{
  "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": "Giskard-AI/giskard-oss",
      "reason": "Similar llm eval with library_only/local deployment overlap."
    },
    {
      "repo": "langwatch/langwatch",
      "reason": "Similar llm eval with library_only/local deployment overlap."
    },
    {
      "repo": "huggingface/text-embeddings-inference",
      "reason": "Similar llm eval with local/cloud deployment overlap."
    }
  ],
  "related": [
    {
      "repo": "Yigtwxx/awesome-rag-production",
      "reason": "Related to Giskard-AI/awesome-ai-safety through shared LLM provider dependency context."
    },
    {
      "repo": "promptfoo/promptfoo",
      "reason": "Related to Giskard-AI/awesome-ai-safety through llm eval category and library_only deployment."
    },
    {
      "repo": "microsoft/eureka-ml-insights",
      "reason": "Related to Giskard-AI/awesome-ai-safety through llm eval category and library_only deployment."
    },
    {
      "repo": "agentuniverse-ai/agentUniverse",
      "reason": "Related to Giskard-AI/awesome-ai-safety through shared LLM provider dependency context."
    },
    {
      "repo": "comet-ml/opik",
      "reason": "Related to Giskard-AI/awesome-ai-safety through llm eval category and library_only deployment."
    },
    {
      "repo": "vonzosten/awesome-LangGraph",
      "reason": "Related to Giskard-AI/awesome-ai-safety through shared LLM provider dependency context."
    },
    {
      "repo": "truera/trulens",
      "reason": "Related to Giskard-AI/awesome-ai-safety through llm eval category and library_only deployment."
    },
    {
      "repo": "openai/frontier-evals",
      "reason": "Related to Giskard-AI/awesome-ai-safety through llm eval category and library_only deployment."
    }
  ],
  "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": "high",
      "evidence": [
        "No Cloudflare deployment signal detected.",
        "No wrangler.toml found in inspected repository files."
      ]
    }
  },
  "quality_signals": {
    "stars": 220,
    "recent_commits": 0,
    "contributors": 6,
    "issue_response_time_hours": null,
    "release_frequency_180d": 0
  },
  "quality_signal_confidence": {
    "stars_30d_delta": "snapshot",
    "stars30d_window_days": 43,
    "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": 68,
    "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": "Giskard-AI/giskard-oss",
        "reason": "Similar llm eval with library_only/local deployment overlap."
      },
      {
        "repo": "langwatch/langwatch",
        "reason": "Similar llm eval with library_only/local deployment overlap."
      },
      {
        "repo": "huggingface/text-embeddings-inference",
        "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.",
          "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": "high",
        "evidence": [
          "No Cloudflare deployment signal detected.",
          "No wrangler.toml found in inspected repository files."
        ]
      }
    },
    "quality_signal_confidence": {
      "stars_30d_delta": "snapshot",
      "stars30d_window_days": 43,
      "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",
      "Collection/resource hub; not a single installable runtime."
    ],
    "confidence_reason": "Classification evidence and quality signals are strong enough for shortlist reasoning when metadata is current.",
    "last_verified_at": "2026-08-04T00:30:19.729Z"
  },
  "caveats": [
    "users expecting a single installable runtime or library",
    "edge-only Cloudflare Workers deployment without adaptation",
    "users expecting a complete hosted product",
    "Collection/resource hub; not a single installable runtime."
  ],
  "confidence_reason": "Classification evidence and quality signals are strong enough for shortlist reasoning when metadata is current.",
  "source_fields": [
    "project.description",
    "project.topics",
    "project.language",
    "project.license",
    "agent_card.summary_for_agent",
    "agent_card.use_cases",
    "agent_card.deployment",
    "agent_card.classification",
    "metrics"
  ],
  "last_verified_at": "2026-08-04T00:30:19.729Z",
  "knowledge": {
    "project": {
      "id": "Giskard-AI/awesome-ai-safety",
      "owner": "Giskard-AI",
      "name": "awesome-ai-safety",
      "full_name": "Giskard-AI/awesome-ai-safety",
      "github_url": "https://github.com/Giskard-AI/awesome-ai-safety",
      "homepage_url": "https://giskard.ai",
      "description": "📚 A curated list of papers & technical articles on AI Quality & Safety",
      "language": null,
      "topics": [
        "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"
      ],
      "license": "Apache-2.0",
      "stars": 220,
      "forks": 40,
      "open_issues": 18,
      "default_branch": "main",
      "created_at": "2023-04-19T13:09:18Z",
      "updated_at": "2026-07-31T13:35:00Z",
      "pushed_at": "2025-04-14T12:42:48Z",
      "synced_at": "2026-08-04T00:30:19.729Z"
    },
    "agent_card": {
      "project_id": "Giskard-AI/awesome-ai-safety",
      "project_kind": "collection",
      "collection_metadata": {
        "scope": "awesome_list",
        "curated": true,
        "estimated_items": 100,
        "freshness": "stale"
      },
      "category": "llm_eval",
      "difficulty": "beginner",
      "deployment": [
        "library_only",
        "local",
        "cloud"
      ],
      "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"
      ],
      "alternatives": [
        {
          "project_id": "Giskard-AI/giskard-oss",
          "reason": "Similar llm eval with library_only/local deployment overlap."
        },
        {
          "project_id": "langwatch/langwatch",
          "reason": "Similar llm eval with library_only/local deployment overlap."
        },
        {
          "project_id": "huggingface/text-embeddings-inference",
          "reason": "Similar llm eval with local/cloud deployment overlap."
        }
      ],
      "summary_for_agent": "Use Giskard-AI/awesome-ai-safety when the user needs a curated llm eval resource collection with library-only, local, cloud usage paths.",
      "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": "high",
          "evidence": [
            "No Cloudflare deployment signal detected.",
            "No wrangler.toml found in inspected repository files."
          ]
        }
      },
      "schema_version": "v1",
      "generated_at": "2026-08-04T00:30:19.729Z"
    },
    "metrics": {
      "project_id": "Giskard-AI/awesome-ai-safety",
      "stars_30d_delta": 4,
      "commits_30d": 0,
      "releases_180d": 0,
      "contributors_90d": 6,
      "issue_first_response_median_hours": null,
      "recent_push_days": 476,
      "git_score": 5,
      "maintenance_score": 8,
      "signal_confidence": {
        "stars_30d_delta": "snapshot",
        "stars30d_window_days": 43,
        "commits_30d": "complete",
        "releases_180d": "complete",
        "contributors_90d": "complete"
      },
      "calculated_at": "2026-08-04T00:30:19.729Z"
    }
  },
  "resolved_from": {
    "requested_id": "Giskard-AI/awesome-ai-safety",
    "resolved_id": "Giskard-AI/awesome-ai-safety",
    "resolution": "direct"
  },
  "metadata": {
    "source": "d1",
    "reason": "d1_query",
    "project_count": 1057,
    "generated_at": "2026-08-07T05:44:42.953Z",
    "snapshot_id": "d1:1057:2026-08-07T03:21:58.827Z",
    "latest_synced_at": "2026-08-07T03:21:58.827Z",
    "schema_version": "git-top.knowledge.v1",
    "loaded_project_limit": 2000,
    "truncated": false
  }
}