{ "project": { "project_id": "OmidZamani/dspy-skills", "repo": "OmidZamani/dspy-skills", "name": "dspy-skills", "github_url": "https://github.com/OmidZamani/dspy-skills", "homepage_url": null, "language": "Python", "license": "MIT", "project_kind": "project", "category": [ "rag_framework" ], "tags": [ "agent-skills", "claude-code", "claude-skills", "dspy", "llm", "prompt-optimization", "rag" ], "description": "Collection of Claude Skills for DSPy framework - program language models, optimize prompts, and build RAG pipelines systematically", "overview": "Use OmidZamani/dspy-skills when the user needs a rag framework project with library-only, local, cloud deployment options.", "alternatives": [], "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 \"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": 120, "recent_commits": 0, "contributors": 2, "issue_response_time_hours": null, "release_frequency_180d": 0 }, "quality_signal_confidence": { "stars_30d_delta": "estimated", "commits_30d": "complete", "releases_180d": "complete", "contributors_90d": "complete" }, "quality_score": 5, "agent_score": 53, "score": 59, "agent_score_breakdown": { "documentation": 90, "maintenance": 7, "deployment": 80, "popularity": 42, "community": 47 }, "git_top_score": 59, "git_top_score_breakdown": { "community": 69, "maintenance": 5, "documentation": 92, "stability": 55, "adoption": 57, "agent_readability": 90 }, "summary": { "tl_dr": "Use OmidZamani/dspy-skills when the user needs a rag framework project with library-only, local, cloud deployment options.", "purpose": "Use OmidZamani/dspy-skills 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": [] }, "evidence": { "classification": { "category": { "confidence": "medium", "evidence": [ "Matched \"rag\" 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": "estimated", "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", "Partial or estimated quality signals: stars30dDelta." ], "confidence_reason": "Evidence is usable for comparison, but agents should cite caveats before making a strong recommendation.", "last_verified_at": "2026-08-21T09:00:11.459Z" }, "caveats": [ "edge-only Cloudflare Workers deployment without adaptation", "users expecting a complete hosted product", "Partial or estimated quality signals: stars30dDelta." ], "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": "2026-08-21T09:00:11.459Z" }, "related": [ { "project_id": "ax-llm/ax", "repo": "ax-llm/ax", "name": "ax", "github_url": "https://github.com/ax-llm/ax", "homepage_url": "http://axllm.dev", "language": "TypeScript", "license": "Apache-2.0", "project_kind": "project", "category": [ "rag_framework" ], "tags": [ "ai", "anthropic", "claude", "cohere", "dspy", "gemini", "google", "google-gemini", "gpt-4", "javascript", "large-language-models", "llm", "nodejs", "ollama", "openai", "opensource", "rag", "typescript", "vectordb", "webllm" ], "description": "The pretty much \"official\" DSPy framework for Typescript", "overview": "Use ax-llm/ax 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": "QuantumNous/new-api", "reason": "Same rag framework intent with rag overlap." }, { "repo": "elizaOS/eliza", "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 \"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, filesystem.", "No Cloudflare deployment signal detected.", "No wrangler.toml found in inspected repository files." ] } }, "quality_signals": { "stars": 2870, "recent_commits": 100, "contributors": 39, "issue_response_time_hours": null, "release_frequency_180d": 100 }, "quality_signal_confidence": { "stars_30d_delta": "snapshot", "stars30d_window_days": 36, "commits_30d": "partial", "releases_180d": "partial", "contributors_90d": "complete" }, "quality_score": 38, "agent_score": 78, "score": 93, "agent_score_breakdown": { "documentation": 90, "maintenance": 66, "deployment": 80, "popularity": 69, "community": 84 }, "git_top_score": 93, "git_top_score_breakdown": { "community": 100, "maintenance": 77, "documentation": 84, "stability": 100, "adoption": 99, "agent_readability": 100 }, "summary": { "tl_dr": "Use ax-llm/ax when the user needs a rag framework project with library-only, local, cloud deployment options.", "purpose": "Use ax-llm/ax 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": "QuantumNous/new-api", "reason": "Same rag framework intent with rag overlap." }, { "repo": "elizaOS/eliza", "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": [ "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": 36, "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": "2026-08-17T13:11:15.593Z" }, "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": "2026-08-17T13:11:15.593Z" }, { "project_id": "xr843/Master-skill", "repo": "xr843/Master-skill", "name": "Master-skill", "github_url": "https://github.com/xr843/Master-skill", "homepage_url": "https://fojin.app/chat", "language": "Rust", "license": "MIT", "project_kind": "project", "category": [ "rag_framework" ], "tags": [ "agent-skills", "ai-persona", "bdrc", "buddhism", "chinese-buddhism", "claude-skills", "digital-humanities", "fojin", "llm", "mahamudra", "rag", "suttacentral", "thai-forest-tradition", "theravada", "tibetan-buddhism" ], "description": "FoJin-powered Buddhist AI persona framework — source-grounded, boundary-aware, fidelity-tested, runtime-ready.", "overview": "Use xr843/Master-skill 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": "langchain-ai/langgraph", "reason": "Same rag framework intent with rag overlap." }, { "repo": "LMCache/LMCache", "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 \"pip install\" 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: python.", "No Cloudflare deployment signal detected.", "No wrangler.toml found in inspected repository files." ] } }, "quality_signals": { "stars": 320, "recent_commits": 22, "contributors": 2, "issue_response_time_hours": null, "release_frequency_180d": 10 }, "quality_signal_confidence": { "stars_30d_delta": "snapshot", "stars30d_window_days": 32, "commits_30d": "complete", "releases_180d": "complete", "contributors_90d": "complete" }, "quality_score": 20, "agent_score": 62, "score": 80, "agent_score_breakdown": { "documentation": 90, "maintenance": 39, "deployment": 80, "popularity": 50, "community": 47 }, "git_top_score": 80, "git_top_score_breakdown": { "community": 73, "maintenance": 56, "documentation": 84, "stability": 100, "adoption": 73, "agent_readability": 100 }, "summary": { "tl_dr": "Use xr843/Master-skill when the user needs a rag framework project with library-only, local, cloud deployment options.", "purpose": "Use xr843/Master-skill 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": "langchain-ai/langgraph", "reason": "Same rag framework intent with rag overlap." }, { "repo": "LMCache/LMCache", "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 \"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": "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": "2026-08-17T09:30:56.833Z" }, "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": "2026-08-17T09:30:56.833Z" }, { "project_id": "langchain-ai/langgraph", "repo": "langchain-ai/langgraph", "name": "langgraph", "github_url": "https://github.com/langchain-ai/langgraph", "homepage_url": "https://docs.langchain.com/oss/python/langgraph/", "language": "Python", "license": "MIT", "project_kind": "project", "category": [ "rag_framework" ], "tags": [ "agents", "ai", "ai-agents", "chatgpt", "deepagents", "enterprise", "framework", "gemini", "generative-ai", "langchain", "langgraph", "llm", "multiagent", "open-source", "openai", "pydantic", "python", "rag" ], "description": "Build resilient agents.", "overview": "Use langchain-ai/langgraph when the user needs a rag framework project with library-only, local, cloud deployment options.", "alternatives": [ { "repo": "huggingface/transformers", "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", "LLM provider" ], "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 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": 40118, "recent_commits": 41, "contributors": 100, "issue_response_time_hours": null, "release_frequency_180d": 94 }, "quality_signal_confidence": { "stars_30d_delta": "snapshot", "stars30d_window_days": 31, "commits_30d": "complete", "releases_180d": "complete", "contributors_90d": "partial" }, "quality_score": 78, "agent_score": 84, "score": 93, "agent_score_breakdown": { "documentation": 90, "maintenance": 67, "deployment": 80, "popularity": 92, "community": 100 }, "git_top_score": 93, "git_top_score_breakdown": { "community": 100, "maintenance": 78, "documentation": 92, "stability": 90, "adoption": 100, "agent_readability": 100 }, "summary": { "tl_dr": "Use langchain-ai/langgraph when the user needs a rag framework project with library-only, local, cloud deployment options.", "purpose": "Use langchain-ai/langgraph 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": "huggingface/transformers", "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 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": 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": "2026-08-20T20:51:36.162Z" }, "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": "2026-08-20T20:51:36.162Z" }, { "project_id": "bytedance/deer-flow", "repo": "bytedance/deer-flow", "name": "deer-flow", "github_url": "https://github.com/bytedance/deer-flow", "homepage_url": "https://deerflow.tech", "language": "Python", "license": "MIT", "project_kind": "project", "category": [ "rag_framework" ], "tags": [ "agent", "agentic", "agentic-framework", "agentic-workflow", "ai", "ai-agents", "deep-research", "harness", "langchain", "langgraph", "langmanus", "llm", "multi-agent", "nodejs", "podcast", "python", "superagent", "typescript" ], "description": "An open-source long-horizon SuperAgent harness that researches, codes, and creates. With the help of sandboxes, memories, tools, skill, subagents and message gateway, it handles different levels of tasks that could take minutes to hours.", "overview": "Use bytedance/deer-flow when the user needs a rag framework project with docker, library-only, local deployment options.", "alternatives": [ { "repo": "huggingface/transformers", "reason": "Same rag framework intent with rag overlap." }, { "repo": "mem0ai/mem0", "reason": "Same rag framework intent with rag overlap." }, { "repo": "simstudioai/sim", "reason": "Same rag framework intent with rag, workflow overlap." } ], "related": [], "dependencies": [ "Vector database", "LLM provider" ], "deployments": [ "docker", "library_only", "local", "cloud" ], "difficulty": "intermediate", "cloudflare_ready": false, "use_cases": [ "build 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": [ "No strong beginner or advanced signal found; defaulting to intermediate." ] }, "cloudflare_ready": { "confidence": "high", "evidence": [ "Runtime blocker: python, docker daemon, postgres.", "No Cloudflare deployment signal detected.", "No wrangler.toml found in inspected repository files." ] } }, "quality_signals": { "stars": 80424, "recent_commits": 100, "contributors": 100, "issue_response_time_hours": null, "release_frequency_180d": 1 }, "quality_signal_confidence": { "stars_30d_delta": "snapshot", "stars30d_window_days": 30, "commits_30d": "partial", "releases_180d": "complete", "contributors_90d": "partial" }, "quality_score": 70, "agent_score": 84, "score": 84, "agent_score_breakdown": { "documentation": 90, "maintenance": 53, "deployment": 90, "popularity": 98, "community": 100 }, "git_top_score": 84, "git_top_score_breakdown": { "community": 100, "maintenance": 58, "documentation": 84, "stability": 68, "adoption": 100, "agent_readability": 100 }, "summary": { "tl_dr": "Use bytedance/deer-flow when the user needs a rag framework project with docker, library-only, local deployment options.", "purpose": "Use bytedance/deer-flow 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": "huggingface/transformers", "reason": "Same rag framework intent with rag overlap." }, { "repo": "mem0ai/mem0", "reason": "Same rag framework intent with rag overlap." }, { "repo": "simstudioai/sim", "reason": "Same rag framework intent with rag, workflow 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": [ "No strong beginner or advanced signal found; defaulting to intermediate." ] }, "cloudflare_ready": { "confidence": "high", "evidence": [ "Runtime blocker: python, docker daemon, postgres.", "No Cloudflare deployment signal detected.", "No wrangler.toml found in inspected repository files." ] } }, "quality_signal_confidence": { "stars_30d_delta": "snapshot", "stars30d_window_days": 30, "commits_30d": "partial", "releases_180d": "complete", "contributors_90d": "partial" }, "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, contributors90d." ], "confidence_reason": "Evidence is usable for comparison, but agents should cite caveats before making a strong recommendation.", "last_verified_at": "2026-08-21T02:01:12.336Z" }, "caveats": [ "edge-only Cloudflare Workers deployment without adaptation", "users expecting a complete hosted product", "Partial or estimated quality signals: commits30d, 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": "2026-08-21T02:01:12.336Z" }, { "project_id": "bibinprathap/VeritasGraph", "repo": "bibinprathap/VeritasGraph", "name": "VeritasGraph", "github_url": "https://github.com/bibinprathap/VeritasGraph", "homepage_url": "https://bibinprathap.github.io/VeritasGraph/studio/", "language": "Python", "license": null, "project_kind": "project", "category": [ "rag_framework" ], "tags": [ "agent", "ai-agents", "ai-memory", "context-window", "data-privacy", "enterprise-ai", "generative-ai", "graph-analytics", "graph-database", "graph-rag", "information-retrieval", "knowledge-engineering", "knowledge-graphs", "knowledge-management", "llm", "multi-hop-reasoning", "nlp", "python-library", "rag" ], "description": "VeritasGraph — open-source Knowledge Graph & GraphRAG framework on GitHub. Build multi-hop reasoning, ontology-aware retrieval, and verifiable attribution over your own data. Nodes, edges, RDF, linked-data — runs locally or in the cloud.", "overview": "Use bibinprathap/VeritasGraph when the user needs a rag framework project with docker, library-only, local deployment options.", "alternatives": [ { "repo": "huggingface/transformers", "reason": "Same rag framework intent with rag overlap." }, { "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." } ], "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 \"npm 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, gpu.", "No Cloudflare deployment signal detected.", "No wrangler.toml found in inspected repository files." ] } }, "quality_signals": { "stars": 311, "recent_commits": 39, "contributors": 2, "issue_response_time_hours": null, "release_frequency_180d": 0 }, "quality_signal_confidence": { "stars_30d_delta": "snapshot", "stars30d_window_days": 33, "commits_30d": "complete", "releases_180d": "complete", "contributors_90d": "complete" }, "quality_score": 9, "agent_score": 60, "score": 72, "agent_score_breakdown": { "documentation": 90, "maintenance": 22, "deployment": 90, "popularity": 50, "community": 47 }, "git_top_score": 72, "git_top_score_breakdown": { "community": 73, "maintenance": 35, "documentation": 92, "stability": 70, "adoption": 71, "agent_readability": 100 }, "summary": { "tl_dr": "Use bibinprathap/VeritasGraph when the user needs a rag framework project with docker, library-only, local deployment options.", "purpose": "Use bibinprathap/VeritasGraph 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": "huggingface/transformers", "reason": "Same rag framework intent with rag overlap." }, { "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." } ] }, "evidence": { "classification": { "category": { "confidence": "medium", "evidence": [ "Matched \"rag\" in metadata." ] }, "deployment": { "confidence": "high", "evidence": [ "Matched \"pip install\" in repository content.", "Matched \"npm 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, gpu.", "No Cloudflare deployment signal detected.", "No wrangler.toml found in inspected repository files." ] } }, "quality_signal_confidence": { "stars_30d_delta": "snapshot", "stars30d_window_days": 33, "commits_30d": "complete", "releases_180d": "complete", "contributors_90d": "complete" }, "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": "2026-08-17T20:47:50.080Z" }, "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": "2026-08-17T20:47:50.080Z" }, { "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 agentic apps in JavaScript, Go, Dart, 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": 6339, "recent_commits": 96, "contributors": 100, "issue_response_time_hours": null, "release_frequency_180d": 40 }, "quality_signal_confidence": { "stars_30d_delta": "snapshot", "stars30d_window_days": 35, "commits_30d": "complete", "releases_180d": "complete", "contributors_90d": "partial" }, "quality_score": 46, "agent_score": 83, "score": 92, "agent_score_breakdown": { "documentation": 90, "maintenance": 75, "deployment": 80, "popularity": 76, "community": 100 }, "git_top_score": 92, "git_top_score_breakdown": { "community": 100, "maintenance": 83, "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": 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": "2026-08-17T08:30:52.527Z" }, "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": "2026-08-17T08:30:52.527Z" }, { "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": "huggingface/transformers", "reason": "Same rag framework intent with rag overlap." }, { "repo": "mem0ai/mem0", "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": [ "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": 51773, "recent_commits": 33, "contributors": 100, "issue_response_time_hours": null, "release_frequency_180d": 8 }, "quality_signal_confidence": { "stars_30d_delta": "snapshot", "stars30d_window_days": 31, "commits_30d": "complete", "releases_180d": "complete", "contributors_90d": "partial" }, "quality_score": 54, "agent_score": 85, "score": 91, "agent_score_breakdown": { "documentation": 90, "maintenance": 58, "deployment": 90, "popularity": 94, "community": 100 }, "git_top_score": 91, "git_top_score_breakdown": { "community": 100, "maintenance": 71, "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": "huggingface/transformers", "reason": "Same rag framework intent with rag overlap." }, { "repo": "mem0ai/mem0", "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 \"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": 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": "2026-08-21T01:00:20.736Z" }, "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": "2026-08-21T01:00:20.736Z" }, { "project_id": "TaskingAI/TaskingAI", "repo": "TaskingAI/TaskingAI", "name": "TaskingAI", "github_url": "https://github.com/TaskingAI/TaskingAI", "homepage_url": "https://www.tasking.ai", "language": "Python", "license": "Apache-2.0", "project_kind": "project", "category": [ "rag_framework" ], "tags": [ "agent", "ai", "ai-native", "function-call", "generative-ai", "gpt", "langchain", "llm", "rag", "retrieval-augmented-generation", "vector" ], "description": "The open source platform for AI-native application development.", "overview": "Use TaskingAI/TaskingAI when the user needs a rag framework project with docker, library-only, local deployment options.", "alternatives": [ { "repo": "huggingface/transformers", "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", "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": "high", "evidence": [ "Matched \"rag\" in metadata.", "Matched \"retrieval-augmented\" 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": 5398, "recent_commits": 0, "contributors": 17, "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": 7, "agent_score": 64, "score": 72, "agent_score_breakdown": { "documentation": 90, "maintenance": 10, "deployment": 90, "popularity": 75, "community": 62 }, "git_top_score": 72, "git_top_score_breakdown": { "community": 100, "maintenance": 7, "documentation": 84, "stability": 55, "adoption": 100, "agent_readability": 100 }, "summary": { "tl_dr": "Use TaskingAI/TaskingAI when the user needs a rag framework project with docker, library-only, local deployment options.", "purpose": "Use TaskingAI/TaskingAI 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": "huggingface/transformers", "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": "high", "evidence": [ "Matched \"rag\" in metadata.", "Matched \"retrieval-augmented\" 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": 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": "Classification evidence and quality signals are strong enough for shortlist reasoning when metadata is current.", "last_verified_at": "2026-08-17T05:45:31.708Z" }, "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": "2026-08-17T05:45:31.708Z" } ], "resolved_from": { "requested_id": "OmidZamani/dspy-skills", "resolved_id": "OmidZamani/dspy-skills", "resolution": "direct" }, "metadata": { "source": "d1", "reason": "d1_query", "project_count": 1176, "generated_at": "2026-08-21T10:46:37.019Z", "snapshot_id": "d1:1176:2026-08-21T10:30:20.790Z", "latest_synced_at": "2026-08-21T10:30:20.790Z", "schema_version": "git-top.knowledge.v1", "loaded_project_limit": 2000, "truncated": false } }