{
  "project": {
    "project_id": "Portkey-AI/models",
    "repo": "Portkey-AI/models",
    "name": "models",
    "github_url": "https://github.com/Portkey-AI/models",
    "homepage_url": "https://portkey.ai/models",
    "language": "JavaScript",
    "license": "MIT",
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      "llm_eval"
    ],
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      "ai",
      "llms",
      "llms-benchmarking",
      "models"
    ],
    "description": "This repository contains comprehensive pricing and configuration data for LLMs. It powers cost attribution for 200+ enterprises running 400B+ tokens through Portkey AI Gateway every day.",
    "overview": "Use Portkey-AI/models when the user needs a llm eval project with local, cloud deployment options.",
    "alternatives": [
      {
        "repo": "hugalafutro/model-hotel",
        "reason": "Same llm eval intent with llm_gateway overlap."
      },
      {
        "repo": "NVIDIA/garak",
        "reason": "Similar llm eval with local/cloud deployment overlap."
      },
      {
        "repo": "samugit83/redamon",
        "reason": "Similar llm eval with local/cloud deployment overlap."
      }
    ],
    "related": [],
    "dependencies": [
      "LLM provider"
    ],
    "deployments": [
      "local",
      "cloud"
    ],
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    "cloudflare_ready": false,
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      "track model quality"
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      "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."
        ]
      },
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        "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": 139,
      "recent_commits": 100,
      "contributors": 29,
      "issue_response_time_hours": null,
      "release_frequency_180d": 0
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    "quality_signal_confidence": {
      "stars_30d_delta": "snapshot",
      "stars30d_window_days": 33,
      "commits_30d": "partial",
      "releases_180d": "complete",
      "contributors_90d": "complete"
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    "quality_score": 20,
    "agent_score": 63,
    "score": 76,
    "agent_score_breakdown": {
      "documentation": 90,
      "maintenance": 38,
      "deployment": 70,
      "popularity": 43,
      "community": 74
    },
    "git_top_score": 76,
    "git_top_score_breakdown": {
      "community": 100,
      "maintenance": 46,
      "documentation": 84,
      "stability": 70,
      "adoption": 63,
      "agent_readability": 100
    },
    "verification": {
      "schema_version": "git-top.verification.v1",
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      "signals": {
        "activity": {
          "status": "observed",
          "source": "github_metadata",
          "evidence": [
            "project.pushed_at",
            "metrics.recent_push_days"
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        },
        "license": {
          "status": "observed",
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        "documentation": {
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          "evidence": [
            "project.description"
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        "runtime": {
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          "evidence": [
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            "agent_card.cloudflare_ready"
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        "install": {
          "status": "not_run",
          "source": "git_top_runtime",
          "evidence": [
            "installation/build probe is not enabled"
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        "security": {
          "status": "not_run",
          "source": "git_top_runtime",
          "evidence": [
            "dependency/security scan is not enabled"
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        "mcp": {
          "status": "not_applicable",
          "source": "git_top_runtime",
          "evidence": [
            "project is not classified as mcp_server"
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        "not_run": 2,
        "unknown": 0
      },
      "next_steps": [
        "Run an installation/build probe before production adoption.",
        "Run a dependency and security scan before treating the score as a trust claim."
      ]
    },
    "summary": {
      "tl_dr": "Use Portkey-AI/models when the user needs a llm eval project with local, cloud deployment options.",
      "purpose": "Use Portkey-AI/models when the user needs a llm eval project with local, cloud deployment options.",
      "install": "Install and run the evaluation harness as documented by the repository.",
      "inputs": [
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        "model outputs",
        "test cases"
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        "benchmarks",
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        "benchmark prompts and agents",
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        "edge-only Cloudflare Workers deployment without adaptation",
        "production inference serving",
        "end-user chat apps"
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        "cloud"
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        {
          "repo": "hugalafutro/model-hotel",
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        },
        {
          "repo": "NVIDIA/garak",
          "reason": "Similar llm eval with local/cloud deployment overlap."
        },
        {
          "repo": "samugit83/redamon",
          "reason": "Similar llm eval with local/cloud deployment overlap."
        }
      ]
    },
    "evidence": {
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          "confidence": "medium",
          "evidence": [
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          "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": [
            "No Cloudflare deployment signal detected.",
            "No wrangler.toml found in inspected repository files."
          ]
        }
      },
      "quality_signal_confidence": {
        "stars_30d_delta": "snapshot",
        "stars30d_window_days": 33,
        "commits_30d": "partial",
        "releases_180d": "complete",
        "contributors_90d": "complete"
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        "observed_at": "2026-09-19T22:30:27.470Z",
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              "metrics.recent_push_days"
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          "license": {
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            "source": "github_metadata",
            "evidence": [
              "project.license"
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          },
          "documentation": {
            "status": "observed",
            "source": "github_metadata",
            "evidence": [
              "project.description"
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          "runtime": {
            "status": "inferred",
            "source": "git_top_heuristic",
            "evidence": [
              "agent_card.deployment",
              "agent_card.cloudflare_ready"
            ]
          },
          "install": {
            "status": "not_run",
            "source": "git_top_runtime",
            "evidence": [
              "installation/build probe is not enabled"
            ]
          },
          "security": {
            "status": "not_run",
            "source": "git_top_runtime",
            "evidence": [
              "dependency/security scan is not enabled"
            ]
          },
          "mcp": {
            "status": "not_applicable",
            "source": "git_top_runtime",
            "evidence": [
              "project is not classified as mcp_server"
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        "coverage": {
          "observed": 3,
          "inferred": 1,
          "not_run": 2,
          "unknown": 0
        },
        "next_steps": [
          "Run an installation/build probe before production adoption.",
          "Run a dependency and security scan before treating the score as a trust claim."
        ]
      },
      "source_fields": [
        "project.description",
        "project.topics",
        "project.language",
        "project.license",
        "agent_card.summary_for_agent",
        "agent_card.use_cases",
        "agent_card.deployment",
        "agent_card.classification",
        "metrics",
        "verification.signals"
      ],
      "caveats": [
        "edge-only Cloudflare Workers deployment without adaptation",
        "Partial or estimated quality signals: commits30d.",
        "Independent installation, security, or runtime probes have not been run for this project."
      ],
      "confidence_reason": "Evidence is incomplete; use this project as an exploration candidate until classification and quality signals are reviewed.",
      "last_verified_at": "2026-09-19T22:30:27.470Z"
    },
    "caveats": [
      "edge-only Cloudflare Workers deployment without adaptation",
      "Partial or estimated quality signals: commits30d.",
      "Independent installation, security, or runtime probes have not been run for this project."
    ],
    "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",
      "verification.signals"
    ],
    "last_verified_at": "2026-09-19T22:30:27.470Z"
  },
  "summary": "Portkey-AI/models has 5 alternative candidates. Top match is hugalafutro/model-hotel at 100/100 because Same llm eval intent with llm_gateway overlap.",
  "stats": {
    "candidate_count": 5,
    "explicit_count": 3,
    "cloudflare_ready_count": 0,
    "average_similarity": 91,
    "top_candidate": "hugalafutro/model-hotel"
  },
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    {
      "label": "Compare shortlist",
      "href": "/api/compare?repos=Portkey-AI/models,hugalafutro/model-hotel,NVIDIA/garak,samugit83/redamon,yolorouter/yolorouter,ml-explore/mlx-lm",
      "kind": "compare"
    },
    {
      "label": "Open source graph",
      "href": "/graph/Portkey-AI/models",
      "kind": "graph"
    },
    {
      "label": "Explain source score",
      "href": "/score/Portkey-AI/models",
      "kind": "score"
    },
    {
      "label": "Open source project",
      "href": "/projects/Portkey-AI/models",
      "kind": "project"
    },
    {
      "label": "Get recommendations",
      "href": "/api/recommend?category=llm_eval&limit=5",
      "kind": "recommend"
    }
  ],
  "comparison_links": {
    "compare": "/api/compare?repos=Portkey-AI/models,hugalafutro/model-hotel,NVIDIA/garak,samugit83/redamon,yolorouter/yolorouter,ml-explore/mlx-lm",
    "graph": "/graph/Portkey-AI/models",
    "project": "/projects/Portkey-AI/models",
    "score": "/score/Portkey-AI/models"
  },
  "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",
      "verification.signals",
      "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 100/100 similarity with same use case evidence.",
    "last_verified_at": "2026-09-19T22:30:27.470Z",
    "verification": {
      "schema_version": "git-top.verification.v1",
      "overall_status": "partial",
      "observed_at": "2026-09-19T22:30:27.470Z",
      "signals": {
        "activity": {
          "status": "observed",
          "source": "github_metadata",
          "evidence": [
            "project.pushed_at",
            "metrics.recent_push_days"
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        },
        "license": {
          "status": "observed",
          "source": "github_metadata",
          "evidence": [
            "project.license"
          ]
        },
        "documentation": {
          "status": "observed",
          "source": "github_metadata",
          "evidence": [
            "project.description"
          ]
        },
        "runtime": {
          "status": "inferred",
          "source": "git_top_heuristic",
          "evidence": [
            "agent_card.deployment",
            "agent_card.cloudflare_ready"
          ]
        },
        "install": {
          "status": "not_run",
          "source": "git_top_runtime",
          "evidence": [
            "installation/build probe is not enabled"
          ]
        },
        "security": {
          "status": "not_run",
          "source": "git_top_runtime",
          "evidence": [
            "dependency/security scan is not enabled"
          ]
        },
        "mcp": {
          "status": "not_applicable",
          "source": "git_top_runtime",
          "evidence": [
            "project is not classified as mcp_server"
          ]
        }
      },
      "coverage": {
        "observed": 3,
        "inferred": 1,
        "not_run": 2,
        "unknown": 0
      },
      "next_steps": [
        "Run an installation/build probe before production adoption.",
        "Run a dependency and security scan before treating the score as a trust claim."
      ]
    }
  },
  "caveats": [
    "At least one candidate changes primary language; migration cost may be higher."
  ],
  "confidence_reason": "Top alternative has 100/100 similarity with same use case evidence.",
  "source_fields": [
    "project.description",
    "project.topics",
    "project.language",
    "project.license",
    "agent_card.summary_for_agent",
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    "agent_card.deployment",
    "agent_card.classification",
    "metrics",
    "verification.signals",
    "alternative.match_signals",
    "alternative.similarity_score",
    "alternative.replacement_type"
  ],
  "last_verified_at": "2026-09-19T22:30:27.470Z",
  "alternatives": [
    {
      "project_id": "hugalafutro/model-hotel",
      "repo": "hugalafutro/model-hotel",
      "name": "model-hotel",
      "github_url": "https://github.com/hugalafutro/model-hotel",
      "homepage_url": null,
      "language": "Go",
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      "project_kind": "project",
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        "llm_eval"
      ],
      "tags": [
        "ai",
        "ai-tools",
        "android-app",
        "anthropic-api",
        "discovery",
        "failover",
        "gateway",
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        "provider",
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        "proxy"
      ],
      "description": "Multi-Provider AI Gateway - No personal logs by design. Model autodiscovery, Failover groups, High availability, Android companion app, and more - \"Because we have LiteLLM at home\"",
      "overview": "Use hugalafutro/model-hotel when the user needs a llm eval project with docker, local, cloud deployment options.",
      "alternatives": [
        {
          "repo": "promptfoo/promptfoo",
          "reason": "Similar llm eval with docker/local deployment overlap."
        },
        {
          "repo": "comet-ml/opik",
          "reason": "Similar llm eval with docker/local deployment overlap."
        },
        {
          "repo": "Portkey-AI/models",
          "reason": "Same llm eval intent with llm_gateway overlap."
        }
      ],
      "related": [],
      "dependencies": [
        "LLM provider"
      ],
      "deployments": [
        "docker",
        "local",
        "cloud"
      ],
      "difficulty": "beginner",
      "cloudflare_ready": false,
      "use_cases": [
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        "benchmark prompts and agents",
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      "classification": {
        "category": {
          "confidence": "high",
          "evidence": [
            "Matched \"eval\" in metadata.",
            "Matched \"evaluation\" in metadata."
          ]
        },
        "deployment": {
          "confidence": "high",
          "evidence": [
            "Found Docker configuration file.",
            "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: postgres.",
            "No Cloudflare deployment signal detected.",
            "No wrangler.toml found in inspected repository files."
          ]
        }
      },
      "quality_signals": {
        "stars": 53,
        "recent_commits": 100,
        "contributors": 4,
        "issue_response_time_hours": null,
        "release_frequency_180d": 59
      },
      "quality_signal_confidence": {
        "stars_30d_delta": "snapshot",
        "stars30d_window_days": 34,
        "commits_30d": "partial",
        "releases_180d": "complete",
        "contributors_90d": "complete"
      },
      "quality_score": 30,
      "agent_score": 63,
      "score": 78,
      "agent_score_breakdown": {
        "documentation": 90,
        "maintenance": 57,
        "deployment": 80,
        "popularity": 34,
        "community": 49
      },
      "git_top_score": 78,
      "git_top_score_breakdown": {
        "community": 71,
        "maintenance": 71,
        "documentation": 84,
        "stability": 100,
        "adoption": 43,
        "agent_readability": 100
      },
      "verification": {
        "schema_version": "git-top.verification.v1",
        "overall_status": "partial",
        "observed_at": "2026-09-18T21:00:33.210Z",
        "signals": {
          "activity": {
            "status": "observed",
            "source": "github_metadata",
            "evidence": [
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              "metrics.recent_push_days"
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          },
          "license": {
            "status": "observed",
            "source": "github_metadata",
            "evidence": [
              "project.license"
            ]
          },
          "documentation": {
            "status": "observed",
            "source": "github_metadata",
            "evidence": [
              "project.description"
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          },
          "runtime": {
            "status": "inferred",
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            "evidence": [
              "agent_card.deployment",
              "agent_card.cloudflare_ready"
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          },
          "install": {
            "status": "not_run",
            "source": "git_top_runtime",
            "evidence": [
              "installation/build probe is not enabled"
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          "security": {
            "status": "not_run",
            "source": "git_top_runtime",
            "evidence": [
              "dependency/security scan is not enabled"
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            "status": "not_applicable",
            "source": "git_top_runtime",
            "evidence": [
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          "not_run": 2,
          "unknown": 0
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          "Run an installation/build probe before production adoption.",
          "Run a dependency and security scan before treating the score as a trust claim."
        ]
      },
      "summary": {
        "tl_dr": "Use hugalafutro/model-hotel when the user needs a llm eval project with docker, local, cloud deployment options.",
        "purpose": "Use hugalafutro/model-hotel when the user needs a llm eval project with docker, local, cloud deployment options.",
        "install": "Run with Docker using the repository's container instructions.",
        "inputs": [
          "prompts",
          "model outputs",
          "test cases"
        ],
        "outputs": [
          "scores",
          "benchmarks",
          "eval reports"
        ],
        "good_for": [
          "evaluate LLM outputs",
          "benchmark prompts and agents",
          "track model quality",
          "model evaluation",
          "benchmarking",
          "regression testing"
        ],
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          "edge-only Cloudflare Workers deployment without adaptation",
          "production inference serving",
          "end-user chat apps"
        ],
        "deployment": [
          "docker",
          "local",
          "cloud"
        ],
        "alternatives": [
          {
            "repo": "promptfoo/promptfoo",
            "reason": "Similar llm eval with docker/local deployment overlap."
          },
          {
            "repo": "comet-ml/opik",
            "reason": "Similar llm eval with docker/local deployment overlap."
          },
          {
            "repo": "Portkey-AI/models",
            "reason": "Same llm eval intent with llm_gateway overlap."
          }
        ]
      },
      "evidence": {
        "classification": {
          "category": {
            "confidence": "high",
            "evidence": [
              "Matched \"eval\" in metadata.",
              "Matched \"evaluation\" in metadata."
            ]
          },
          "deployment": {
            "confidence": "high",
            "evidence": [
              "Found Docker configuration file.",
              "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: postgres.",
              "No Cloudflare deployment signal detected.",
              "No wrangler.toml found in inspected repository files."
            ]
          }
        },
        "quality_signal_confidence": {
          "stars_30d_delta": "snapshot",
          "stars30d_window_days": 34,
          "commits_30d": "partial",
          "releases_180d": "complete",
          "contributors_90d": "complete"
        },
        "verification": {
          "schema_version": "git-top.verification.v1",
          "overall_status": "partial",
          "observed_at": "2026-09-18T21:00:33.210Z",
          "signals": {
            "activity": {
              "status": "observed",
              "source": "github_metadata",
              "evidence": [
                "project.pushed_at",
                "metrics.recent_push_days"
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            },
            "license": {
              "status": "observed",
              "source": "github_metadata",
              "evidence": [
                "project.license"
              ]
            },
            "documentation": {
              "status": "observed",
              "source": "github_metadata",
              "evidence": [
                "project.description"
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            "runtime": {
              "status": "inferred",
              "source": "git_top_heuristic",
              "evidence": [
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                "agent_card.cloudflare_ready"
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            "install": {
              "status": "not_run",
              "source": "git_top_runtime",
              "evidence": [
                "installation/build probe is not enabled"
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            "security": {
              "status": "not_run",
              "source": "git_top_runtime",
              "evidence": [
                "dependency/security scan is not enabled"
              ]
            },
            "mcp": {
              "status": "not_applicable",
              "source": "git_top_runtime",
              "evidence": [
                "project is not classified as mcp_server"
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          },
          "coverage": {
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            "inferred": 1,
            "not_run": 2,
            "unknown": 0
          },
          "next_steps": [
            "Run an installation/build probe before production adoption.",
            "Run a dependency and security scan before treating the score as a trust claim."
          ]
        },
        "source_fields": [
          "project.description",
          "project.topics",
          "project.language",
          "project.license",
          "agent_card.summary_for_agent",
          "agent_card.use_cases",
          "agent_card.deployment",
          "agent_card.classification",
          "metrics",
          "verification.signals"
        ],
        "caveats": [
          "edge-only Cloudflare Workers deployment without adaptation",
          "Partial or estimated quality signals: commits30d.",
          "Independent installation, security, or runtime probes have not been run for this project."
        ],
        "confidence_reason": "Classification evidence and quality signals are strong enough for shortlist reasoning when metadata is current.",
        "last_verified_at": "2026-09-18T21:00:33.210Z"
      },
      "caveats": [
        "edge-only Cloudflare Workers deployment without adaptation",
        "Partial or estimated quality signals: commits30d.",
        "Independent installation, security, or runtime probes have not been run for this project."
      ],
      "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",
        "verification.signals"
      ],
      "last_verified_at": "2026-09-18T21:00:33.210Z"
    },
    {
      "project_id": "NVIDIA/garak",
      "repo": "NVIDIA/garak",
      "name": "garak",
      "github_url": "https://github.com/NVIDIA/garak",
      "homepage_url": "https://discord.gg/uVch4puUCs",
      "language": "Python",
      "license": "Apache-2.0",
      "project_kind": "project",
      "category": [
        "llm_eval"
      ],
      "tags": [
        "ai",
        "llm-evaluation",
        "llm-security",
        "security-scanners",
        "vulnerability-assessment"
      ],
      "description": "the LLM vulnerability scanner",
      "overview": "Use NVIDIA/garak when the user needs a llm eval project with library-only, local, cloud deployment options.",
      "alternatives": [
        {
          "repo": "comet-ml/opik",
          "reason": "Similar llm eval with library_only/local deployment overlap."
        },
        {
          "repo": "Arize-ai/phoenix",
          "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": [
        "evaluate LLM outputs",
        "benchmark prompts and agents",
        "track model quality"
      ],
      "not_good_for": [
        "edge-only Cloudflare Workers deployment without adaptation",
        "users expecting a complete hosted product"
      ],
      "classification": {
        "category": {
          "confidence": "high",
          "evidence": [
            "Matched \"eval\" in metadata.",
            "Matched \"evaluation\" in metadata."
          ]
        },
        "deployment": {
          "confidence": "high",
          "evidence": [
            "Matched \"pip install\" in repository content.",
            "Local usage is assumed for open source repositories unless contradicted."
          ]
        },
        "difficulty": {
          "confidence": "medium",
          "evidence": [
            "Repository has under 10k stars, so complexity is treated conservatively."
          ]
        },
        "cloudflare_ready": {
          "confidence": "high",
          "evidence": [
            "Runtime blocker: python.",
            "No Cloudflare deployment signal detected.",
            "No wrangler.toml found in inspected repository files."
          ]
        }
      },
      "quality_signals": {
        "stars": 9300,
        "recent_commits": 64,
        "contributors": 100,
        "issue_response_time_hours": null,
        "release_frequency_180d": 5
      },
      "quality_signal_confidence": {
        "stars_30d_delta": "snapshot",
        "stars30d_window_days": 30,
        "commits_30d": "complete",
        "releases_180d": "complete",
        "contributors_90d": "partial"
      },
      "quality_score": 43,
      "agent_score": 79,
      "score": 89,
      "agent_score_breakdown": {
        "documentation": 90,
        "maintenance": 55,
        "deployment": 80,
        "popularity": 79,
        "community": 100
      },
      "git_top_score": 89,
      "git_top_score_breakdown": {
        "community": 100,
        "maintenance": 67,
        "documentation": 84,
        "stability": 90,
        "adoption": 100,
        "agent_readability": 100
      },
      "verification": {
        "schema_version": "git-top.verification.v1",
        "overall_status": "partial",
        "observed_at": "2026-09-19T07:30:39.902Z",
        "signals": {
          "activity": {
            "status": "observed",
            "source": "github_metadata",
            "evidence": [
              "project.pushed_at",
              "metrics.recent_push_days"
            ]
          },
          "license": {
            "status": "observed",
            "source": "github_metadata",
            "evidence": [
              "project.license"
            ]
          },
          "documentation": {
            "status": "observed",
            "source": "github_metadata",
            "evidence": [
              "project.description"
            ]
          },
          "runtime": {
            "status": "inferred",
            "source": "git_top_heuristic",
            "evidence": [
              "agent_card.deployment",
              "agent_card.cloudflare_ready"
            ]
          },
          "install": {
            "status": "not_run",
            "source": "git_top_runtime",
            "evidence": [
              "installation/build probe is not enabled"
            ]
          },
          "security": {
            "status": "not_run",
            "source": "git_top_runtime",
            "evidence": [
              "dependency/security scan is not enabled"
            ]
          },
          "mcp": {
            "status": "not_applicable",
            "source": "git_top_runtime",
            "evidence": [
              "project is not classified as mcp_server"
            ]
          }
        },
        "coverage": {
          "observed": 3,
          "inferred": 1,
          "not_run": 2,
          "unknown": 0
        },
        "next_steps": [
          "Run an installation/build probe before production adoption.",
          "Run a dependency and security scan before treating the score as a trust claim."
        ]
      },
      "summary": {
        "tl_dr": "Use NVIDIA/garak when the user needs a llm eval project with library-only, local, cloud deployment options.",
        "purpose": "Use NVIDIA/garak when the user needs a llm eval project with library-only, local, cloud deployment options.",
        "install": "Install as a library or package using the repository instructions.",
        "inputs": [
          "prompts",
          "model outputs",
          "test cases"
        ],
        "outputs": [
          "scores",
          "benchmarks",
          "eval reports"
        ],
        "good_for": [
          "evaluate LLM outputs",
          "benchmark prompts and agents",
          "track model quality",
          "model evaluation",
          "benchmarking",
          "regression testing"
        ],
        "not_good_for": [
          "edge-only Cloudflare Workers deployment without adaptation",
          "users expecting a complete hosted product",
          "production inference serving",
          "end-user chat apps"
        ],
        "deployment": [
          "library_only",
          "local",
          "cloud"
        ],
        "alternatives": [
          {
            "repo": "comet-ml/opik",
            "reason": "Similar llm eval with library_only/local deployment overlap."
          },
          {
            "repo": "Arize-ai/phoenix",
            "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.",
              "Local usage is assumed for open source repositories unless contradicted."
            ]
          },
          "difficulty": {
            "confidence": "medium",
            "evidence": [
              "Repository has under 10k stars, so complexity is treated conservatively."
            ]
          },
          "cloudflare_ready": {
            "confidence": "high",
            "evidence": [
              "Runtime blocker: python.",
              "No Cloudflare deployment signal detected.",
              "No wrangler.toml found in inspected repository files."
            ]
          }
        },
        "quality_signal_confidence": {
          "stars_30d_delta": "snapshot",
          "stars30d_window_days": 30,
          "commits_30d": "complete",
          "releases_180d": "complete",
          "contributors_90d": "partial"
        },
        "verification": {
          "schema_version": "git-top.verification.v1",
          "overall_status": "partial",
          "observed_at": "2026-09-19T07:30:39.902Z",
          "signals": {
            "activity": {
              "status": "observed",
              "source": "github_metadata",
              "evidence": [
                "project.pushed_at",
                "metrics.recent_push_days"
              ]
            },
            "license": {
              "status": "observed",
              "source": "github_metadata",
              "evidence": [
                "project.license"
              ]
            },
            "documentation": {
              "status": "observed",
              "source": "github_metadata",
              "evidence": [
                "project.description"
              ]
            },
            "runtime": {
              "status": "inferred",
              "source": "git_top_heuristic",
              "evidence": [
                "agent_card.deployment",
                "agent_card.cloudflare_ready"
              ]
            },
            "install": {
              "status": "not_run",
              "source": "git_top_runtime",
              "evidence": [
                "installation/build probe is not enabled"
              ]
            },
            "security": {
              "status": "not_run",
              "source": "git_top_runtime",
              "evidence": [
                "dependency/security scan is not enabled"
              ]
            },
            "mcp": {
              "status": "not_applicable",
              "source": "git_top_runtime",
              "evidence": [
                "project is not classified as mcp_server"
              ]
            }
          },
          "coverage": {
            "observed": 3,
            "inferred": 1,
            "not_run": 2,
            "unknown": 0
          },
          "next_steps": [
            "Run an installation/build probe before production adoption.",
            "Run a dependency and security scan before treating the score as a trust claim."
          ]
        },
        "source_fields": [
          "project.description",
          "project.topics",
          "project.language",
          "project.license",
          "agent_card.summary_for_agent",
          "agent_card.use_cases",
          "agent_card.deployment",
          "agent_card.classification",
          "metrics",
          "verification.signals"
        ],
        "caveats": [
          "edge-only Cloudflare Workers deployment without adaptation",
          "users expecting a complete hosted product",
          "Partial or estimated quality signals: contributors90d.",
          "Independent installation, security, or runtime probes have not been run for this project."
        ],
        "confidence_reason": "Classification evidence and quality signals are strong enough for shortlist reasoning when metadata is current.",
        "last_verified_at": "2026-09-19T07:30:39.902Z"
      },
      "caveats": [
        "edge-only Cloudflare Workers deployment without adaptation",
        "users expecting a complete hosted product",
        "Partial or estimated quality signals: contributors90d.",
        "Independent installation, security, or runtime probes have not been run for this project."
      ],
      "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",
        "verification.signals"
      ],
      "last_verified_at": "2026-09-19T07:30:39.902Z"
    },
    {
      "project_id": "samugit83/redamon",
      "repo": "samugit83/redamon",
      "name": "redamon",
      "github_url": "https://github.com/samugit83/redamon",
      "homepage_url": null,
      "language": "Python",
      "license": "MIT",
      "project_kind": "project",
      "category": [
        "llm_eval"
      ],
      "tags": [
        "agentic-ai",
        "ai",
        "cybersecurity",
        "ethical-hacking",
        "ethical-hacking-tools",
        "exploitation",
        "metasploit",
        "osint",
        "penetration-testing",
        "red-team"
      ],
      "description": "An AI-powered agentic red team framework that automates offensive security operations, from reconnaissance to exploitation to post-exploitation, with zero human intervention.",
      "overview": "Use samugit83/redamon when the user needs a llm eval project with docker, local, cloud deployment options.",
      "alternatives": [
        {
          "repo": "comet-ml/opik",
          "reason": "Similar llm eval with docker/local deployment overlap."
        },
        {
          "repo": "Arize-ai/phoenix",
          "reason": "Similar llm eval with docker/local deployment overlap."
        },
        {
          "repo": "strands-agents/evals",
          "reason": "Similar llm eval with local/cloud deployment overlap."
        }
      ],
      "related": [],
      "dependencies": [
        "LLM provider"
      ],
      "deployments": [
        "docker",
        "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"
      ],
      "classification": {
        "category": {
          "confidence": "medium",
          "evidence": [
            "Curated category override for samugit83/redamon."
          ]
        },
        "deployment": {
          "confidence": "high",
          "evidence": [
            "Found Docker configuration file.",
            "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, gpu, postgres, filesystem.",
            "No Cloudflare deployment signal detected.",
            "No wrangler.toml found in inspected repository files."
          ]
        }
      },
      "quality_signals": {
        "stars": 2446,
        "recent_commits": 100,
        "contributors": 10,
        "issue_response_time_hours": null,
        "release_frequency_180d": 10
      },
      "quality_signal_confidence": {
        "stars_30d_delta": "snapshot",
        "stars30d_window_days": 33,
        "commits_30d": "partial",
        "releases_180d": "complete",
        "contributors_90d": "complete"
      },
      "quality_score": 32,
      "agent_score": 70,
      "score": 91,
      "agent_score_breakdown": {
        "documentation": 90,
        "maintenance": 54,
        "deployment": 80,
        "popularity": 68,
        "community": 55
      },
      "git_top_score": 91,
      "git_top_score_breakdown": {
        "community": 100,
        "maintenance": 69,
        "documentation": 84,
        "stability": 100,
        "adoption": 100,
        "agent_readability": 100
      },
      "verification": {
        "schema_version": "git-top.verification.v1",
        "overall_status": "partial",
        "observed_at": "2026-09-14T09:00:51.329Z",
        "signals": {
          "activity": {
            "status": "observed",
            "source": "github_metadata",
            "evidence": [
              "project.pushed_at",
              "metrics.recent_push_days"
            ]
          },
          "license": {
            "status": "observed",
            "source": "github_metadata",
            "evidence": [
              "project.license"
            ]
          },
          "documentation": {
            "status": "observed",
            "source": "github_metadata",
            "evidence": [
              "project.description"
            ]
          },
          "runtime": {
            "status": "inferred",
            "source": "git_top_heuristic",
            "evidence": [
              "agent_card.deployment",
              "agent_card.cloudflare_ready"
            ]
          },
          "install": {
            "status": "not_run",
            "source": "git_top_runtime",
            "evidence": [
              "installation/build probe is not enabled"
            ]
          },
          "security": {
            "status": "not_run",
            "source": "git_top_runtime",
            "evidence": [
              "dependency/security scan is not enabled"
            ]
          },
          "mcp": {
            "status": "not_applicable",
            "source": "git_top_runtime",
            "evidence": [
              "project is not classified as mcp_server"
            ]
          }
        },
        "coverage": {
          "observed": 3,
          "inferred": 1,
          "not_run": 2,
          "unknown": 0
        },
        "next_steps": [
          "Run an installation/build probe before production adoption.",
          "Run a dependency and security scan before treating the score as a trust claim."
        ]
      },
      "summary": {
        "tl_dr": "Use samugit83/redamon when the user needs a llm eval project with docker, local, cloud deployment options.",
        "purpose": "Use samugit83/redamon when the user needs a llm eval project with docker, local, cloud deployment options.",
        "install": "Run with Docker using the repository's container instructions.",
        "inputs": [
          "prompts",
          "model outputs",
          "test cases"
        ],
        "outputs": [
          "scores",
          "benchmarks",
          "eval reports"
        ],
        "good_for": [
          "evaluate LLM outputs",
          "benchmark prompts and agents",
          "track model quality",
          "model evaluation",
          "benchmarking",
          "regression testing"
        ],
        "not_good_for": [
          "edge-only Cloudflare Workers deployment without adaptation",
          "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": "Arize-ai/phoenix",
            "reason": "Similar llm eval with docker/local deployment overlap."
          },
          {
            "repo": "strands-agents/evals",
            "reason": "Similar llm eval with local/cloud deployment overlap."
          }
        ]
      },
      "evidence": {
        "classification": {
          "category": {
            "confidence": "medium",
            "evidence": [
              "Curated category override for samugit83/redamon."
            ]
          },
          "deployment": {
            "confidence": "high",
            "evidence": [
              "Found Docker configuration file.",
              "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, gpu, postgres, filesystem.",
              "No Cloudflare deployment signal detected.",
              "No wrangler.toml found in inspected repository files."
            ]
          }
        },
        "quality_signal_confidence": {
          "stars_30d_delta": "snapshot",
          "stars30d_window_days": 33,
          "commits_30d": "partial",
          "releases_180d": "complete",
          "contributors_90d": "complete"
        },
        "verification": {
          "schema_version": "git-top.verification.v1",
          "overall_status": "partial",
          "observed_at": "2026-09-14T09:00:51.329Z",
          "signals": {
            "activity": {
              "status": "observed",
              "source": "github_metadata",
              "evidence": [
                "project.pushed_at",
                "metrics.recent_push_days"
              ]
            },
            "license": {
              "status": "observed",
              "source": "github_metadata",
              "evidence": [
                "project.license"
              ]
            },
            "documentation": {
              "status": "observed",
              "source": "github_metadata",
              "evidence": [
                "project.description"
              ]
            },
            "runtime": {
              "status": "inferred",
              "source": "git_top_heuristic",
              "evidence": [
                "agent_card.deployment",
                "agent_card.cloudflare_ready"
              ]
            },
            "install": {
              "status": "not_run",
              "source": "git_top_runtime",
              "evidence": [
                "installation/build probe is not enabled"
              ]
            },
            "security": {
              "status": "not_run",
              "source": "git_top_runtime",
              "evidence": [
                "dependency/security scan is not enabled"
              ]
            },
            "mcp": {
              "status": "not_applicable",
              "source": "git_top_runtime",
              "evidence": [
                "project is not classified as mcp_server"
              ]
            }
          },
          "coverage": {
            "observed": 3,
            "inferred": 1,
            "not_run": 2,
            "unknown": 0
          },
          "next_steps": [
            "Run an installation/build probe before production adoption.",
            "Run a dependency and security scan before treating the score as a trust claim."
          ]
        },
        "source_fields": [
          "project.description",
          "project.topics",
          "project.language",
          "project.license",
          "agent_card.summary_for_agent",
          "agent_card.use_cases",
          "agent_card.deployment",
          "agent_card.classification",
          "metrics",
          "verification.signals"
        ],
        "caveats": [
          "edge-only Cloudflare Workers deployment without adaptation",
          "Partial or estimated quality signals: commits30d.",
          "Independent installation, security, or runtime probes have not been run for this project."
        ],
        "confidence_reason": "Evidence is usable for comparison, but agents should cite caveats before making a strong recommendation.",
        "last_verified_at": "2026-09-14T09:00:51.329Z"
      },
      "caveats": [
        "edge-only Cloudflare Workers deployment without adaptation",
        "Partial or estimated quality signals: commits30d.",
        "Independent installation, security, or runtime probes have not been run for this project."
      ],
      "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",
        "verification.signals"
      ],
      "last_verified_at": "2026-09-14T09:00:51.329Z"
    },
    {
      "project_id": "yolorouter/yolorouter",
      "repo": "yolorouter/yolorouter",
      "name": "yolorouter",
      "github_url": "https://github.com/yolorouter/yolorouter",
      "homepage_url": "https://yolorouter.com",
      "language": "Go",
      "license": "Apache-2.0",
      "project_kind": "project",
      "category": [
        "llm_eval"
      ],
      "tags": [
        "ai-gateway",
        "api-key-management",
        "claude-code-proxy",
        "litellm-alternative",
        "literouter",
        "llm-gateway",
        "llm-proxy",
        "llm-router",
        "load-balancing",
        "openai-proxy"
      ],
      "description": "A self-hosted, OpenAI-compatible LLM gateway with multi-provider failover, key rotation, and a built-in admin console. ",
      "overview": "Use yolorouter/yolorouter when the user needs a llm eval project with docker, local, cloud deployment options.",
      "alternatives": [
        {
          "repo": "hugalafutro/model-hotel",
          "reason": "Same llm eval intent with llm_gateway overlap."
        },
        {
          "repo": "langfuse/oss-llmops-stack",
          "reason": "Same llm eval intent with llm_gateway overlap."
        },
        {
          "repo": "MMMchou/ashforge",
          "reason": "Same llm eval intent with llm_gateway overlap."
        }
      ],
      "related": [],
      "dependencies": [
        "LLM provider"
      ],
      "deployments": [
        "docker",
        "local",
        "cloud"
      ],
      "difficulty": "beginner",
      "cloudflare_ready": false,
      "use_cases": [
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        "contributors": 2,
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        "stars_30d_delta": "snapshot",
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      "git_top_score": 78,
      "git_top_score_breakdown": {
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        "agent_readability": 100
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      "verification": {
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      "summary": {
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          "stars_30d_delta": "snapshot",
          "stars30d_window_days": 34,
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        ],
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        {
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        "contributors": 100,
        "issue_response_time_hours": null,
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          },
          "security": {
            "status": "not_run",
            "source": "git_top_runtime",
            "evidence": [
              "dependency/security scan is not enabled"
            ]
          },
          "mcp": {
            "status": "not_applicable",
            "source": "git_top_runtime",
            "evidence": [
              "project is not classified as mcp_server"
            ]
          }
        },
        "coverage": {
          "observed": 3,
          "inferred": 1,
          "not_run": 2,
          "unknown": 0
        },
        "next_steps": [
          "Run an installation/build probe before production adoption.",
          "Run a dependency and security scan before treating the score as a trust claim."
        ]
      },
      "summary": {
        "tl_dr": "Use hugalafutro/model-hotel when the user needs a llm eval project with docker, local, cloud deployment options.",
        "purpose": "Use hugalafutro/model-hotel when the user needs a llm eval project with docker, local, cloud deployment options.",
        "install": "Run with Docker using the repository's container instructions.",
        "inputs": [
          "prompts",
          "model outputs",
          "test cases"
        ],
        "outputs": [
          "scores",
          "benchmarks",
          "eval reports"
        ],
        "good_for": [
          "evaluate LLM outputs",
          "benchmark prompts and agents",
          "track model quality",
          "model evaluation",
          "benchmarking",
          "regression testing"
        ],
        "not_good_for": [
          "edge-only Cloudflare Workers deployment without adaptation",
          "production inference serving",
          "end-user chat apps"
        ],
        "deployment": [
          "docker",
          "local",
          "cloud"
        ],
        "alternatives": [
          {
            "repo": "promptfoo/promptfoo",
            "reason": "Similar llm eval with docker/local deployment overlap."
          },
          {
            "repo": "comet-ml/opik",
            "reason": "Similar llm eval with docker/local deployment overlap."
          },
          {
            "repo": "Portkey-AI/models",
            "reason": "Same llm eval intent with llm_gateway overlap."
          }
        ]
      },
      "evidence": {
        "classification": {
          "category": {
            "confidence": "high",
            "evidence": [
              "Matched \"eval\" in metadata.",
              "Matched \"evaluation\" in metadata."
            ]
          },
          "deployment": {
            "confidence": "high",
            "evidence": [
              "Found Docker configuration file.",
              "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: postgres.",
              "No Cloudflare deployment signal detected.",
              "No wrangler.toml found in inspected repository files."
            ]
          }
        },
        "quality_signal_confidence": {
          "stars_30d_delta": "snapshot",
          "stars30d_window_days": 34,
          "commits_30d": "partial",
          "releases_180d": "complete",
          "contributors_90d": "complete"
        },
        "verification": {
          "schema_version": "git-top.verification.v1",
          "overall_status": "partial",
          "observed_at": "2026-09-18T21:00:33.210Z",
          "signals": {
            "activity": {
              "status": "observed",
              "source": "github_metadata",
              "evidence": [
                "project.pushed_at",
                "metrics.recent_push_days"
              ]
            },
            "license": {
              "status": "observed",
              "source": "github_metadata",
              "evidence": [
                "project.license"
              ]
            },
            "documentation": {
              "status": "observed",
              "source": "github_metadata",
              "evidence": [
                "project.description"
              ]
            },
            "runtime": {
              "status": "inferred",
              "source": "git_top_heuristic",
              "evidence": [
                "agent_card.deployment",
                "agent_card.cloudflare_ready"
              ]
            },
            "install": {
              "status": "not_run",
              "source": "git_top_runtime",
              "evidence": [
                "installation/build probe is not enabled"
              ]
            },
            "security": {
              "status": "not_run",
              "source": "git_top_runtime",
              "evidence": [
                "dependency/security scan is not enabled"
              ]
            },
            "mcp": {
              "status": "not_applicable",
              "source": "git_top_runtime",
              "evidence": [
                "project is not classified as mcp_server"
              ]
            }
          },
          "coverage": {
            "observed": 3,
            "inferred": 1,
            "not_run": 2,
            "unknown": 0
          },
          "next_steps": [
            "Run an installation/build probe before production adoption.",
            "Run a dependency and security scan before treating the score as a trust claim."
          ]
        },
        "source_fields": [
          "project.description",
          "project.topics",
          "project.language",
          "project.license",
          "agent_card.summary_for_agent",
          "agent_card.use_cases",
          "agent_card.deployment",
          "agent_card.classification",
          "metrics",
          "verification.signals",
          "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 Go; migration cost may be higher.",
          "edge-only Cloudflare Workers deployment without adaptation",
          "Partial or estimated quality signals: commits30d.",
          "Independent installation, security, or runtime probes have not been run for this project."
        ],
        "confidence_reason": "Low replacement risk: 100/100 similarity with category or use-case overlap.",
        "last_verified_at": "2026-09-18T21:00:33.210Z"
      },
      "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 Go; migration cost may be higher.",
        "edge-only Cloudflare Workers deployment without adaptation",
        "Partial or estimated quality signals: commits30d.",
        "Independent installation, security, or runtime probes have not been run for this project."
      ],
      "confidence_reason": "Low replacement risk: 100/100 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",
        "verification.signals",
        "alternative.match_signals",
        "alternative.similarity_score",
        "alternative.replacement_type"
      ],
      "last_verified_at": "2026-09-18T21:00:33.210Z",
      "similarity_score": 100,
      "alternative_reason": "Same llm eval intent with llm_gateway overlap.",
      "replacement_type": "same_use_case",
      "match_signals": {
        "explicit": true,
        "shared_category": true,
        "shared_deployments": [
          "local",
          "cloud"
        ],
        "shared_use_cases": [
          "evaluate LLM outputs",
          "benchmark prompts and agents",
          "track model quality"
        ],
        "shared_topics": [
          "ai",
          "llms",
          "models"
        ],
        "intent_overlap": [
          "llm_gateway"
        ],
        "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 Go; migration cost may be higher."
      ],
      "replacement_risk": "low"
    },
    {
      "project_id": "NVIDIA/garak",
      "repo": "NVIDIA/garak",
      "name": "garak",
      "github_url": "https://github.com/NVIDIA/garak",
      "homepage_url": "https://discord.gg/uVch4puUCs",
      "language": "Python",
      "license": "Apache-2.0",
      "project_kind": "project",
      "category": [
        "llm_eval"
      ],
      "tags": [
        "ai",
        "llm-evaluation",
        "llm-security",
        "security-scanners",
        "vulnerability-assessment"
      ],
      "description": "the LLM vulnerability scanner",
      "overview": "Use NVIDIA/garak when the user needs a llm eval project with library-only, local, cloud deployment options.",
      "alternatives": [
        {
          "repo": "comet-ml/opik",
          "reason": "Similar llm eval with library_only/local deployment overlap."
        },
        {
          "repo": "Arize-ai/phoenix",
          "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": [
        "evaluate LLM outputs",
        "benchmark prompts and agents",
        "track model quality"
      ],
      "not_good_for": [
        "edge-only Cloudflare Workers deployment without adaptation",
        "users expecting a complete hosted product"
      ],
      "classification": {
        "category": {
          "confidence": "high",
          "evidence": [
            "Matched \"eval\" in metadata.",
            "Matched \"evaluation\" in metadata."
          ]
        },
        "deployment": {
          "confidence": "high",
          "evidence": [
            "Matched \"pip install\" in repository content.",
            "Local usage is assumed for open source repositories unless contradicted."
          ]
        },
        "difficulty": {
          "confidence": "medium",
          "evidence": [
            "Repository has under 10k stars, so complexity is treated conservatively."
          ]
        },
        "cloudflare_ready": {
          "confidence": "high",
          "evidence": [
            "Runtime blocker: python.",
            "No Cloudflare deployment signal detected.",
            "No wrangler.toml found in inspected repository files."
          ]
        }
      },
      "quality_signals": {
        "stars": 9300,
        "recent_commits": 64,
        "contributors": 100,
        "issue_response_time_hours": null,
        "release_frequency_180d": 5
      },
      "quality_signal_confidence": {
        "stars_30d_delta": "snapshot",
        "stars30d_window_days": 30,
        "commits_30d": "complete",
        "releases_180d": "complete",
        "contributors_90d": "partial"
      },
      "quality_score": 43,
      "agent_score": 79,
      "score": 89,
      "agent_score_breakdown": {
        "documentation": 90,
        "maintenance": 55,
        "deployment": 80,
        "popularity": 79,
        "community": 100
      },
      "git_top_score": 89,
      "git_top_score_breakdown": {
        "community": 100,
        "maintenance": 67,
        "documentation": 84,
        "stability": 90,
        "adoption": 100,
        "agent_readability": 100
      },
      "verification": {
        "schema_version": "git-top.verification.v1",
        "overall_status": "partial",
        "observed_at": "2026-09-19T07:30:39.902Z",
        "signals": {
          "activity": {
            "status": "observed",
            "source": "github_metadata",
            "evidence": [
              "project.pushed_at",
              "metrics.recent_push_days"
            ]
          },
          "license": {
            "status": "observed",
            "source": "github_metadata",
            "evidence": [
              "project.license"
            ]
          },
          "documentation": {
            "status": "observed",
            "source": "github_metadata",
            "evidence": [
              "project.description"
            ]
          },
          "runtime": {
            "status": "inferred",
            "source": "git_top_heuristic",
            "evidence": [
              "agent_card.deployment",
              "agent_card.cloudflare_ready"
            ]
          },
          "install": {
            "status": "not_run",
            "source": "git_top_runtime",
            "evidence": [
              "installation/build probe is not enabled"
            ]
          },
          "security": {
            "status": "not_run",
            "source": "git_top_runtime",
            "evidence": [
              "dependency/security scan is not enabled"
            ]
          },
          "mcp": {
            "status": "not_applicable",
            "source": "git_top_runtime",
            "evidence": [
              "project is not classified as mcp_server"
            ]
          }
        },
        "coverage": {
          "observed": 3,
          "inferred": 1,
          "not_run": 2,
          "unknown": 0
        },
        "next_steps": [
          "Run an installation/build probe before production adoption.",
          "Run a dependency and security scan before treating the score as a trust claim."
        ]
      },
      "summary": {
        "tl_dr": "Use NVIDIA/garak when the user needs a llm eval project with library-only, local, cloud deployment options.",
        "purpose": "Use NVIDIA/garak when the user needs a llm eval project with library-only, local, cloud deployment options.",
        "install": "Install as a library or package using the repository instructions.",
        "inputs": [
          "prompts",
          "model outputs",
          "test cases"
        ],
        "outputs": [
          "scores",
          "benchmarks",
          "eval reports"
        ],
        "good_for": [
          "evaluate LLM outputs",
          "benchmark prompts and agents",
          "track model quality",
          "model evaluation",
          "benchmarking",
          "regression testing"
        ],
        "not_good_for": [
          "edge-only Cloudflare Workers deployment without adaptation",
          "users expecting a complete hosted product",
          "production inference serving",
          "end-user chat apps"
        ],
        "deployment": [
          "library_only",
          "local",
          "cloud"
        ],
        "alternatives": [
          {
            "repo": "comet-ml/opik",
            "reason": "Similar llm eval with library_only/local deployment overlap."
          },
          {
            "repo": "Arize-ai/phoenix",
            "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.",
              "Local usage is assumed for open source repositories unless contradicted."
            ]
          },
          "difficulty": {
            "confidence": "medium",
            "evidence": [
              "Repository has under 10k stars, so complexity is treated conservatively."
            ]
          },
          "cloudflare_ready": {
            "confidence": "high",
            "evidence": [
              "Runtime blocker: python.",
              "No Cloudflare deployment signal detected.",
              "No wrangler.toml found in inspected repository files."
            ]
          }
        },
        "quality_signal_confidence": {
          "stars_30d_delta": "snapshot",
          "stars30d_window_days": 30,
          "commits_30d": "complete",
          "releases_180d": "complete",
          "contributors_90d": "partial"
        },
        "verification": {
          "schema_version": "git-top.verification.v1",
          "overall_status": "partial",
          "observed_at": "2026-09-19T07:30:39.902Z",
          "signals": {
            "activity": {
              "status": "observed",
              "source": "github_metadata",
              "evidence": [
                "project.pushed_at",
                "metrics.recent_push_days"
              ]
            },
            "license": {
              "status": "observed",
              "source": "github_metadata",
              "evidence": [
                "project.license"
              ]
            },
            "documentation": {
              "status": "observed",
              "source": "github_metadata",
              "evidence": [
                "project.description"
              ]
            },
            "runtime": {
              "status": "inferred",
              "source": "git_top_heuristic",
              "evidence": [
                "agent_card.deployment",
                "agent_card.cloudflare_ready"
              ]
            },
            "install": {
              "status": "not_run",
              "source": "git_top_runtime",
              "evidence": [
                "installation/build probe is not enabled"
              ]
            },
            "security": {
              "status": "not_run",
              "source": "git_top_runtime",
              "evidence": [
                "dependency/security scan is not enabled"
              ]
            },
            "mcp": {
              "status": "not_applicable",
              "source": "git_top_runtime",
              "evidence": [
                "project is not classified as mcp_server"
              ]
            }
          },
          "coverage": {
            "observed": 3,
            "inferred": 1,
            "not_run": 2,
            "unknown": 0
          },
          "next_steps": [
            "Run an installation/build probe before production adoption.",
            "Run a dependency and security scan before treating the score as a trust claim."
          ]
        },
        "source_fields": [
          "project.description",
          "project.topics",
          "project.language",
          "project.license",
          "agent_card.summary_for_agent",
          "agent_card.use_cases",
          "agent_card.deployment",
          "agent_card.classification",
          "metrics",
          "verification.signals",
          "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 Python; migration cost may be higher.",
          "edge-only Cloudflare Workers deployment without adaptation",
          "users expecting a complete hosted product",
          "Partial or estimated quality signals: contributors90d.",
          "Independent installation, security, or runtime probes have not been run for this project."
        ],
        "confidence_reason": "Low replacement risk: 98/100 similarity with category or use-case overlap.",
        "last_verified_at": "2026-09-19T07:30:39.902Z"
      },
      "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 Python; migration cost may be higher.",
        "edge-only Cloudflare Workers deployment without adaptation",
        "users expecting a complete hosted product",
        "Partial or estimated quality signals: contributors90d.",
        "Independent installation, security, or runtime probes have not been run for this project."
      ],
      "confidence_reason": "Low replacement risk: 98/100 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",
        "verification.signals",
        "alternative.match_signals",
        "alternative.similarity_score",
        "alternative.replacement_type"
      ],
      "last_verified_at": "2026-09-19T07:30:39.902Z",
      "similarity_score": 98,
      "alternative_reason": "Similar llm eval with local/cloud deployment overlap.",
      "replacement_type": "same_use_case",
      "match_signals": {
        "explicit": true,
        "shared_category": true,
        "shared_deployments": [
          "local",
          "cloud"
        ],
        "shared_use_cases": [
          "evaluate LLM outputs",
          "benchmark prompts and agents",
          "track model quality"
        ],
        "shared_topics": [
          "ai"
        ],
        "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 Python; migration cost may be higher."
      ],
      "replacement_risk": "low"
    },
    {
      "project_id": "samugit83/redamon",
      "repo": "samugit83/redamon",
      "name": "redamon",
      "github_url": "https://github.com/samugit83/redamon",
      "homepage_url": null,
      "language": "Python",
      "license": "MIT",
      "project_kind": "project",
      "category": [
        "llm_eval"
      ],
      "tags": [
        "agentic-ai",
        "ai",
        "cybersecurity",
        "ethical-hacking",
        "ethical-hacking-tools",
        "exploitation",
        "metasploit",
        "osint",
        "penetration-testing",
        "red-team"
      ],
      "description": "An AI-powered agentic red team framework that automates offensive security operations, from reconnaissance to exploitation to post-exploitation, with zero human intervention.",
      "overview": "Use samugit83/redamon when the user needs a llm eval project with docker, local, cloud deployment options.",
      "alternatives": [
        {
          "repo": "comet-ml/opik",
          "reason": "Similar llm eval with docker/local deployment overlap."
        },
        {
          "repo": "Arize-ai/phoenix",
          "reason": "Similar llm eval with docker/local deployment overlap."
        },
        {
          "repo": "strands-agents/evals",
          "reason": "Similar llm eval with local/cloud deployment overlap."
        }
      ],
      "related": [],
      "dependencies": [
        "LLM provider"
      ],
      "deployments": [
        "docker",
        "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"
      ],
      "classification": {
        "category": {
          "confidence": "medium",
          "evidence": [
            "Curated category override for samugit83/redamon."
          ]
        },
        "deployment": {
          "confidence": "high",
          "evidence": [
            "Found Docker configuration file.",
            "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, gpu, postgres, filesystem.",
            "No Cloudflare deployment signal detected.",
            "No wrangler.toml found in inspected repository files."
          ]
        }
      },
      "quality_signals": {
        "stars": 2446,
        "recent_commits": 100,
        "contributors": 10,
        "issue_response_time_hours": null,
        "release_frequency_180d": 10
      },
      "quality_signal_confidence": {
        "stars_30d_delta": "snapshot",
        "stars30d_window_days": 33,
        "commits_30d": "partial",
        "releases_180d": "complete",
        "contributors_90d": "complete"
      },
      "quality_score": 32,
      "agent_score": 70,
      "score": 91,
      "agent_score_breakdown": {
        "documentation": 90,
        "maintenance": 54,
        "deployment": 80,
        "popularity": 68,
        "community": 55
      },
      "git_top_score": 91,
      "git_top_score_breakdown": {
        "community": 100,
        "maintenance": 69,
        "documentation": 84,
        "stability": 100,
        "adoption": 100,
        "agent_readability": 100
      },
      "verification": {
        "schema_version": "git-top.verification.v1",
        "overall_status": "partial",
        "observed_at": "2026-09-14T09:00:51.329Z",
        "signals": {
          "activity": {
            "status": "observed",
            "source": "github_metadata",
            "evidence": [
              "project.pushed_at",
              "metrics.recent_push_days"
            ]
          },
          "license": {
            "status": "observed",
            "source": "github_metadata",
            "evidence": [
              "project.license"
            ]
          },
          "documentation": {
            "status": "observed",
            "source": "github_metadata",
            "evidence": [
              "project.description"
            ]
          },
          "runtime": {
            "status": "inferred",
            "source": "git_top_heuristic",
            "evidence": [
              "agent_card.deployment",
              "agent_card.cloudflare_ready"
            ]
          },
          "install": {
            "status": "not_run",
            "source": "git_top_runtime",
            "evidence": [
              "installation/build probe is not enabled"
            ]
          },
          "security": {
            "status": "not_run",
            "source": "git_top_runtime",
            "evidence": [
              "dependency/security scan is not enabled"
            ]
          },
          "mcp": {
            "status": "not_applicable",
            "source": "git_top_runtime",
            "evidence": [
              "project is not classified as mcp_server"
            ]
          }
        },
        "coverage": {
          "observed": 3,
          "inferred": 1,
          "not_run": 2,
          "unknown": 0
        },
        "next_steps": [
          "Run an installation/build probe before production adoption.",
          "Run a dependency and security scan before treating the score as a trust claim."
        ]
      },
      "summary": {
        "tl_dr": "Use samugit83/redamon when the user needs a llm eval project with docker, local, cloud deployment options.",
        "purpose": "Use samugit83/redamon when the user needs a llm eval project with docker, local, cloud deployment options.",
        "install": "Run with Docker using the repository's container instructions.",
        "inputs": [
          "prompts",
          "model outputs",
          "test cases"
        ],
        "outputs": [
          "scores",
          "benchmarks",
          "eval reports"
        ],
        "good_for": [
          "evaluate LLM outputs",
          "benchmark prompts and agents",
          "track model quality",
          "model evaluation",
          "benchmarking",
          "regression testing"
        ],
        "not_good_for": [
          "edge-only Cloudflare Workers deployment without adaptation",
          "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": "Arize-ai/phoenix",
            "reason": "Similar llm eval with docker/local deployment overlap."
          },
          {
            "repo": "strands-agents/evals",
            "reason": "Similar llm eval with local/cloud deployment overlap."
          }
        ]
      },
      "evidence": {
        "classification": {
          "category": {
            "confidence": "medium",
            "evidence": [
              "Curated category override for samugit83/redamon."
            ]
          },
          "deployment": {
            "confidence": "high",
            "evidence": [
              "Found Docker configuration file.",
              "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, gpu, postgres, filesystem.",
              "No Cloudflare deployment signal detected.",
              "No wrangler.toml found in inspected repository files."
            ]
          }
        },
        "quality_signal_confidence": {
          "stars_30d_delta": "snapshot",
          "stars30d_window_days": 33,
          "commits_30d": "partial",
          "releases_180d": "complete",
          "contributors_90d": "complete"
        },
        "verification": {
          "schema_version": "git-top.verification.v1",
          "overall_status": "partial",
          "observed_at": "2026-09-14T09:00:51.329Z",
          "signals": {
            "activity": {
              "status": "observed",
              "source": "github_metadata",
              "evidence": [
                "project.pushed_at",
                "metrics.recent_push_days"
              ]
            },
            "license": {
              "status": "observed",
              "source": "github_metadata",
              "evidence": [
                "project.license"
              ]
            },
            "documentation": {
              "status": "observed",
              "source": "github_metadata",
              "evidence": [
                "project.description"
              ]
            },
            "runtime": {
              "status": "inferred",
              "source": "git_top_heuristic",
              "evidence": [
                "agent_card.deployment",
                "agent_card.cloudflare_ready"
              ]
            },
            "install": {
              "status": "not_run",
              "source": "git_top_runtime",
              "evidence": [
                "installation/build probe is not enabled"
              ]
            },
            "security": {
              "status": "not_run",
              "source": "git_top_runtime",
              "evidence": [
                "dependency/security scan is not enabled"
              ]
            },
            "mcp": {
              "status": "not_applicable",
              "source": "git_top_runtime",
              "evidence": [
                "project is not classified as mcp_server"
              ]
            }
          },
          "coverage": {
            "observed": 3,
            "inferred": 1,
            "not_run": 2,
            "unknown": 0
          },
          "next_steps": [
            "Run an installation/build probe before production adoption.",
            "Run a dependency and security scan before treating the score as a trust claim."
          ]
        },
        "source_fields": [
          "project.description",
          "project.topics",
          "project.language",
          "project.license",
          "agent_card.summary_for_agent",
          "agent_card.use_cases",
          "agent_card.deployment",
          "agent_card.classification",
          "metrics",
          "verification.signals",
          "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 Python; migration cost may be higher.",
          "edge-only Cloudflare Workers deployment without adaptation",
          "Partial or estimated quality signals: commits30d.",
          "Independent installation, security, or runtime probes have not been run for this project."
        ],
        "confidence_reason": "Low replacement risk: 98/100 similarity with category or use-case overlap.",
        "last_verified_at": "2026-09-14T09:00:51.329Z"
      },
      "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 Python; migration cost may be higher.",
        "edge-only Cloudflare Workers deployment without adaptation",
        "Partial or estimated quality signals: commits30d.",
        "Independent installation, security, or runtime probes have not been run for this project."
      ],
      "confidence_reason": "Low replacement risk: 98/100 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",
        "verification.signals",
        "alternative.match_signals",
        "alternative.similarity_score",
        "alternative.replacement_type"
      ],
      "last_verified_at": "2026-09-14T09:00:51.329Z",
      "similarity_score": 98,
      "alternative_reason": "Similar llm eval with local/cloud deployment overlap.",
      "replacement_type": "same_use_case",
      "match_signals": {
        "explicit": true,
        "shared_category": true,
        "shared_deployments": [
          "local",
          "cloud"
        ],
        "shared_use_cases": [
          "evaluate LLM outputs",
          "benchmark prompts and agents",
          "track model quality"
        ],
        "shared_topics": [
          "ai"
        ],
        "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 Python; migration cost may be higher."
      ],
      "replacement_risk": "low"
    },
    {
      "project_id": "yolorouter/yolorouter",
      "repo": "yolorouter/yolorouter",
      "name": "yolorouter",
      "github_url": "https://github.com/yolorouter/yolorouter",
      "homepage_url": "https://yolorouter.com",
      "language": "Go",
      "license": "Apache-2.0",
      "project_kind": "project",
      "category": [
        "llm_eval"
      ],
      "tags": [
        "ai-gateway",
        "api-key-management",
        "claude-code-proxy",
        "litellm-alternative",
        "literouter",
        "llm-gateway",
        "llm-proxy",
        "llm-router",
        "load-balancing",
        "openai-proxy"
      ],
      "description": "A self-hosted, OpenAI-compatible LLM gateway with multi-provider failover, key rotation, and a built-in admin console. ",
      "overview": "Use yolorouter/yolorouter when the user needs a llm eval project with docker, local, cloud deployment options.",
      "alternatives": [
        {
          "repo": "hugalafutro/model-hotel",
          "reason": "Same llm eval intent with llm_gateway overlap."
        },
        {
          "repo": "langfuse/oss-llmops-stack",
          "reason": "Same llm eval intent with llm_gateway overlap."
        },
        {
          "repo": "MMMchou/ashforge",
          "reason": "Same llm eval intent with llm_gateway overlap."
        }
      ],
      "related": [],
      "dependencies": [
        "LLM provider"
      ],
      "deployments": [
        "docker",
        "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"
      ],
      "classification": {
        "category": {
          "confidence": "medium",
          "evidence": [
            "Matched \"benchmark\" in repository content."
          ]
        },
        "deployment": {
          "confidence": "high",
          "evidence": [
            "Found Docker configuration file.",
            "Local usage is assumed for open source repositories unless contradicted."
          ]
        },
        "difficulty": {
          "confidence": "medium",
          "evidence": [
            "Repository has under 10k stars, so complexity is treated conservatively."
          ]
        },
        "cloudflare_ready": {
          "confidence": "high",
          "evidence": [
            "Runtime blocker: python, postgres, filesystem.",
            "No Cloudflare deployment signal detected.",
            "No wrangler.toml found in inspected repository files."
          ]
        }
      },
      "quality_signals": {
        "stars": 111,
        "recent_commits": 100,
        "contributors": 2,
        "issue_response_time_hours": null,
        "release_frequency_180d": 15
      },
      "quality_signal_confidence": {
        "stars_30d_delta": "snapshot",
        "stars30d_window_days": 34,
        "commits_30d": "partial",
        "releases_180d": "complete",
        "contributors_90d": "complete"
      },
      "quality_score": 30,
      "agent_score": 64,
      "score": 78,
      "agent_score_breakdown": {
        "documentation": 90,
        "maintenance": 54,
        "deployment": 80,
        "popularity": 41,
        "community": 47
      },
      "git_top_score": 78,
      "git_top_score_breakdown": {
        "community": 68,
        "maintenance": 69,
        "documentation": 84,
        "stability": 100,
        "adoption": 51,
        "agent_readability": 100
      },
      "verification": {
        "schema_version": "git-top.verification.v1",
        "overall_status": "partial",
        "observed_at": "2026-09-18T02:00:35.583Z",
        "signals": {
          "activity": {
            "status": "observed",
            "source": "github_metadata",
            "evidence": [
              "project.pushed_at",
              "metrics.recent_push_days"
            ]
          },
          "license": {
            "status": "observed",
            "source": "github_metadata",
            "evidence": [
              "project.license"
            ]
          },
          "documentation": {
            "status": "observed",
            "source": "github_metadata",
            "evidence": [
              "project.description"
            ]
          },
          "runtime": {
            "status": "inferred",
            "source": "git_top_heuristic",
            "evidence": [
              "agent_card.deployment",
              "agent_card.cloudflare_ready"
            ]
          },
          "install": {
            "status": "not_run",
            "source": "git_top_runtime",
            "evidence": [
              "installation/build probe is not enabled"
            ]
          },
          "security": {
            "status": "not_run",
            "source": "git_top_runtime",
            "evidence": [
              "dependency/security scan is not enabled"
            ]
          },
          "mcp": {
            "status": "not_applicable",
            "source": "git_top_runtime",
            "evidence": [
              "project is not classified as mcp_server"
            ]
          }
        },
        "coverage": {
          "observed": 3,
          "inferred": 1,
          "not_run": 2,
          "unknown": 0
        },
        "next_steps": [
          "Run an installation/build probe before production adoption.",
          "Run a dependency and security scan before treating the score as a trust claim."
        ]
      },
      "summary": {
        "tl_dr": "Use yolorouter/yolorouter when the user needs a llm eval project with docker, local, cloud deployment options.",
        "purpose": "Use yolorouter/yolorouter when the user needs a llm eval project with docker, local, cloud deployment options.",
        "install": "Run with Docker using the repository's container instructions.",
        "inputs": [
          "prompts",
          "model outputs",
          "test cases"
        ],
        "outputs": [
          "scores",
          "benchmarks",
          "eval reports"
        ],
        "good_for": [
          "evaluate LLM outputs",
          "benchmark prompts and agents",
          "track model quality",
          "model evaluation",
          "benchmarking",
          "regression testing"
        ],
        "not_good_for": [
          "edge-only Cloudflare Workers deployment without adaptation",
          "production inference serving",
          "end-user chat apps"
        ],
        "deployment": [
          "docker",
          "local",
          "cloud"
        ],
        "alternatives": [
          {
            "repo": "hugalafutro/model-hotel",
            "reason": "Same llm eval intent with llm_gateway overlap."
          },
          {
            "repo": "langfuse/oss-llmops-stack",
            "reason": "Same llm eval intent with llm_gateway overlap."
          },
          {
            "repo": "MMMchou/ashforge",
            "reason": "Same llm eval intent with llm_gateway overlap."
          }
        ]
      },
      "evidence": {
        "classification": {
          "category": {
            "confidence": "medium",
            "evidence": [
              "Matched \"benchmark\" in repository content."
            ]
          },
          "deployment": {
            "confidence": "high",
            "evidence": [
              "Found Docker configuration file.",
              "Local usage is assumed for open source repositories unless contradicted."
            ]
          },
          "difficulty": {
            "confidence": "medium",
            "evidence": [
              "Repository has under 10k stars, so complexity is treated conservatively."
            ]
          },
          "cloudflare_ready": {
            "confidence": "high",
            "evidence": [
              "Runtime blocker: python, postgres, filesystem.",
              "No Cloudflare deployment signal detected.",
              "No wrangler.toml found in inspected repository files."
            ]
          }
        },
        "quality_signal_confidence": {
          "stars_30d_delta": "snapshot",
          "stars30d_window_days": 34,
          "commits_30d": "partial",
          "releases_180d": "complete",
          "contributors_90d": "complete"
        },
        "verification": {
          "schema_version": "git-top.verification.v1",
          "overall_status": "partial",
          "observed_at": "2026-09-18T02:00:35.583Z",
          "signals": {
            "activity": {
              "status": "observed",
              "source": "github_metadata",
              "evidence": [
                "project.pushed_at",
                "metrics.recent_push_days"
              ]
            },
            "license": {
              "status": "observed",
              "source": "github_metadata",
              "evidence": [
                "project.license"
              ]
            },
            "documentation": {
              "status": "observed",
              "source": "github_metadata",
              "evidence": [
                "project.description"
              ]
            },
            "runtime": {
              "status": "inferred",
              "source": "git_top_heuristic",
              "evidence": [
                "agent_card.deployment",
                "agent_card.cloudflare_ready"
              ]
            },
            "install": {
              "status": "not_run",
              "source": "git_top_runtime",
              "evidence": [
                "installation/build probe is not enabled"
              ]
            },
            "security": {
              "status": "not_run",
              "source": "git_top_runtime",
              "evidence": [
                "dependency/security scan is not enabled"
              ]
            },
            "mcp": {
              "status": "not_applicable",
              "source": "git_top_runtime",
              "evidence": [
                "project is not classified as mcp_server"
              ]
            }
          },
          "coverage": {
            "observed": 3,
            "inferred": 1,
            "not_run": 2,
            "unknown": 0
          },
          "next_steps": [
            "Run an installation/build probe before production adoption.",
            "Run a dependency and security scan before treating the score as a trust claim."
          ]
        },
        "source_fields": [
          "project.description",
          "project.topics",
          "project.language",
          "project.license",
          "agent_card.summary_for_agent",
          "agent_card.use_cases",
          "agent_card.deployment",
          "agent_card.classification",
          "metrics",
          "verification.signals",
          "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 Go; migration cost may be higher.",
          "edge-only Cloudflare Workers deployment without adaptation",
          "Partial or estimated quality signals: commits30d.",
          "Independent installation, security, or runtime probes have not been run for this project."
        ],
        "confidence_reason": "Low replacement risk: 82/100 similarity with category or use-case overlap.",
        "last_verified_at": "2026-09-18T02:00:35.583Z"
      },
      "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 Go; migration cost may be higher.",
        "edge-only Cloudflare Workers deployment without adaptation",
        "Partial or estimated quality signals: commits30d.",
        "Independent installation, security, or runtime probes have not been run for this project."
      ],
      "confidence_reason": "Low replacement risk: 82/100 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",
        "verification.signals",
        "alternative.match_signals",
        "alternative.similarity_score",
        "alternative.replacement_type"
      ],
      "last_verified_at": "2026-09-18T02:00:35.583Z",
      "similarity_score": 82,
      "alternative_reason": "Same llm eval intent with llm_gateway overlap.",
      "replacement_type": "same_use_case",
      "match_signals": {
        "explicit": false,
        "shared_category": true,
        "shared_deployments": [
          "local",
          "cloud"
        ],
        "shared_use_cases": [
          "evaluate LLM outputs",
          "benchmark prompts and agents",
          "track model quality"
        ],
        "shared_topics": [],
        "intent_overlap": [
          "llm_gateway"
        ],
        "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 Go; migration cost may be higher."
      ],
      "replacement_risk": "low"
    },
    {
      "project_id": "ml-explore/mlx-lm",
      "repo": "ml-explore/mlx-lm",
      "name": "mlx-lm",
      "github_url": "https://github.com/ml-explore/mlx-lm",
      "homepage_url": null,
      "language": "Python",
      "license": "MIT",
      "project_kind": "project",
      "category": [
        "llm_eval"
      ],
      "tags": [
        "llms",
        "mlx"
      ],
      "description": "Run LLMs with MLX",
      "overview": "Use ml-explore/mlx-lm when the user needs a llm eval project with library-only, local, cloud deployment options.",
      "alternatives": [
        {
          "repo": "comet-ml/opik",
          "reason": "Similar llm eval with library_only/local deployment overlap."
        },
        {
          "repo": "Arize-ai/phoenix",
          "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": [
        "evaluate LLM outputs",
        "benchmark prompts and agents",
        "track model quality"
      ],
      "not_good_for": [
        "edge-only Cloudflare Workers deployment without adaptation",
        "users expecting a complete hosted product"
      ],
      "classification": {
        "category": {
          "confidence": "medium",
          "evidence": [
            "Matched \"benchmark\" in repository content."
          ]
        },
        "deployment": {
          "confidence": "high",
          "evidence": [
            "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, gpu.",
            "No Cloudflare deployment signal detected.",
            "No wrangler.toml found in inspected repository files."
          ]
        }
      },
      "quality_signals": {
        "stars": 7069,
        "recent_commits": 92,
        "contributors": 100,
        "issue_response_time_hours": null,
        "release_frequency_180d": 2
      },
      "quality_signal_confidence": {
        "stars_30d_delta": "snapshot",
        "stars30d_window_days": 33,
        "commits_30d": "complete",
        "releases_180d": "complete",
        "contributors_90d": "partial"
      },
      "quality_score": 42,
      "agent_score": 79,
      "score": 86,
      "agent_score_breakdown": {
        "documentation": 90,
        "maintenance": 54,
        "deployment": 80,
        "popularity": 77,
        "community": 100
      },
      "git_top_score": 86,
      "git_top_score_breakdown": {
        "community": 100,
        "maintenance": 61,
        "documentation": 84,
        "stability": 76,
        "adoption": 100,
        "agent_readability": 100
      },
      "verification": {
        "schema_version": "git-top.verification.v1",
        "overall_status": "partial",
        "observed_at": "2026-09-20T01:30:22.431Z",
        "signals": {
          "activity": {
            "status": "observed",
            "source": "github_metadata",
            "evidence": [
              "project.pushed_at",
              "metrics.recent_push_days"
            ]
          },
          "license": {
            "status": "observed",
            "source": "github_metadata",
            "evidence": [
              "project.license"
            ]
          },
          "documentation": {
            "status": "observed",
            "source": "github_metadata",
            "evidence": [
              "project.description"
            ]
          },
          "runtime": {
            "status": "inferred",
            "source": "git_top_heuristic",
            "evidence": [
              "agent_card.deployment",
              "agent_card.cloudflare_ready"
            ]
          },
          "install": {
            "status": "not_run",
            "source": "git_top_runtime",
            "evidence": [
              "installation/build probe is not enabled"
            ]
          },
          "security": {
            "status": "not_run",
            "source": "git_top_runtime",
            "evidence": [
              "dependency/security scan is not enabled"
            ]
          },
          "mcp": {
            "status": "not_applicable",
            "source": "git_top_runtime",
            "evidence": [
              "project is not classified as mcp_server"
            ]
          }
        },
        "coverage": {
          "observed": 3,
          "inferred": 1,
          "not_run": 2,
          "unknown": 0
        },
        "next_steps": [
          "Run an installation/build probe before production adoption.",
          "Run a dependency and security scan before treating the score as a trust claim."
        ]
      },
      "summary": {
        "tl_dr": "Use ml-explore/mlx-lm when the user needs a llm eval project with library-only, local, cloud deployment options.",
        "purpose": "Use ml-explore/mlx-lm when the user needs a llm eval project with library-only, local, cloud deployment options.",
        "install": "Install as a library or package using the repository instructions.",
        "inputs": [
          "prompts",
          "model outputs",
          "test cases"
        ],
        "outputs": [
          "scores",
          "benchmarks",
          "eval reports"
        ],
        "good_for": [
          "evaluate LLM outputs",
          "benchmark prompts and agents",
          "track model quality",
          "model evaluation",
          "benchmarking",
          "regression testing"
        ],
        "not_good_for": [
          "edge-only Cloudflare Workers deployment without adaptation",
          "users expecting a complete hosted product",
          "production inference serving",
          "end-user chat apps"
        ],
        "deployment": [
          "library_only",
          "local",
          "cloud"
        ],
        "alternatives": [
          {
            "repo": "comet-ml/opik",
            "reason": "Similar llm eval with library_only/local deployment overlap."
          },
          {
            "repo": "Arize-ai/phoenix",
            "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": "medium",
            "evidence": [
              "Matched \"benchmark\" in repository content."
            ]
          },
          "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, gpu.",
              "No Cloudflare deployment signal detected.",
              "No wrangler.toml found in inspected repository files."
            ]
          }
        },
        "quality_signal_confidence": {
          "stars_30d_delta": "snapshot",
          "stars30d_window_days": 33,
          "commits_30d": "complete",
          "releases_180d": "complete",
          "contributors_90d": "partial"
        },
        "verification": {
          "schema_version": "git-top.verification.v1",
          "overall_status": "partial",
          "observed_at": "2026-09-20T01:30:22.431Z",
          "signals": {
            "activity": {
              "status": "observed",
              "source": "github_metadata",
              "evidence": [
                "project.pushed_at",
                "metrics.recent_push_days"
              ]
            },
            "license": {
              "status": "observed",
              "source": "github_metadata",
              "evidence": [
                "project.license"
              ]
            },
            "documentation": {
              "status": "observed",
              "source": "github_metadata",
              "evidence": [
                "project.description"
              ]
            },
            "runtime": {
              "status": "inferred",
              "source": "git_top_heuristic",
              "evidence": [
                "agent_card.deployment",
                "agent_card.cloudflare_ready"
              ]
            },
            "install": {
              "status": "not_run",
              "source": "git_top_runtime",
              "evidence": [
                "installation/build probe is not enabled"
              ]
            },
            "security": {
              "status": "not_run",
              "source": "git_top_runtime",
              "evidence": [
                "dependency/security scan is not enabled"
              ]
            },
            "mcp": {
              "status": "not_applicable",
              "source": "git_top_runtime",
              "evidence": [
                "project is not classified as mcp_server"
              ]
            }
          },
          "coverage": {
            "observed": 3,
            "inferred": 1,
            "not_run": 2,
            "unknown": 0
          },
          "next_steps": [
            "Run an installation/build probe before production adoption.",
            "Run a dependency and security scan before treating the score as a trust claim."
          ]
        },
        "source_fields": [
          "project.description",
          "project.topics",
          "project.language",
          "project.license",
          "agent_card.summary_for_agent",
          "agent_card.use_cases",
          "agent_card.deployment",
          "agent_card.classification",
          "metrics",
          "verification.signals",
          "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 Python; migration cost may be higher.",
          "edge-only Cloudflare Workers deployment without adaptation",
          "users expecting a complete hosted product",
          "Partial or estimated quality signals: contributors90d.",
          "Independent installation, security, or runtime probes have not been run for this project."
        ],
        "confidence_reason": "Low replacement risk: 78/100 similarity with category or use-case overlap.",
        "last_verified_at": "2026-09-20T01:30:22.431Z"
      },
      "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 Python; migration cost may be higher.",
        "edge-only Cloudflare Workers deployment without adaptation",
        "users expecting a complete hosted product",
        "Partial or estimated quality signals: contributors90d.",
        "Independent installation, security, or runtime probes have not been run for this project."
      ],
      "confidence_reason": "Low replacement risk: 78/100 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",
        "verification.signals",
        "alternative.match_signals",
        "alternative.similarity_score",
        "alternative.replacement_type"
      ],
      "last_verified_at": "2026-09-20T01:30:22.431Z",
      "similarity_score": 78,
      "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": [
          "evaluate LLM outputs",
          "benchmark prompts and agents",
          "track model quality"
        ],
        "shared_topics": [
          "llms"
        ],
        "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 Python; migration cost may be higher."
      ],
      "replacement_risk": "low"
    }
  ],
  "metadata": {
    "source": "d1",
    "reason": "d1_query",
    "project_count": 1213,
    "generated_at": "2026-09-20T02:46:00.051Z",
    "snapshot_id": "d1:1213:2026-09-20T02:30:40.753Z",
    "latest_synced_at": "2026-09-20T02:30:40.753Z",
    "schema_version": "git-top.knowledge.v1",
    "loaded_project_limit": 2000,
    "truncated": false
  }
}