git_top_score_breakdown": { "community": 100, "maintenance": 73, "documentation": 92, "stability": 90, "adoption": 100, "agent_readability": 100 }, "summary": { "tl_dr": "Use pipeshub-ai/pipeshub-ai when the user needs a rag framework project with docker, kubernetes, local deployment options.", "purpose": "Use pipeshub-ai/pipeshub-ai when the user needs a rag framework project with docker, kubernetes, local 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", "simple prompt apps", "tasks without external knowledge" ], "deployment": [ "docker", "kubernetes", "local", "cloud" ], "alternatives": [ { "repo": "mem0ai/mem0", "reason": "Same rag framework intent with rag overlap." }, { "repo": "langchain-ai/langgraph", "reason": "Same rag framework intent with rag overlap." }, { "repo": "getzep/graphiti", "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 \"kubernetes\" 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, filesystem.", "No Cloudflare deployment signal detected.", "No wrangler.toml found in inspected repository files." ] } }, "quality_signal_confidence": { "stars_30d_delta": "snapshot", "stars30d_window_days": 32, "commits_30d": "partial", "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", "Partial or estimated quality signals: commits30d." ], "confidence_reason": "Evidence is usable for comparison, but agents should cite caveats before making a strong recommendation.", "last_verified_at": "2026-08-04T22:00:17.657Z" }, "caveats": [ "edge-only Cloudflare Workers deployment without adaptation", "Partial or estimated quality signals: commits30d." ], "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": "2026-08-04T22:00:17.657Z" }, { "project_id": "neuml/txtai", "repo": "neuml/txtai", "name": "txtai", "github_url": "https://github.com/neuml/txtai", "homepage_url": "https://neuml.github.io/txtai", "language": "Python", "license": "Apache-2.0", "project_kind": "project", "category": [ "rag_framework" ], "tags": [ "agents", "ai", "ai-agents", "embeddings", "information-retrieval", "language-model", "large-language-models", "llm", "nlp", "python", "rag", "retrieval-augmented-generation", "search", "search-engine", "semantic-search", "sentence-embeddings", "transformers", "txtai", "vector-database", "vector-search" ], "description": "💡 All-in-one AI framework for semantic search, LLM orchestration and language model workflows", "overview": "Use neuml/txtai when the user needs a rag framework project with docker, library-only, local deployment options.", "alternatives": [ { "repo": "infiniflow/ragflow", "reason": "Same rag framework intent with rag overlap." }, { "repo": "mem0ai/mem0", "reason": "Same rag framework intent with rag overlap." }, { "repo": "huggingface/transformers", "reason": "Same rag framework intent with rag overlap." } ], "related": [], "dependencies": [ "Vector database", "LLM provider" ], "deployments": [ "docker", "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": "high", "evidence": [ "Matched \"rag\" in metadata.", "Matched \"retrieval-augmented\" 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": [ "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": 12774, "recent_commits": 82, "contributors": 30, "issue_response_time_hours": null, "release_frequency_180d": 8 }, "quality_signal_confidence": { "stars_30d_delta": "snapshot", "stars30d_window_days": 34, "commits_30d": "complete", "releases_180d": "complete", "contributors_90d": "complete" }, "quality_score": 30, "agent_score": 77, "score": 91, "agent_score_breakdown": { "documentation": 90, "maintenance": 53, "deployment": 90, "popularity": 82, "community": 75 }, "git_top_score": 91, "git_top_score_breakdown": { "community": 100, "maintenance": 68, "documentation": 84, "stability": 100, "adoption": 100, "agent_readability": 100 }, "summary": { "tl_dr": "Use neuml/txtai when the user needs a rag framework project with docker, library-only, local deployment options.", "purpose": "Use neuml/txtai when the user needs a rag framework project with docker, library-only, local 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", "library_only", "local", "cloud" ], "alternatives": [ { "repo": "infiniflow/ragflow", "reason": "Same rag framework intent with rag overlap." }, { "repo": "mem0ai/mem0", "reason": "Same rag framework intent with rag overlap." }, { "repo": "huggingface/transformers", "reason": "Same rag framework intent with rag overlap." } ] }, "evidence": { "classification": { "category": { "confidence": "high", "evidence": [ "Matched \"rag\" in metadata.", "Matched \"retrieval-augmented\" 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": [ "No strong beginner or advanced signal found; defaulting to intermediate." ] }, "cloudflare_ready": { "confidence": "high", "evidence": [ "Runtime blocker: python.", "No Cloudflare deployment signal detected.", "No wrangler.toml found in inspected repository files." ] } }, "quality_signal_confidence": { "stars_30d_delta": "snapshot", "stars30d_window_days": 34, "commits_30d": "complete", "releases_180d": "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": "2026-08-02T10:30:28.130Z" }, "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": "2026-08-02T10:30:28.130Z" }, { "project_id": "dynamiq-ai/dynamiq", "repo": "dynamiq-ai/dynamiq", "name": "dynamiq", "github_url": "https://github.com/dynamiq-ai/dynamiq", "homepage_url": "https://getdynamiq.ai", "language": "Python", "license": "Apache-2.0", "project_kind": "project", "category": [ "rag_framework" ], "tags": [ "agents", "ai", "generative-ai", "gpt", "llm", "llmops", "rag" ], "description": "Dynamiq is an orchestration framework for agentic AI and LLM applications", "overview": "Use dynamiq-ai/dynamiq when the user needs a rag framework project with docker, library-only, local deployment options.", "alternatives": [ { "repo": "mem0ai/mem0", "reason": "Same rag framework intent with rag overlap." }, { "repo": "langchain-ai/langgraph", "reason": "Same rag framework intent with rag overlap." }, { "repo": "getzep/graphiti", "reason": "Same rag framework intent with rag overlap." } ], "related": [], "dependencies": [ "Vector database", "LLM provider" ], "deployments": [ "docker", "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 \"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": 1060, "recent_commits": 44, "contributors": 19, "issue_response_time_hours": null, "release_frequency_180d": 27 }, "quality_signal_confidence": { "stars_30d_delta": "snapshot", "stars30d_window_days": 29, "commits_30d": "complete", "releases_180d": "complete", "contributors_90d": "complete" }, "quality_score": 27, "agent_score": 72, "score": 89, "agent_score_breakdown": { "documentation": 90, "maintenance": 52, "deployment": 90, "popularity": 61, "community": 64 }, "git_top_score": 89, "git_top_score_breakdown": { "community": 100, "maintenance": 67, "documentation": 84, "stability": 100, "adoption": 88, "agent_readability": 100 }, "summary": { "tl_dr": "Use dynamiq-ai/dynamiq when the user needs a rag framework project with docker, library-only, local deployment options.", "purpose": "Use dynamiq-ai/dynamiq when the user needs a rag framework project with docker, library-only, local 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", "library_only", "local", "cloud" ], "alternatives": [ { "repo": "mem0ai/mem0", "reason": "Same rag framework intent with rag overlap." }, { "repo": "langchain-ai/langgraph", "reason": "Same rag framework intent with rag overlap." }, { "repo": "getzep/graphiti", "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 \"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": 29, "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": "2026-08-01T04:00:27.866Z" }, "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": "2026-08-01T04:00:27.866Z" } ], "resolved_from": { "requested_id": "humanlayer/12-factor-agents", "resolved_id": "humanlayer/12-factor-agents", "resolution": "direct" }, "metadata": { "source": "d1", "reason": "d1_query", "project_count": 1047, "generated_at": "2026-08-06T01:26:40.074Z", "snapshot_id": "d1:1047:2026-08-06T01:01:38.004Z", "latest_synced_at": "2026-08-06T01:01:38.004Z", "schema_version": "git-top.knowledge.v1", "loaded_project_limit": 2000, "truncated": false } }