{ "project": { "project_id": "EuniAI/awesome-code-agents", "repo": "EuniAI/awesome-code-agents", "name": "awesome-code-agents", "github_url": "https://github.com/EuniAI/awesome-code-agents", "homepage_url": "https://euniai.github.io/awesome-code-agents/", "language": "Python", "license": "Apache-2.0", "project_kind": "collection", "collection_metadata": { "scope": "awesome_list", "curated": true, "estimated_items": 100, "freshness": "active" }, "category": [ "llm_eval" ], "tags": [ "ai-agents", "awesome-list", "code-agents", "large-language-models", "llm", "software-engineering" ], "description": "A curated list of products, benchmarks, and research papers on autonomous code agents. Beyond coding — they're redefining how software changes the world.", "overview": "Use EuniAI/awesome-code-agents when the user needs a curated llm eval resource collection with local, cloud usage paths.", "alternatives": [], "related": [], "dependencies": [ "LLM provider" ], "deployments": [ "local", "cloud" ], "difficulty": "beginner", "cloudflare_ready": false, "use_cases": [ "discover related AI projects", "compare implementation patterns", "bootstrap project selection" ], "not_good_for": [ "users expecting a single installable runtime or library", "edge-only Cloudflare Workers deployment without adaptation" ], "classification": { "category": { "confidence": "medium", "evidence": [ "Matched \"benchmark\" in metadata." ] }, "deployment": { "confidence": "medium", "evidence": [ "Local usage is assumed for open source repositories unless contradicted." ] }, "difficulty": { "confidence": "medium", "evidence": [ "Repository has under 10k stars, so complexity is treated conservatively." ] }, "cloudflare_ready": { "confidence": "high", "evidence": [ "Runtime blocker: python.", "No Cloudflare deployment signal detected." ] } }, "quality_signals": { "stars": 109, "recent_commits": 13, "contributors": 4, "issue_response_time_hours": null, "release_frequency_180d": 0 }, "quality_signal_confidence": { "stars_30d_delta": "estimated", "commits_30d": "complete", "releases_180d": "complete", "contributors_90d": "complete" }, "quality_score": 7, "agent_score": 54, "score": 63, "agent_score_breakdown": { "documentation": 90, "maintenance": 19, "deployment": 70, "popularity": 41, "community": 49 }, "git_top_score": 63, "git_top_score_breakdown": { "community": 74, "maintenance": 23, "documentation": 84, "stability": 60, "adoption": 54, "agent_readability": 90 }, "summary": { "tl_dr": "Use EuniAI/awesome-code-agents when the user needs a curated llm eval resource collection with local, cloud usage paths.", "purpose": "Use EuniAI/awesome-code-agents when the user needs a curated llm eval resource collection with local, cloud usage paths.", "install": "Reference collection; there is no direct install step.", "inputs": [ "prompts", "model outputs", "test cases" ], "outputs": [ "scores", "benchmarks", "eval reports" ], "good_for": [ "discover related AI projects", "compare implementation patterns", "bootstrap project selection", "model evaluation", "benchmarking", "regression testing" ], "not_good_for": [ "users expecting a single installable runtime or library", "edge-only Cloudflare Workers deployment without adaptation", "production inference serving", "end-user chat apps" ], "deployment": [ "local", "cloud" ], "alternatives": [] }, "evidence": { "classification": { "category": { "confidence": "medium", "evidence": [ "Matched \"benchmark\" in metadata." ] }, "deployment": { "confidence": "medium", "evidence": [ "Local usage is assumed for open source repositories unless contradicted." ] }, "difficulty": { "confidence": "medium", "evidence": [ "Repository has under 10k stars, so complexity is treated conservatively." ] }, "cloudflare_ready": { "confidence": "high", "evidence": [ "Runtime blocker: python.", "No Cloudflare deployment signal detected." ] } }, "quality_signal_confidence": { "stars_30d_delta": "estimated", "commits_30d": "complete", "releases_180d": "complete", "contributors_90d": "complete" }, "source_fields": [ "project.description", "project.topics", "project.language", "project.license", "agent_card.summary_for_agent", "agent_card.use_cases", "agent_card.deployment", "agent_card.classification", "metrics" ], "caveats": [ "users expecting a single installable runtime or library", "edge-only Cloudflare Workers deployment without adaptation", "Partial or estimated quality signals: stars30dDelta.", "Collection/resource hub; not a single installable runtime." ], "confidence_reason": "Evidence is incomplete; use this project as an exploration candidate until classification and quality signals are reviewed.", "last_verified_at": "2026-07-06T19:00:24.951Z" }, "caveats": [ "users expecting a single installable runtime or library", "edge-only Cloudflare Workers deployment without adaptation", "Partial or estimated quality signals: stars30dDelta.", "Collection/resource hub; not a single installable runtime." ], "confidence_reason": "Evidence is incomplete; use this project as an exploration candidate until classification and quality signals are reviewed.", "source_fields": [ "project.description", "project.topics", "project.language", "project.license", "agent_card.summary_for_agent", "agent_card.use_cases", "agent_card.deployment", "agent_card.classification", "metrics" ], "last_verified_at": "2026-07-06T19:00:24.951Z" }, "summary": "EuniAI/awesome-code-agents has 5 alternative candidates. Top match is GoogleCloudPlatform/evalbench at 80/100 because Similar llm eval with local/cloud deployment overlap.", "stats": { "candidate_count": 5, "explicit_count": 0, "cloudflare_ready_count": 0, "average_similarity": 79, "top_candidate": "GoogleCloudPlatform/evalbench" }, "next_actions": [ { "label": "Compare shortlist", "href": "/api/compare?repos=EuniAI/awesome-code-agents,GoogleCloudPlatform/evalbench,GoogleCloudPlatform/ml-auto-solutions,huggingface/evaluate,huggingface/cadgenbench,promptfoo/promptfoo-action", "kind": "compare" }, { "label": "Open source graph", "href": "/graph/EuniAI/awesome-code-agents", "kind": "graph" }, { "label": "Explain source score", "href": "/score/EuniAI/awesome-code-agents", "kind": "score" }, { "label": "Open source project", "href": "/projects/EuniAI/awesome-code-agents", "kind": "project" }, { "label": "Get recommendations", "href": "/api/recommend?category=llm_eval&limit=5", "kind": "recommend" } ], "comparison_links": { "compare": "/api/compare?repos=EuniAI/awesome-code-agents,GoogleCloudPlatform/evalbench,GoogleCloudPlatform/ml-auto-solutions,huggingface/evaluate,huggingface/cadgenbench,promptfoo/promptfoo-action", "graph": "/graph/EuniAI/awesome-code-agents", "project": "/projects/EuniAI/awesome-code-agents", "score": "/score/EuniAI/awesome-code-agents" }, "evidence": { "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", "alternative.match_signals", "alternative.similarity_score", "alternative.replacement_type" ], "caveats": [ "At least one candidate changes primary language; migration cost may be higher." ], "confidence_reason": "Top alternative has 80/100 similarity with same use case evidence.", "last_verified_at": "2026-07-06T19:00:24.951Z" }, "caveats": [ "At least one candidate changes primary language; migration cost may be higher." ], "confidence_reason": "Top alternative has 80/100 similarity with same use case evidence.", "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", "alternative.match_signals", "alternative.similarity_score", "alternative.replacement_type" ], "last_verified_at": "2026-07-06T19:00:24.951Z", "alternatives": [ { "project_id": "GoogleCloudPlatform/evalbench", "repo": "GoogleCloudPlatform/evalbench", "name": "evalbench", "github_url": "https://github.com/GoogleCloudPlatform/evalbench", "homepage_url": null, "language": "Python", "license": "Apache-2.0", "project_kind": "project", "category": [ "llm_eval" ], "tags": [ "databases", "eval", "evaluation-framework", "nl2sql", "text2sql" ], "description": "EvalBench is a flexible framework designed to measure the quality of generative AI (GenAI) workflows around database specific tasks.", "overview": "Use GoogleCloudPlatform/evalbench when the user needs a curated llm eval resource collection with docker, local, cloud usage paths.", "alternatives": [ { "repo": "comet-ml/opik", "reason": "Similar llm eval with docker/local deployment overlap." }, { "repo": "wandb/weave", "reason": "Similar llm eval with local/cloud deployment overlap." }, { "repo": "langchain-ai/langsmith-sdk", "reason": "Similar llm eval with local/cloud deployment overlap." } ], "related": [], "dependencies": [ "LLM provider" ], "deployments": [ "docker", "local", "cloud" ], "difficulty": "beginner", "cloudflare_ready": false, "use_cases": [ "discover related AI projects", "compare implementation patterns", "bootstrap project selection" ], "not_good_for": [ "users expecting a single installable runtime or library", "edge-only Cloudflare Workers deployment without adaptation" ], "classification": { "category": { "confidence": "high", "evidence": [ "Matched \"eval\" in metadata.", "Matched \"evaluation\" in metadata." ] }, "deployment": { "confidence": "medium", "evidence": [ "Local usage is assumed for open source repositories unless contradicted." ] }, "difficulty": { "confidence": "medium", "evidence": [ "Repository has under 10k stars, so complexity is treated conservatively." ] }, "cloudflare_ready": { "confidence": "high", "evidence": [ "Runtime blocker: python.", "No Cloudflare deployment signal detected." ] } }, "quality_signals": { "stars": 50, "recent_commits": 100, "contributors": 26, "issue_response_time_hours": null, "release_frequency_180d": 11 }, "quality_signal_confidence": { "stars_30d_delta": "estimated", "commits_30d": "partial", "releases_180d": "complete", "contributors_90d": "complete" }, "quality_score": 33, "agent_score": 68, "score": 85, "agent_score_breakdown": { "documentation": 90, "maintenance": 61, "deployment": 80, "popularity": 34, "community": 71 }, "git_top_score": 85, "git_top_score_breakdown": { "community": 100, "maintenance": 73, "documentation": 92, "stability": 100, "adoption": 51, "agent_readability": 100 }, "summary": { "tl_dr": "Use GoogleCloudPlatform/evalbench when the user needs a curated llm eval resource collection with docker, local, cloud usage paths.", "purpose": "Use GoogleCloudPlatform/evalbench when the user needs a curated llm eval resource collection with docker, local, cloud usage paths.", "install": "Run with Docker using the repository's container instructions.", "inputs": [ "prompts", "model outputs", "test cases" ], "outputs": [ "scores", "benchmarks", "eval reports" ], "good_for": [ "discover related AI projects", "compare implementation patterns", "bootstrap project selection", "model evaluation", "benchmarking", "regression testing" ], "not_good_for": [ "users expecting a single installable runtime or library", "edge-only Cloudflare Workers deployment without adaptation", "production inference serving", "end-user chat apps" ], "deployment": [ "docker", "local", "cloud" ], "alternatives": [ { "repo": "comet-ml/opik", "reason": "Similar llm eval with docker/local deployment overlap." }, { "repo": "wandb/weave", "reason": "Similar llm eval with local/cloud deployment overlap." }, { "repo": "langchain-ai/langsmith-sdk", "reason": "Similar llm eval with local/cloud deployment overlap." } ] }, "evidence": { "classification": { "category": { "confidence": "high", "evidence": [ "Matched \"eval\" in metadata.", "Matched \"evaluation\" in metadata." ] }, "deployment": { "confidence": "medium", "evidence": [ "Local usage is assumed for open source repositories unless contradicted." ] }, "difficulty": { "confidence": "medium", "evidence": [ "Repository has under 10k stars, so complexity is treated conservatively." ] }, "cloudflare_ready": { "confidence": "high", "evidence": [ "Runtime blocker: python.", "No Cloudflare deployment signal detected." ] } }, "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": [ "users expecting a single installable runtime or library", "edge-only Cloudflare Workers deployment without adaptation", "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": "2026-06-21T03:26:01.582Z" }, "caveats": [ "users expecting a single installable runtime or library", "edge-only Cloudflare Workers deployment without adaptation", "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": "2026-06-21T03:26:01.582Z" }, { "project_id": "GoogleCloudPlatform/ml-auto-solutions", "repo": "GoogleCloudPlatform/ml-auto-solutions", "name": "ml-auto-solutions", "github_url": "https://github.com/GoogleCloudPlatform/ml-auto-solutions", "homepage_url": null, "language": "Python", "license": "Apache-2.0", "project_kind": "project", "category": [ "llm_eval" ], "tags": [], "description": "A simplified and automated orchestration workflow to perform ML end-to-end (E2E) model tests and benchmarking on Cloud VMs across different frameworks.", "overview": "Use GoogleCloudPlatform/ml-auto-solutions when the user needs a curated llm eval resource collection with local, cloud usage paths.", "alternatives": [ { "repo": "wandb/weave", "reason": "Similar llm eval with local/cloud deployment overlap." }, { "repo": "langchain-ai/langsmith-sdk", "reason": "Similar llm eval with local/cloud deployment overlap." }, { "repo": "Giskard-AI/giskard-oss", "reason": "Similar llm eval with local/cloud deployment overlap." } ], "related": [], "dependencies": [ "LLM provider" ], "deployments": [ "local", "cloud" ], "difficulty": "beginner", "cloudflare_ready": false, "use_cases": [ "discover related AI projects", "compare implementation patterns", "bootstrap project selection" ], "not_good_for": [ "users expecting a single installable runtime or library", "edge-only Cloudflare Workers deployment without adaptation" ], "classification": { "category": { "confidence": "medium", "evidence": [ "Matched \"benchmark\" in metadata." ] }, "deployment": { "confidence": "medium", "evidence": [ "Local usage is assumed for open source repositories unless contradicted." ] }, "difficulty": { "confidence": "medium", "evidence": [ "Repository has under 10k stars, so complexity is treated conservatively." ] }, "cloudflare_ready": { "confidence": "high", "evidence": [ "Runtime blocker: python.", "No Cloudflare deployment signal detected." ] } }, "quality_signals": { "stars": 64, "recent_commits": 17, "contributors": 97, "issue_response_time_hours": null, "release_frequency_180d": 0 }, "quality_signal_confidence": { "stars_30d_delta": "estimated", "commits_30d": "complete", "releases_180d": "complete", "contributors_90d": "complete" }, "quality_score": 21, "agent_score": 65, "score": 73, "agent_score_breakdown": { "documentation": 90, "maintenance": 38, "deployment": 70, "popularity": 36, "community": 100 }, "git_top_score": 73, "git_top_score_breakdown": { "community": 100, "maintenance": 39, "documentation": 92, "stability": 60, "adoption": 58, "agent_readability": 100 }, "summary": { "tl_dr": "Use GoogleCloudPlatform/ml-auto-solutions when the user needs a curated llm eval resource collection with local, cloud usage paths.", "purpose": "Use GoogleCloudPlatform/ml-auto-solutions when the user needs a curated llm eval resource collection with local, cloud usage paths.", "install": "Install and run the evaluation harness as documented by the repository.", "inputs": [ "prompts", "model outputs", "test cases" ], "outputs": [ "scores", "benchmarks", "eval reports" ], "good_for": [ "discover related AI projects", "compare implementation patterns", "bootstrap project selection", "model evaluation", "benchmarking", "regression testing" ], "not_good_for": [ "users expecting a single installable runtime or library", "edge-only Cloudflare Workers deployment without adaptation", "production inference serving", "end-user chat apps" ], "deployment": [ "local", "cloud" ], "alternatives": [ { "repo": "wandb/weave", "reason": "Similar llm eval with local/cloud deployment overlap." }, { "repo": "langchain-ai/langsmith-sdk", "reason": "Similar llm eval with local/cloud deployment overlap." }, { "repo": "Giskard-AI/giskard-oss", "reason": "Similar llm eval with local/cloud deployment overlap." } ] }, "evidence": { "classification": { "category": { "confidence": "medium", "evidence": [ "Matched \"benchmark\" in metadata." ] }, "deployment": { "confidence": "medium", "evidence": [ "Local usage is assumed for open source repositories unless contradicted." ] }, "difficulty": { "confidence": "medium", "evidence": [ "Repository has under 10k stars, so complexity is treated conservatively." ] }, "cloudflare_ready": { "confidence": "high", "evidence": [ "Runtime blocker: python.", "No Cloudflare deployment signal detected." ] } }, "quality_signal_confidence": { "stars_30d_delta": "estimated", "commits_30d": "complete", "releases_180d": "complete", "contributors_90d": "complete" }, "source_fields": [ "project.description", "project.topics", "project.language", "project.license", "agent_card.summary_for_agent", "agent_card.use_cases", "agent_card.deployment", "agent_card.classification", "metrics" ], "caveats": [ "users expecting a single installable runtime or library", "edge-only Cloudflare Workers deployment without adaptation", "Partial or estimated quality signals: stars30dDelta." ], "confidence_reason": "Evidence is incomplete; use this project as an exploration candidate until classification and quality signals are reviewed.", "last_verified_at": "2026-06-21T03:27:00.788Z" }, "caveats": [ "users expecting a single installable runtime or library", "edge-only Cloudflare Workers deployment without adaptation", "Partial or estimated quality signals: stars30dDelta." ], "confidence_reason": "Evidence is incomplete; use this project as an exploration candidate until classification and quality signals are reviewed.", "source_fields": [ "project.description", "project.topics", "project.language", "project.license", "agent_card.summary_for_agent", "agent_card.use_cases", "agent_card.deployment", "agent_card.classification", "metrics" ], "last_verified_at": "2026-06-21T03:27:00.788Z" }, { "project_id": "huggingface/evaluate", "repo": "huggingface/evaluate", "name": "evaluate", "github_url": "https://github.com/huggingface/evaluate", "homepage_url": "https://huggingface.co/docs/evaluate", "language": "Python", "license": "Apache-2.0", "project_kind": "project", "category": [ "llm_eval" ], "tags": [ "evaluation", "machine-learning" ], "description": "🤗 Evaluate: A library for easily evaluating machine learning models and datasets.", "overview": "Use huggingface/evaluate when the user needs a curated llm eval resource collection with library_only, local, cloud usage paths.", "alternatives": [ { "repo": "wandb/weave", "reason": "Similar llm eval with library_only/local deployment overlap." }, { "repo": "langchain-ai/langsmith-sdk", "reason": "Similar llm eval with library_only/local deployment overlap." }, { "repo": "Giskard-AI/giskard-oss", "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": [ "discover related AI projects", "compare implementation patterns", "bootstrap project selection" ], "not_good_for": [ "users expecting a single installable runtime or library", "edge-only Cloudflare Workers deployment without adaptation", "users expecting a complete hosted product" ], "classification": { "category": { "confidence": "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." ] } }, "quality_signals": { "stars": 2455, "recent_commits": 0, "contributors": 100, "issue_response_time_hours": null, "release_frequency_180d": 0 }, "quality_signal_confidence": { "stars_30d_delta": "estimated", "commits_30d": "complete", "releases_180d": "complete", "contributors_90d": "partial" }, "quality_score": 20, "agent_score": 70, "score": 76, "agent_score_breakdown": { "documentation": 90, "maintenance": 26, "deployment": 80, "popularity": 68, "community": 100 }, "git_top_score": 76, "git_top_score_breakdown": { "community": 100, "maintenance": 18, "documentation": 92, "stability": 60, "adoption": 100, "agent_readability": 100 }, "summary": { "tl_dr": "Use huggingface/evaluate when the user needs a curated llm eval resource collection with library_only, local, cloud usage paths.", "purpose": "Use huggingface/evaluate when the user needs a curated llm eval resource collection with library_only, local, cloud usage paths.", "install": "Install as a library or package using the repository instructions.", "inputs": [ "prompts", "model outputs", "test cases" ], "outputs": [ "scores", "benchmarks", "eval reports" ], "good_for": [ "discover related AI projects", "compare implementation patterns", "bootstrap project selection", "model evaluation", "benchmarking", "regression testing" ], "not_good_for": [ "users expecting a single installable runtime or library", "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": "wandb/weave", "reason": "Similar llm eval with library_only/local deployment overlap." }, { "repo": "langchain-ai/langsmith-sdk", "reason": "Similar llm eval with library_only/local deployment overlap." }, { "repo": "Giskard-AI/giskard-oss", "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." ] } }, "quality_signal_confidence": { "stars_30d_delta": "estimated", "commits_30d": "complete", "releases_180d": "complete", "contributors_90d": "partial" }, "source_fields": [ "project.description", "project.topics", "project.language", "project.license", "agent_card.summary_for_agent", "agent_card.use_cases", "agent_card.deployment", "agent_card.classification", "metrics" ], "caveats": [ "users expecting a single installable runtime or library", "edge-only Cloudflare Workers deployment without adaptation", "users expecting a complete hosted product", "Partial or estimated quality signals: stars30dDelta, contributors90d." ], "confidence_reason": "Evidence is usable for comparison, but agents should cite caveats before making a strong recommendation.", "last_verified_at": "2026-06-21T03:23:29.616Z" }, "caveats": [ "users expecting a single installable runtime or library", "edge-only Cloudflare Workers deployment without adaptation", "users expecting a complete hosted product", "Partial or estimated quality signals: stars30dDelta, 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": "2026-06-21T03:23:29.616Z" }, { "project_id": "huggingface/cadgenbench", "repo": "huggingface/cadgenbench", "name": "cadgenbench", "github_url": "https://github.com/huggingface/cadgenbench", "homepage_url": "https://huggingface.co/spaces/HuggingAI4Engineering/cadgenbench-leaderboard", "language": "Python", "license": "Apache-2.0", "project_kind": "project", "category": [ "llm_eval" ], "tags": [ "3d", "ai-evaluation", "benchmark", "cad", "huggingface", "image-to-3d", "mechanical-engineering", "text-to-3d" ], "description": "A benchmark for AI-driven CAD generation and editing", "overview": "Use huggingface/cadgenbench when the user needs a curated llm eval resource collection with library_only, local, cloud usage paths.", "alternatives": [ { "repo": "wandb/weave", "reason": "Similar llm eval with library_only/local deployment overlap." }, { "repo": "langchain-ai/langsmith-sdk", "reason": "Similar llm eval with library_only/local deployment overlap." }, { "repo": "Giskard-AI/giskard-oss", "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": [ "discover related AI projects", "compare implementation patterns", "bootstrap project selection" ], "not_good_for": [ "users expecting a single installable runtime or library", "edge-only Cloudflare Workers deployment without adaptation", "users expecting a complete hosted product" ], "classification": { "category": { "confidence": "high", "evidence": [ "Matched \"eval\" in metadata.", "Matched \"evaluation\" in metadata.", "Matched \"benchmark\" 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." ] } }, "quality_signals": { "stars": 69, "recent_commits": 100, "contributors": 1, "issue_response_time_hours": null, "release_frequency_180d": 0 }, "quality_signal_confidence": { "stars_30d_delta": "estimated", "commits_30d": "partial", "releases_180d": "complete", "contributors_90d": "complete" }, "quality_score": 17, "agent_score": 57, "score": 68, "agent_score_breakdown": { "documentation": 90, "maintenance": 29, "deployment": 80, "popularity": 37, "community": 46 }, "git_top_score": 68, "git_top_score_breakdown": { "community": 63, "maintenance": 40, "documentation": 92, "stability": 70, "adoption": 47, "agent_readability": 100 }, "summary": { "tl_dr": "Use huggingface/cadgenbench when the user needs a curated llm eval resource collection with library_only, local, cloud usage paths.", "purpose": "Use huggingface/cadgenbench when the user needs a curated llm eval resource collection with library_only, local, cloud usage paths.", "install": "Install as a library or package using the repository instructions.", "inputs": [ "prompts", "model outputs", "test cases" ], "outputs": [ "scores", "benchmarks", "eval reports" ], "good_for": [ "discover related AI projects", "compare implementation patterns", "bootstrap project selection", "model evaluation", "benchmarking", "regression testing" ], "not_good_for": [ "users expecting a single installable runtime or library", "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": "wandb/weave", "reason": "Similar llm eval with library_only/local deployment overlap." }, { "repo": "langchain-ai/langsmith-sdk", "reason": "Similar llm eval with library_only/local deployment overlap." }, { "repo": "Giskard-AI/giskard-oss", "reason": "Similar llm eval with library_only/local deployment 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.", "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." ] } }, "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": [ "users expecting a single installable runtime or library", "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": "2026-06-21T03:26:59.150Z" }, "caveats": [ "users expecting a single installable runtime or library", "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": "2026-06-21T03:26:59.150Z" }, { "project_id": "promptfoo/promptfoo-action", "repo": "promptfoo/promptfoo-action", "name": "promptfoo-action", "github_url": "https://github.com/promptfoo/promptfoo-action", "homepage_url": null, "language": "TypeScript", "license": "MIT", "project_kind": "project", "category": [ "llm_eval" ], "tags": [ "actions", "llm", "prompt-engineering", "rag", "security" ], "description": "The GitHub Action for Promptfoo. Test your prompts, agents, and RAGs. AI Red teaming, pentesting, and vulnerability scanning for LLMs. Compare performance of GPT, Claude, Gemini, Llama, and more. Simple declarative configs with command line and CI/CD integration.", "overview": "Use promptfoo/promptfoo-action when the user needs a curated llm eval resource collection with local, cloud usage paths.", "alternatives": [ { "repo": "promptfoo/promptfoo", "reason": "Similar llm eval with local/cloud deployment overlap." }, { "repo": "Giskard-AI/giskard-oss", "reason": "Similar llm eval with local/cloud deployment overlap." }, { "repo": "wandb/weave", "reason": "Similar llm eval with local/cloud deployment overlap." } ], "related": [], "dependencies": [ "Vector database", "LLM provider" ], "deployments": [ "local", "cloud" ], "difficulty": "beginner", "cloudflare_ready": false, "use_cases": [ "discover related AI projects", "compare implementation patterns", "bootstrap project selection" ], "not_good_for": [ "users expecting a single installable runtime or library", "edge-only Cloudflare Workers deployment without adaptation" ], "classification": { "category": { "confidence": "high", "evidence": [ "Matched \"eval\" in repository content.", "Matched \"evaluation\" in repository content." ] }, "deployment": { "confidence": "medium", "evidence": [ "Local usage is assumed for open source repositories unless contradicted." ] }, "difficulty": { "confidence": "medium", "evidence": [ "Repository has under 10k stars, so complexity is treated conservatively." ] }, "cloudflare_ready": { "confidence": "high", "evidence": [ "Runtime blocker: python.", "No Cloudflare deployment signal detected." ] } }, "quality_signals": { "stars": 70, "recent_commits": 22, "contributors": 15, "issue_response_time_hours": null, "release_frequency_180d": 7 }, "quality_signal_confidence": { "stars_30d_delta": "estimated", "commits_30d": "complete", "releases_180d": "complete", "contributors_90d": "complete" }, "quality_score": 18, "agent_score": 59, "score": 81, "agent_score_breakdown": { "documentation": 90, "maintenance": 38, "deployment": 70, "popularity": 37, "community": 60 }, "git_top_score": 81, "git_top_score_breakdown": { "community": 100, "maintenance": 55, "documentation": 84, "stability": 100, "adoption": 56, "agent_readability": 100 }, "summary": { "tl_dr": "Use promptfoo/promptfoo-action when the user needs a curated llm eval resource collection with local, cloud usage paths.", "purpose": "Use promptfoo/promptfoo-action when the user needs a curated llm eval resource collection with local, cloud usage paths.", "install": "Install and run the evaluation harness as documented by the repository.", "inputs": [ "prompts", "model outputs", "test cases" ], "outputs": [ "scores", "benchmarks", "eval reports" ], "good_for": [ "discover related AI projects", "compare implementation patterns", "bootstrap project selection", "model evaluation", "benchmarking", "regression testing" ], "not_good_for": [ "users expecting a single installable runtime or library", "edge-only Cloudflare Workers deployment without adaptation", "production inference serving", "end-user chat apps" ], "deployment": [ "local", "cloud" ], "alternatives": [ { "repo": "promptfoo/promptfoo", "reason": "Similar llm eval with local/cloud deployment overlap." }, { "repo": "Giskard-AI/giskard-oss", "reason": "Similar llm eval with local/cloud deployment overlap." }, { "repo": "wandb/weave", "reason": "Similar llm eval with local/cloud deployment overlap." } ] }, "evidence": { "classification": { "category": { "confidence": "high", "evidence": [ "Matched \"eval\" in repository content.", "Matched \"evaluation\" in repository content." ] }, "deployment": { "confidence": "medium", "evidence": [ "Local usage is assumed for open source repositories unless contradicted." ] }, "difficulty": { "confidence": "medium", "evidence": [ "Repository has under 10k stars, so complexity is treated conservatively." ] }, "cloudflare_ready": { "confidence": "high", "evidence": [ "Runtime blocker: python.", "No Cloudflare deployment signal detected." ] } }, "quality_signal_confidence": { "stars_30d_delta": "estimated", "commits_30d": "complete", "releases_180d": "complete", "contributors_90d": "complete" }, "source_fields": [ "project.description", "project.topics", "project.language", "project.license", "agent_card.summary_for_agent", "agent_card.use_cases", "agent_card.deployment", "agent_card.classification", "metrics" ], "caveats": [ "users expecting a single installable runtime or library", "edge-only Cloudflare Workers deployment without adaptation", "Partial or estimated quality signals: stars30dDelta." ], "confidence_reason": "Evidence is usable for comparison, but agents should cite caveats before making a strong recommendation.", "last_verified_at": "2026-06-21T03:24:00.494Z" }, "caveats": [ "users expecting a single installable runtime or library", "edge-only Cloudflare Workers deployment without adaptation", "Partial or estimated quality signals: stars30dDelta." ], "confidence_reason": "Evidence is usable for comparison, but agents should cite caveats before making a strong recommendation.", "source_fields": [ "project.description", "project.topics", "project.language", "project.license", "agent_card.summary_for_agent", "agent_card.use_cases", "agent_card.deployment", "agent_card.classification", "metrics" ], "last_verified_at": "2026-06-21T03:24:00.494Z" } ], "alternative_matches": [ { "project_id": "GoogleCloudPlatform/evalbench", "repo": "GoogleCloudPlatform/evalbench", "name": "evalbench", "github_url": "https://github.com/GoogleCloudPlatform/evalbench", "homepage_url": null, "language": "Python", "license": "Apache-2.0", "project_kind": "project", "category": [ "llm_eval" ], "tags": [ "databases", "eval", "evaluation-framework", "nl2sql", "text2sql" ], "description": "EvalBench is a flexible framework designed to measure the quality of generative AI (GenAI) workflows around database specific tasks.", "overview": "Use GoogleCloudPlatform/evalbench when the user needs a curated llm eval resource collection with docker, local, cloud usage paths.", "alternatives": [ { "repo": "comet-ml/opik", "reason": "Similar llm eval with docker/local deployment overlap." }, { "repo": "wandb/weave", "reason": "Similar llm eval with local/cloud deployment overlap." }, { "repo": "langchain-ai/langsmith-sdk", "reason": "Similar llm eval with local/cloud deployment overlap." } ], "related": [], "dependencies": [ "LLM provider" ], "deployments": [ "docker", "local", "cloud" ], "difficulty": "beginner", "cloudflare_ready": false, "use_cases": [ "discover related AI projects", "compare implementation patterns", "bootstrap project selection" ], "not_good_for": [ "users expecting a single installable runtime or library", "edge-only Cloudflare Workers deployment without adaptation" ], "classification": { "category": { "confidence": "high", "evidence": [ "Matched \"eval\" in metadata.", "Matched \"evaluation\" in metadata." ] }, "deployment": { "confidence": "medium", "evidence": [ "Local usage is assumed for open source repositories unless contradicted." ] }, "difficulty": { "confidence": "medium", "evidence": [ "Repository has under 10k stars, so complexity is treated conservatively." ] }, "cloudflare_ready": { "confidence": "high", "evidence": [ "Runtime blocker: python.", "No Cloudflare deployment signal detected." ] } }, "quality_signals": { "stars": 50, "recent_commits": 100, "contributors": 26, "issue_response_time_hours": null, "release_frequency_180d": 11 }, "quality_signal_confidence": { "stars_30d_delta": "estimated", "commits_30d": "partial", "releases_180d": "complete", "contributors_90d": "complete" }, "quality_score": 33, "agent_score": 68, "score": 85, "agent_score_breakdown": { "documentation": 90, "maintenance": 61, "deployment": 80, "popularity": 34, "community": 71 }, "git_top_score": 85, "git_top_score_breakdown": { "community": 100, "maintenance": 73, "documentation": 92, "stability": 100, "adoption": 51, "agent_readability": 100 }, "summary": { "tl_dr": "Use GoogleCloudPlatform/evalbench when the user needs a curated llm eval resource collection with docker, local, cloud usage paths.", "purpose": "Use GoogleCloudPlatform/evalbench when the user needs a curated llm eval resource collection with docker, local, cloud usage paths.", "install": "Run with Docker using the repository's container instructions.", "inputs": [ "prompts", "model outputs", "test cases" ], "outputs": [ "scores", "benchmarks", "eval reports" ], "good_for": [ "discover related AI projects", "compare implementation patterns", "bootstrap project selection", "model evaluation", "benchmarking", "regression testing" ], "not_good_for": [ "users expecting a single installable runtime or library", "edge-only Cloudflare Workers deployment without adaptation", "production inference serving", "end-user chat apps" ], "deployment": [ "docker", "local", "cloud" ], "alternatives": [ { "repo": "comet-ml/opik", "reason": "Similar llm eval with docker/local deployment overlap." }, { "repo": "wandb/weave", "reason": "Similar llm eval with local/cloud deployment overlap." }, { "repo": "langchain-ai/langsmith-sdk", "reason": "Similar llm eval with local/cloud deployment overlap." } ] }, "evidence": { "classification": { "category": { "confidence": "high", "evidence": [ "Matched \"eval\" in metadata.", "Matched \"evaluation\" in metadata." ] }, "deployment": { "confidence": "medium", "evidence": [ "Local usage is assumed for open source repositories unless contradicted." ] }, "difficulty": { "confidence": "medium", "evidence": [ "Repository has under 10k stars, so complexity is treated conservatively." ] }, "cloudflare_ready": { "confidence": "high", "evidence": [ "Runtime blocker: python.", "No Cloudflare deployment signal detected." ] } }, "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", "alternative.match_signals", "alternative.similarity_score", "alternative.replacement_type" ], "caveats": [ "Same category, so it can be evaluated as a direct functional substitute.", "Deployment overlap: local, cloud.", "Shared dependency context: llm-provider.", "users expecting a single installable runtime or library", "edge-only Cloudflare Workers deployment without adaptation", "Partial or estimated quality signals: stars30dDelta, commits30d." ], "confidence_reason": "Low replacement risk: 80/100 similarity with category or use-case overlap.", "last_verified_at": "2026-06-21T03:26:01.582Z" }, "caveats": [ "Same category, so it can be evaluated as a direct functional substitute.", "Deployment overlap: local, cloud.", "Shared dependency context: llm-provider.", "users expecting a single installable runtime or library", "edge-only Cloudflare Workers deployment without adaptation", "Partial or estimated quality signals: stars30dDelta, commits30d." ], "confidence_reason": "Low replacement risk: 80/100 similarity with category or use-case overlap.", "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", "alternative.match_signals", "alternative.similarity_score", "alternative.replacement_type" ], "last_verified_at": "2026-06-21T03:26:01.582Z", "similarity_score": 80, "alternative_reason": "Similar llm eval with local/cloud deployment overlap.", "replacement_type": "same_use_case", "match_signals": { "explicit": false, "shared_category": true, "shared_deployments": [ "local", "cloud" ], "shared_use_cases": [ "discover related AI projects", "compare implementation patterns", "bootstrap project selection" ], "shared_topics": [], "intent_overlap": [], "dependency_overlap": [ "llm-provider" ], "same_language": true, "stronger_maintenance": true, "cloudflare_ready_upgrade": false }, "fit_summary": "Strong replacement candidate with overlapping indexed use cases.", "adoption_notes": [ "Same category, so it can be evaluated as a direct functional substitute.", "Deployment overlap: local, cloud.", "Shared dependency context: llm-provider." ], "replacement_risk": "low" }, { "project_id": "GoogleCloudPlatform/ml-auto-solutions", "repo": "GoogleCloudPlatform/ml-auto-solutions", "name": "ml-auto-solutions", "github_url": "https://github.com/GoogleCloudPlatform/ml-auto-solutions", "homepage_url": null, "language": "Python", "license": "Apache-2.0", "project_kind": "project", "category": [ "llm_eval" ], "tags": [], "description": "A simplified and automated orchestration workflow to perform ML end-to-end (E2E) model tests and benchmarking on Cloud VMs across different frameworks.", "overview": "Use GoogleCloudPlatform/ml-auto-solutions when the user needs a curated llm eval resource collection with local, cloud usage paths.", "alternatives": [ { "repo": "wandb/weave", "reason": "Similar llm eval with local/cloud deployment overlap." }, { "repo": "langchain-ai/langsmith-sdk", "reason": "Similar llm eval with local/cloud deployment overlap." }, { "repo": "Giskard-AI/giskard-oss", "reason": "Similar llm eval with local/cloud deployment overlap." } ], "related": [], "dependencies": [ "LLM provider" ], "deployments": [ "local", "cloud" ], "difficulty": "beginner", "cloudflare_ready": false, "use_cases": [ "discover related AI projects", "compare implementation patterns", "bootstrap project selection" ], "not_good_for": [ "users expecting a single installable runtime or library", "edge-only Cloudflare Workers deployment without adaptation" ], "classification": { "category": { "confidence": "medium", "evidence": [ "Matched \"benchmark\" in metadata." ] }, "deployment": { "confidence": "medium", "evidence": [ "Local usage is assumed for open source repositories unless contradicted." ] }, "difficulty": { "confidence": "medium", "evidence": [ "Repository has under 10k stars, so complexity is treated conservatively." ] }, "cloudflare_ready": { "confidence": "high", "evidence": [ "Runtime blocker: python.", "No Cloudflare deployment signal detected." ] } }, "quality_signals": { "stars": 64, "recent_commits": 17, "contributors": 97, "issue_response_time_hours": null, "release_frequency_180d": 0 }, "quality_signal_confidence": { "stars_30d_delta": "estimated", "commits_30d": "complete", "releases_180d": "complete", "contributors_90d": "complete" }, "quality_score": 21, "agent_score": 65, "score": 73, "agent_score_breakdown": { "documentation": 90, "maintenance": 38, "deployment": 70, "popularity": 36, "community": 100 }, "git_top_score": 73, "git_top_score_breakdown": { "community": 100, "maintenance": 39, "documentation": 92, "stability": 60, "adoption": 58, "agent_readability": 100 }, "summary": { "tl_dr": "Use GoogleCloudPlatform/ml-auto-solutions when the user needs a curated llm eval resource collection with local, cloud usage paths.", "purpose": "Use GoogleCloudPlatform/ml-auto-solutions when the user needs a curated llm eval resource collection with local, cloud usage paths.", "install": "Install and run the evaluation harness as documented by the repository.", "inputs": [ "prompts", "model outputs", "test cases" ], "outputs": [ "scores", "benchmarks", "eval reports" ], "good_for": [ "discover related AI projects", "compare implementation patterns", "bootstrap project selection", "model evaluation", "benchmarking", "regression testing" ], "not_good_for": [ "users expecting a single installable runtime or library", "edge-only Cloudflare Workers deployment without adaptation", "production inference serving", "end-user chat apps" ], "deployment": [ "local", "cloud" ], "alternatives": [ { "repo": "wandb/weave", "reason": "Similar llm eval with local/cloud deployment overlap." }, { "repo": "langchain-ai/langsmith-sdk", "reason": "Similar llm eval with local/cloud deployment overlap." }, { "repo": "Giskard-AI/giskard-oss", "reason": "Similar llm eval with local/cloud deployment overlap." } ] }, "evidence": { "classification": { "category": { "confidence": "medium", "evidence": [ "Matched \"benchmark\" in metadata." ] }, "deployment": { "confidence": "medium", "evidence": [ "Local usage is assumed for open source repositories unless contradicted." ] }, "difficulty": { "confidence": "medium", "evidence": [ "Repository has under 10k stars, so complexity is treated conservatively." ] }, "cloudflare_ready": { "confidence": "high", "evidence": [ "Runtime blocker: python.", "No Cloudflare deployment signal detected." ] } }, "quality_signal_confidence": { "stars_30d_delta": "estimated", "commits_30d": "complete", "releases_180d": "complete", "contributors_90d": "complete" }, "source_fields": [ "project.description", "project.topics", "project.language", "project.license", "agent_card.summary_for_agent", "agent_card.use_cases", "agent_card.deployment", "agent_card.classification", "metrics", "alternative.match_signals", "alternative.similarity_score", "alternative.replacement_type" ], "caveats": [ "Same category, so it can be evaluated as a direct functional substitute.", "Deployment overlap: local, cloud.", "Shared dependency context: llm-provider.", "users expecting a single installable runtime or library", "edge-only Cloudflare Workers deployment without adaptation", "Partial or estimated quality signals: stars30dDelta." ], "confidence_reason": "Low replacement risk: 79/100 similarity with category or use-case overlap.", "last_verified_at": "2026-06-21T03:27:00.788Z" }, "caveats": [ "Same category, so it can be evaluated as a direct functional substitute.", "Deployment overlap: local, cloud.", "Shared dependency context: llm-provider.", "users expecting a single installable runtime or library", "edge-only Cloudflare Workers deployment without adaptation", "Partial or estimated quality signals: stars30dDelta." ], "confidence_reason": "Low replacement risk: 79/100 similarity with category or use-case overlap.", "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", "alternative.match_signals", "alternative.similarity_score", "alternative.replacement_type" ], "last_verified_at": "2026-06-21T03:27:00.788Z", "similarity_score": 79, "alternative_reason": "Similar llm eval with local/cloud deployment overlap.", "replacement_type": "same_use_case", "match_signals": { "explicit": false, "shared_category": true, "shared_deployments": [ "local", "cloud" ], "shared_use_cases": [ "discover related AI projects", "compare implementation patterns", "bootstrap project selection" ], "shared_topics": [], "intent_overlap": [], "dependency_overlap": [ "llm-provider" ], "same_language": true, "stronger_maintenance": true, "cloudflare_ready_upgrade": false }, "fit_summary": "Strong replacement candidate with overlapping indexed use cases.", "adoption_notes": [ "Same category, so it can be evaluated as a direct functional substitute.", "Deployment overlap: local, cloud.", "Shared dependency context: llm-provider." ], "replacement_risk": "low" }, { "project_id": "huggingface/evaluate", "repo": "huggingface/evaluate", "name": "evaluate", "github_url": "https://github.com/huggingface/evaluate", "homepage_url": "https://huggingface.co/docs/evaluate", "language": "Python", "license": "Apache-2.0", "project_kind": "project", "category": [ "llm_eval" ], "tags": [ "evaluation", "machine-learning" ], "description": "🤗 Evaluate: A library for easily evaluating machine learning models and datasets.", "overview": "Use huggingface/evaluate when the user needs a curated llm eval resource collection with library_only, local, cloud usage paths.", "alternatives": [ { "repo": "wandb/weave", "reason": "Similar llm eval with library_only/local deployment overlap." }, { "repo": "langchain-ai/langsmith-sdk", "reason": "Similar llm eval with library_only/local deployment overlap." }, { "repo": "Giskard-AI/giskard-oss", "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": [ "discover related AI projects", "compare implementation patterns", "bootstrap project selection" ], "not_good_for": [ "users expecting a single installable runtime or library", "edge-only Cloudflare Workers deployment without adaptation", "users expecting a complete hosted product" ], "classification": { "category": { "confidence": "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." ] } }, "quality_signals": { "stars": 2455, "recent_commits": 0, "contributors": 100, "issue_response_time_hours": null, "release_frequency_180d": 0 }, "quality_signal_confidence": { "stars_30d_delta": "estimated", "commits_30d": "complete", "releases_180d": "complete", "contributors_90d": "partial" }, "quality_score": 20, "agent_score": 70, "score": 76, "agent_score_breakdown": { "documentation": 90, "maintenance": 26, "deployment": 80, "popularity": 68, "community": 100 }, "git_top_score": 76, "git_top_score_breakdown": { "community": 100, "maintenance": 18, "documentation": 92, "stability": 60, "adoption": 100, "agent_readability": 100 }, "summary": { "tl_dr": "Use huggingface/evaluate when the user needs a curated llm eval resource collection with library_only, local, cloud usage paths.", "purpose": "Use huggingface/evaluate when the user needs a curated llm eval resource collection with library_only, local, cloud usage paths.", "install": "Install as a library or package using the repository instructions.", "inputs": [ "prompts", "model outputs", "test cases" ], "outputs": [ "scores", "benchmarks", "eval reports" ], "good_for": [ "discover related AI projects", "compare implementation patterns", "bootstrap project selection", "model evaluation", "benchmarking", "regression testing" ], "not_good_for": [ "users expecting a single installable runtime or library", "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": "wandb/weave", "reason": "Similar llm eval with library_only/local deployment overlap." }, { "repo": "langchain-ai/langsmith-sdk", "reason": "Similar llm eval with library_only/local deployment overlap." }, { "repo": "Giskard-AI/giskard-oss", "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." ] } }, "quality_signal_confidence": { "stars_30d_delta": "estimated", "commits_30d": "complete", "releases_180d": "complete", "contributors_90d": "partial" }, "source_fields": [ "project.description", "project.topics", "project.language", "project.license", "agent_card.summary_for_agent", "agent_card.use_cases", "agent_card.deployment", "agent_card.classification", "metrics", "alternative.match_signals", "alternative.similarity_score", "alternative.replacement_type" ], "caveats": [ "Same category, so it can be evaluated as a direct functional substitute.", "Deployment overlap: local, cloud.", "Shared dependency context: llm-provider.", "users expecting a single installable runtime or library", "edge-only Cloudflare Workers deployment without adaptation", "users expecting a complete hosted product", "Partial or estimated quality signals: stars30dDelta, contributors90d." ], "confidence_reason": "Low replacement risk: 79/100 similarity with category or use-case overlap.", "last_verified_at": "2026-06-21T03:23:29.616Z" }, "caveats": [ "Same category, so it can be evaluated as a direct functional substitute.", "Deployment overlap: local, cloud.", "Shared dependency context: llm-provider.", "users expecting a single installable runtime or library", "edge-only Cloudflare Workers deployment without adaptation", "users expecting a complete hosted product", "Partial or estimated quality signals: stars30dDelta, contributors90d." ], "confidence_reason": "Low replacement risk: 79/100 similarity with category or use-case overlap.", "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", "alternative.match_signals", "alternative.similarity_score", "alternative.replacement_type" ], "last_verified_at": "2026-06-21T03:23:29.616Z", "similarity_score": 79, "alternative_reason": "Similar llm eval with local/cloud deployment overlap.", "replacement_type": "same_use_case", "match_signals": { "explicit": false, "shared_category": true, "shared_deployments": [ "local", "cloud" ], "shared_use_cases": [ "discover related AI projects", "compare implementation patterns", "bootstrap project selection" ], "shared_topics": [], "intent_overlap": [], "dependency_overlap": [ "llm-provider" ], "same_language": true, "stronger_maintenance": true, "cloudflare_ready_upgrade": false }, "fit_summary": "Strong replacement candidate with overlapping indexed use cases.", "adoption_notes": [ "Same category, so it can be evaluated as a direct functional substitute.", "Deployment overlap: local, cloud.", "Shared dependency context: llm-provider." ], "replacement_risk": "low" }, { "project_id": "huggingface/cadgenbench", "repo": "huggingface/cadgenbench", "name": "cadgenbench", "github_url": "https://github.com/huggingface/cadgenbench", "homepage_url": "https://huggingface.co/spaces/HuggingAI4Engineering/cadgenbench-leaderboard", "language": "Python", "license": "Apache-2.0", "project_kind": "project", "category": [ "llm_eval" ], "tags": [ "3d", "ai-evaluation", "benchmark", "cad", "huggingface", "image-to-3d", "mechanical-engineering", "text-to-3d" ], "description": "A benchmark for AI-driven CAD generation and editing", "overview": "Use huggingface/cadgenbench when the user needs a curated llm eval resource collection with library_only, local, cloud usage paths.", "alternatives": [ { "repo": "wandb/weave", "reason": "Similar llm eval with library_only/local deployment overlap." }, { "repo": "langchain-ai/langsmith-sdk", "reason": "Similar llm eval with library_only/local deployment overlap." }, { "repo": "Giskard-AI/giskard-oss", "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": [ "discover related AI projects", "compare implementation patterns", "bootstrap project selection" ], "not_good_for": [ "users expecting a single installable runtime or library", "edge-only Cloudflare Workers deployment without adaptation", "users expecting a complete hosted product" ], "classification": { "category": { "confidence": "high", "evidence": [ "Matched \"eval\" in metadata.", "Matched \"evaluation\" in metadata.", "Matched \"benchmark\" 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." ] } }, "quality_signals": { "stars": 69, "recent_commits": 100, "contributors": 1, "issue_response_time_hours": null, "release_frequency_180d": 0 }, "quality_signal_confidence": { "stars_30d_delta": "estimated", "commits_30d": "partial", "releases_180d": "complete", "contributors_90d": "complete" }, "quality_score": 17, "agent_score": 57, "score": 68, "agent_score_breakdown": { "documentation": 90, "maintenance": 29, "deployment": 80, "popularity": 37, "community": 46 }, "git_top_score": 68, "git_top_score_breakdown": { "community": 63, "maintenance": 40, "documentation": 92, "stability": 70, "adoption": 47, "agent_readability": 100 }, "summary": { "tl_dr": "Use huggingface/cadgenbench when the user needs a curated llm eval resource collection with library_only, local, cloud usage paths.", "purpose": "Use huggingface/cadgenbench when the user needs a curated llm eval resource collection with library_only, local, cloud usage paths.", "install": "Install as a library or package using the repository instructions.", "inputs": [ "prompts", "model outputs", "test cases" ], "outputs": [ "scores", "benchmarks", "eval reports" ], "good_for": [ "discover related AI projects", "compare implementation patterns", "bootstrap project selection", "model evaluation", "benchmarking", "regression testing" ], "not_good_for": [ "users expecting a single installable runtime or library", "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": "wandb/weave", "reason": "Similar llm eval with library_only/local deployment overlap." }, { "repo": "langchain-ai/langsmith-sdk", "reason": "Similar llm eval with library_only/local deployment overlap." }, { "repo": "Giskard-AI/giskard-oss", "reason": "Similar llm eval with library_only/local deployment 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.", "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." ] } }, "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", "alternative.match_signals", "alternative.similarity_score", "alternative.replacement_type" ], "caveats": [ "Same category, so it can be evaluated as a direct functional substitute.", "Deployment overlap: local, cloud.", "Shared dependency context: llm-provider.", "users expecting a single installable runtime or library", "edge-only Cloudflare Workers deployment without adaptation", "users expecting a complete hosted product", "Partial or estimated quality signals: stars30dDelta, commits30d." ], "confidence_reason": "Low replacement risk: 79/100 similarity with category or use-case overlap.", "last_verified_at": "2026-06-21T03:26:59.150Z" }, "caveats": [ "Same category, so it can be evaluated as a direct functional substitute.", "Deployment overlap: local, cloud.", "Shared dependency context: llm-provider.", "users expecting a single installable runtime or library", "edge-only Cloudflare Workers deployment without adaptation", "users expecting a complete hosted product", "Partial or estimated quality signals: stars30dDelta, commits30d." ], "confidence_reason": "Low replacement risk: 79/100 similarity with category or use-case overlap.", "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", "alternative.match_signals", "alternative.similarity_score", "alternative.replacement_type" ], "last_verified_at": "2026-06-21T03:26:59.150Z", "similarity_score": 79, "alternative_reason": "Similar llm eval with local/cloud deployment overlap.", "replacement_type": "same_use_case", "match_signals": { "explicit": false, "shared_category": true, "shared_deployments": [ "local", "cloud" ], "shared_use_cases": [ "discover related AI projects", "compare implementation patterns", "bootstrap project selection" ], "shared_topics": [], "intent_overlap": [], "dependency_overlap": [ "llm-provider" ], "same_language": true, "stronger_maintenance": true, "cloudflare_ready_upgrade": false }, "fit_summary": "Strong replacement candidate with overlapping indexed use cases.", "adoption_notes": [ "Same category, so it can be evaluated as a direct functional substitute.", "Deployment overlap: local, cloud.", "Shared dependency context: llm-provider." ], "replacement_risk": "low" }, { "project_id": "promptfoo/promptfoo-action", "repo": "promptfoo/promptfoo-action", "name": "promptfoo-action", "github_url": "https://github.com/promptfoo/promptfoo-action", "homepage_url": null, "language": "TypeScript", "license": "MIT", "project_kind": "project", "category": [ "llm_eval" ], "tags": [ "actions", "llm", "prompt-engineering", "rag", "security" ], "description": "The GitHub Action for Promptfoo. Test your prompts, agents, and RAGs. AI Red teaming, pentesting, and vulnerability scanning for LLMs. Compare performance of GPT, Claude, Gemini, Llama, and more. Simple declarative configs with command line and CI/CD integration.", "overview": "Use promptfoo/promptfoo-action when the user needs a curated llm eval resource collection with local, cloud usage paths.", "alternatives": [ { "repo": "promptfoo/promptfoo", "reason": "Similar llm eval with local/cloud deployment overlap." }, { "repo": "Giskard-AI/giskard-oss", "reason": "Similar llm eval with local/cloud deployment overlap." }, { "repo": "wandb/weave", "reason": "Similar llm eval with local/cloud deployment overlap." } ], "related": [], "dependencies": [ "Vector database", "LLM provider" ], "deployments": [ "local", "cloud" ], "difficulty": "beginner", "cloudflare_ready": false, "use_cases": [ "discover related AI projects", "compare implementation patterns", "bootstrap project selection" ], "not_good_for": [ "users expecting a single installable runtime or library", "edge-only Cloudflare Workers deployment without adaptation" ], "classification": { "category": { "confidence": "high", "evidence": [ "Matched \"eval\" in repository content.", "Matched \"evaluation\" in repository content." ] }, "deployment": { "confidence": "medium", "evidence": [ "Local usage is assumed for open source repositories unless contradicted." ] }, "difficulty": { "confidence": "medium", "evidence": [ "Repository has under 10k stars, so complexity is treated conservatively." ] }, "cloudflare_ready": { "confidence": "high", "evidence": [ "Runtime blocker: python.", "No Cloudflare deployment signal detected." ] } }, "quality_signals": { "stars": 70, "recent_commits": 22, "contributors": 15, "issue_response_time_hours": null, "release_frequency_180d": 7 }, "quality_signal_confidence": { "stars_30d_delta": "estimated", "commits_30d": "complete", "releases_180d": "complete", "contributors_90d": "complete" }, "quality_score": 18, "agent_score": 59, "score": 81, "agent_score_breakdown": { "documentation": 90, "maintenance": 38, "deployment": 70, "popularity": 37, "community": 60 }, "git_top_score": 81, "git_top_score_breakdown": { "community": 100, "maintenance": 55, "documentation": 84, "stability": 100, "adoption": 56, "agent_readability": 100 }, "summary": { "tl_dr": "Use promptfoo/promptfoo-action when the user needs a curated llm eval resource collection with local, cloud usage paths.", "purpose": "Use promptfoo/promptfoo-action when the user needs a curated llm eval resource collection with local, cloud usage paths.", "install": "Install and run the evaluation harness as documented by the repository.", "inputs": [ "prompts", "model outputs", "test cases" ], "outputs": [ "scores", "benchmarks", "eval reports" ], "good_for": [ "discover related AI projects", "compare implementation patterns", "bootstrap project selection", "model evaluation", "benchmarking", "regression testing" ], "not_good_for": [ "users expecting a single installable runtime or library", "edge-only Cloudflare Workers deployment without adaptation", "production inference serving", "end-user chat apps" ], "deployment": [ "local", "cloud" ], "alternatives": [ { "repo": "promptfoo/promptfoo", "reason": "Similar llm eval with local/cloud deployment overlap." }, { "repo": "Giskard-AI/giskard-oss", "reason": "Similar llm eval with local/cloud deployment overlap." }, { "repo": "wandb/weave", "reason": "Similar llm eval with local/cloud deployment overlap." } ] }, "evidence": { "classification": { "category": { "confidence": "high", "evidence": [ "Matched \"eval\" in repository content.", "Matched \"evaluation\" in repository content." ] }, "deployment": { "confidence": "medium", "evidence": [ "Local usage is assumed for open source repositories unless contradicted." ] }, "difficulty": { "confidence": "medium", "evidence": [ "Repository has under 10k stars, so complexity is treated conservatively." ] }, "cloudflare_ready": { "confidence": "high", "evidence": [ "Runtime blocker: python.", "No Cloudflare deployment signal detected." ] } }, "quality_signal_confidence": { "stars_30d_delta": "estimated", "commits_30d": "complete", "releases_180d": "complete", "contributors_90d": "complete" }, "source_fields": [ "project.description", "project.topics", "project.language", "project.license", "agent_card.summary_for_agent", "agent_card.use_cases", "agent_card.deployment", "agent_card.classification", "metrics", "alternative.match_signals", "alternative.similarity_score", "alternative.replacement_type" ], "caveats": [ "Same category, so it can be evaluated as a direct functional substitute.", "Deployment overlap: local, cloud.", "Shared dependency context: llm-provider.", "Language changes to TypeScript; migration cost may be higher.", "users expecting a single installable runtime or library", "edge-only Cloudflare Workers deployment without adaptation", "Partial or estimated quality signals: stars30dDelta." ], "confidence_reason": "Low replacement risk: 77/100 similarity with category or use-case overlap.", "last_verified_at": "2026-06-21T03:24:00.494Z" }, "caveats": [ "Same category, so it can be evaluated as a direct functional substitute.", "Deployment overlap: local, cloud.", "Shared dependency context: llm-provider.", "Language changes to TypeScript; migration cost may be higher.", "users expecting a single installable runtime or library", "edge-only Cloudflare Workers deployment without adaptation", "Partial or estimated quality signals: stars30dDelta." ], "confidence_reason": "Low replacement risk: 77/100 similarity with category or use-case overlap.", "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", "alternative.match_signals", "alternative.similarity_score", "alternative.replacement_type" ], "last_verified_at": "2026-06-21T03:24:00.494Z", "similarity_score": 77, "alternative_reason": "Similar llm eval with local/cloud deployment overlap.", "replacement_type": "same_use_case", "match_signals": { "explicit": false, "shared_category": true, "shared_deployments": [ "local", "cloud" ], "shared_use_cases": [ "discover related AI projects", "compare implementation patterns", "bootstrap project selection" ], "shared_topics": [ "llm" ], "intent_overlap": [], "dependency_overlap": [ "llm-provider" ], "same_language": false, "stronger_maintenance": true, "cloudflare_ready_upgrade": false }, "fit_summary": "Strong replacement candidate with overlapping indexed use cases.", "adoption_notes": [ "Same category, so it can be evaluated as a direct functional substitute.", "Deployment overlap: local, cloud.", "Shared dependency context: llm-provider.", "Language changes to TypeScript; migration cost may be higher." ], "replacement_risk": "low" } ], "metadata": { "source": "d1", "reason": "d1_query", "project_count": 799, "generated_at": "2026-07-07T00:23:32.739Z", "loaded_project_limit": 2000, "truncated": false } }