{ "project": { "project_id": "ShenSeanChen/waku-agent", "repo": "ShenSeanChen/waku-agent", "name": "waku-agent", "github_url": "https://github.com/ShenSeanChen/waku-agent", "homepage_url": "seanchen.io", "language": "Python", "license": "MIT", "project_kind": "project", "category": [ "llm_eval" ], "tags": [ "agent-framework", "ai-agent", "ai-assistant", "claude", "evals", "llm", "llmops", "local-first", "openai", "personal-assistant", "python", "sqlite" ], "description": "Waku Waku! Waku agent is your personal AI agent, on your own laptop, in code you can read in an afternoon — harness + loop + memory + eval", "overview": "Use ShenSeanChen/waku-agent when the user needs a llm eval project with library-only, local, cloud deployment options.", "alternatives": [], "related": [], "dependencies": [ "LLM provider" ], "deployments": [ "library_only", "local", "cloud" ], "difficulty": "beginner", "cloudflare_ready": false, "use_cases": [ "evaluate LLM outputs", "benchmark prompts and agents", "track model quality" ], "not_good_for": [ "edge-only Cloudflare Workers deployment without adaptation", "users expecting a complete hosted product" ], "classification": { "category": { "confidence": "medium", "evidence": [ "Matched \"eval\" 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": 799, "recent_commits": 100, "contributors": 13, "issue_response_time_hours": null, "release_frequency_180d": 2 }, "quality_signal_confidence": { "stars_30d_delta": "estimated", "commits_30d": "partial", "releases_180d": "complete", "contributors_90d": "complete" }, "quality_score": 47, "agent_score": 65, "score": 81, "agent_score_breakdown": { "documentation": 90, "maintenance": 38, "deployment": 80, "popularity": 58, "community": 58 }, "git_top_score": 81, "git_top_score_breakdown": { "community": 100, "maintenance": 50, "documentation": 84, "stability": 86, "adoption": 86, "agent_readability": 90 }, "summary": { "tl_dr": "Use ShenSeanChen/waku-agent when the user needs a llm eval project with library-only, local, cloud deployment options.", "purpose": "Use ShenSeanChen/waku-agent when the user needs a llm eval project with library-only, local, cloud deployment options.", "install": "Install as a library or package using the repository instructions.", "inputs": [ "prompts", "model outputs", "test cases" ], "outputs": [ "scores", "benchmarks", "eval reports" ], "good_for": [ "evaluate LLM outputs", "benchmark prompts and agents", "track model quality", "model evaluation", "benchmarking", "regression testing" ], "not_good_for": [ "edge-only Cloudflare Workers deployment without adaptation", "users expecting a complete hosted product", "production inference serving", "end-user chat apps" ], "deployment": [ "library_only", "local", "cloud" ], "alternatives": [] }, "evidence": { "classification": { "category": { "confidence": "medium", "evidence": [ "Matched \"eval\" 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": "partial", "releases_180d": "complete", "contributors_90d": "complete" }, "source_fields": [ "project.description", "project.topics", "project.language", "project.license", "agent_card.summary_for_agent", "agent_card.use_cases", "agent_card.deployment", "agent_card.classification", "metrics" ], "caveats": [ "edge-only Cloudflare Workers deployment without adaptation", "users expecting a complete hosted product", "Partial or estimated quality signals: stars30dDelta, commits30d." ], "confidence_reason": "Evidence is usable for comparison, but agents should cite caveats before making a strong recommendation.", "last_verified_at": "2026-08-03T10:00:14.307Z" }, "caveats": [ "edge-only Cloudflare Workers deployment without adaptation", "users expecting a complete hosted product", "Partial or estimated quality signals: stars30dDelta, commits30d." ], "confidence_reason": "Evidence is usable for comparison, but agents should cite caveats before making a strong recommendation.", "source_fields": [ "project.description", "project.topics", "project.language", "project.license", "agent_card.summary_for_agent", "agent_card.use_cases", "agent_card.deployment", "agent_card.classification", "metrics" ], "last_verified_at": "2026-08-03T10:00:14.307Z" }, "related": [ { "project_id": "comet-ml/opik", "repo": "comet-ml/opik", "name": "opik", "github_url": "https://github.com/comet-ml/opik", "homepage_url": "https://www.comet.com/docs/opik/", "language": "Python", "license": "Apache-2.0", "project_kind": "project", "category": [ "llm_eval" ], "tags": [ "evaluation", "hacktoberfest", "hacktoberfest2025", "langchain", "llama-index", "llm", "llm-evaluation", "llm-observability", "llmops", "open-source", "openai", "playground", "prompt-engineering" ], "description": "Debug, evaluate, and monitor your LLM applications, RAG systems, and agentic workflows with comprehensive tracing, automated evaluations, and production-ready dashboards.", "overview": "Use comet-ml/opik when the user needs a llm eval project with docker, kubernetes, library-only deployment options.", "alternatives": [ { "repo": "Giskard-AI/giskard-oss", "reason": "Same llm eval intent with rag overlap." }, { "repo": "vibrantlabsai/ragas", "reason": "Same llm eval intent with rag overlap." }, { "repo": "Marker-Inc-Korea/AutoRAG", "reason": "Same llm eval intent with rag, workflow overlap." } ], "related": [], "dependencies": [ "Vector database", "LLM provider" ], "deployments": [ "docker", "kubernetes", "library_only", "local", "cloud" ], "difficulty": "intermediate", "cloudflare_ready": false, "use_cases": [ "evaluate LLM outputs", "benchmark prompts and agents", "track model quality" ], "not_good_for": [ "edge-only Cloudflare Workers deployment without adaptation", "users expecting a complete hosted product" ], "classification": { "category": { "confidence": "high", "evidence": [ "Matched \"eval\" in metadata.", "Matched \"evaluation\" in metadata." ] }, "deployment": { "confidence": "high", "evidence": [ "Matched \"kubernetes\" in repository content.", "Matched \"helm chart\" in repository content.", "Matched \"pip install\" in repository content.", "Local usage is assumed for open source repositories unless contradicted." ] }, "difficulty": { "confidence": "medium", "evidence": [ "No strong beginner or advanced signal found; defaulting to intermediate." ] }, "cloudflare_ready": { "confidence": "high", "evidence": [ "Runtime blocker: python.", "No Cloudflare deployment signal detected.", "No wrangler.toml found in inspected repository files." ] } }, "quality_signals": { "stars": 20998, "recent_commits": 100, "contributors": 100, "issue_response_time_hours": null, "release_frequency_180d": 90 }, "quality_signal_confidence": { "stars_30d_delta": "snapshot", "stars30d_window_days": 30, "commits_30d": "partial", "releases_180d": "complete", "contributors_90d": "partial" }, "quality_score": 69, "agent_score": 90, "score": 93, "agent_score_breakdown": { "documentation": 90, "maintenance": 76, "deployment": 100, "popularity": 86, "community": 100 }, "git_top_score": 93, "git_top_score_breakdown": { "community": 100, "maintenance": 84, "documentation": 84, "stability": 90, "adoption": 100, "agent_readability": 100 }, "summary": { "tl_dr": "Use comet-ml/opik when the user needs a llm eval project with docker, kubernetes, library-only deployment options.", "purpose": "Use comet-ml/opik when the user needs a llm eval project with docker, kubernetes, library-only deployment options.", "install": "Run with Docker using the repository's container instructions.", "inputs": [ "prompts", "model outputs", "test cases" ], "outputs": [ "scores", "benchmarks", "eval reports" ], "good_for": [ "evaluate LLM outputs", "benchmark prompts and agents", "track model quality", "model evaluation", "benchmarking", "regression testing" ], "not_good_for": [ "edge-only Cloudflare Workers deployment without adaptation", "users expecting a complete hosted product", "production inference serving", "end-user chat apps" ], "deployment": [ "docker", "kubernetes", "library_only", "local", "cloud" ], "alternatives": [ { "repo": "Giskard-AI/giskard-oss", "reason": "Same llm eval intent with rag overlap." }, { "repo": "vibrantlabsai/ragas", "reason": "Same llm eval intent with rag overlap." }, { "repo": "Marker-Inc-Korea/AutoRAG", "reason": "Same llm eval intent with rag, workflow overlap." } ] }, "evidence": { "classification": { "category": { "confidence": "high", "evidence": [ "Matched \"eval\" in metadata.", "Matched \"evaluation\" in metadata." ] }, "deployment": { "confidence": "high", "evidence": [ "Matched \"kubernetes\" in repository content.", "Matched \"helm chart\" in repository content.", "Matched \"pip install\" in repository content.", "Local usage is assumed for open source repositories unless contradicted." ] }, "difficulty": { "confidence": "medium", "evidence": [ "No strong beginner or advanced signal found; defaulting to intermediate." ] }, "cloudflare_ready": { "confidence": "high", "evidence": [ "Runtime blocker: python.", "No Cloudflare deployment signal detected.", "No wrangler.toml found in inspected repository files." ] } }, "quality_signal_confidence": { "stars_30d_delta": "snapshot", "stars30d_window_days": 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": "2026-07-31T03:56:43.273Z" }, "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": "2026-07-31T03:56:43.273Z" }, { "project_id": "promptfoo/promptfoo", "repo": "promptfoo/promptfoo", "name": "promptfoo", "github_url": "https://github.com/promptfoo/promptfoo", "homepage_url": "https://promptfoo.dev", "language": "TypeScript", "license": "MIT", "project_kind": "project", "category": [ "llm_eval" ], "tags": [ "ci", "ci-cd", "cicd", "evaluation", "evaluation-framework", "llm", "llm-eval", "llm-evaluation", "llm-evaluation-framework", "llmops", "pentesting", "prompt-engineering", "prompt-testing", "prompts", "rag", "red-teaming", "testing", "vulnerability-scanners" ], "description": "Test your prompts, agents, and RAGs. Red teaming/pentesting/vulnerability scanning for AI. Compare performance of GPT, Claude, Gemini, DeepSeek, and more. Simple declarative configs with command line and CI/CD integration. Used by OpenAI and Anthropic.", "overview": "Use promptfoo/promptfoo when the user needs a llm eval project with docker, library-only, local deployment options.", "alternatives": [ { "repo": "comet-ml/opik", "reason": "Same llm eval intent with rag overlap." }, { "repo": "Giskard-AI/giskard-oss", "reason": "Same llm eval intent with rag overlap." }, { "repo": "promptfoo/promptfoo-action", "reason": "Same llm eval intent with rag overlap." } ], "related": [], "dependencies": [ "Vector database", "LLM provider" ], "deployments": [ "docker", "library_only", "local", "cloud" ], "difficulty": "intermediate", "cloudflare_ready": false, "use_cases": [ "evaluate LLM outputs", "benchmark prompts and agents", "track model quality" ], "not_good_for": [ "edge-only Cloudflare Workers deployment without adaptation", "users expecting a complete hosted product" ], "classification": { "category": { "confidence": "high", "evidence": [ "Matched \"eval\" in metadata.", "Matched \"evaluation\" in metadata." ] }, "deployment": { "confidence": "high", "evidence": [ "Found Docker configuration file.", "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": [ "No strong beginner or advanced signal found; defaulting to intermediate." ] }, "cloudflare_ready": { "confidence": "high", "evidence": [ "No Cloudflare deployment signal detected.", "No wrangler.toml found in inspected repository files." ] } }, "quality_signals": { "stars": 23875, "recent_commits": 100, "contributors": 100, "issue_response_time_hours": null, "release_frequency_180d": 31 }, "quality_signal_confidence": { "stars_30d_delta": "snapshot", "stars30d_window_days": 31, "commits_30d": "partial", "releases_180d": "complete", "contributors_90d": "partial" }, "quality_score": 71, "agent_score": 88, "score": 93, "agent_score_breakdown": { "documentation": 90, "maintenance": 76, "deployment": 90, "popularity": 88, "community": 100 }, "git_top_score": 93, "git_top_score_breakdown": { "community": 100, "maintenance": 84, "documentation": 84, "stability": 90, "adoption": 100, "agent_readability": 100 }, "summary": { "tl_dr": "Use promptfoo/promptfoo when the user needs a llm eval project with docker, library-only, local deployment options.", "purpose": "Use promptfoo/promptfoo when the user needs a llm eval project with docker, library-only, local deployment options.", "install": "Run with Docker using the repository's container instructions.", "inputs": [ "prompts", "model outputs", "test cases" ], "outputs": [ "scores", "benchmarks", "eval reports" ], "good_for": [ "evaluate LLM outputs", "benchmark prompts and agents", "track model quality", "model evaluation", "benchmarking", "regression testing" ], "not_good_for": [ "edge-only Cloudflare Workers deployment without adaptation", "users expecting a complete hosted product", "production inference serving", "end-user chat apps" ], "deployment": [ "docker", "library_only", "local", "cloud" ], "alternatives": [ { "repo": "comet-ml/opik", "reason": "Same llm eval intent with rag overlap." }, { "repo": "Giskard-AI/giskard-oss", "reason": "Same llm eval intent with rag overlap." }, { "repo": "promptfoo/promptfoo-action", "reason": "Same llm eval intent with rag overlap." } ] }, "evidence": { "classification": { "category": { "confidence": "high", "evidence": [ "Matched \"eval\" in metadata.", "Matched \"evaluation\" in metadata." ] }, "deployment": { "confidence": "high", "evidence": [ "Found Docker configuration file.", "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": [ "No strong beginner or advanced signal found; defaulting to intermediate." ] }, "cloudflare_ready": { "confidence": "high", "evidence": [ "No Cloudflare deployment signal detected.", "No wrangler.toml found in inspected repository files." ] } }, "quality_signal_confidence": { "stars_30d_delta": "snapshot", "stars30d_window_days": 31, "commits_30d": "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": "2026-08-03T13:00:19.313Z" }, "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": "2026-08-03T13:00:19.313Z" }, { "project_id": "Ahoo-Wang/GodeX", "repo": "Ahoo-Wang/GodeX", "name": "GodeX", "github_url": "https://github.com/Ahoo-Wang/GodeX", "homepage_url": "http://godex.ahoo.me/", "language": "TypeScript", "license": "Apache-2.0", "project_kind": "project", "category": [ "llm_eval" ], "tags": [ "claude", "claude-code", "cli", "codex", "llm", "openai" ], "description": "Make every model a CodeX engine through an OpenAI-compatible Responses API gateway", "overview": "Use Ahoo-Wang/GodeX when the user needs a llm eval project with docker, library-only, local deployment options.", "alternatives": [ { "repo": "promptfoo/promptfoo", "reason": "Similar llm eval with docker/library_only deployment overlap." }, { "repo": "comet-ml/opik", "reason": "Similar llm eval with docker/library_only deployment overlap." }, { "repo": "langwatch/langwatch", "reason": "Similar llm eval with docker/library_only deployment overlap." } ], "related": [], "dependencies": [ "LLM provider" ], "deployments": [ "docker", "library_only", "local", "cloud" ], "difficulty": "beginner", "cloudflare_ready": false, "use_cases": [ "evaluate LLM outputs", "benchmark prompts and agents", "track model quality" ], "not_good_for": [ "edge-only Cloudflare Workers deployment without adaptation", "users expecting a complete hosted product" ], "classification": { "category": { "confidence": "medium", "evidence": [ "Matched \"benchmark\" in repository content." ] }, "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": [ "Repository has under 10k stars, so complexity is treated conservatively." ] }, "cloudflare_ready": { "confidence": "high", "evidence": [ "No Cloudflare deployment signal detected.", "No wrangler.toml found in inspected repository files." ] } }, "quality_signals": { "stars": 24, "recent_commits": 31, "contributors": 2, "issue_response_time_hours": null, "release_frequency_180d": 47 }, "quality_signal_confidence": { "stars_30d_delta": "snapshot", "stars30d_window_days": 31, "commits_30d": "complete", "releases_180d": "complete", "contributors_90d": "complete" }, "quality_score": 23, "agent_score": 61, "score": 74, "agent_score_breakdown": { "documentation": 90, "maintenance": 46, "deployment": 90, "popularity": 28, "community": 47 }, "git_top_score": 74, "git_top_score_breakdown": { "community": 62, "maintenance": 63, "documentation": 84, "stability": 100, "adoption": 39, "agent_readability": 100 }, "summary": { "tl_dr": "Use Ahoo-Wang/GodeX when the user needs a llm eval project with docker, library-only, local deployment options.", "purpose": "Use Ahoo-Wang/GodeX when the user needs a llm eval project with docker, library-only, local deployment options.", "install": "Run with Docker using the repository's container instructions.", "inputs": [ "prompts", "model outputs", "test cases" ], "outputs": [ "scores", "benchmarks", "eval reports" ], "good_for": [ "evaluate LLM outputs", "benchmark prompts and agents", "track model quality", "model evaluation", "benchmarking", "regression testing" ], "not_good_for": [ "edge-only Cloudflare Workers deployment without adaptation", "users expecting a complete hosted product", "production inference serving", "end-user chat apps" ], "deployment": [ "docker", "library_only", "local", "cloud" ], "alternatives": [ { "repo": "promptfoo/promptfoo", "reason": "Similar llm eval with docker/library_only deployment overlap." }, { "repo": "comet-ml/opik", "reason": "Similar llm eval with docker/library_only deployment overlap." }, { "repo": "langwatch/langwatch", "reason": "Similar llm eval with docker/library_only deployment overlap." } ] }, "evidence": { "classification": { "category": { "confidence": "medium", "evidence": [ "Matched \"benchmark\" in repository content." ] }, "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": [ "Repository has under 10k stars, so complexity is treated conservatively." ] }, "cloudflare_ready": { "confidence": "high", "evidence": [ "No Cloudflare deployment signal detected.", "No wrangler.toml found in inspected repository files." ] } }, "quality_signal_confidence": { "stars_30d_delta": "snapshot", "stars30d_window_days": 31, "commits_30d": "complete", "releases_180d": "complete", "contributors_90d": "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": "2026-08-02T14:00:18.236Z" }, "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": "2026-08-02T14:00:18.236Z" }, { "project_id": "Marker-Inc-Korea/AutoRAG", "repo": "Marker-Inc-Korea/AutoRAG", "name": "AutoRAG", "github_url": "https://github.com/Marker-Inc-Korea/AutoRAG", "homepage_url": "https://marker-inc-korea.github.io/AutoRAG/", "language": "TypeScript", "license": "NOASSERTION", "project_kind": "project", "category": [ "llm_eval" ], "tags": [ "analysis", "automl", "benchmarking", "document-parser", "embeddings", "evaluation", "llm", "llm-evaluation", "llm-ops", "open-source", "ops", "optimization", "pipeline", "python", "qa", "rag", "rag-evaluation", "retrieval-augmented-generation" ], "description": "AutoRAG: Now your agent can find anything in your computer. It gets smarter if you are using it frequently.", "overview": "Use Marker-Inc-Korea/AutoRAG when the user needs a llm eval project with library-only, local, cloud deployment options.", "alternatives": [ { "repo": "promptfoo/promptfoo", "reason": "Same llm eval intent with rag overlap." }, { "repo": "comet-ml/opik", "reason": "Same llm eval intent with rag, workflow overlap." }, { "repo": "Giskard-AI/giskard-oss", "reason": "Same llm eval intent with rag overlap." } ], "related": [], "dependencies": [ "Vector database", "LLM provider" ], "deployments": [ "library_only", "local", "cloud" ], "difficulty": "beginner", "cloudflare_ready": false, "use_cases": [ "evaluate LLM outputs", "benchmark prompts and agents", "track model quality" ], "not_good_for": [ "edge-only Cloudflare Workers deployment without adaptation", "users expecting a complete hosted product" ], "classification": { "category": { "confidence": "high", "evidence": [ "Matched \"eval\" in metadata.", "Matched \"evaluation\" in metadata.", "Matched \"benchmark\" in metadata." ] }, "deployment": { "confidence": "high", "evidence": [ "Matched \"pip install\" in repository content.", "Matched \"library\" in repository content.", "Local usage is assumed for open source repositories unless contradicted." ] }, "difficulty": { "confidence": "medium", "evidence": [ "Repository has under 10k stars, so complexity is treated conservatively." ] }, "cloudflare_ready": { "confidence": "high", "evidence": [ "Runtime blocker: python, filesystem.", "No Cloudflare deployment signal detected.", "No wrangler.toml found in inspected repository files." ] } }, "quality_signals": { "stars": 4957, "recent_commits": 44, "contributors": 27, "issue_response_time_hours": null, "release_frequency_180d": 5 }, "quality_signal_confidence": { "stars_30d_delta": "snapshot", "stars30d_window_days": 27, "commits_30d": "complete", "releases_180d": "complete", "contributors_90d": "complete" }, "quality_score": 23, "agent_score": 70, "score": 87, "agent_score_breakdown": { "documentation": 90, "maintenance": 40, "deployment": 80, "popularity": 74, "community": 72 }, "git_top_score": 87, "git_top_score_breakdown": { "community": 100, "maintenance": 57, "documentation": 84, "stability": 90, "adoption": 100, "agent_readability": 100 }, "summary": { "tl_dr": "Use Marker-Inc-Korea/AutoRAG when the user needs a llm eval project with library-only, local, cloud deployment options.", "purpose": "Use Marker-Inc-Korea/AutoRAG when the user needs a llm eval project with library-only, local, cloud deployment options.", "install": "Install as a library or package using the repository instructions.", "inputs": [ "prompts", "model outputs", "test cases" ], "outputs": [ "scores", "benchmarks", "eval reports" ], "good_for": [ "evaluate LLM outputs", "benchmark prompts and agents", "track model quality", "model evaluation", "benchmarking", "regression testing" ], "not_good_for": [ "edge-only Cloudflare Workers deployment without adaptation", "users expecting a complete hosted product", "production inference serving", "end-user chat apps" ], "deployment": [ "library_only", "local", "cloud" ], "alternatives": [ { "repo": "promptfoo/promptfoo", "reason": "Same llm eval intent with rag overlap." }, { "repo": "comet-ml/opik", "reason": "Same llm eval intent with rag, workflow overlap." }, { "repo": "Giskard-AI/giskard-oss", "reason": "Same llm eval intent with rag overlap." } ] }, "evidence": { "classification": { "category": { "confidence": "high", "evidence": [ "Matched \"eval\" in metadata.", "Matched \"evaluation\" in metadata.", "Matched \"benchmark\" in metadata." ] }, "deployment": { "confidence": "high", "evidence": [ "Matched \"pip install\" in repository content.", "Matched \"library\" in repository content.", "Local usage is assumed for open source repositories unless contradicted." ] }, "difficulty": { "confidence": "medium", "evidence": [ "Repository has under 10k stars, so complexity is treated conservatively." ] }, "cloudflare_ready": { "confidence": "high", "evidence": [ "Runtime blocker: python, filesystem.", "No Cloudflare deployment signal detected.", "No wrangler.toml found in inspected repository files." ] } }, "quality_signal_confidence": { "stars_30d_delta": "snapshot", "stars30d_window_days": 27, "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": "2026-07-28T17:31:02.795Z" }, "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": "2026-07-28T17:31:02.795Z" }, { "project_id": "langwatch/langwatch", "repo": "langwatch/langwatch", "name": "langwatch", "github_url": "https://github.com/langwatch/langwatch", "homepage_url": "https://langwatch.ai", "language": "TypeScript", "license": "Apache-2.0", "project_kind": "project", "category": [ "llm_eval" ], "tags": [ "ai", "analytics", "datasets", "dspy", "evaluation", "gpt", "llm", "llm-ops", "llmops", "low-code", "observability", "openai", "prompt-engineering" ], "description": "The platform for LLM evaluations and AI agent testing", "overview": "Use langwatch/langwatch when the user needs a llm eval project with docker, vercel, serverless deployment options.", "alternatives": [ { "repo": "promptfoo/promptfoo", "reason": "Similar llm eval with docker/library_only deployment overlap." }, { "repo": "comet-ml/opik", "reason": "Same llm eval intent with observability overlap." }, { "repo": "Arize-ai/phoenix", "reason": "Same llm eval intent with observability overlap." } ], "related": [], "dependencies": [ "LLM provider" ], "deployments": [ "docker", "vercel", "serverless", "kubernetes", "library_only", "local" ], "difficulty": "beginner", "cloudflare_ready": false, "use_cases": [ "evaluate LLM outputs", "benchmark prompts and agents", "track model quality" ], "not_good_for": [ "edge-only Cloudflare Workers deployment without adaptation", "users expecting a complete hosted product" ], "classification": { "category": { "confidence": "high", "evidence": [ "Matched \"eval\" in metadata.", "Matched \"evaluation\" in metadata." ] }, "deployment": { "confidence": "high", "evidence": [ "Found Docker configuration file.", "Matched \"vercel\" in repository content.", "Matched \"kubernetes\" 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, postgres.", "No Cloudflare deployment signal detected.", "No wrangler.toml found in inspected repository files." ] } }, "quality_signals": { "stars": 3445, "recent_commits": 100, "contributors": 34, "issue_response_time_hours": null, "release_frequency_180d": 100 }, "quality_signal_confidence": { "stars_30d_delta": "snapshot", "stars30d_window_days": 41, "commits_30d": "partial", "releases_180d": "partial", "contributors_90d": "complete" }, "quality_score": 39, "agent_score": 81, "score": 91, "agent_score_breakdown": { "documentation": 90, "maintenance": 65, "deployment": 100, "popularity": 71, "community": 79 }, "git_top_score": 91, "git_top_score_breakdown": { "community": 100, "maintenance": 76, "documentation": 84, "stability": 90, "adoption": 100, "agent_readability": 100 }, "summary": { "tl_dr": "Use langwatch/langwatch when the user needs a llm eval project with docker, vercel, serverless deployment options.", "purpose": "Use langwatch/langwatch when the user needs a llm eval project with docker, vercel, serverless deployment options.", "install": "Run with Docker using the repository's container instructions.", "inputs": [ "prompts", "model outputs", "test cases" ], "outputs": [ "scores", "benchmarks", "eval reports" ], "good_for": [ "evaluate LLM outputs", "benchmark prompts and agents", "track model quality", "model evaluation", "benchmarking", "regression testing" ], "not_good_for": [ "edge-only Cloudflare Workers deployment without adaptation", "users expecting a complete hosted product", "production inference serving", "end-user chat apps" ], "deployment": [ "docker", "vercel", "serverless", "kubernetes", "library_only", "local" ], "alternatives": [ { "repo": "promptfoo/promptfoo", "reason": "Similar llm eval with docker/library_only deployment overlap." }, { "repo": "comet-ml/opik", "reason": "Same llm eval intent with observability overlap." }, { "repo": "Arize-ai/phoenix", "reason": "Same llm eval intent with observability overlap." } ] }, "evidence": { "classification": { "category": { "confidence": "high", "evidence": [ "Matched \"eval\" in metadata.", "Matched \"evaluation\" in metadata." ] }, "deployment": { "confidence": "high", "evidence": [ "Found Docker configuration file.", "Matched \"vercel\" in repository content.", "Matched \"kubernetes\" 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, postgres.", "No Cloudflare deployment signal detected.", "No wrangler.toml found in inspected repository files." ] } }, "quality_signal_confidence": { "stars_30d_delta": "snapshot", "stars30d_window_days": 41, "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": "2026-08-01T03:57:04.491Z" }, "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": "2026-08-01T03:57:04.491Z" }, { "project_id": "agentscope-ai/OpenJudge", "repo": "agentscope-ai/OpenJudge", "name": "OpenJudge", "github_url": "https://github.com/agentscope-ai/OpenJudge", "homepage_url": "https://openjudge.me/", "language": "Python", "license": "Apache-2.0", "project_kind": "project", "category": [ "llm_eval" ], "tags": [ "agent", "agent-skills", "ai-agent", "alignment", "evaluation", "grader", "llm", "reward", "reward-model", "rlhf", "skill-md", "skills" ], "description": "OpenJudge: A Unified Framework for Holistic Evaluation and Quality Rewards", "overview": "Use agentscope-ai/OpenJudge when the user needs a llm eval project with library-only, local, cloud deployment options.", "alternatives": [ { "repo": "comet-ml/opik", "reason": "Similar llm eval with library_only/local deployment overlap." }, { "repo": "modelscope/evalscope", "reason": "Similar llm eval with library_only/local deployment overlap." }, { "repo": "agentevals-dev/agentevals", "reason": "Similar llm eval with library_only/local deployment overlap." } ], "related": [], "dependencies": [ "LLM provider" ], "deployments": [ "library_only", "local", "cloud" ], "difficulty": "beginner", "cloudflare_ready": false, "use_cases": [ "evaluate LLM outputs", "benchmark prompts and agents", "track model quality" ], "not_good_for": [ "edge-only Cloudflare Workers deployment without adaptation", "users expecting a complete hosted product" ], "classification": { "category": { "confidence": "high", "evidence": [ "Matched \"eval\" in metadata.", "Matched \"evaluation\" in metadata." ] }, "deployment": { "confidence": "high", "evidence": [ "Matched \"pip install\" in repository content.", "Matched \"library\" in repository content.", "Local usage is assumed for open source repositories unless contradicted." ] }, "difficulty": { "confidence": "medium", "evidence": [ "Repository has under 10k stars, so complexity is treated conservatively." ] }, "cloudflare_ready": { "confidence": "high", "evidence": [ "Runtime blocker: python.", "No Cloudflare deployment signal detected.", "No wrangler.toml found in inspected repository files." ] } }, "quality_signals": { "stars": 753, "recent_commits": 1, "contributors": 18, "issue_response_time_hours": null, "release_frequency_180d": 1 }, "quality_signal_confidence": { "stars_30d_delta": "snapshot", "stars30d_window_days": 27, "commits_30d": "complete", "releases_180d": "complete", "contributors_90d": "complete" }, "quality_score": 10, "agent_score": 60, "score": 73, "agent_score_breakdown": { "documentation": 90, "maintenance": 15, "deployment": 80, "popularity": 58, "community": 63 }, "git_top_score": 73, "git_top_score_breakdown": { "community": 100, "maintenance": 13, "documentation": 84, "stability": 78, "adoption": 81, "agent_readability": 100 }, "summary": { "tl_dr": "Use agentscope-ai/OpenJudge when the user needs a llm eval project with library-only, local, cloud deployment options.", "purpose": "Use agentscope-ai/OpenJudge when the user needs a llm eval project with library-only, local, cloud deployment options.", "install": "Install as a library or package using the repository instructions.", "inputs": [ "prompts", "model outputs", "test cases" ], "outputs": [ "scores", "benchmarks", "eval reports" ], "good_for": [ "evaluate LLM outputs", "benchmark prompts and agents", "track model quality", "model evaluation", "benchmarking", "regression testing" ], "not_good_for": [ "edge-only Cloudflare Workers deployment without adaptation", "users expecting a complete hosted product", "production inference serving", "end-user chat apps" ], "deployment": [ "library_only", "local", "cloud" ], "alternatives": [ { "repo": "comet-ml/opik", "reason": "Similar llm eval with library_only/local deployment overlap." }, { "repo": "modelscope/evalscope", "reason": "Similar llm eval with library_only/local deployment overlap." }, { "repo": "agentevals-dev/agentevals", "reason": "Similar llm eval with library_only/local deployment overlap." } ] }, "evidence": { "classification": { "category": { "confidence": "high", "evidence": [ "Matched \"eval\" in metadata.", "Matched \"evaluation\" in metadata." ] }, "deployment": { "confidence": "high", "evidence": [ "Matched \"pip install\" in repository content.", "Matched \"library\" in repository content.", "Local usage is assumed for open source repositories unless contradicted." ] }, "difficulty": { "confidence": "medium", "evidence": [ "Repository has under 10k stars, so complexity is treated conservatively." ] }, "cloudflare_ready": { "confidence": "high", "evidence": [ "Runtime blocker: python.", "No Cloudflare deployment signal detected.", "No wrangler.toml found in inspected repository files." ] } }, "quality_signal_confidence": { "stars_30d_delta": "snapshot", "stars30d_window_days": 27, "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": "2026-07-29T14:00:44.346Z" }, "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": "2026-07-29T14:00:44.346Z" }, { "project_id": "Purewhiter/mobilegym", "repo": "Purewhiter/mobilegym", "name": "mobilegym", "github_url": "https://github.com/Purewhiter/mobilegym", "homepage_url": "https://mobilegym.dev", "language": "Python", "license": "Apache-2.0", "project_kind": "project", "category": [ "llm_eval" ], "tags": [ "agent", "agents", "ai", "android", "automation", "benchmark", "gym", "llm", "llm-agents", "mobile-agent", "online-rl", "react", "reinforcement-learning", "rl", "rl-environment", "sim-to-real", "simulator", "typescript", "vlm" ], "description": "MobileGym: A Verifiable and Highly Parallel Simulation Platform for Mobile GUI Agent Research · 浏览器里运行的安卓模拟器 · Browser-hosted Android Simulator · Verifiable Evaluation · Scalable Online RL Training", "overview": "Use Purewhiter/mobilegym when the user needs a llm eval project with library-only, local, cloud deployment options.", "alternatives": [ { "repo": "comet-ml/opik", "reason": "Same llm eval intent with workflow overlap." }, { "repo": "modelscope/evalscope", "reason": "Similar llm eval with library_only/local deployment overlap." }, { "repo": "aduermael/wb", "reason": "Same llm eval intent with browser_automation, workflow overlap." } ], "related": [], "dependencies": [ "Browser automation", "LLM provider" ], "deployments": [ "library_only", "local", "cloud" ], "difficulty": "beginner", "cloudflare_ready": false, "use_cases": [ "evaluate LLM outputs", "benchmark prompts and agents", "track model quality" ], "not_good_for": [ "edge-only Cloudflare Workers deployment without adaptation", "users expecting a complete hosted product" ], "classification": { "category": { "confidence": "high", "evidence": [ "Matched \"eval\" in metadata.", "Matched \"evaluation\" in metadata.", "Matched \"benchmark\" 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": 743, "recent_commits": 0, "contributors": 2, "issue_response_time_hours": null, "release_frequency_180d": 2 }, "quality_signal_confidence": { "stars_30d_delta": "snapshot", "stars30d_window_days": 30, "commits_30d": "complete", "releases_180d": "complete", "contributors_90d": "complete" }, "quality_score": 8, "agent_score": 56, "score": 71, "agent_score_breakdown": { "documentation": 90, "maintenance": 11, "deployment": 80, "popularity": 57, "community": 47 }, "git_top_score": 71, "git_top_score_breakdown": { "community": 77, "maintenance": 11, "documentation": 84, "stability": 86, "adoption": 84, "agent_readability": 100 }, "summary": { "tl_dr": "Use Purewhiter/mobilegym when the user needs a llm eval project with library-only, local, cloud deployment options.", "purpose": "Use Purewhiter/mobilegym when the user needs a llm eval project with library-only, local, cloud deployment options.", "install": "Install as a library or package using the repository instructions.", "inputs": [ "prompts", "model outputs", "test cases" ], "outputs": [ "scores", "benchmarks", "eval reports" ], "good_for": [ "evaluate LLM outputs", "benchmark prompts and agents", "track model quality", "model evaluation", "benchmarking", "regression testing" ], "not_good_for": [ "edge-only Cloudflare Workers deployment without adaptation", "users expecting a complete hosted product", "production inference serving", "end-user chat apps" ], "deployment": [ "library_only", "local", "cloud" ], "alternatives": [ { "repo": "comet-ml/opik", "reason": "Same llm eval intent with workflow overlap." }, { "repo": "modelscope/evalscope", "reason": "Similar llm eval with library_only/local deployment overlap." }, { "repo": "aduermael/wb", "reason": "Same llm eval intent with browser_automation, workflow overlap." } ] }, "evidence": { "classification": { "category": { "confidence": "high", "evidence": [ "Matched \"eval\" in metadata.", "Matched \"evaluation\" in metadata.", "Matched \"benchmark\" 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": 30, "commits_30d": "complete", "releases_180d": "complete", "contributors_90d": "complete" }, "source_fields": [ "project.description", "project.topics", "project.language", "project.license", "agent_card.summary_for_agent", "agent_card.use_cases", "agent_card.deployment", "agent_card.classification", "metrics" ], "caveats": [ "edge-only Cloudflare Workers deployment without adaptation", "users expecting a complete hosted product" ], "confidence_reason": "Classification evidence and quality signals are strong enough for shortlist reasoning when metadata is current.", "last_verified_at": "2026-07-31T13:00:32.336Z" }, "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": "2026-07-31T13:00:32.336Z" }, { "project_id": "Giskard-AI/giskard-oss", "repo": "Giskard-AI/giskard-oss", "name": "giskard-oss", "github_url": "https://github.com/Giskard-AI/giskard-oss", "homepage_url": "https://docs.giskard.ai", "language": "Python", "license": "Apache-2.0", "project_kind": "project", "category": [ "llm_eval" ], "tags": [ "agent-evaluation", "ai-red-team", "ai-security", "ai-testing", "fairness-ai", "llm", "llm-eval", "llm-evaluation", "llm-security", "llmops", "ml-testing", "ml-validation", "mlops", "rag-evaluation", "red-team-tools", "responsible-ai", "trustworthy-ai" ], "description": "🐢 Open-Source Evaluation & Testing library for LLM Agents", "overview": "Use Giskard-AI/giskard-oss when the user needs a llm eval project with library-only, local, cloud deployment options.", "alternatives": [ { "repo": "promptfoo/promptfoo", "reason": "Same llm eval intent with rag overlap." }, { "repo": "comet-ml/opik", "reason": "Same llm eval intent with rag overlap." }, { "repo": "Marker-Inc-Korea/AutoRAG", "reason": "Same llm eval intent with rag overlap." } ], "related": [], "dependencies": [ "Vector database", "LLM provider" ], "deployments": [ "library_only", "local", "cloud" ], "difficulty": "beginner", "cloudflare_ready": false, "use_cases": [ "evaluate LLM outputs", "benchmark prompts and agents", "track model quality" ], "not_good_for": [ "edge-only Cloudflare Workers deployment without adaptation", "users expecting a complete hosted product" ], "classification": { "category": { "confidence": "high", "evidence": [ "Matched \"eval\" in metadata.", "Matched \"evaluation\" in metadata." ] }, "deployment": { "confidence": "high", "evidence": [ "Matched \"pip install\" in repository content.", "Matched \"library\" in repository content.", "Local usage is assumed for open source repositories unless contradicted." ] }, "difficulty": { "confidence": "medium", "evidence": [ "Repository has under 10k stars, so complexity is treated conservatively." ] }, "cloudflare_ready": { "confidence": "high", "evidence": [ "Runtime blocker: python.", "No Cloudflare deployment signal detected.", "No wrangler.toml found in inspected repository files." ] } }, "quality_signals": { "stars": 5729, "recent_commits": 32, "contributors": 71, "issue_response_time_hours": null, "release_frequency_180d": 31 }, "quality_signal_confidence": { "stars_30d_delta": "snapshot", "stars30d_window_days": 32, "commits_30d": "complete", "releases_180d": "complete", "contributors_90d": "complete" }, "quality_score": 42, "agent_score": 81, "score": 93, "agent_score_breakdown": { "documentation": 90, "maintenance": 64, "deployment": 80, "popularity": 75, "community": 100 }, "git_top_score": 93, "git_top_score_breakdown": { "community": 100, "maintenance": 76, "documentation": 84, "stability": 100, "adoption": 100, "agent_readability": 100 }, "summary": { "tl_dr": "Use Giskard-AI/giskard-oss when the user needs a llm eval project with library-only, local, cloud deployment options.", "purpose": "Use Giskard-AI/giskard-oss when the user needs a llm eval project with library-only, local, cloud deployment options.", "install": "Install as a library or package using the repository instructions.", "inputs": [ "prompts", "model outputs", "test cases" ], "outputs": [ "scores", "benchmarks", "eval reports" ], "good_for": [ "evaluate LLM outputs", "benchmark prompts and agents", "track model quality", "model evaluation", "benchmarking", "regression testing" ], "not_good_for": [ "edge-only Cloudflare Workers deployment without adaptation", "users expecting a complete hosted product", "production inference serving", "end-user chat apps" ], "deployment": [ "library_only", "local", "cloud" ], "alternatives": [ { "repo": "promptfoo/promptfoo", "reason": "Same llm eval intent with rag overlap." }, { "repo": "comet-ml/opik", "reason": "Same llm eval intent with rag overlap." }, { "repo": "Marker-Inc-Korea/AutoRAG", "reason": "Same llm eval intent with rag overlap." } ] }, "evidence": { "classification": { "category": { "confidence": "high", "evidence": [ "Matched \"eval\" in metadata.", "Matched \"evaluation\" in metadata." ] }, "deployment": { "confidence": "high", "evidence": [ "Matched \"pip install\" in repository content.", "Matched \"library\" in repository content.", "Local usage is assumed for open source repositories unless contradicted." ] }, "difficulty": { "confidence": "medium", "evidence": [ "Repository has under 10k stars, so complexity is treated conservatively." ] }, "cloudflare_ready": { "confidence": "high", "evidence": [ "Runtime blocker: python.", "No Cloudflare deployment signal detected.", "No wrangler.toml found in inspected repository files." ] } }, "quality_signal_confidence": { "stars_30d_delta": "snapshot", "stars30d_window_days": 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": "Classification evidence and quality signals are strong enough for shortlist reasoning when metadata is current.", "last_verified_at": "2026-08-03T12:30:16.254Z" }, "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": "2026-08-03T12:30:16.254Z" } ], "resolved_from": { "requested_id": "ShenSeanChen/waku-agent", "resolved_id": "ShenSeanChen/waku-agent", "resolution": "direct" }, "metadata": { "source": "d1", "reason": "d1_query", "project_count": 1033, "generated_at": "2026-08-03T13:17:05.761Z", "snapshot_id": "d1:1033:2026-08-03T13:00:26.987Z", "latest_synced_at": "2026-08-03T13:00:26.987Z", "schema_version": "git-top.knowledge.v1", "loaded_project_limit": 2000, "truncated": false } }