{ "query": { "category": "rag_framework" }, "recommendations": [ { "project_id": "huggingface/transformers", "repo": "huggingface/transformers", "name": "transformers", "github_url": "https://github.com/huggingface/transformers", "homepage_url": "https://huggingface.co/transformers", "language": "Python", "license": "Apache-2.0", "project_kind": "project", "category": [ "rag_framework" ], "tags": [ "audio", "deep-learning", "deepseek", "gemma", "glm", "hacktoberfest", "llm", "machine-learning", "model-hub", "natural-language-processing", "nlp", "pretrained-models", "python", "pytorch", "pytorch-transformers", "qwen", "speech-recognition", "transformer", "vlm" ], "description": "🤗 Transformers: the model-definition framework for state-of-the-art machine learning models in text, vision, audio, and multimodal models, for both inference and training. ", "overview": "Use huggingface/transformers when the user needs a rag framework project with library-only, local, cloud deployment options.", "alternatives": [ { "repo": "langchain-ai/langgraph", "reason": "Same rag framework intent with rag overlap." }, { "repo": "xorbitsai/inference", "reason": "Same rag framework intent with rag overlap." }, { "repo": "neuml/txtai", "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 repository content." ] }, "deployment": { "confidence": "high", "evidence": [ "Matched \"pip install\" in repository content.", "Matched \"library\" in repository content.", "Local usage is assumed for open source repositories unless contradicted." ] }, "difficulty": { "confidence": "medium", "evidence": [ "No strong beginner or advanced signal found; defaulting to intermediate." ] }, "cloudflare_ready": { "confidence": "high", "evidence": [ "Runtime blocker: python.", "No Cloudflare deployment signal detected.", "No wrangler.toml found in inspected repository files." ] } }, "quality_signals": { "stars": 168746, "recent_commits": 100, "contributors": 100, "issue_response_time_hours": null, "release_frequency_180d": 26 }, "quality_signal_confidence": { "stars_30d_delta": "snapshot", "stars30d_window_days": 31, "commits_30d": "partial", "releases_180d": "complete", "contributors_90d": "partial" }, "quality_score": 84, "agent_score": 88, "score": 44, "agent_score_breakdown": { "documentation": 90, "maintenance": 76, "deployment": 80, "popularity": 100, "community": 100 }, "git_top_score": 94, "git_top_score_breakdown": { "community": 100, "maintenance": 84, "documentation": 92, "stability": 90, "adoption": 100, "agent_readability": 100 }, "verification": { "schema_version": "git-top.verification.v1", "overall_status": "partial", "observed_at": "2026-11-10T20:30:23.326Z", "signals": { "activity": { "status": "observed", "source": "github_metadata", "evidence": [ "project.pushed_at", "metrics.recent_push_days" ] }, "license": { "status": "observed", "source": "github_metadata", "evidence": [ "project.license" ] }, "documentation": { "status": "observed", "source": "github_metadata", "evidence": [ "project.description" ] }, "runtime": { "status": "inferred", "source": "git_top_heuristic", "evidence": [ "agent_card.deployment", "agent_card.cloudflare_ready" ] }, "install": { "status": "not_run", "source": "git_top_runtime", "evidence": [ "installation/build probe is not enabled" ] }, "security": { "status": "not_run", "source": "git_top_runtime", "evidence": [ "dependency/security scan is not enabled" ] }, "mcp": { "status": "not_applicable", "source": "git_top_runtime", "evidence": [ "project is not classified as mcp_server" ] } }, "coverage": { "observed": 3, "inferred": 1, "not_run": 2, "unknown": 0 }, "next_steps": [ "Run an installation/build probe before production adoption.", "Run a dependency and security scan before treating the score as a trust claim." ] }, "summary": { "tl_dr": "Use huggingface/transformers when the user needs a rag framework project with library-only, local, cloud deployment options.", "purpose": "Use huggingface/transformers when the user needs a rag framework project with library-only, local, cloud deployment options.", "install": "Install as a library or package using the repository instructions.", "inputs": [ "documents", "queries", "embedding store" ], "outputs": [ "retrieval results", "grounded answers", "indexes" ], "good_for": [ "build RAG applications", "connect private data to LLMs", "index documents for retrieval", "retrieval augmented generation", "document search", "knowledge grounding" ], "not_good_for": [ "edge-only Cloudflare Workers deployment without adaptation", "users expecting a complete hosted product", "simple prompt apps", "tasks without external knowledge" ], "deployment": [ "library_only", "local", "cloud" ], "alternatives": [ { "repo": "langchain-ai/langgraph", "reason": "Same rag framework intent with rag overlap." }, { "repo": "xorbitsai/inference", "reason": "Same rag framework intent with rag overlap." }, { "repo": "neuml/txtai", "reason": "Same rag framework intent with rag overlap." } ] }, "evidence": { "classification": { "category": { "confidence": "medium", "evidence": [ "Matched \"rag\" in repository content." ] }, "deployment": { "confidence": "high", "evidence": [ "Matched \"pip install\" in repository content.", "Matched \"library\" in repository content.", "Local usage is assumed for open source repositories unless contradicted." ] }, "difficulty": { "confidence": "medium", "evidence": [ "No strong beginner or advanced signal found; defaulting to intermediate." ] }, "cloudflare_ready": { "confidence": "high", "evidence": [ "Runtime blocker: python.", "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": "partial", "releases_180d": "complete", "contributors_90d": "partial" }, "verification": { "schema_version": "git-top.verification.v1", "overall_status": "partial", "observed_at": "2026-11-10T20:30:23.326Z", "signals": { "activity": { "status": "observed", "source": "github_metadata", "evidence": [ "project.pushed_at", "metrics.recent_push_days" ] }, "license": { "status": "observed", "source": "github_metadata", "evidence": [ "project.license" ] }, "documentation": { "status": "observed", "source": "github_metadata", "evidence": [ "project.description" ] }, "runtime": { "status": "inferred", "source": "git_top_heuristic", "evidence": [ "agent_card.deployment", "agent_card.cloudflare_ready" ] }, "install": { "status": "not_run", "source": "git_top_runtime", "evidence": [ "installation/build probe is not enabled" ] }, "security": { "status": "not_run", "source": "git_top_runtime", "evidence": [ "dependency/security scan is not enabled" ] }, "mcp": { "status": "not_applicable", "source": "git_top_runtime", "evidence": [ "project is not classified as mcp_server" ] } }, "coverage": { "observed": 3, "inferred": 1, "not_run": 2, "unknown": 0 }, "next_steps": [ "Run an installation/build probe before production adoption.", "Run a dependency and security scan before treating the score as a trust claim." ] }, "source_fields": [ "agent_card.classification", "agent_card.deployment", "agent_card.summary_for_agent", "agent_card.use_cases", "metrics", "project.description", "project.language", "project.license", "project.topics", "recommendation.constraints", "recommendation.query", "recommendation.ranking_signals", "verification.signals" ], "caveats": [ "edge-only Cloudflare Workers deployment without adaptation", "Independent installation, security, or runtime probes have not been run for this project.", "Low recommendation confidence; use as a discovery lead, not a final choice.", "Partial or estimated quality signals: commits30d, contributors90d.", "users expecting a complete hosted product" ], "recommendation_reasons": [ "Use huggingface/transformers when the user needs a rag framework project with library-only, local, cloud deployment options.", "It is classified as rag_framework.", "Ranking signals: community 84/100, maintenance 76/100." ], "ranking_signals": { "use_case_match": 20, "community": 84, "maintenance": 76, "readiness": 0, "license_fit": 0 }, "matched_constraints": { "category": "rag_framework" }, "unmatched_constraints": {}, "confidence_reason": "Low confidence because the recommendation score is 44/100, use-case match is 20/100, or constraints are weakly matched; Evidence is usable for comparison, but agents should cite caveats before making a strong recommendation.", "last_verified_at": "2026-11-10T20:30:23.326Z" }, "caveats": [ "edge-only Cloudflare Workers deployment without adaptation", "Independent installation, security, or runtime probes have not been run for this project.", "Low recommendation confidence; use as a discovery lead, not a final choice.", "Partial or estimated quality signals: commits30d, contributors90d.", "users expecting a complete hosted product" ], "confidence_reason": "Low confidence because the recommendation score is 44/100, use-case match is 20/100, or constraints are weakly matched; Evidence is usable for comparison, but agents should cite caveats before making a strong recommendation.", "source_fields": [ "agent_card.classification", "agent_card.deployment", "agent_card.summary_for_agent", "agent_card.use_cases", "metrics", "project.description", "project.language", "project.license", "project.topics", "recommendation.constraints", "recommendation.query", "recommendation.ranking_signals", "verification.signals" ], "last_verified_at": "2026-11-10T20:30:23.326Z", "reason": "Use huggingface/transformers when the user needs a rag framework project with library-only, local, cloud deployment options. It is classified as rag_framework. Ranking signals: community 84/100, maintenance 76/100.", "reasons": [ "Use huggingface/transformers when the user needs a rag framework project with library-only, local, cloud deployment options.", "It is classified as rag_framework.", "Ranking signals: community 84/100, maintenance 76/100." ], "decision_summary": "huggingface/transformers is an exploration candidate: recommendation score 44/100 with matched constraints, but quality and maturity signals need review.", "fit_profile": { "primary_fit": "Ranked within rag_framework using quality and readiness signals.", "deployment_fit": "Supports library_only, local, cloud deployment paths.", "maturity": "High maturity signal from community and maintenance scores.", "agent_readiness": "Agent-readable summary and use cases are available." }, "adoption_plan": [ "Open /projects/huggingface/transformers to verify license, language, classification evidence, and quality signal confidence.", "Inspect /graph/huggingface/transformers for dependencies, related projects, deployment targets, and alternatives.", "Use the matched constraints (category) as the initial acceptance checklist.", "Prototype the library_only deployment path before committing to a migration.", "Compare against /alternatives/huggingface/transformers before final selection." ], "risk_flags": [ "Low recommendation confidence; use as a discovery lead, not a final choice." ], "tradeoffs": [ "edge-only Cloudflare Workers deployment without adaptation", "users expecting a complete hosted product" ], "next_actions": [ { "label": "Open project knowledge", "href": "/projects/huggingface/transformers", "kind": "project" }, { "label": "Inspect graph", "href": "/graph/huggingface/transformers", "kind": "graph" }, { "label": "Find alternatives", "href": "/alternatives/huggingface/transformers", "kind": "alternatives" }, { "label": "Explain score", "href": "/score/huggingface/transformers", "kind": "score" }, { "label": "Compare shortlist", "href": "/compare/huggingface/transformers", "kind": "compare" } ], "matched_constraints": { "category": "rag_framework" }, "unmatched_constraints": {}, "ranking_signals": { "use_case_match": 20, "community": 84, "maintenance": 76, "readiness": 0, "license_fit": 0 }, "confidence": "low", "project": { "id": "huggingface/transformers", "owner": "huggingface", "name": "transformers", "full_name": "huggingface/transformers", "github_url": "https://github.com/huggingface/transformers", "homepage_url": "https://huggingface.co/transformers", "description": "🤗 Transformers: the model-definition framework for state-of-the-art machine learning models in text, vision, audio, and multimodal models, for both inference and training. ", "language": "Python", "topics": [ "audio", "deep-learning", "deepseek", "gemma", "glm", "hacktoberfest", "llm", "machine-learning", "model-hub", "natural-language-processing", "nlp", "pretrained-models", "python", "pytorch", "pytorch-transformers", "qwen", "speech-recognition", "transformer", "vlm" ], "license": "Apache-2.0", "stars": 168746, "forks": 35162, "open_issues": 1069, "default_branch": "main", "created_at": "2018-10-29T13:56:00Z", "updated_at": "2026-11-10T20:23:49Z", "pushed_at": "2026-11-10T19:17:06Z", "synced_at": "2026-11-10T20:30:23.326Z" }, "agent_card": { "project_id": "huggingface/transformers", "project_kind": "project", "category": "rag_framework", "difficulty": "intermediate", "deployment": [ "library_only", "local", "cloud" ], "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" ], "alternatives": [ { "project_id": "langchain-ai/langgraph", "reason": "Same rag framework intent with rag overlap." }, { "project_id": "xorbitsai/inference", "reason": "Same rag framework intent with rag overlap." }, { "project_id": "neuml/txtai", "reason": "Same rag framework intent with rag overlap." } ], "summary_for_agent": "Use huggingface/transformers when the user needs a rag framework project with library-only, local, cloud deployment options.", "classification": { "category": { "confidence": "medium", "evidence": [ "Matched \"rag\" in repository content." ] }, "deployment": { "confidence": "high", "evidence": [ "Matched \"pip install\" in repository content.", "Matched \"library\" in repository content.", "Local usage is assumed for open source repositories unless contradicted." ] }, "difficulty": { "confidence": "medium", "evidence": [ "No strong beginner or advanced signal found; defaulting to intermediate." ] }, "cloudflare_ready": { "confidence": "high", "evidence": [ "Runtime blocker: python.", "No Cloudflare deployment signal detected.", "No wrangler.toml found in inspected repository files." ] } }, "schema_version": "v1", "generated_at": "2026-11-10T20:30:23.326Z" }, "metrics": { "project_id": "huggingface/transformers", "stars_30d_delta": 1730, "commits_30d": 100, "releases_180d": 26, "contributors_90d": 100, "issue_first_response_median_hours": null, "recent_push_days": 0, "git_score": 84, "maintenance_score": 76, "signal_confidence": { "stars_30d_delta": "snapshot", "stars30d_window_days": 31, "commits_30d": "partial", "releases_180d": "complete", "contributors_90d": "partial" }, "calculated_at": "2026-11-10T20:30:23.326Z" } }, { "project_id": "ggml-org/llama.cpp", "repo": "ggml-org/llama.cpp", "name": "llama.cpp", "github_url": "https://github.com/ggml-org/llama.cpp", "homepage_url": "https://llama.app", "language": "C++", "license": "MIT", "project_kind": "project", "category": [ "rag_framework" ], "tags": [ "ggml" ], "description": "LLM inference in C/C++", "overview": "Use ggml-org/llama.cpp when the user needs a rag framework project with docker, library-only, local deployment options.", "alternatives": [ { "repo": "ggml-org/whisper.cpp", "reason": "Same rag framework intent with rag overlap." }, { "repo": "facebookresearch/faiss", "reason": "Same rag framework intent with rag overlap." }, { "repo": "openvinotoolkit/openvino.genai", "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 repository content." ] }, "deployment": { "confidence": "high", "evidence": [ "Matched \"library\" in repository content.", "Local usage is assumed for open source repositories unless contradicted." ] }, "difficulty": { "confidence": "medium", "evidence": [ "No strong beginner or advanced signal found; defaulting to intermediate." ] }, "cloudflare_ready": { "confidence": "high", "evidence": [ "Runtime blocker: cuda, gpu.", "No Cloudflare deployment signal detected.", "No wrangler.toml found in inspected repository files." ] } }, "quality_signals": { "stars": 133865, "recent_commits": 100, "contributors": 100, "issue_response_time_hours": null, "release_frequency_180d": 100 }, "quality_signal_confidence": { "stars_30d_delta": "snapshot", "stars30d_window_days": 31, "commits_30d": "partial", "releases_180d": "partial", "contributors_90d": "partial" }, "quality_score": 84, "agent_score": 90, "score": 44, "agent_score_breakdown": { "documentation": 90, "maintenance": 76, "deployment": 90, "popularity": 100, "community": 100 }, "git_top_score": 93, "git_top_score_breakdown": { "community": 100, "maintenance": 84, "documentation": 84, "stability": 90, "adoption": 100, "agent_readability": 100 }, "verification": { "schema_version": "git-top.verification.v1", "overall_status": "partial", "observed_at": "2026-11-10T05:00:24.009Z", "signals": { "activity": { "status": "observed", "source": "github_metadata", "evidence": [ "project.pushed_at", "metrics.recent_push_days" ] }, "license": { "status": "observed", "source": "github_metadata", "evidence": [ "project.license" ] }, "documentation": { "status": "observed", "source": "github_metadata", "evidence": [ "project.description" ] }, "runtime": { "status": "inferred", "source": "git_top_heuristic", "evidence": [ "agent_card.deployment", "agent_card.cloudflare_ready" ] }, "install": { "status": "not_run", "source": "git_top_runtime", "evidence": [ "installation/build probe is not enabled" ] }, "security": { "status": "not_run", "source": "git_top_runtime", "evidence": [ "dependency/security scan is not enabled" ] }, "mcp": { "status": "not_applicable", "source": "git_top_runtime", "evidence": [ "project is not classified as mcp_server" ] } }, "coverage": { "observed": 3, "inferred": 1, "not_run": 2, "unknown": 0 }, "next_steps": [ "Run an installation/build probe before production adoption.", "Run a dependency and security scan before treating the score as a trust claim." ] }, "summary": { "tl_dr": "Use ggml-org/llama.cpp when the user needs a rag framework project with docker, library-only, local deployment options.", "purpose": "Use ggml-org/llama.cpp 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": "ggml-org/whisper.cpp", "reason": "Same rag framework intent with rag overlap." }, { "repo": "facebookresearch/faiss", "reason": "Same rag framework intent with rag overlap." }, { "repo": "openvinotoolkit/openvino.genai", "reason": "Same rag framework intent with rag overlap." } ] }, "evidence": { "classification": { "category": { "confidence": "medium", "evidence": [ "Matched \"rag\" in repository content." ] }, "deployment": { "confidence": "high", "evidence": [ "Matched \"library\" in repository content.", "Local usage is assumed for open source repositories unless contradicted." ] }, "difficulty": { "confidence": "medium", "evidence": [ "No strong beginner or advanced signal found; defaulting to intermediate." ] }, "cloudflare_ready": { "confidence": "high", "evidence": [ "Runtime blocker: cuda, gpu.", "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": "partial", "releases_180d": "partial", "contributors_90d": "partial" }, "verification": { "schema_version": "git-top.verification.v1", "overall_status": "partial", "observed_at": "2026-11-10T05:00:24.009Z", "signals": { "activity": { "status": "observed", "source": "github_metadata", "evidence": [ "project.pushed_at", "metrics.recent_push_days" ] }, "license": { "status": "observed", "source": "github_metadata", "evidence": [ "project.license" ] }, "documentation": { "status": "observed", "source": "github_metadata", "evidence": [ "project.description" ] }, "runtime": { "status": "inferred", "source": "git_top_heuristic", "evidence": [ "agent_card.deployment", "agent_card.cloudflare_ready" ] }, "install": { "status": "not_run", "source": "git_top_runtime", "evidence": [ "installation/build probe is not enabled" ] }, "security": { "status": "not_run", "source": "git_top_runtime", "evidence": [ "dependency/security scan is not enabled" ] }, "mcp": { "status": "not_applicable", "source": "git_top_runtime", "evidence": [ "project is not classified as mcp_server" ] } }, "coverage": { "observed": 3, "inferred": 1, "not_run": 2, "unknown": 0 }, "next_steps": [ "Run an installation/build probe before production adoption.", "Run a dependency and security scan before treating the score as a trust claim." ] }, "source_fields": [ "agent_card.classification", "agent_card.deployment", "agent_card.summary_for_agent", "agent_card.use_cases", "metrics", "project.description", "project.language", "project.license", "project.topics", "recommendation.constraints", "recommendation.query", "recommendation.ranking_signals", "verification.signals" ], "caveats": [ "edge-only Cloudflare Workers deployment without adaptation", "Independent installation, security, or runtime probes have not been run for this project.", "Low recommendation confidence; use as a discovery lead, not a final choice.", "Partial or estimated quality signals: commits30d, releases180d, contributors90d.", "users expecting a complete hosted product" ], "recommendation_reasons": [ "Use ggml-org/llama.cpp when the user needs a rag framework project with docker, library-only, local deployment options.", "It is classified as rag_framework.", "Ranking signals: community 84/100, maintenance 76/100." ], "ranking_signals": { "use_case_match": 20, "community": 84, "maintenance": 76, "readiness": 0, "license_fit": 0 }, "matched_constraints": { "category": "rag_framework" }, "unmatched_constraints": {}, "confidence_reason": "Low confidence because the recommendation score is 44/100, use-case match is 20/100, or constraints are weakly matched; Evidence is usable for comparison, but agents should cite caveats before making a strong recommendation.", "last_verified_at": "2026-11-10T05:00:24.009Z" }, "caveats": [ "edge-only Cloudflare Workers deployment without adaptation", "Independent installation, security, or runtime probes have not been run for this project.", "Low recommendation confidence; use as a discovery lead, not a final choice.", "Partial or estimated quality signals: commits30d, releases180d, contributors90d.", "users expecting a complete hosted product" ], "confidence_reason": "Low confidence because the recommendation score is 44/100, use-case match is 20/100, or constraints are weakly matched; Evidence is usable for comparison, but agents should cite caveats before making a strong recommendation.", "source_fields": [ "agent_card.classification", "agent_card.deployment", "agent_card.summary_for_agent", "agent_card.use_cases", "metrics", "project.description", "project.language", "project.license", "project.topics", "recommendation.constraints", "recommendation.query", "recommendation.ranking_signals", "verification.signals" ], "last_verified_at": "2026-11-10T05:00:24.009Z", "reason": "Use ggml-org/llama.cpp when the user needs a rag framework project with docker, library-only, local deployment options. It is classified as rag_framework. Ranking signals: community 84/100, maintenance 76/100.", "reasons": [ "Use ggml-org/llama.cpp when the user needs a rag framework project with docker, library-only, local deployment options.", "It is classified as rag_framework.", "Ranking signals: community 84/100, maintenance 76/100." ], "decision_summary": "ggml-org/llama.cpp is an exploration candidate: recommendation score 44/100 with matched constraints, but quality and maturity signals need review.", "fit_profile": { "primary_fit": "Ranked within rag_framework using quality and readiness signals.", "deployment_fit": "Supports docker, library_only, local deployment paths.", "maturity": "High maturity signal from community and maintenance scores.", "agent_readiness": "Agent-readable summary and use cases are available." }, "adoption_plan": [ "Open /projects/ggml-org/llama.cpp to verify license, language, classification evidence, and quality signal confidence.", "Inspect /graph/ggml-org/llama.cpp for dependencies, related projects, deployment targets, and alternatives.", "Use the matched constraints (category) as the initial acceptance checklist.", "Prototype the docker deployment path before committing to a migration.", "Compare against /alternatives/ggml-org/llama.cpp before final selection." ], "risk_flags": [ "Low recommendation confidence; use as a discovery lead, not a final choice." ], "tradeoffs": [ "edge-only Cloudflare Workers deployment without adaptation", "users expecting a complete hosted product" ], "next_actions": [ { "label": "Open project knowledge", "href": "/projects/ggml-org/llama.cpp", "kind": "project" }, { "label": "Inspect graph", "href": "/graph/ggml-org/llama.cpp", "kind": "graph" }, { "label": "Find alternatives", "href": "/alternatives/ggml-org/llama.cpp", "kind": "alternatives" }, { "label": "Explain score", "href": "/score/ggml-org/llama.cpp", "kind": "score" }, { "label": "Compare shortlist", "href": "/compare/ggml-org/llama.cpp", "kind": "compare" } ], "matched_constraints": { "category": "rag_framework" }, "unmatched_constraints": {}, "ranking_signals": { "use_case_match": 20, "community": 84, "maintenance": 76, "readiness": 0, "license_fit": 0 }, "confidence": "low", "project": { "id": "ggml-org/llama.cpp", "owner": "ggml-org", "name": "llama.cpp", "full_name": "ggml-org/llama.cpp", "github_url": "https://github.com/ggml-org/llama.cpp", "homepage_url": "https://llama.app", "description": "LLM inference in C/C++", "language": "C++", "topics": [ "ggml" ], "license": "MIT", "stars": 133865, "forks": 25316, "open_issues": 2606, "default_branch": "master", "created_at": "2023-03-10T18:58:00Z", "updated_at": "2026-11-10T04:39:18Z", "pushed_at": "2026-11-10T01:44:04Z", "synced_at": "2026-11-10T05:00:24.009Z" }, "agent_card": { "project_id": "ggml-org/llama.cpp", "project_kind": "project", "category": "rag_framework", "difficulty": "intermediate", "deployment": [ "docker", "library_only", "local", "cloud" ], "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" ], "alternatives": [ { "project_id": "ggml-org/whisper.cpp", "reason": "Same rag framework intent with rag overlap." }, { "project_id": "facebookresearch/faiss", "reason": "Same rag framework intent with rag overlap." }, { "project_id": "openvinotoolkit/openvino.genai", "reason": "Same rag framework intent with rag overlap." } ], "summary_for_agent": "Use ggml-org/llama.cpp when the user needs a rag framework project with docker, library-only, local deployment options.", "classification": { "category": { "confidence": "medium", "evidence": [ "Matched \"rag\" in repository content." ] }, "deployment": { "confidence": "high", "evidence": [ "Matched \"library\" in repository content.", "Local usage is assumed for open source repositories unless contradicted." ] }, "difficulty": { "confidence": "medium", "evidence": [ "No strong beginner or advanced signal found; defaulting to intermediate." ] }, "cloudflare_ready": { "confidence": "high", "evidence": [ "Runtime blocker: cuda, gpu.", "No Cloudflare deployment signal detected.", "No wrangler.toml found in inspected repository files." ] } }, "schema_version": "v1", "generated_at": "2026-11-10T05:00:24.009Z" }, "metrics": { "project_id": "ggml-org/llama.cpp", "stars_30d_delta": 3214, "commits_30d": 100, "releases_180d": 100, "contributors_90d": 100, "issue_first_response_median_hours": null, "recent_push_days": 0, "git_score": 84, "maintenance_score": 76, "signal_confidence": { "stars_30d_delta": "snapshot", "stars30d_window_days": 31, "commits_30d": "partial", "releases_180d": "partial", "contributors_90d": "partial" }, "calculated_at": "2026-11-10T05:00:24.009Z" } }, { "project_id": "infiniflow/ragflow", "repo": "infiniflow/ragflow", "name": "ragflow", "github_url": "https://github.com/infiniflow/ragflow", "homepage_url": "https://ragflow.io", "language": "Go", "license": "Apache-2.0", "project_kind": "project", "category": [ "rag_framework" ], "tags": [ "agent-harness", "agent-native-database", "agentic-ai", "agentic-retrieval", "agentic-search", "ai", "ai-agents", "context-engine", "context-engineering", "context-management", "harness-engineering", "knowledge-compilation", "rag", "retrieval-augmented-generation", "retrieval-harness", "search-harness" ], "description": "RAGFlow is an agent-native database: a Retrieval-Augmented Generation (RAG) engine that grew into context infrastructure.", "overview": "Use infiniflow/ragflow when the user needs a rag framework project with docker, library-only, local deployment options.", "alternatives": [ { "repo": "langchain-ai/langgraph", "reason": "Same rag framework intent with rag overlap." }, { "repo": "mem0ai/mem0", "reason": "Same rag framework intent with rag overlap." }, { "repo": "intelligencedev/manifold", "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": [ "Found Docker configuration file.", "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.", "No Cloudflare deployment signal detected.", "No wrangler.toml found in inspected repository files." ] } }, "quality_signals": { "stars": 93898, "recent_commits": 100, "contributors": 100, "issue_response_time_hours": null, "release_frequency_180d": 16 }, "quality_signal_confidence": { "stars_30d_delta": "snapshot", "stars30d_window_days": 31, "commits_30d": "partial", "releases_180d": "complete", "contributors_90d": "partial" }, "quality_score": 84, "agent_score": 90, "score": 44, "agent_score_breakdown": { "documentation": 90, "maintenance": 76, "deployment": 90, "popularity": 99, "community": 100 }, "git_top_score": 93, "git_top_score_breakdown": { "community": 100, "maintenance": 84, "documentation": 84, "stability": 90, "adoption": 100, "agent_readability": 100 }, "verification": { "schema_version": "git-top.verification.v1", "overall_status": "partial", "observed_at": "2026-11-10T00:30:38.749Z", "signals": { "activity": { "status": "observed", "source": "github_metadata", "evidence": [ "project.pushed_at", "metrics.recent_push_days" ] }, "license": { "status": "observed", "source": "github_metadata", "evidence": [ "project.license" ] }, "documentation": { "status": "observed", "source": "github_metadata", "evidence": [ "project.description" ] }, "runtime": { "status": "inferred", "source": "git_top_heuristic", "evidence": [ "agent_card.deployment", "agent_card.cloudflare_ready" ] }, "install": { "status": "not_run", "source": "git_top_runtime", "evidence": [ "installation/build probe is not enabled" ] }, "security": { "status": "not_run", "source": "git_top_runtime", "evidence": [ "dependency/security scan is not enabled" ] }, "mcp": { "status": "not_applicable", "source": "git_top_runtime", "evidence": [ "project is not classified as mcp_server" ] } }, "coverage": { "observed": 3, "inferred": 1, "not_run": 2, "unknown": 0 }, "next_steps": [ "Run an installation/build probe before production adoption.", "Run a dependency and security scan before treating the score as a trust claim." ] }, "summary": { "tl_dr": "Use infiniflow/ragflow when the user needs a rag framework project with docker, library-only, local deployment options.", "purpose": "Use infiniflow/ragflow 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": "langchain-ai/langgraph", "reason": "Same rag framework intent with rag overlap." }, { "repo": "mem0ai/mem0", "reason": "Same rag framework intent with rag overlap." }, { "repo": "intelligencedev/manifold", "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": [ "Found Docker configuration file.", "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.", "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": "partial", "releases_180d": "complete", "contributors_90d": "partial" }, "verification": { "schema_version": "git-top.verification.v1", "overall_status": "partial", "observed_at": "2026-11-10T00:30:38.749Z", "signals": { "activity": { "status": "observed", "source": "github_metadata", "evidence": [ "project.pushed_at", "metrics.recent_push_days" ] }, "license": { "status": "observed", "source": "github_metadata", "evidence": [ "project.license" ] }, "documentation": { "status": "observed", "source": "github_metadata", "evidence": [ "project.description" ] }, "runtime": { "status": "inferred", "source": "git_top_heuristic", "evidence": [ "agent_card.deployment", "agent_card.cloudflare_ready" ] }, "install": { "status": "not_run", "source": "git_top_runtime", "evidence": [ "installation/build probe is not enabled" ] }, "security": { "status": "not_run", "source": "git_top_runtime", "evidence": [ "dependency/security scan is not enabled" ] }, "mcp": { "status": "not_applicable", "source": "git_top_runtime", "evidence": [ "project is not classified as mcp_server" ] } }, "coverage": { "observed": 3, "inferred": 1, "not_run": 2, "unknown": 0 }, "next_steps": [ "Run an installation/build probe before production adoption.", "Run a dependency and security scan before treating the score as a trust claim." ] }, "source_fields": [ "agent_card.classification", "agent_card.deployment", "agent_card.summary_for_agent", "agent_card.use_cases", "metrics", "project.description", "project.language", "project.license", "project.topics", "recommendation.constraints", "recommendation.query", "recommendation.ranking_signals", "verification.signals" ], "caveats": [ "edge-only Cloudflare Workers deployment without adaptation", "Independent installation, security, or runtime probes have not been run for this project.", "Low recommendation confidence; use as a discovery lead, not a final choice.", "Partial or estimated quality signals: commits30d, contributors90d.", "users expecting a complete hosted product" ], "recommendation_reasons": [ "Use infiniflow/ragflow when the user needs a rag framework project with docker, library-only, local deployment options.", "It is classified as rag_framework.", "Ranking signals: community 84/100, maintenance 76/100." ], "ranking_signals": { "use_case_match": 20, "community": 84, "maintenance": 76, "readiness": 0, "license_fit": 0 }, "matched_constraints": { "category": "rag_framework" }, "unmatched_constraints": {}, "confidence_reason": "Low confidence because the recommendation score is 44/100, use-case match is 20/100, or constraints are weakly matched; Evidence is usable for comparison, but agents should cite caveats before making a strong recommendation.", "last_verified_at": "2026-11-10T00:30:38.749Z" }, "caveats": [ "edge-only Cloudflare Workers deployment without adaptation", "Independent installation, security, or runtime probes have not been run for this project.", "Low recommendation confidence; use as a discovery lead, not a final choice.", "Partial or estimated quality signals: commits30d, contributors90d.", "users expecting a complete hosted product" ], "confidence_reason": "Low confidence because the recommendation score is 44/100, use-case match is 20/100, or constraints are weakly matched; Evidence is usable for comparison, but agents should cite caveats before making a strong recommendation.", "source_fields": [ "agent_card.classification", "agent_card.deployment", "agent_card.summary_for_agent", "agent_card.use_cases", "metrics", "project.description", "project.language", "project.license", "project.topics", "recommendation.constraints", "recommendation.query", "recommendation.ranking_signals", "verification.signals" ], "last_verified_at": "2026-11-10T00:30:38.749Z", "reason": "Use infiniflow/ragflow when the user needs a rag framework project with docker, library-only, local deployment options. It is classified as rag_framework. Ranking signals: community 84/100, maintenance 76/100.", "reasons": [ "Use infiniflow/ragflow when the user needs a rag framework project with docker, library-only, local deployment options.", "It is classified as rag_framework.", "Ranking signals: community 84/100, maintenance 76/100." ], "decision_summary": "infiniflow/ragflow is an exploration candidate: recommendation score 44/100 with matched constraints, but quality and maturity signals need review.", "fit_profile": { "primary_fit": "Ranked within rag_framework using quality and readiness signals.", "deployment_fit": "Supports docker, library_only, local deployment paths.", "maturity": "High maturity signal from community and maintenance scores.", "agent_readiness": "Agent-readable summary and use cases are available." }, "adoption_plan": [ "Open /projects/infiniflow/ragflow to verify license, language, classification evidence, and quality signal confidence.", "Inspect /graph/infiniflow/ragflow for dependencies, related projects, deployment targets, and alternatives.", "Use the matched constraints (category) as the initial acceptance checklist.", "Prototype the docker deployment path before committing to a migration.", "Compare against /alternatives/infiniflow/ragflow before final selection." ], "risk_flags": [ "Low recommendation confidence; use as a discovery lead, not a final choice." ], "tradeoffs": [ "edge-only Cloudflare Workers deployment without adaptation", "users expecting a complete hosted product" ], "next_actions": [ { "label": "Open project knowledge", "href": "/projects/infiniflow/ragflow", "kind": "project" }, { "label": "Inspect graph", "href": "/graph/infiniflow/ragflow", "kind": "graph" }, { "label": "Find alternatives", "href": "/alternatives/infiniflow/ragflow", "kind": "alternatives" }, { "label": "Explain score", "href": "/score/infiniflow/ragflow", "kind": "score" }, { "label": "Compare shortlist", "href": "/compare/infiniflow/ragflow", "kind": "compare" } ], "matched_constraints": { "category": "rag_framework" }, "unmatched_constraints": {}, "ranking_signals": { "use_case_match": 20, "community": 84, "maintenance": 76, "readiness": 0, "license_fit": 0 }, "confidence": "low", "project": { "id": "infiniflow/ragflow", "owner": "infiniflow", "name": "ragflow", "full_name": "infiniflow/ragflow", "github_url": "https://github.com/infiniflow/ragflow", "homepage_url": "https://ragflow.io", "description": "RAGFlow is an agent-native database: a Retrieval-Augmented Generation (RAG) engine that grew into context infrastructure.", "language": "Go", "topics": [ "agent-harness", "agent-native-database", "agentic-ai", "agentic-retrieval", "agentic-search", "ai", "ai-agents", "context-engine", "context-engineering", "context-management", "harness-engineering", "knowledge-compilation", "rag", "retrieval-augmented-generation", "retrieval-harness", "search-harness" ], "license": "Apache-2.0", "stars": 93898, "forks": 11281, "open_issues": 1349, "default_branch": "main", "created_at": "2023-12-12T06:13:13Z", "updated_at": "2026-11-10T00:18:55Z", "pushed_at": "2026-11-09T13:09:58Z", "synced_at": "2026-11-10T00:30:38.749Z" }, "agent_card": { "project_id": "infiniflow/ragflow", "project_kind": "project", "category": "rag_framework", "difficulty": "intermediate", "deployment": [ "docker", "library_only", "local", "cloud" ], "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" ], "alternatives": [ { "project_id": "langchain-ai/langgraph", "reason": "Same rag framework intent with rag overlap." }, { "project_id": "mem0ai/mem0", "reason": "Same rag framework intent with rag overlap." }, { "project_id": "intelligencedev/manifold", "reason": "Same rag framework intent with rag overlap." } ], "summary_for_agent": "Use infiniflow/ragflow when the user needs a rag framework project with docker, library-only, local deployment options.", "classification": { "category": { "confidence": "high", "evidence": [ "Matched \"rag\" in metadata.", "Matched \"retrieval-augmented\" in metadata." ] }, "deployment": { "confidence": "high", "evidence": [ "Found Docker configuration file.", "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.", "No Cloudflare deployment signal detected.", "No wrangler.toml found in inspected repository files." ] } }, "schema_version": "v1", "generated_at": "2026-11-10T00:30:38.749Z" }, "metrics": { "project_id": "infiniflow/ragflow", "stars_30d_delta": 1982, "commits_30d": 100, "releases_180d": 16, "contributors_90d": 100, "issue_first_response_median_hours": null, "recent_push_days": 0, "git_score": 84, "maintenance_score": 76, "signal_confidence": { "stars_30d_delta": "snapshot", "stars30d_window_days": 31, "commits_30d": "partial", "releases_180d": "complete", "contributors_90d": "partial" }, "calculated_at": "2026-11-10T00:30:38.749Z" } }, { "project_id": "QuantumNous/new-api", "repo": "QuantumNous/new-api", "name": "new-api", "github_url": "https://github.com/QuantumNous/new-api", "homepage_url": "https://www.newapi.ai", "language": "Go", "license": "AGPL-3.0", "project_kind": "project", "category": [ "rag_framework" ], "tags": [ "ai-gateway", "api-management", "claude", "deepseek", "gemini", "llm-gateway", "model-routing", "newapi", "openai", "rerank", "self-hosted" ], "description": "Open-source AI gateway. Self-hosted LLM gateway with OpenAI-, Claude- and Gemini-compatible APIs, model routing, access control, usage tracking and cost accounting.", "overview": "Use QuantumNous/new-api when the user needs a rag framework project with docker, local, cloud deployment options.", "alternatives": [ { "repo": "schmitech/orbit", "reason": "Same rag framework intent with rag, llm_gateway overlap." }, { "repo": "lobehub/lobehub-gateway", "reason": "Same rag framework intent with rag, llm_gateway overlap." }, { "repo": "coaidev/coai", "reason": "Same rag framework intent with rag, llm_gateway overlap." } ], "related": [], "dependencies": [ "Vector database", "LLM provider" ], "deployments": [ "docker", "local", "cloud" ], "difficulty": "advanced", "cloudflare_ready": false, "use_cases": [ "build RAG applications", "connect private data to LLMs", "index documents for retrieval" ], "not_good_for": [ "edge-only Cloudflare Workers deployment without adaptation" ], "classification": { "category": { "confidence": "medium", "evidence": [ "Matched \"rag\" in repository content." ] }, "deployment": { "confidence": "high", "evidence": [ "Found Docker configuration file.", "Local usage is assumed for open source repositories unless contradicted." ] }, "difficulty": { "confidence": "medium", "evidence": [ "Found multi-service or orchestration configuration files." ] }, "cloudflare_ready": { "confidence": "high", "evidence": [ "Runtime blocker: postgres.", "No Cloudflare deployment signal detected.", "No wrangler.toml found in inspected repository files." ] } }, "quality_signals": { "stars": 51694, "recent_commits": 100, "contributors": 100, "issue_response_time_hours": null, "release_frequency_180d": 43 }, "quality_signal_confidence": { "stars_30d_delta": "snapshot", "stars30d_window_days": 31, "commits_30d": "partial", "releases_180d": "complete", "contributors_90d": "partial" }, "quality_score": 84, "agent_score": 87, "score": 44, "agent_score_breakdown": { "documentation": 90, "maintenance": 76, "deployment": 80, "popularity": 94, "community": 100 }, "git_top_score": 93, "git_top_score_breakdown": { "community": 100, "maintenance": 84, "documentation": 84, "stability": 90, "adoption": 100, "agent_readability": 100 }, "verification": { "schema_version": "git-top.verification.v1", "overall_status": "partial", "observed_at": "2026-11-10T14:30:20.371Z", "signals": { "activity": { "status": "observed", "source": "github_metadata", "evidence": [ "project.pushed_at", "metrics.recent_push_days" ] }, "license": { "status": "observed", "source": "github_metadata", "evidence": [ "project.license" ] }, "documentation": { "status": "observed", "source": "github_metadata", "evidence": [ "project.description" ] }, "runtime": { "status": "inferred", "source": "git_top_heuristic", "evidence": [ "agent_card.deployment", "agent_card.cloudflare_ready" ] }, "install": { "status": "not_run", "source": "git_top_runtime", "evidence": [ "installation/build probe is not enabled" ] }, "security": { "status": "not_run", "source": "git_top_runtime", "evidence": [ "dependency/security scan is not enabled" ] }, "mcp": { "status": "not_applicable", "source": "git_top_runtime", "evidence": [ "project is not classified as mcp_server" ] } }, "coverage": { "observed": 3, "inferred": 1, "not_run": 2, "unknown": 0 }, "next_steps": [ "Run an installation/build probe before production adoption.", "Run a dependency and security scan before treating the score as a trust claim." ] }, "summary": { "tl_dr": "Use QuantumNous/new-api when the user needs a rag framework project with docker, local, cloud deployment options.", "purpose": "Use QuantumNous/new-api when the user needs a rag framework project with docker, local, cloud 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", "local", "cloud" ], "alternatives": [ { "repo": "schmitech/orbit", "reason": "Same rag framework intent with rag, llm_gateway overlap." }, { "repo": "lobehub/lobehub-gateway", "reason": "Same rag framework intent with rag, llm_gateway overlap." }, { "repo": "coaidev/coai", "reason": "Same rag framework intent with rag, llm_gateway overlap." } ] }, "evidence": { "classification": { "category": { "confidence": "medium", "evidence": [ "Matched \"rag\" in repository content." ] }, "deployment": { "confidence": "high", "evidence": [ "Found Docker configuration file.", "Local usage is assumed for open source repositories unless contradicted." ] }, "difficulty": { "confidence": "medium", "evidence": [ "Found multi-service or orchestration configuration files." ] }, "cloudflare_ready": { "confidence": "high", "evidence": [ "Runtime blocker: postgres.", "No Cloudflare deployment signal detected.", "No wrangler.toml found in inspected repository files." ] } }, "quality_signal_confidence": { "stars_30d_delta": "snapshot", "stars30d_window_days": 31, "commits_30d": "partial", "releases_180d": "complete", "contributors_90d": "partial" }, "verification": { "schema_version": "git-top.verification.v1", "overall_status": "partial", "observed_at": "2026-11-10T14:30:20.371Z", "signals": { "activity": { "status": "observed", "source": "github_metadata", "evidence": [ "project.pushed_at", "metrics.recent_push_days" ] }, "license": { "status": "observed", "source": "github_metadata", "evidence": [ "project.license" ] }, "documentation": { "status": "observed", "source": "github_metadata", "evidence": [ "project.description" ] }, "runtime": { "status": "inferred", "source": "git_top_heuristic", "evidence": [ "agent_card.deployment", "agent_card.cloudflare_ready" ] }, "install": { "status": "not_run", "source": "git_top_runtime", "evidence": [ "installation/build probe is not enabled" ] }, "security": { "status": "not_run", "source": "git_top_runtime", "evidence": [ "dependency/security scan is not enabled" ] }, "mcp": { "status": "not_applicable", "source": "git_top_runtime", "evidence": [ "project is not classified as mcp_server" ] } }, "coverage": { "observed": 3, "inferred": 1, "not_run": 2, "unknown": 0 }, "next_steps": [ "Run an installation/build probe before production adoption.", "Run a dependency and security scan before treating the score as a trust claim." ] }, "source_fields": [ "agent_card.classification", "agent_card.deployment", "agent_card.summary_for_agent", "agent_card.use_cases", "metrics", "project.description", "project.language", "project.license", "project.topics", "recommendation.constraints", "recommendation.query", "recommendation.ranking_signals", "verification.signals" ], "caveats": [ "edge-only Cloudflare Workers deployment without adaptation", "Independent installation, security, or runtime probes have not been run for this project.", "Low recommendation confidence; use as a discovery lead, not a final choice.", "Partial or estimated quality signals: commits30d, contributors90d." ], "recommendation_reasons": [ "Use QuantumNous/new-api when the user needs a rag framework project with docker, local, cloud deployment options.", "It is classified as rag_framework.", "Ranking signals: community 84/100, maintenance 76/100." ], "ranking_signals": { "use_case_match": 20, "community": 84, "maintenance": 76, "readiness": 0, "license_fit": 0 }, "matched_constraints": { "category": "rag_framework" }, "unmatched_constraints": {}, "confidence_reason": "Low confidence because the recommendation score is 44/100, use-case match is 20/100, or constraints are weakly matched; Evidence is usable for comparison, but agents should cite caveats before making a strong recommendation.", "last_verified_at": "2026-11-10T14:30:20.371Z" }, "caveats": [ "edge-only Cloudflare Workers deployment without adaptation", "Independent installation, security, or runtime probes have not been run for this project.", "Low recommendation confidence; use as a discovery lead, not a final choice.", "Partial or estimated quality signals: commits30d, contributors90d." ], "confidence_reason": "Low confidence because the recommendation score is 44/100, use-case match is 20/100, or constraints are weakly matched; Evidence is usable for comparison, but agents should cite caveats before making a strong recommendation.", "source_fields": [ "agent_card.classification", "agent_card.deployment", "agent_card.summary_for_agent", "agent_card.use_cases", "metrics", "project.description", "project.language", "project.license", "project.topics", "recommendation.constraints", "recommendation.query", "recommendation.ranking_signals", "verification.signals" ], "last_verified_at": "2026-11-10T14:30:20.371Z", "reason": "Use QuantumNous/new-api when the user needs a rag framework project with docker, local, cloud deployment options. It is classified as rag_framework. Ranking signals: community 84/100, maintenance 76/100.", "reasons": [ "Use QuantumNous/new-api when the user needs a rag framework project with docker, local, cloud deployment options.", "It is classified as rag_framework.", "Ranking signals: community 84/100, maintenance 76/100." ], "decision_summary": "QuantumNous/new-api is an exploration candidate: recommendation score 44/100 with matched constraints, but quality and maturity signals need review.", "fit_profile": { "primary_fit": "Ranked within rag_framework using quality and readiness signals.", "deployment_fit": "Supports docker, local, cloud deployment paths.", "maturity": "High maturity signal from community and maintenance scores.", "agent_readiness": "Agent-readable summary and use cases are available." }, "adoption_plan": [ "Open /projects/QuantumNous/new-api to verify license, language, classification evidence, and quality signal confidence.", "Inspect /graph/QuantumNous/new-api for dependencies, related projects, deployment targets, and alternatives.", "Use the matched constraints (category) as the initial acceptance checklist.", "Prototype the docker deployment path before committing to a migration.", "Compare against /alternatives/QuantumNous/new-api before final selection." ], "risk_flags": [ "Low recommendation confidence; use as a discovery lead, not a final choice." ], "tradeoffs": [ "edge-only Cloudflare Workers deployment without adaptation" ], "next_actions": [ { "label": "Open project knowledge", "href": "/projects/QuantumNous/new-api", "kind": "project" }, { "label": "Inspect graph", "href": "/graph/QuantumNous/new-api", "kind": "graph" }, { "label": "Find alternatives", "href": "/alternatives/QuantumNous/new-api", "kind": "alternatives" }, { "label": "Explain score", "href": "/score/QuantumNous/new-api", "kind": "score" }, { "label": "Compare shortlist", "href": "/compare/QuantumNous/new-api", "kind": "compare" } ], "matched_constraints": { "category": "rag_framework" }, "unmatched_constraints": {}, "ranking_signals": { "use_case_match": 20, "community": 84, "maintenance": 76, "readiness": 0, "license_fit": 0 }, "confidence": "low", "project": { "id": "QuantumNous/new-api", "owner": "QuantumNous", "name": "new-api", "full_name": "QuantumNous/new-api", "github_url": "https://github.com/QuantumNous/new-api", "homepage_url": "https://www.newapi.ai", "description": "Open-source AI gateway. Self-hosted LLM gateway with OpenAI-, Claude- and Gemini-compatible APIs, model routing, access control, usage tracking and cost accounting.", "language": "Go", "topics": [ "ai-gateway", "api-management", "claude", "deepseek", "gemini", "llm-gateway", "model-routing", "newapi", "openai", "rerank", "self-hosted" ], "license": "AGPL-3.0", "stars": 51694, "forks": 12601, "open_issues": 1452, "default_branch": "main", "created_at": "2023-11-10T19:33:36Z", "updated_at": "2026-11-10T14:21:59Z", "pushed_at": "2026-11-10T13:44:18Z", "synced_at": "2026-11-10T14:30:20.371Z" }, "agent_card": { "project_id": "QuantumNous/new-api", "project_kind": "project", "category": "rag_framework", "difficulty": "advanced", "deployment": [ "docker", "local", "cloud" ], "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" ], "alternatives": [ { "project_id": "schmitech/orbit", "reason": "Same rag framework intent with rag, llm_gateway overlap." }, { "project_id": "lobehub/lobehub-gateway", "reason": "Same rag framework intent with rag, llm_gateway overlap." }, { "project_id": "coaidev/coai", "reason": "Same rag framework intent with rag, llm_gateway overlap." } ], "summary_for_agent": "Use QuantumNous/new-api when the user needs a rag framework project with docker, local, cloud deployment options.", "classification": { "category": { "confidence": "medium", "evidence": [ "Matched \"rag\" in repository content." ] }, "deployment": { "confidence": "high", "evidence": [ "Found Docker configuration file.", "Local usage is assumed for open source repositories unless contradicted." ] }, "difficulty": { "confidence": "medium", "evidence": [ "Found multi-service or orchestration configuration files." ] }, "cloudflare_ready": { "confidence": "high", "evidence": [ "Runtime blocker: postgres.", "No Cloudflare deployment signal detected.", "No wrangler.toml found in inspected repository files." ] } }, "schema_version": "v1", "generated_at": "2026-11-10T14:30:20.371Z" }, "metrics": { "project_id": "QuantumNous/new-api", "stars_30d_delta": 2165, "commits_30d": 100, "releases_180d": 43, "contributors_90d": 100, "issue_first_response_median_hours": null, "recent_push_days": 0, "git_score": 84, "maintenance_score": 76, "signal_confidence": { "stars_30d_delta": "snapshot", "stars30d_window_days": 31, "commits_30d": "partial", "releases_180d": "complete", "contributors_90d": "partial" }, "calculated_at": "2026-11-10T14:30:20.371Z" } }, { "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": 44755, "recent_commits": 100, "contributors": 100, "issue_response_time_hours": null, "release_frequency_180d": 65 }, "quality_signal_confidence": { "stars_30d_delta": "snapshot", "stars30d_window_days": 30, "commits_30d": "partial", "releases_180d": "complete", "contributors_90d": "partial" }, "quality_score": 84, "agent_score": 87, "score": 44, "agent_score_breakdown": { "documentation": 90, "maintenance": 76, "deployment": 80, "popularity": 93, "community": 100 }, "git_top_score": 94, "git_top_score_breakdown": { "community": 100, "maintenance": 84, "documentation": 92, "stability": 90, "adoption": 100, "agent_readability": 100 }, "verification": { "schema_version": "git-top.verification.v1", "overall_status": "partial", "observed_at": "2026-11-10T15:30:22.395Z", "signals": { "activity": { "status": "observed", "source": "github_metadata", "evidence": [ "project.pushed_at", "metrics.recent_push_days" ] }, "license": { "status": "observed", "source": "github_metadata", "evidence": [ "project.license" ] }, "documentation": { "status": "observed", "source": "github_metadata", "evidence": [ "project.description" ] }, "runtime": { "status": "inferred", "source": "git_top_heuristic", "evidence": [ "agent_card.deployment", "agent_card.cloudflare_ready" ] }, "install": { "status": "not_run", "source": "git_top_runtime", "evidence": [ "installation/build probe is not enabled" ] }, "security": { "status": "not_run", "source": "git_top_runtime", "evidence": [ "dependency/security scan is not enabled" ] }, "mcp": { "status": "not_applicable", "source": "git_top_runtime", "evidence": [ "project is not classified as mcp_server" ] } }, "coverage": { "observed": 3, "inferred": 1, "not_run": 2, "unknown": 0 }, "next_steps": [ "Run an installation/build probe before production adoption.", "Run a dependency and security scan before treating the score as a trust claim." ] }, "summary": { "tl_dr": "Use langchain-ai/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": 30, "commits_30d": "partial", "releases_180d": "complete", "contributors_90d": "partial" }, "verification": { "schema_version": "git-top.verification.v1", "overall_status": "partial", "observed_at": "2026-11-10T15:30:22.395Z", "signals": { "activity": { "status": "observed", "source": "github_metadata", "evidence": [ "project.pushed_at", "metrics.recent_push_days" ] }, "license": { "status": "observed", "source": "github_metadata", "evidence": [ "project.license" ] }, "documentation": { "status": "observed", "source": "github_metadata", "evidence": [ "project.description" ] }, "runtime": { "status": "inferred", "source": "git_top_heuristic", "evidence": [ "agent_card.deployment", "agent_card.cloudflare_ready" ] }, "install": { "status": "not_run", "source": "git_top_runtime", "evidence": [ "installation/build probe is not enabled" ] }, "security": { "status": "not_run", "source": "git_top_runtime", "evidence": [ "dependency/security scan is not enabled" ] }, "mcp": { "status": "not_applicable", "source": "git_top_runtime", "evidence": [ "project is not classified as mcp_server" ] } }, "coverage": { "observed": 3, "inferred": 1, "not_run": 2, "unknown": 0 }, "next_steps": [ "Run an installation/build probe before production adoption.", "Run a dependency and security scan before treating the score as a trust claim." ] }, "source_fields": [ "agent_card.classification", "agent_card.deployment", "agent_card.summary_for_agent", "agent_card.use_cases", "metrics", "project.description", "project.language", "project.license", "project.topics", "recommendation.constraints", "recommendation.query", "recommendation.ranking_signals", "verification.signals" ], "caveats": [ "edge-only Cloudflare Workers deployment without adaptation", "Independent installation, security, or runtime probes have not been run for this project.", "Low recommendation confidence; use as a discovery lead, not a final choice.", "Partial or estimated quality signals: commits30d, contributors90d.", "users expecting a complete hosted product" ], "recommendation_reasons": [ "Use langchain-ai/langgraph when the user needs a rag framework project with library-only, local, cloud deployment options.", "It is classified as rag_framework.", "Ranking signals: community 84/100, maintenance 76/100." ], "ranking_signals": { "use_case_match": 20, "community": 84, "maintenance": 76, "readiness": 0, "license_fit": 0 }, "matched_constraints": { "category": "rag_framework" }, "unmatched_constraints": {}, "confidence_reason": "Low confidence because the recommendation score is 44/100, use-case match is 20/100, or constraints are weakly matched; Evidence is usable for comparison, but agents should cite caveats before making a strong recommendation.", "last_verified_at": "2026-11-10T15:30:22.395Z" }, "caveats": [ "edge-only Cloudflare Workers deployment without adaptation", "Independent installation, security, or runtime probes have not been run for this project.", "Low recommendation confidence; use as a discovery lead, not a final choice.", "Partial or estimated quality signals: commits30d, contributors90d.", "users expecting a complete hosted product" ], "confidence_reason": "Low confidence because the recommendation score is 44/100, use-case match is 20/100, or constraints are weakly matched; Evidence is usable for comparison, but agents should cite caveats before making a strong recommendation.", "source_fields": [ "agent_card.classification", "agent_card.deployment", "agent_card.summary_for_agent", "agent_card.use_cases", "metrics", "project.description", "project.language", "project.license", "project.topics", "recommendation.constraints", "recommendation.query", "recommendation.ranking_signals", "verification.signals" ], "last_verified_at": "2026-11-10T15:30:22.395Z", "reason": "Use langchain-ai/langgraph when the user needs a rag framework project with library-only, local, cloud deployment options. It is classified as rag_framework. Ranking signals: community 84/100, maintenance 76/100.", "reasons": [ "Use langchain-ai/langgraph when the user needs a rag framework project with library-only, local, cloud deployment options.", "It is classified as rag_framework.", "Ranking signals: community 84/100, maintenance 76/100." ], "decision_summary": "langchain-ai/langgraph is an exploration candidate: recommendation score 44/100 with matched constraints, but quality and maturity signals need review.", "fit_profile": { "primary_fit": "Ranked within rag_framework using quality and readiness signals.", "deployment_fit": "Supports library_only, local, cloud deployment paths.", "maturity": "High maturity signal from community and maintenance scores.", "agent_readiness": "Agent-readable summary and use cases are available." }, "adoption_plan": [ "Open /projects/langchain-ai/langgraph to verify license, language, classification evidence, and quality signal confidence.", "Inspect /graph/langchain-ai/langgraph for dependencies, related projects, deployment targets, and alternatives.", "Use the matched constraints (category) as the initial acceptance checklist.", "Prototype the library_only deployment path before committing to a migration.", "Compare against /alternatives/langchain-ai/langgraph before final selection." ], "risk_flags": [ "Low recommendation confidence; use as a discovery lead, not a final choice." ], "tradeoffs": [ "edge-only Cloudflare Workers deployment without adaptation", "users expecting a complete hosted product" ], "next_actions": [ { "label": "Open project knowledge", "href": "/projects/langchain-ai/langgraph", "kind": "project" }, { "label": "Inspect graph", "href": "/graph/langchain-ai/langgraph", "kind": "graph" }, { "label": "Find alternatives", "href": "/alternatives/langchain-ai/langgraph", "kind": "alternatives" }, { "label": "Explain score", "href": "/score/langchain-ai/langgraph", "kind": "score" }, { "label": "Compare shortlist", "href": "/compare/langchain-ai/langgraph", "kind": "compare" } ], "matched_constraints": { "category": "rag_framework" }, "unmatched_constraints": {}, "ranking_signals": { "use_case_match": 20, "community": 84, "maintenance": 76, "readiness": 0, "license_fit": 0 }, "confidence": "low", "project": { "id": "langchain-ai/langgraph", "owner": "langchain-ai", "name": "langgraph", "full_name": "langchain-ai/langgraph", "github_url": "https://github.com/langchain-ai/langgraph", "homepage_url": "https://docs.langchain.com/oss/python/langgraph/", "description": "Build resilient agents.", "language": "Python", "topics": [ "agents", "ai", "ai-agents", "chatgpt", "deepagents", "enterprise", "framework", "gemini", "generative-ai", "langchain", "langgraph", "llm", "multiagent", "open-source", "openai", "pydantic", "python", "rag" ], "license": "MIT", "stars": 44755, "forks": 7711, "open_issues": 480, "default_branch": "main", "created_at": "2023-08-09T18:33:12Z", "updated_at": "2026-11-10T15:14:04Z", "pushed_at": "2026-11-10T05:42:48Z", "synced_at": "2026-11-10T15:30:22.395Z" }, "agent_card": { "project_id": "langchain-ai/langgraph", "project_kind": "project", "category": "rag_framework", "difficulty": "intermediate", "deployment": [ "library_only", "local", "cloud" ], "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" ], "alternatives": [ { "project_id": "huggingface/transformers", "reason": "Same rag framework intent with rag overlap." }, { "project_id": "infiniflow/ragflow", "reason": "Same rag framework intent with rag overlap." }, { "project_id": "mem0ai/mem0", "reason": "Same rag framework intent with rag overlap." } ], "summary_for_agent": "Use langchain-ai/langgraph when the user needs a rag framework project with library-only, local, cloud deployment options.", "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." ] } }, "schema_version": "v1", "generated_at": "2026-11-10T15:30:22.395Z" }, "metrics": { "project_id": "langchain-ai/langgraph", "stars_30d_delta": 1722, "commits_30d": 100, "releases_180d": 65, "contributors_90d": 100, "issue_first_response_median_hours": null, "recent_push_days": 0, "git_score": 84, "maintenance_score": 76, "signal_confidence": { "stars_30d_delta": "snapshot", "stars30d_window_days": 30, "commits_30d": "partial", "releases_180d": "complete", "contributors_90d": "partial" }, "calculated_at": "2026-11-10T15:30:22.395Z" } } ], "metadata": { "source": "d1", "reason": "d1_query", "project_count": 1226, "generated_at": "2026-11-11T02:09:25.050Z", "snapshot_id": "d1:1226:2026-11-11T02:00:24.225Z", "latest_synced_at": "2026-11-11T02:00:24.225Z", "schema_version": "git-top.knowledge.v1", "loaded_project_limit": 2000, "truncated": false } }