{
  "project": {
    "project_id": "EuniAI/awesome-code-agents",
    "repo": "EuniAI/awesome-code-agents",
    "name": "awesome-code-agents",
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    "homepage_url": "https://euniai.github.io/awesome-code-agents/",
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      "curated": true,
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      "freshness": "active"
    },
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      "llm_eval"
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      "ai-agents",
      "awesome-list",
      "code-agents",
      "large-language-models",
      "llm",
      "software-engineering"
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    "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"
    ],
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      "local",
      "cloud"
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    "cloudflare_ready": false,
    "use_cases": [
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      "compare implementation patterns",
      "bootstrap project selection"
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      "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
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    "quality_signal_confidence": {
      "stars_30d_delta": "estimated",
      "commits_30d": "complete",
      "releases_180d": "complete",
      "contributors_90d": "complete"
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    "quality_score": 7,
    "agent_score": 54,
    "score": 63,
    "agent_score_breakdown": {
      "documentation": 90,
      "maintenance": 19,
      "deployment": 70,
      "popularity": 41,
      "community": 49
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    "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"
      ],
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        "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",
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      "metrics"
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  },
  "related": [
    {
      "project_id": "Giskard-AI/awesome-ai-safety",
      "repo": "Giskard-AI/awesome-ai-safety",
      "name": "awesome-ai-safety",
      "github_url": "https://github.com/Giskard-AI/awesome-ai-safety",
      "homepage_url": "https://giskard.ai",
      "language": null,
      "license": "Apache-2.0",
      "project_kind": "collection",
      "collection_metadata": {
        "scope": "awesome_list",
        "curated": true,
        "estimated_items": 100,
        "freshness": "stale"
      },
      "category": [
        "llm_eval"
      ],
      "tags": [
        "ai",
        "ai-alignment",
        "ai-quality",
        "ai-safety",
        "artificial-intelligence",
        "awesome",
        "awesome-list",
        "computer-vision",
        "ethical-ai",
        "llm",
        "llmops",
        "machine-learning",
        "ml",
        "ml-safety",
        "ml-testing",
        "mlops",
        "model-testing",
        "model-validation",
        "natural-language-processing",
        "robustness"
      ],
      "description": "📚 A curated list of papers & technical articles on AI Quality & Safety",
      "overview": "Use Giskard-AI/awesome-ai-safety when the user needs a curated llm eval resource collection with library_only, local, cloud usage paths.",
      "alternatives": [
        {
          "repo": "promptfoo/promptfoo",
          "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."
        },
        {
          "repo": "truera/trulens",
          "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 repository content.",
            "Matched \"evaluation\" in repository content.",
            "Matched \"benchmark\" in repository content."
          ]
        },
        "deployment": {
          "confidence": "high",
          "evidence": [
            "Matched \"library\" in repository content.",
            "Local usage is assumed for open source repositories unless contradicted."
          ]
        },
        "difficulty": {
          "confidence": "medium",
          "evidence": [
            "Repository has under 10k stars, so complexity is treated conservatively."
          ]
        },
        "cloudflare_ready": {
          "confidence": "low",
          "evidence": [
            "No Cloudflare deployment signal detected."
          ]
        }
      },
      "quality_signals": {
        "stars": 216,
        "recent_commits": 0,
        "contributors": 6,
        "issue_response_time_hours": null,
        "release_frequency_180d": 0
      },
      "quality_signal_confidence": {
        "stars_30d_delta": "estimated",
        "commits_30d": "complete",
        "releases_180d": "complete",
        "contributors_90d": "complete"
      },
      "quality_score": 5,
      "agent_score": 54,
      "score": 65,
      "agent_score_breakdown": {
        "documentation": 90,
        "maintenance": 8,
        "deployment": 80,
        "popularity": 47,
        "community": 51
      },
      "git_top_score": 65,
      "git_top_score_breakdown": {
        "community": 83,
        "maintenance": 5,
        "documentation": 92,
        "stability": 55,
        "adoption": 67,
        "agent_readability": 100
      },
      "summary": {
        "tl_dr": "Use Giskard-AI/awesome-ai-safety when the user needs a curated llm eval resource collection with library_only, local, cloud usage paths.",
        "purpose": "Use Giskard-AI/awesome-ai-safety when the user needs a curated llm eval resource collection with library_only, 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",
          "users expecting a complete hosted product",
          "production inference serving",
          "end-user chat apps"
        ],
        "deployment": [
          "library_only",
          "local",
          "cloud"
        ],
        "alternatives": [
          {
            "repo": "promptfoo/promptfoo",
            "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."
          },
          {
            "repo": "truera/trulens",
            "reason": "Similar llm eval with library_only/local deployment overlap."
          }
        ]
      },
      "evidence": {
        "classification": {
          "category": {
            "confidence": "high",
            "evidence": [
              "Matched \"eval\" in repository content.",
              "Matched \"evaluation\" in repository content.",
              "Matched \"benchmark\" in repository content."
            ]
          },
          "deployment": {
            "confidence": "high",
            "evidence": [
              "Matched \"library\" in repository content.",
              "Local usage is assumed for open source repositories unless contradicted."
            ]
          },
          "difficulty": {
            "confidence": "medium",
            "evidence": [
              "Repository has under 10k stars, so complexity is treated conservatively."
            ]
          },
          "cloudflare_ready": {
            "confidence": "low",
            "evidence": [
              "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",
          "users expecting a complete hosted product",
          "Low-confidence classification fields: cloudflareReady.",
          "Partial or estimated quality signals: stars30dDelta.",
          "Collection/resource hub; not a single installable runtime."
        ],
        "confidence_reason": "Evidence is usable for comparison, but agents should cite caveats before making a strong recommendation.",
        "last_verified_at": "2026-06-21T03:23:34.764Z"
      },
      "caveats": [
        "users expecting a single installable runtime or library",
        "edge-only Cloudflare Workers deployment without adaptation",
        "users expecting a complete hosted product",
        "Low-confidence classification fields: cloudflareReady.",
        "Partial or estimated quality signals: stars30dDelta.",
        "Collection/resource hub; not a single installable runtime."
      ],
      "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": "2026-06-21T03:23:34.764Z"
    },
    {
      "project_id": "e2b-dev/E2B",
      "repo": "e2b-dev/E2B",
      "name": "E2B",
      "github_url": "https://github.com/e2b-dev/E2B",
      "homepage_url": "https://e2b.dev/docs",
      "language": "Python",
      "license": "Apache-2.0",
      "project_kind": "project",
      "category": [
        "agent_framework"
      ],
      "tags": [
        "agent",
        "ai",
        "ai-agent",
        "ai-agents",
        "code-interpreter",
        "copilot",
        "development",
        "devtools",
        "gpt",
        "gpt-4",
        "javascript",
        "llm",
        "nextjs",
        "openai",
        "python",
        "react",
        "software",
        "typescript"
      ],
      "description": "Open-source, secure environment with real-world tools for enterprise-grade agents.",
      "overview": "Use e2b-dev/E2B when the user needs a curated agent framework resource collection with docker, library_only, local usage paths.",
      "alternatives": [
        {
          "repo": "unslothai/unsloth",
          "reason": "Similar agent framework with docker/library_only deployment overlap."
        },
        {
          "repo": "langchain-ai/langchain",
          "reason": "Similar agent framework with docker/library_only deployment overlap."
        },
        {
          "repo": "CopilotKit/CopilotKit",
          "reason": "Similar agent framework with docker/library_only deployment overlap."
        }
      ],
      "related": [],
      "dependencies": [
        "LLM provider"
      ],
      "deployments": [
        "docker",
        "library_only",
        "local",
        "cloud"
      ],
      "difficulty": "intermediate",
      "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 \"agent\" in metadata.",
            "Matched \"agents\" 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": [
            "No strong beginner or advanced signal found; defaulting to intermediate."
          ]
        },
        "cloudflare_ready": {
          "confidence": "high",
          "evidence": [
            "Runtime blocker: python.",
            "No Cloudflare deployment signal detected."
          ]
        }
      },
      "quality_signals": {
        "stars": 12720,
        "recent_commits": 100,
        "contributors": 52,
        "issue_response_time_hours": null,
        "release_frequency_180d": 100
      },
      "quality_signal_confidence": {
        "stars_30d_delta": "snapshot",
        "stars30d_window_days": 9,
        "commits_30d": "partial",
        "releases_180d": "partial",
        "contributors_90d": "complete"
      },
      "quality_score": 42,
      "agent_score": 85,
      "score": 95,
      "agent_score_breakdown": {
        "documentation": 90,
        "maintenance": 69,
        "deployment": 90,
        "popularity": 82,
        "community": 97
      },
      "git_top_score": 95,
      "git_top_score_breakdown": {
        "community": 100,
        "maintenance": 79,
        "documentation": 92,
        "stability": 100,
        "adoption": 100,
        "agent_readability": 100
      },
      "summary": {
        "tl_dr": "Use e2b-dev/E2B when the user needs a curated agent framework resource collection with docker, library_only, local usage paths.",
        "purpose": "Use e2b-dev/E2B when the user needs a curated agent framework resource collection with docker, library_only, local usage paths.",
        "install": "Run with Docker using the repository's container instructions.",
        "inputs": [
          "task prompt",
          "tools",
          "context",
          "memory/state"
        ],
        "outputs": [
          "agent runs",
          "tool calls",
          "workflow state"
        ],
        "good_for": [
          "discover related AI projects",
          "compare implementation patterns",
          "bootstrap project selection",
          "stateful agents",
          "tool-using assistants",
          "workflow orchestration"
        ],
        "not_good_for": [
          "users expecting a single installable runtime or library",
          "edge-only Cloudflare Workers deployment without adaptation",
          "users expecting a complete hosted product",
          "simple prompt-only apps",
          "one-shot chat wrappers"
        ],
        "deployment": [
          "docker",
          "library_only",
          "local",
          "cloud"
        ],
        "alternatives": [
          {
            "repo": "unslothai/unsloth",
            "reason": "Similar agent framework with docker/library_only deployment overlap."
          },
          {
            "repo": "langchain-ai/langchain",
            "reason": "Similar agent framework with docker/library_only deployment overlap."
          },
          {
            "repo": "CopilotKit/CopilotKit",
            "reason": "Similar agent framework with docker/library_only deployment overlap."
          }
        ]
      },
      "evidence": {
        "classification": {
          "category": {
            "confidence": "high",
            "evidence": [
              "Matched \"agent\" in metadata.",
              "Matched \"agents\" 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": [
              "No strong beginner or advanced signal found; defaulting to intermediate."
            ]
          },
          "cloudflare_ready": {
            "confidence": "high",
            "evidence": [
              "Runtime blocker: python.",
              "No Cloudflare deployment signal detected."
            ]
          }
        },
        "quality_signal_confidence": {
          "stars_30d_delta": "snapshot",
          "stars30d_window_days": 9,
          "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": [
          "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: commits30d, releases180d."
        ],
        "confidence_reason": "Evidence is usable for comparison, but agents should cite caveats before making a strong recommendation.",
        "last_verified_at": "2026-06-25T12:00:55.296Z"
      },
      "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: 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": "2026-06-25T12:00:55.296Z"
    },
    {
      "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"
    },
    {
      "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": [],
      "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."
          ]
        }
      },
      "quality_signals": {
        "stars": 697,
        "recent_commits": 24,
        "contributors": 2,
        "issue_response_time_hours": null,
        "release_frequency_180d": 2
      },
      "quality_signal_confidence": {
        "stars_30d_delta": "estimated",
        "commits_30d": "complete",
        "releases_180d": "complete",
        "contributors_90d": "complete"
      },
      "quality_score": 21,
      "agent_score": 59,
      "score": 75,
      "agent_score_breakdown": {
        "documentation": 90,
        "maintenance": 24,
        "deployment": 80,
        "popularity": 57,
        "community": 47
      },
      "git_top_score": 75,
      "git_top_score_breakdown": {
        "community": 76,
        "maintenance": 39,
        "documentation": 84,
        "stability": 86,
        "adoption": 83,
        "agent_readability": 90
      },
      "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": []
      },
      "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."
            ]
          }
        },
        "quality_signal_confidence": {
          "stars_30d_delta": "estimated",
          "commits_30d": "complete",
          "releases_180d": "complete",
          "contributors_90d": "complete"
        },
        "source_fields": [
          "project.description",
          "project.topics",
          "project.language",
          "project.license",
          "agent_card.summary_for_agent",
          "agent_card.use_cases",
          "agent_card.deployment",
          "agent_card.classification",
          "metrics"
        ],
        "caveats": [
          "edge-only Cloudflare Workers deployment without adaptation",
          "users expecting a complete hosted product",
          "Partial or estimated quality signals: stars30dDelta."
        ],
        "confidence_reason": "Classification evidence and quality signals are strong enough for shortlist reasoning when metadata is current.",
        "last_verified_at": "2026-07-01T10:01:02.136Z"
      },
      "caveats": [
        "edge-only Cloudflare Workers deployment without adaptation",
        "users expecting a complete hosted product",
        "Partial or estimated quality signals: stars30dDelta."
      ],
      "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": "2026-07-01T10:01:02.136Z"
    },
    {
      "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": "CopilotKit/CopilotKit",
      "repo": "CopilotKit/CopilotKit",
      "name": "CopilotKit",
      "github_url": "https://github.com/CopilotKit/CopilotKit",
      "homepage_url": "https://docs.copilotkit.ai",
      "language": "TypeScript",
      "license": "MIT",
      "project_kind": "project",
      "category": [
        "agent_framework"
      ],
      "tags": [
        "agent",
        "agent-native",
        "agentic-ai",
        "agents",
        "ai",
        "ai-agent",
        "ai-assistant",
        "assistant",
        "assistant-chat-bots",
        "copilot",
        "copilot-chat",
        "generative-ui",
        "js",
        "llm",
        "nextjs",
        "open-source",
        "react",
        "reactjs",
        "ts",
        "typescript"
      ],
      "description": "The Frontend Stack for Agents & Generative UI. React, Angular, Mobile, Slack, and more.  Makers of the AG-UI Protocol",
      "overview": "Use CopilotKit/CopilotKit when the user needs a agent framework project with docker, library_only, local deployment options.",
      "alternatives": [],
      "related": [],
      "dependencies": [
        "LLM provider"
      ],
      "deployments": [
        "docker",
        "library_only",
        "local",
        "cloud"
      ],
      "difficulty": "intermediate",
      "cloudflare_ready": false,
      "use_cases": [
        "build agents with CopilotKit",
        "orchestrate LLM tools",
        "prototype autonomous workflows"
      ],
      "not_good_for": [
        "edge-only Cloudflare Workers deployment without adaptation",
        "users expecting a complete hosted product"
      ],
      "classification": {
        "category": {
          "confidence": "high",
          "evidence": [
            "Matched \"agent\" in metadata.",
            "Matched \"agents\" in metadata."
          ]
        },
        "deployment": {
          "confidence": "high",
          "evidence": [
            "Matched \"library\" in repository content.",
            "Local usage is assumed for open source repositories unless contradicted."
          ]
        },
        "difficulty": {
          "confidence": "medium",
          "evidence": [
            "No strong beginner or advanced signal found; defaulting to intermediate."
          ]
        },
        "cloudflare_ready": {
          "confidence": "low",
          "evidence": [
            "No Cloudflare deployment signal detected."
          ]
        }
      },
      "quality_signals": {
        "stars": 35646,
        "recent_commits": 100,
        "contributors": 100,
        "issue_response_time_hours": null,
        "release_frequency_180d": 45
      },
      "quality_signal_confidence": {
        "stars_30d_delta": "snapshot",
        "stars30d_window_days": 9,
        "commits_30d": "partial",
        "releases_180d": "complete",
        "contributors_90d": "partial"
      },
      "quality_score": 52,
      "agent_score": 88,
      "score": 92,
      "agent_score_breakdown": {
        "documentation": 90,
        "maintenance": 76,
        "deployment": 90,
        "popularity": 91,
        "community": 100
      },
      "git_top_score": 92,
      "git_top_score_breakdown": {
        "community": 100,
        "maintenance": 84,
        "documentation": 92,
        "stability": 90,
        "adoption": 100,
        "agent_readability": 90
      },
      "summary": {
        "tl_dr": "Use CopilotKit/CopilotKit when the user needs a agent framework project with docker, library_only, local deployment options.",
        "purpose": "Use CopilotKit/CopilotKit when the user needs a agent framework project with docker, library_only, local deployment options.",
        "install": "Run with Docker using the repository's container instructions.",
        "inputs": [
          "task prompt",
          "tools",
          "context",
          "memory/state"
        ],
        "outputs": [
          "agent runs",
          "tool calls",
          "workflow state"
        ],
        "good_for": [
          "build agents with CopilotKit",
          "orchestrate LLM tools",
          "prototype autonomous workflows",
          "stateful agents",
          "tool-using assistants",
          "workflow orchestration"
        ],
        "not_good_for": [
          "edge-only Cloudflare Workers deployment without adaptation",
          "users expecting a complete hosted product",
          "simple prompt-only apps",
          "one-shot chat wrappers"
        ],
        "deployment": [
          "docker",
          "library_only",
          "local",
          "cloud"
        ],
        "alternatives": []
      },
      "evidence": {
        "classification": {
          "category": {
            "confidence": "high",
            "evidence": [
              "Matched \"agent\" in metadata.",
              "Matched \"agents\" in metadata."
            ]
          },
          "deployment": {
            "confidence": "high",
            "evidence": [
              "Matched \"library\" in repository content.",
              "Local usage is assumed for open source repositories unless contradicted."
            ]
          },
          "difficulty": {
            "confidence": "medium",
            "evidence": [
              "No strong beginner or advanced signal found; defaulting to intermediate."
            ]
          },
          "cloudflare_ready": {
            "confidence": "low",
            "evidence": [
              "No Cloudflare deployment signal detected."
            ]
          }
        },
        "quality_signal_confidence": {
          "stars_30d_delta": "snapshot",
          "stars30d_window_days": 9,
          "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",
          "Low-confidence classification fields: cloudflareReady.",
          "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": "2026-06-30T07:00:31.539Z"
      },
      "caveats": [
        "edge-only Cloudflare Workers deployment without adaptation",
        "users expecting a complete hosted product",
        "Low-confidence classification fields: cloudflareReady.",
        "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": "2026-06-30T07:00:31.539Z"
    },
    {
      "project_id": "github/awesome-copilot",
      "repo": "github/awesome-copilot",
      "name": "awesome-copilot",
      "github_url": "https://github.com/github/awesome-copilot",
      "homepage_url": "https://awesome-copilot.github.com/",
      "language": "Python",
      "license": "MIT",
      "project_kind": "collection",
      "collection_metadata": {
        "scope": "awesome_list",
        "curated": true,
        "estimated_items": 100,
        "freshness": "active"
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