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          "repo": "trefeon/freebuff-proxy",
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        "last_verified_at": "2026-09-19T06:00:38.428Z"
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      "caveats": [
        "edge-only Cloudflare Workers deployment without adaptation",
        "Independent installation, security, or runtime probes have not been run for this project."
      ],
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    {
      "project_id": "openziti/llm-gateway",
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      "github_url": "https://github.com/openziti/llm-gateway",
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      "language": "Go",
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        "ai-infrastructure",
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        "anthropic",
        "e2e-encryption",
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        "load-balancing",
        "non-human-identity",
        "ollama",
        "openapi-compatible",
        "openziti",
        "self-hosted",
        "semantic-routing",
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      "description": "Zero trust LLM gateway. OpenAI-compatible proxy with semantic routing and load balancing across OpenAI, Anthropic, Ollama, vLLM, and any            compatible backend. Identity-based access, virtual API keys, and end-to-end encryption via OpenZiti",
      "overview": "Use openziti/llm-gateway when the user needs a llm gateway project with local, cloud deployment options.",
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        {
          "repo": "vllm-project/aibrix",
          "reason": "Same llm gateway intent with llm_gateway overlap."
        },
        {
          "repo": "Hal0ai/hal0",
          "reason": "Same llm gateway intent with llm_gateway overlap."
        },
        {
          "repo": "andreimerfu/pllm",
          "reason": "Same llm gateway intent with llm_gateway overlap."
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          "evidence": [
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          "confidence": "medium",
          "evidence": [
            "Repository has under 10k stars, so complexity is treated conservatively."
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        "cloudflare_ready": {
          "confidence": "high",
          "evidence": [
            "Runtime blocker: python, gpu.",
            "No Cloudflare deployment signal detected.",
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      "quality_signals": {
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        "recent_commits": 1,
        "contributors": 4,
        "issue_response_time_hours": null,
        "release_frequency_180d": 4
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      "quality_signal_confidence": {
        "stars_30d_delta": "snapshot",
        "stars30d_window_days": 36,
        "commits_30d": "complete",
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      "quality_score": 10,
      "agent_score": 55,
      "score": 71,
      "agent_score_breakdown": {
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      "project_id": "trefeon/freebuff-proxy",
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      "github_url": "https://github.com/trefeon/freebuff-proxy",
      "homepage_url": null,
      "language": "Go",
      "license": "MIT",
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        "codebuff",
        "coding-agent",
        "coding-assistant",
        "freebuff",
        "golang",
        "htmx",
        "llm",
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        "openai",
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      ],
      "description": "OpenAI-compatible gateway for FreeBuff coding models. Token pool, session lifecycle, TLS stealth, embedded admin dashboard. No ads, no CLI, just /v1/chat/completions.",
      "overview": "Use trefeon/freebuff-proxy when the user needs a llm gateway project with docker, local, cloud deployment options.",
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        {
          "repo": "Hal0ai/hal0",
          "reason": "Same llm gateway intent with llm_gateway overlap."
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        {
          "repo": "MiXaiLL76/auto_ai_router",
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        {
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          "reason": "Same llm gateway intent with llm_gateway overlap."
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          "confidence": "high",
          "evidence": [
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          "confidence": "medium",
          "evidence": [
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          "confidence": "high",
          "evidence": [
            "No Cloudflare deployment signal detected.",
            "No wrangler.toml found in inspected repository files."
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      "quality_signals": {
        "stars": 199,
        "recent_commits": 100,
        "contributors": 6,
        "issue_response_time_hours": null,
        "release_frequency_180d": 28
      },
      "quality_signal_confidence": {
        "stars_30d_delta": "snapshot",
        "stars30d_window_days": 33,
        "commits_30d": "partial",
        "releases_180d": "complete",
        "contributors_90d": "complete"
      },
      "quality_score": 34,
      "agent_score": 66,
      "score": 84,
      "agent_score_breakdown": {
        "documentation": 90,
        "maintenance": 58,
        "deployment": 80,
        "popularity": 46,
        "community": 51
      },
      "git_top_score": 84,
      "git_top_score_breakdown": {
        "community": 83,
        "maintenance": 71,
        "documentation": 84,
        "stability": 100,
        "adoption": 68,
        "agent_readability": 100
      },
      "verification": {
        "schema_version": "git-top.verification.v1",
        "overall_status": "partial",
        "observed_at": "2026-09-17T22:54:01.280Z",
        "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 trefeon/freebuff-proxy when the user needs a llm gateway project with docker, local, cloud deployment options.",
        "purpose": "Use trefeon/freebuff-proxy when the user needs a llm gateway project with docker, local, cloud deployment options.",
        "install": "Run with Docker using the repository's container instructions.",
        "inputs": [
          "model requests",
          "routing config",
          "provider credentials"
        ],
        "outputs": [
          "proxied completions",
          "routed responses",
          "usage metrics"
        ],
        "good_for": [
          "route LLM requests",
          "standardize model provider access",
          "add gateway-level controls",
          "model routing",
          "provider abstraction",
          "LLM proxying"
        ],
        "not_good_for": [
          "edge-only Cloudflare Workers deployment without adaptation",
          "local-only inference",
          "non-LLM services"
        ],
        "deployment": [
          "docker",
          "local",
          "cloud"
        ],
        "alternatives": [
          {
            "repo": "Hal0ai/hal0",
            "reason": "Same llm gateway intent with llm_gateway overlap."
          },
          {
            "repo": "MiXaiLL76/auto_ai_router",
            "reason": "Same llm gateway intent with llm_gateway overlap."
          },
          {
            "repo": "andreimerfu/pllm",
            "reason": "Same llm gateway intent with llm_gateway overlap."
          }
        ]
      },
      "evidence": {
        "classification": {
          "category": {
            "confidence": "high",
            "evidence": [
              "Matched \"gateway\" in metadata.",
              "Matched \"proxy\" in metadata.",
              "Matched \"router\" 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": [
              "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": "2026-09-17T22:54:01.280Z",
          "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": "Classification evidence and quality signals are strong enough for shortlist reasoning when metadata is current.",
        "last_verified_at": "2026-09-17T22:54:01.280Z"
      },
      "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": "2026-09-17T22:54:01.280Z"
    },
    {
      "project_id": "vllm-project/aibrix",
      "repo": "vllm-project/aibrix",
      "name": "aibrix",
      "github_url": "https://github.com/vllm-project/aibrix",
      "homepage_url": null,
      "language": "Go",
      "license": "Apache-2.0",
      "project_kind": "project",
      "category": [
        "llm_gateway"
      ],
      "tags": [],
      "description": "Cost-efficient and pluggable Infrastructure components for GenAI inference",
      "overview": "Use vllm-project/aibrix when the user needs a llm gateway project with kubernetes, local, cloud deployment options.",
      "alternatives": [
        {
          "repo": "off-grid-ai/OGAD",
          "reason": "Same llm gateway intent with llm_gateway overlap."
        },
        {
          "repo": "andreimerfu/pllm",
          "reason": "Same llm gateway intent with llm_gateway overlap."
        },
        {
          "repo": "Hal0ai/hal0",
          "reason": "Same llm gateway intent with llm_gateway overlap."
        }
      ],
      "related": [],
      "dependencies": [
        "LLM provider"
      ],
      "deployments": [
        "kubernetes",
        "local",
        "cloud"
      ],
      "difficulty": "beginner",
      "cloudflare_ready": false,
      "use_cases": [
        "route LLM requests",
        "standardize model provider access",
        "add gateway-level controls"
      ],
      "not_good_for": [
        "edge-only Cloudflare Workers deployment without adaptation"
      ],
      "classification": {
        "category": {
          "confidence": "medium",
          "evidence": [
            "Matched \"gateway\" in repository content."
          ]
        },
        "deployment": {
          "confidence": "high",
          "evidence": [
            "Matched \"kubernetes\" 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: gpu.",
            "No Cloudflare deployment signal detected.",
            "No wrangler.toml found in inspected repository files."
          ]
        }
      },
      "quality_signals": {
        "stars": 5097,
        "recent_commits": 100,
        "contributors": 100,
        "issue_response_time_hours": null,
        "release_frequency_180d": 1
      },
      "quality_signal_confidence": {
        "stars_30d_delta": "snapshot",
        "stars30d_window_days": 33,
        "commits_30d": "partial",
        "releases_180d": "complete",
        "contributors_90d": "partial"
      },
      "quality_score": 33,
      "agent_score": 78,
      "score": 84,
      "agent_score_breakdown": {
        "documentation": 90,
        "maintenance": 53,
        "deployment": 80,
        "popularity": 74,
        "community": 100
      },
      "git_top_score": 84,
      "git_top_score_breakdown": {
        "community": 100,
        "maintenance": 58,
        "documentation": 84,
        "stability": 68,
        "adoption": 100,
        "agent_readability": 100
      },
      "verification": {
        "schema_version": "git-top.verification.v1",
        "overall_status": "partial",
        "observed_at": "2026-09-19T19:00:36.810Z",
        "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 vllm-project/aibrix when the user needs a llm gateway project with kubernetes, local, cloud deployment options.",
        "purpose": "Use vllm-project/aibrix when the user needs a llm gateway project with kubernetes, local, cloud deployment options.",
        "install": "Use the gateway deployment instructions in the repository README.",
        "inputs": [
          "model requests",
          "routing config",
          "provider credentials"
        ],
        "outputs": [
          "proxied completions",
          "routed responses",
          "usage metrics"
        ],
        "good_for": [
          "route LLM requests",
          "standardize model provider access",
          "add gateway-level controls",
          "model routing",
          "provider abstraction",
          "LLM proxying"
        ],
        "not_good_for": [
          "edge-only Cloudflare Workers deployment without adaptation",
          "local-only inference",
          "non-LLM services"
        ],
        "deployment": [
          "kubernetes",
          "local",
          "cloud"
        ],
        "alternatives": [
          {
            "repo": "off-grid-ai/OGAD",
            "reason": "Same llm gateway intent with llm_gateway overlap."
          },
          {
            "repo": "andreimerfu/pllm",
            "reason": "Same llm gateway intent with llm_gateway overlap."
          },
          {
            "repo": "Hal0ai/hal0",
            "reason": "Same llm gateway intent with llm_gateway overlap."
          }
        ]
      },
      "evidence": {
        "classification": {
          "category": {
            "confidence": "medium",
            "evidence": [
              "Matched \"gateway\" in repository content."
            ]
          },
          "deployment": {
            "confidence": "high",
            "evidence": [
              "Matched \"kubernetes\" 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: 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": "partial",
          "releases_180d": "complete",
          "contributors_90d": "partial"
        },
        "verification": {
          "schema_version": "git-top.verification.v1",
          "overall_status": "partial",
          "observed_at": "2026-09-19T19:00:36.810Z",
          "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, contributors90d.",
          "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": "2026-09-19T19:00:36.810Z"
      },
      "caveats": [
        "edge-only Cloudflare Workers deployment without adaptation",
        "Partial or estimated quality signals: commits30d, contributors90d.",
        "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": "2026-09-19T19:00:36.810Z"
    },
    {
      "project_id": "off-grid-ai/OGAD",
      "repo": "off-grid-ai/OGAD",
      "name": "OGAD",
      "github_url": "https://github.com/off-grid-ai/OGAD",
      "homepage_url": "https://getoffgridai.co/pro/",
      "language": "TypeScript",
      "license": "AGPL-3.0",
      "project_kind": "project",
      "category": [
        "llm_gateway"
      ],
      "tags": [
        "electron",
        "gguf",
        "image-generation",
        "llama-cpp",
        "llm",
        "local-ai",
        "local-first",
        "local-llm",
        "mcp",
        "offline",
        "on-device",
        "openai-compatible",
        "privacy",
        "react",
        "stable-diffusion",
        "typescript",
        "whisper"
      ],
      "description": "Off Grid AI — private, on-device AI. Run open models (text, vision, image, voice) locally through one OpenAI-compatible gateway. No cloud, no accounts, no API keys.",
      "overview": "Use off-grid-ai/OGAD when the user needs a llm gateway project with library-only, local, cloud deployment options.",
      "alternatives": [
        {
          "repo": "Hal0ai/hal0",
          "reason": "Same llm gateway intent with llm_gateway overlap."
        },
        {
          "repo": "Devansh-365/freellm",
          "reason": "Same llm gateway intent with llm_gateway overlap."
        },
        {
          "repo": "frieser/antigravity-proxy",
          "reason": "Same llm gateway intent with llm_gateway overlap."
        }
      ],
      "related": [],
      "dependencies": [
        "MCP",
        "LLM provider"
      ],
      "deployments": [
        "library_only",
        "local",
        "cloud"
      ],
      "difficulty": "beginner",
      "cloudflare_ready": false,
      "use_cases": [
        "route LLM requests",
        "standardize model provider access",
        "add gateway-level controls"
      ],
      "not_good_for": [
        "edge-only Cloudflare Workers deployment without adaptation",
        "users expecting a complete hosted product"
      ],
      "classification": {
        "category": {
          "confidence": "medium",
          "evidence": [
            "Matched \"gateway\" in metadata."
          ]
        },
        "deployment": {
          "confidence": "high",
          "evidence": [
            "Matched \"npm install\" in repository content.",
            "Matched \"library\" in repository content.",
            "Local usage is assumed for open source repositories unless contradicted."
          ]
        },
        "difficulty": {
          "confidence": "medium",
          "evidence": [
            "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": 100,
        "recent_commits": 100,
        "contributors": 6,
        "issue_response_time_hours": null,
        "release_frequency_180d": 67
      },
      "quality_signal_confidence": {
        "stars_30d_delta": "snapshot",
        "stars30d_window_days": 34,
        "commits_30d": "partial",
        "releases_180d": "complete",
        "contributors_90d": "complete"
      },
      "quality_score": 31,
      "agent_score": 65,
      "score": 82,
      "agent_score_breakdown": {
        "documentation": 90,
        "maintenance": 58,
        "deployment": 80,
        "popularity": 40,
        "community": 51
      },
      "git_top_score": 82,
      "git_top_score_breakdown": {
        "community": 80,
        "maintenance": 71,
        "documentation": 84,
        "stability": 100,
        "adoption": 57,
        "agent_readability": 100
      },
      "verification": {
        "schema_version": "git-top.verification.v1",
        "overall_status": "partial",
        "observed_at": "2026-09-14T00:31:06.370Z",
        "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 off-grid-ai/OGAD when the user needs a llm gateway project with library-only, local, cloud deployment options.",
        "purpose": "Use off-grid-ai/OGAD when the user needs a llm gateway project with library-only, local, cloud deployment options.",
        "install": "Install as a library or package using the repository instructions.",
        "inputs": [
          "model requests",
          "routing config",
          "provider credentials"
        ],
        "outputs": [
          "proxied completions",
          "routed responses",
          "usage metrics"
        ],
        "good_for": [
          "route LLM requests",
          "standardize model provider access",
          "add gateway-level controls",
          "model routing",
          "provider abstraction",
          "LLM proxying"
        ],
        "not_good_for": [
          "edge-only Cloudflare Workers deployment without adaptation",
          "users expecting a complete hosted product",
          "local-only inference",
          "non-LLM services"
        ],
        "deployment": [
          "library_only",
          "local",
          "cloud"
        ],
        "alternatives": [
          {
            "repo": "Hal0ai/hal0",
            "reason": "Same llm gateway intent with llm_gateway overlap."
          },
          {
            "repo": "Devansh-365/freellm",
            "reason": "Same llm gateway intent with llm_gateway overlap."
          },
          {
            "repo": "frieser/antigravity-proxy",
            "reason": "Same llm gateway intent with llm_gateway overlap."
          }
        ]
      },
      "evidence": {
        "classification": {
          "category": {
            "confidence": "medium",
            "evidence": [
              "Matched \"gateway\" in metadata."
            ]
          },
          "deployment": {
            "confidence": "high",
            "evidence": [
              "Matched \"npm install\" in repository content.",
              "Matched \"library\" in repository content.",
              "Local usage is assumed for open source repositories unless contradicted."
            ]
          },
          "difficulty": {
            "confidence": "medium",
            "evidence": [
              "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": 34,
          "commits_30d": "partial",
          "releases_180d": "complete",
          "contributors_90d": "complete"
        },
        "verification": {
          "schema_version": "git-top.verification.v1",
          "overall_status": "partial",
          "observed_at": "2026-09-14T00:31:06.370Z",
          "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: 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": "2026-09-14T00:31:06.370Z"
      },
      "caveats": [
        "edge-only Cloudflare Workers deployment without adaptation",
        "users expecting a complete hosted product",
        "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": "2026-09-14T00:31:06.370Z"
    },
    {
      "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"
        ],
        "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": "2026-09-18T02:00:35.583Z"
      },
      "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": "2026-09-18T02:00:35.583Z"
    },
    {
      "project_id": "Hal0ai/hal0",
      "repo": "Hal0ai/hal0",
      "name": "hal0",
      "github_url": "https://github.com/Hal0ai/hal0",
      "homepage_url": "https://hal0.dev",
      "language": "Python",
      "license": "Apache-2.0",
      "project_kind": "project",
      "category": [
        "llm_gateway"
      ],
      "tags": [
        "ai",
        "amd-ryzen-ai",
        "fastapi",
        "homelab",
        "igpu",
        "inference",
        "llama-cpp",
        "llm",
        "npu",
        "openai-compatible",
        "rocm",
        "self-hosted",
        "strix-halo",
        "systemd",
        "vue"
      ],
      "description": "Open-source self-hosted home AI inference platform for AMD Strix Halo — multi-backend slots, OpenAI-compatible gateway, Vue 3 + FastAPI + systemd.",
      "overview": "Use Hal0ai/hal0 when the user needs a llm gateway project with local, cloud deployment options.",
      "alternatives": [
        {
          "repo": "off-grid-ai/OGAD",
          "reason": "Same llm gateway intent with llm_gateway overlap."
        },
        {
          "repo": "andreimerfu/pllm",
          "reason": "Same llm gateway intent with llm_gateway overlap."
        },
        {
          "repo": "Devansh-365/freellm",
          "reason": "Same llm gateway intent with llm_gateway overlap."
        }
      ],
      "related": [],
      "dependencies": [
        "LLM provider"
      ],
      "deployments": [
        "local",
        "cloud"
      ],
      "difficulty": "beginner",
      "cloudflare_ready": false,
      "use_cases": [
        "route LLM requests",
        "standardize model provider access",
        "add gateway-level controls"
      ],
      "not_good_for": [
        "edge-only Cloudflare Workers deployment without adaptation"
      ],
      "classification": {
        "category": {
          "confidence": "medium",
          "evidence": [
            "Matched \"gateway\" in metadata."
          ]
        },
        "deployment": {
          "confidence": "medium",
          "evidence": [
            "Local usage is assumed for open source repositories unless contradicted."
          ]
        },
        "difficulty": {
          "confidence": "medium",
          "evidence": [
            "Repository has under 10k stars, so complexity is treated conservatively."
          ]
        },
        "cloudflare_ready": {
          "confidence": "high",
          "evidence": [
            "Runtime blocker: python, cuda, gpu.",
            "No Cloudflare deployment signal detected.",
            "No wrangler.toml found in inspected repository files."
          ]
        }
      },
      "quality_signals": {
        "stars": 74,
        "recent_commits": 100,
        "contributors": 2,
        "issue_response_time_hours": null,
        "release_frequency_180d": 62
      },
      "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": 62,
      "score": 77,
      "agent_score_breakdown": {
        "documentation": 90,
        "maintenance": 57,
        "deployment": 70,
        "popularity": 37,
        "community": 47
      },
      "git_top_score": 77,
      "git_top_score_breakdown": {
        "community": 67,
        "maintenance": 71,
        "documentation": 84,
        "stability": 90,
        "adoption": 50,
        "agent_readability": 100
      },
      "verification": {
        "schema_version": "git-top.verification.v1",
        "overall_status": "partial",
        "observed_at": "2026-09-15T22:00:49.777Z",
        "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 Hal0ai/hal0 when the user needs a llm gateway project with local, cloud deployment options.",
        "purpose": "Use Hal0ai/hal0 when the user needs a llm gateway project with local, cloud deployment options.",
        "install": "Use the gateway deployment instructions in the repository README.",
        "inputs": [
          "model requests",
          "routing config",
          "provider credentials"
        ],
        "outputs": [
          "proxied completions",
          "routed responses",
          "usage metrics"
        ],
        "good_for": [
          "route LLM requests",
          "standardize model provider access",
          "add gateway-level controls",
          "model routing",
          "provider abstraction",
          "LLM proxying"
        ],
        "not_good_for": [
          "edge-only Cloudflare Workers deployment without adaptation",
          "local-only inference",
          "non-LLM services"
        ],
        "deployment": [
          "local",
          "cloud"
        ],
        "alternatives": [
          {
            "repo": "off-grid-ai/OGAD",
            "reason": "Same llm gateway intent with llm_gateway overlap."
          },
          {
            "repo": "andreimerfu/pllm",
            "reason": "Same llm gateway intent with llm_gateway overlap."
          },
          {
            "repo": "Devansh-365/freellm",
            "reason": "Same llm gateway intent with llm_gateway overlap."
          }
        ]
      },
      "evidence": {
        "classification": {
          "category": {
            "confidence": "medium",
            "evidence": [
              "Matched \"gateway\" in metadata."
            ]
          },
          "deployment": {
            "confidence": "medium",
            "evidence": [
              "Local usage is assumed for open source repositories unless contradicted."
            ]
          },
          "difficulty": {
            "confidence": "medium",
            "evidence": [
              "Repository has under 10k stars, so complexity is treated conservatively."
            ]
          },
          "cloudflare_ready": {
            "confidence": "high",
            "evidence": [
              "Runtime blocker: python, cuda, gpu.",
              "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": "2026-09-15T22:00:49.777Z",
          "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 incomplete; use this project as an exploration candidate until classification and quality signals are reviewed.",
        "last_verified_at": "2026-09-15T22:00:49.777Z"
      },
      "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": "2026-09-15T22:00:49.777Z"
    },
    {
      "project_id": "mozilla-ai/otari",
      "repo": "mozilla-ai/otari",
      "name": "otari",
      "github_url": "https://github.com/mozilla-ai/otari",
      "homepage_url": "https://otari.ai/docs/gateway",
      "language": "Python",
      "license": "Apache-2.0",
      "project_kind": "project",
      "category": [
        "rag_framework"
      ],
      "tags": [
        "ai",
        "ai-gateway",
        "anthropic",
        "api-key-management",
        "budgets",
        "cost-tracking",
        "gateway",
        "litellm-alternative",
        "llm",
        "llm-gateway",
        "llm-proxy",
        "llm-routing",
        "llmops",
        "multi-provider",
        "open-source",
        "openai",
        "openai-compatible",
        "python",
        "self-hosted"
      ],
      "description": "Open-source, OpenAI-compatible LLM gateway you run yourself. One endpoint for 40+ providers, with virtual keys, budgets, and usage tracking.",
      "overview": "Use mozilla-ai/otari when the user needs a rag framework project with docker, local, cloud deployment options.",
      "alternatives": [
        {
          "repo": "huggingface/transformers",
          "reason": "Same rag framework intent with rag overlap."
        },
        {
          "repo": "QuantumNous/new-api",
          "reason": "Same rag framework intent with rag, llm_gateway overlap."
        },
        {
          "repo": "mem0ai/mem0",
          "reason": "Same rag framework intent with rag overlap."
        }
      ],
      "related": [],
      "dependencies": [
        "Vector database",
        "LLM provider"
      ],
      "deployments": [
        "docker",
        "local",
        "cloud"
      ],
      "difficulty": "beginner",
      "cloudflare_ready": false,
      "use_cases": [
        "build RAG applications",
        "connect private data to LLMs",
        "index documents for retrieval"
      ],
      "not_good_for": [
        "edge-only Cloudflare Workers deployment without adaptation"
      ],
      "classification": {
        "category": {
          "confidence": "medium",
          "evidence": [
            "Matched \"rag\" 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.",
            "No Cloudflare deployment signal detected.",
            "No wrangler.toml found in inspected repository files."
          ]
        }
      },
      "quality_signals": {
        "stars": 459,
        "recent_commits": 100,
        "contributors": 28,
        "issue_response_time_hours": null,
        "release_frequency_180d": 6
      },
      "quality_signal_confidence": {
        "stars_30d_delta": "snapshot",
        "stars30d_window_days": 34,
        "commits_30d": "partial",
        "releases_180d": "complete",
        "contributors_90d": "complete"
      },
      "quality_score": 29,
      "agent_score": 69,
      "score": 85,
      "agent_score_breakdown": {
        "documentation": 90,
        "maintenance": 51,
        "deployment": 80,
        "popularity": 53,
        "community": 73
      },
      "git_top_score": 85,
      "git_top_score_breakdown": {
        "community": 100,
        "maintenance": 66,
        "documentation": 84,
        "stability": 90,
        "adoption": 76,
        "agent_readability": 100
      },
      "verification": {
        "schema_version": "git-top.verification.v1",
        "overall_status": "partial",
        "observed_at": "2026-09-13T20:01:00.889Z",
        "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 mozilla-ai/otari when the user needs a rag framework project with docker, local, cloud deployment options.",
        "purpose": "Use mozilla-ai/otari when the user needs a rag framework project with docker, local, cloud deployment options.",
        "install": "Run with Docker using the repository's container instructions.",
        "inputs": [
          "documents",
          "queries",
          "embedding store"
        ],
        "outputs": [
          "retrieval results",
          "grounded answers",
          "indexes"
        ],
        "good_for": [
          "build RAG applications",
          "connect private data to LLMs",
          "index documents for retrieval",
          "retrieval augmented generation",
          "document search",
          "knowledge grounding"
        ],
        "not_good_for": [
          "edge-only Cloudflare Workers deployment without adaptation",
          "simple prompt apps",
          "tasks without external knowledge"
        ],
        "deployment": [
          "docker",
          "local",
          "cloud"
        ],
        "alternatives": [
          {
            "repo": "huggingface/transformers",
            "reason": "Same rag framework intent with rag overlap."
          },
          {
            "repo": "QuantumNous/new-api",
            "reason": "Same rag framework intent with rag, llm_gateway overlap."
          },
          {
            "repo": "mem0ai/mem0",
            "reason": "Same rag framework intent with rag overlap."
          }
        ]
      },
      "evidence": {
        "classification": {
          "category": {
            "confidence": "medium",
            "evidence": [
              "Matched \"rag\" 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.",
              "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": "2026-09-13T20:01:00.889Z",
          "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": "2026-09-13T20:01:00.889Z"
      },
      "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": "2026-09-13T20:01:00.889Z"
    },
    {
      "project_id": "VkRainB/ccMesh",
      "repo": "VkRainB/ccMesh",
      "name": "ccMesh",
      "github_url": "https://github.com/VkRainB/ccMesh",
      "homepage_url": "https://vkrainb.github.io/ccMesh/",
      "language": "Rust",
      "license": "Apache-2.0",
      "project_kind": "project",
      "category": [
        "llm_gateway"
      ],
      "tags": [
        "claude",
        "desktop-app",
        "gateway",
        "llm",
        "local-proxy",
        "protocol-conversion",
        "tauri2"
      ],
      "description": "Claude Code / Codex local AI proxy gateway desktop app (Tauri). Anthropic Messages <-> OpenAI-compatible protocol transform, model mapping, endpoint rotation/failover. 本地桌面代理网关：协议转换、模型映射、多端点轮换/熔断，对接官方 API 或中转站，不改客户端。Windows/macOS/Linux.",
      "overview": "Use VkRainB/ccMesh when the user needs a llm gateway project with library-only, local, cloud deployment options.",
      "alternatives": [
        {
          "repo": "MiXaiLL76/auto_ai_router",
          "reason": "Same llm gateway intent with llm_gateway overlap."
        },
        {
          "repo": "Ahoo-Wang/GodeX",
          "reason": "Same llm gateway intent with llm_gateway overlap."
        },
        {
          "repo": "andreimerfu/pllm",
          "reason": "Same llm gateway intent with llm_gateway overlap."
        }
      ],
      "related": [],
      "dependencies": [
        "LLM provider"
      ],
      "deployments": [
        "library_only",
        "local",
        "cloud"
      ],
      "difficulty": "beginner",
      "cloudflare_ready": false,
      "use_cases": [
        "route LLM requests",
        "standardize model provider access",
        "add gateway-level controls"
      ],
      "not_good_for": [
        "edge-only Cloudflare Workers deployment without adaptation",
        "users expecting a complete hosted product"
      ],
      "classification": {
        "category": {
          "confidence": "high",
          "evidence": [
            "Matched \"gateway\" in metadata.",
            "Matched \"proxy\" in metadata."
          ]
        },
        "deployment": {
          "confidence": "high",
          "evidence": [
            "Matched \"npm install\" in repository content.",
            "Local usage is assumed for open source repositories unless contradicted."
          ]
        },
        "difficulty": {
          "confidence": "medium",
          "evidence": [
            "Repository has under 10k stars, so complexity is treated conservatively."
          ]
        },
        "cloudflare_ready": {
          "confidence": "high",
          "evidence": [
            "No Cloudflare deployment signal detected.",
            "No wrangler.toml found in inspected repository files."
          ]
        }
      },
      "quality_signals": {
        "stars": 121,
        "recent_commits": 98,
        "contributors": 1,
        "issue_response_time_hours": null,
        "release_frequency_180d": 16
      },
      "quality_signal_confidence": {
        "stars_30d_delta": "snapshot",
        "stars30d_window_days": 13,
        "commits_30d": "complete",
        "releases_180d": "complete",
        "contributors_90d": "complete"
      },
      "quality_score": 29,
      "agent_score": 64,
      "score": 79,
      "agent_score_breakdown": {
        "documentation": 90,
        "maintenance": 56,
        "deployment": 80,
        "popularity": 42,
        "community": 46
      },
      "git_top_score": 79,
      "git_top_score_breakdown": {
        "community": 66,
        "maintenance": 70,
        "documentation": 84,
        "stability": 100,
        "adoption": 56,
        "agent_readability": 100
      },
      "verification": {
        "schema_version": "git-top.verification.v1",
        "overall_status": "partial",
        "observed_at": "2026-09-17T00:00:31.424Z",
        "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 VkRainB/ccMesh when the user needs a llm gateway project with library-only, local, cloud deployment options.",
        "purpose": "Use VkRainB/ccMesh when the user needs a llm gateway project with library-only, local, cloud deployment options.",
        "install": "Install as a library or package using the repository instructions.",
        "inputs": [
          "model requests",
          "routing config",
          "provider credentials"
        ],
        "outputs": [
          "proxied completions",
          "routed responses",
          "usage metrics"
        ],
        "good_for": [
          "route LLM requests",
          "standardize model provider access",
          "add gateway-level controls",
          "model routing",
          "provider abstraction",
          "LLM proxying"
        ],
        "not_good_for": [
          "edge-only Cloudflare Workers deployment without adaptation",
          "users expecting a complete hosted product",
          "local-only inference",
          "non-LLM services"
        ],
        "deployment": [
          "library_only",
          "local",
          "cloud"
        ],
        "alternatives": [
          {
            "repo": "MiXaiLL76/auto_ai_router",
            "reason": "Same llm gateway intent with llm_gateway overlap."
          },
          {
            "repo": "Ahoo-Wang/GodeX",
            "reason": "Same llm gateway intent with llm_gateway overlap."
          },
          {
            "repo": "andreimerfu/pllm",
            "reason": "Same llm gateway intent with llm_gateway overlap."
          }
        ]
      },
      "evidence": {
        "classification": {
          "category": {
            "confidence": "high",
            "evidence": [
              "Matched \"gateway\" in metadata.",
              "Matched \"proxy\" in metadata."
            ]
          },
          "deployment": {
            "confidence": "high",
            "evidence": [
              "Matched \"npm install\" in repository content.",
              "Local usage is assumed for open source repositories unless contradicted."
            ]
          },
          "difficulty": {
            "confidence": "medium",
            "evidence": [
              "Repository has under 10k stars, so complexity is treated conservatively."
            ]
          },
          "cloudflare_ready": {
            "confidence": "high",
            "evidence": [
              "No Cloudflare deployment signal detected.",
              "No wrangler.toml found in inspected repository files."
            ]
          }
        },
        "quality_signal_confidence": {
          "stars_30d_delta": "snapshot",
          "stars30d_window_days": 13,
          "commits_30d": "complete",
          "releases_180d": "complete",
          "contributors_90d": "complete"
        },
        "verification": {
          "schema_version": "git-top.verification.v1",
          "overall_status": "partial",
          "observed_at": "2026-09-17T00:00:31.424Z",
          "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",
          "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": "2026-09-17T00:00:31.424Z"
      },
      "caveats": [
        "edge-only Cloudflare Workers deployment without adaptation",
        "users expecting a complete hosted product",
        "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": "2026-09-17T00:00:31.424Z"
    },
    {
      "project_id": "MiXaiLL76/auto_ai_router",
      "repo": "MiXaiLL76/auto_ai_router",
      "name": "auto_ai_router",
      "github_url": "https://github.com/MiXaiLL76/auto_ai_router",
      "homepage_url": "https://mixaill76.github.io/auto_ai_router/",
      "language": "Go",
      "license": "Apache-2.0",
      "project_kind": "project",
      "category": [
        "llm_gateway"
      ],
      "tags": [
        "ai",
        "ai-router",
        "air",
        "anthropic",
        "claude",
        "claude-code",
        "codex",
        "gateway",
        "gemini",
        "golang",
        "google",
        "litellm",
        "load-balancer",
        "openai",
        "openai-api",
        "vertex",
        "vertex-ai"
      ],
      "description": "High-performance proxy router for LLM APIs with automatic load balancing, rate limiting, and fail2ban protection",
      "overview": "Use MiXaiLL76/auto_ai_router when the user needs a llm gateway project with docker, local, cloud deployment options.",
      "alternatives": [
        {
          "repo": "Hal0ai/hal0",
          "reason": "Same llm gateway intent with llm_gateway overlap."
        },
        {
          "repo": "openziti/llm-gateway",
          "reason": "Same llm gateway intent with llm_gateway overlap."
        },
        {
          "repo": "andreimerfu/pllm",
          "reason": "Same llm gateway intent with llm_gateway overlap."
        }
      ],
      "related": [],
      "dependencies": [
        "LLM provider"
      ],
      "deployments": [
        "docker",
        "local",
        "cloud"
      ],
      "difficulty": "beginner",
      "cloudflare_ready": false,
      "use_cases": [
        "route LLM requests",
        "standardize model provider access",
        "add gateway-level controls"
      ],
      "not_good_for": [
        "edge-only Cloudflare Workers deployment without adaptation"
      ],
      "classification": {
        "category": {
          "confidence": "high",
          "evidence": [
            "Matched \"gateway\" in metadata.",
            "Matched \"proxy\" in metadata.",
            "Matched \"router\" 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": [
            "No Cloudflare deployment signal detected.",
            "No wrangler.toml found in inspected repository files."
          ]
        }
      },
      "quality_signals": {
        "stars": 52,
        "recent_commits": 100,
        "contributors": 9,
        "issue_response_time_hours": null,
        "release_frequency_180d": 5
      },
      "quality_signal_confidence": {
        "stars_30d_delta": "snapshot",
        "stars30d_window_days": 36,
        "commits_30d": "partial",
        "releases_180d": "complete",
        "contributors_90d": "complete"
      },
      "quality_score": 22,
      "agent_score": 61,
      "score": 79,
      "agent_score_breakdown": {
        "documentation": 90,
        "maintenance": 44,
        "deployment": 80,
        "popularity": 34,
        "community": 54
      },
      "git_top_score": 79,
      "git_top_score_breakdown": {
        "community": 86,
        "maintenance": 60,
        "documentation": 84,
        "stability": 100,
        "adoption": 49,
        "agent_readability": 100
      },
      "verification": {
        "schema_version": "git-top.verification.v1",
        "overall_status": "partial",
        "observed_at": "2026-09-16T04:00:59.072Z",
        "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 MiXaiLL76/auto_ai_router when the user needs a llm gateway project with docker, local, cloud deployment options.",
        "purpose": "Use MiXaiLL76/auto_ai_router when the user needs a llm gateway project with docker, local, cloud deployment options.",
        "install": "Run with Docker using the repository's container instructions.",
        "inputs": [
          "model requests",
          "routing config",
          "provider credentials"
        ],
        "outputs": [
          "proxied completions",
          "routed responses",
          "usage metrics"
        ],
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          "route LLM requests",
          "standardize model provider access",
          "add gateway-level controls",
          "model routing",
          "provider abstraction",
          "LLM proxying"
        ],
        "not_good_for": [
          "edge-only Cloudflare Workers deployment without adaptation",
          "local-only inference",
          "non-LLM services"
        ],
        "deployment": [
          "docker",
          "local",
          "cloud"
        ],
        "alternatives": [
          {
            "repo": "Hal0ai/hal0",
            "reason": "Same llm gateway intent with llm_gateway overlap."
          },
          {
            "repo": "openziti/llm-gateway",
            "reason": "Same llm gateway intent with llm_gateway overlap."
          },
          {
            "repo": "andreimerfu/pllm",
            "reason": "Same llm gateway intent with llm_gateway overlap."
          }
        ]
      },
      "evidence": {
        "classification": {
          "category": {
            "confidence": "high",
            "evidence": [
              "Matched \"gateway\" in metadata.",
              "Matched \"proxy\" in metadata.",
              "Matched \"router\" 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": [
              "No Cloudflare deployment signal detected.",
              "No wrangler.toml found in inspected repository files."
            ]
          }
        },
        "quality_signal_confidence": {
          "stars_30d_delta": "snapshot",
          "stars30d_window_days": 36,
          "commits_30d": "partial",
          "releases_180d": "complete",
          "contributors_90d": "complete"
        },
        "verification": {
          "schema_version": "git-top.verification.v1",
          "overall_status": "partial",
          "observed_at": "2026-09-16T04:00:59.072Z",
          "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": "Classification evidence and quality signals are strong enough for shortlist reasoning when metadata is current.",
        "last_verified_at": "2026-09-16T04:00:59.072Z"
      },
      "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": "2026-09-16T04:00:59.072Z"
    },
    {
      "project_id": "Ahoo-Wang/GodeX",
      "repo": "Ahoo-Wang/GodeX",
      "name": "GodeX",
      "github_url": "https://github.com/Ahoo-Wang/GodeX",
      "homepage_url": "http://godex.ahoo.me/",
      "language": null,
      "license": null,
      "project_kind": "project",
      "category": [
        "llm_gateway"
      ],
      "tags": [
        "claude",
        "claude-code",
        "cli",
        "codex",
        "llm",
        "openai"
      ],
      "description": "Make every model a CodeX engine through an OpenAI-compatible Responses API gateway",
      "overview": "Use Ahoo-Wang/GodeX when the user needs a llm gateway project with local, cloud deployment options.",
      "alternatives": [
        {
          "repo": "trefeon/freebuff-proxy",
          "reason": "Same llm gateway intent with llm_gateway overlap."
        },
        {
          "repo": "off-grid-ai/OGAD",
          "reason": "Same llm gateway intent with llm_gateway overlap."
        },
        {
          "repo": "MiXaiLL76/auto_ai_router",
          "reason": "Same llm gateway intent with llm_gateway overlap."
        }
      ],
      "related": [],
      "dependencies": [
        "LLM provider"
      ],
      "deployments": [
        "local",
        "cloud"
      ],
      "difficulty": "beginner",
      "cloudflare_ready": false,
      "use_cases": [
        "route LLM requests",
        "standardize model provider access",
        "add gateway-level controls"
      ],
      "not_good_for": [
        "edge-only Cloudflare Workers deployment without adaptation"
      ],
      "classification": {
        "category": {
          "confidence": "medium",
          "evidence": [
            "Matched \"gateway\" in metadata."
          ]
        },
        "deployment": {
          "confidence": "medium",
          "evidence": [
            "Local usage is assumed for open source repositories unless contradicted."
          ]
        },
        "difficulty": {
          "confidence": "medium",
          "evidence": [
            "Repository has under 10k stars, so complexity is treated conservatively."
          ]
        },
        "cloudflare_ready": {
          "confidence": "high",
          "evidence": [
            "No Cloudflare deployment signal detected.",
            "No wrangler.toml found in inspected repository files."
          ]
        }
      },
      "quality_signals": {
        "stars": 25,
        "recent_commits": 18,
        "contributors": 2,
        "issue_response_time_hours": null,
        "release_frequency_180d": 47
      },
      "quality_signal_confidence": {
        "stars_30d_delta": "snapshot",
        "stars30d_window_days": 36,
        "commits_30d": "complete",
        "releases_180d": "complete",
        "contributors_90d": "complete"
      },
      "quality_score": 21,
      "agent_score": 55,
      "score": 72,
      "agent_score_breakdown": {
        "documentation": 90,
        "maintenance": 37,
        "deployment": 70,
        "popularity": 28,
        "community": 47
      },
      "git_top_score": 72,
      "git_top_score_breakdown": {
        "community": 62,
        "maintenance": 52,
        "documentation": 84,
        "stability": 100,
        "adoption": 39,
        "agent_readability": 100
      },
      "verification": {
        "schema_version": "git-top.verification.v1",
        "overall_status": "partial",
        "observed_at": "2026-09-16T07:00:59.518Z",
        "signals": {
          "activity": {
            "status": "observed",
            "source": "github_metadata",
            "evidence": [
              "project.pushed_at",
              "metrics.recent_push_days"
            ]
          },
          "license": {
            "status": "unknown",
            "source": "github_metadata",
            "evidence": [
              "project.license is null"
            ]
          },
          "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": 2,
          "inferred": 1,
          "not_run": 2,
          "unknown": 1
        },
        "next_steps": [
          "Run an installation/build probe before production adoption.",
          "Run a dependency and security scan before treating the score as a trust claim.",
          "Fill missing GitHub metadata and re-sync the project."
        ]
      },
      "summary": {
        "tl_dr": "Use Ahoo-Wang/GodeX when the user needs a llm gateway project with local, cloud deployment options.",
        "purpose": "Use Ahoo-Wang/GodeX when the user needs a llm gateway project with local, cloud deployment options.",
        "install": "Use the gateway deployment instructions in the repository README.",
        "inputs": [
          "model requests",
          "routing config",
          "provider credentials"
        ],
        "outputs": [
          "proxied completions",
          "routed responses",
          "usage metrics"
        ],
        "good_for": [
          "route LLM requests",
          "standardize model provider access",
          "add gateway-level controls",
          "model routing",
          "provider abstraction",
          "LLM proxying"
        ],
        "not_good_for": [
          "edge-only Cloudflare Workers deployment without adaptation",
          "local-only inference",
          "non-LLM services"
        ],
        "deployment": [
          "local",
          "cloud"
        ],
        "alternatives": [
          {
            "repo": "trefeon/freebuff-proxy",
            "reason": "Same llm gateway intent with llm_gateway overlap."
          },
          {
            "repo": "off-grid-ai/OGAD",
            "reason": "Same llm gateway intent with llm_gateway overlap."
          },
          {
            "repo": "MiXaiLL76/auto_ai_router",
            "reason": "Same llm gateway intent with llm_gateway overlap."
          }
        ]
      },
      "evidence": {
        "classification": {
          "category": {
            "confidence": "medium",
            "evidence": [
              "Matched \"gateway\" in metadata."
            ]
          },
          "deployment": {
            "confidence": "medium",
            "evidence": [
              "Local usage is assumed for open source repositories unless contradicted."
            ]
          },
          "difficulty": {
            "confidence": "medium",
            "evidence": [
              "Repository has under 10k stars, so complexity is treated conservatively."
            ]
          },
          "cloudflare_ready": {
            "confidence": "high",
            "evidence": [
              "No Cloudflare deployment signal detected.",
              "No wrangler.toml found in inspected repository files."
            ]
          }
        },
        "quality_signal_confidence": {
          "stars_30d_delta": "snapshot",
          "stars30d_window_days": 36,
          "commits_30d": "complete",
          "releases_180d": "complete",
          "contributors_90d": "complete"
        },
        "verification": {
          "schema_version": "git-top.verification.v1",
          "overall_status": "partial",
          "observed_at": "2026-09-16T07:00:59.518Z",
          "signals": {
            "activity": {
              "status": "observed",
              "source": "github_metadata",
              "evidence": [
                "project.pushed_at",
                "metrics.recent_push_days"
              ]
            },
            "license": {
              "status": "unknown",
              "source": "github_metadata",
              "evidence": [
                "project.license is null"
              ]
            },
            "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": 2,
            "inferred": 1,
            "not_run": 2,
            "unknown": 1
          },
          "next_steps": [
            "Run an installation/build probe before production adoption.",
            "Run a dependency and security scan before treating the score as a trust claim.",
            "Fill missing GitHub metadata and re-sync the project."
          ]
        },
        "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",
          "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": "2026-09-16T07:00:59.518Z"
      },
      "caveats": [
        "edge-only Cloudflare Workers deployment without adaptation",
        "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": "2026-09-16T07:00:59.518Z"
    },
    {
      "project_id": "KochC/opencode-llm-proxy",
      "repo": "KochC/opencode-llm-proxy",
      "name": "opencode-llm-proxy",
      "github_url": "https://github.com/KochC/opencode-llm-proxy",
      "homepage_url": "https://www.npmjs.com/package/opencode-llm-proxy",
      "language": "JavaScript",
      "license": "MIT",
      "project_kind": "project",
      "category": [
        "mcp_server"
      ],
      "tags": [
        "ai-gateway",
        "anthropic",
        "coding-agent",
        "function-calling",
        "gemini",
        "github-copilot",
        "langchain",
        "llm-proxy",
        "mcp",
        "model-router",
        "n8n",
        "ollama",
        "open-webui",
        "openai",
        "openai-compatible",
        "opencode",
        "opencode-plugin",
        "parallel-tool-calls",
        "responses-api",
        "tool-calling"
      ],
      "description": "Local OpenCode-backed LLM gateway for OpenAI, Anthropic, Gemini, and Responses API-compatible tools, with streaming and tool/function calling.",
      "overview": "Use KochC/opencode-llm-proxy when the user needs a mcp server project with docker, library-only, local deployment options.",
      "alternatives": [
        {
          "repo": "headroomlabs-ai/headroom",
          "reason": "Same mcp server intent with coding_agent, mcp, llm_gateway overlap."
        },
        {
          "repo": "BerriAI/litellm",
          "reason": "Same mcp server intent with mcp, llm_gateway overlap."
        },
        {
          "repo": "can1357/oh-my-pi",
          "reason": "Same mcp server intent with coding_agent, mcp overlap."
        }
      ],
      "related": [],
      "dependencies": [
        "MCP",
        "LLM provider"
      ],
      "deployments": [
        "docker",
        "library_only",
        "local",
        "cloud"
      ],
      "difficulty": "beginner",
      "cloudflare_ready": false,
      "use_cases": [
        "connect agents to tools",
        "expose APIs through MCP",
        "bootstrap MCP integrations"
      ],
      "not_good_for": [
        "edge-only Cloudflare Workers deployment without adaptation",
        "users expecting a complete hosted product"
      ],
      "classification": {
        "category": {
          "confidence": "medium",
          "evidence": [
            "Matched \"mcp\" in metadata."
          ]
        },
        "deployment": {
          "confidence": "high",
          "evidence": [
            "Matched \"npm install\" in repository content.",
            "Local usage is assumed for open source repositories unless contradicted."
          ]
        },
        "difficulty": {
          "confidence": "medium",
          "evidence": [
            "Repository has under 10k stars, so complexity is treated conservatively."
          ]
        },
        "cloudflare_ready": {
          "confidence": "high",
          "evidence": [
            "Runtime blocker: python.",
            "No Cloudflare deployment signal detected.",
            "No wrangler.toml found in inspected repository files."
          ]
        }
      },
      "quality_signals": {
        "stars": 64,
        "recent_commits": 2,
        "contributors": 4,
        "issue_response_time_hours": null,
        "release_frequency_180d": 12
      },
      "quality_signal_confidence": {
        "stars_30d_delta": "snapshot",
        "stars30d_window_days": 34,
        "commits_30d": "complete",
        "releases_180d": "complete",
        "contributors_90d": "complete"
      },
      "quality_score": 20,
      "agent_score": 62,
      "score": 75,
      "agent_score_breakdown": {
        "documentation": 90,
        "maintenance": 41,
        "deployment": 90,
        "popularity": 36,
        "community": 49
      },
      "git_top_score": 75,
      "git_top_score_breakdown": {
        "community": 72,
        "maintenance": 41,
        "documentation": 92,
        "stability": 100,
        "adoption": 52,
        "agent_readability": 100
      },
      "verification": {
        "schema_version": "git-top.verification.v1",
        "overall_status": "partial",
        "observed_at": "2026-09-14T13:00:58.413Z",
        "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_run",
            "source": "git_top_runtime",
            "evidence": [
              "MCP liveness and tool-call probe is not enabled"
            ]
          }
        },
        "coverage": {
          "observed": 3,
          "inferred": 1,
          "not_run": 3,
          "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.",
          "Run MCP initialize, tools/list, first-call, and error probes before relying on this server."
        ]
      },
      "summary": {
        "tl_dr": "Use KochC/opencode-llm-proxy when the user needs a mcp server project with docker, library-only, local deployment options.",
        "purpose": "Use KochC/opencode-llm-proxy when the user needs a mcp server project with docker, library-only, local deployment options.",
        "install": "Run with Docker using the repository's container instructions.",
        "inputs": [
          "tool definitions",
          "resource config",
          "transport settings"
        ],
        "outputs": [
          "MCP tools",
          "JSON-RPC responses",
          "server capabilities"
        ],
        "good_for": [
          "connect agents to tools",
          "expose APIs through MCP",
          "bootstrap MCP integrations",
          "agent tool exposure",
          "MCP integrations",
          "tool servers"
        ],
        "not_good_for": [
          "edge-only Cloudflare Workers deployment without adaptation",
          "users expecting a complete hosted product",
          "front-end apps",
          "non-tooling backends"
        ],
        "deployment": [
          "docker",
          "library_only",
          "local",
          "cloud"
        ],
        "alternatives": [
          {
            "repo": "headroomlabs-ai/headroom",
            "reason": "Same mcp server intent with coding_agent, mcp, llm_gateway overlap."
          },
          {
            "repo": "BerriAI/litellm",
            "reason": "Same mcp server intent with mcp, llm_gateway overlap."
          },
          {
            "repo": "can1357/oh-my-pi",
            "reason": "Same mcp server intent with coding_agent, mcp overlap."
          }
        ]
      },
      "evidence": {
        "classification": {
          "category": {
            "confidence": "medium",
            "evidence": [
              "Matched \"mcp\" in metadata."
            ]
          },
          "deployment": {
            "confidence": "high",
            "evidence": [
              "Matched \"npm install\" in repository content.",
              "Local usage is assumed for open source repositories unless contradicted."
            ]
          },
          "difficulty": {
            "confidence": "medium",
            "evidence": [
              "Repository has under 10k stars, so complexity is treated conservatively."
            ]
          },
          "cloudflare_ready": {
            "confidence": "high",
            "evidence": [
              "Runtime blocker: python.",
              "No Cloudflare deployment signal detected.",
              "No wrangler.toml found in inspected repository files."
            ]
          }
        },
        "quality_signal_confidence": {
          "stars_30d_delta": "snapshot",
          "stars30d_window_days": 34,
          "commits_30d": "complete",
          "releases_180d": "complete",
          "contributors_90d": "complete"
        },
        "verification": {
          "schema_version": "git-top.verification.v1",
          "overall_status": "partial",
          "observed_at": "2026-09-14T13:00:58.413Z",
          "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_run",
              "source": "git_top_runtime",
              "evidence": [
                "MCP liveness and tool-call probe is not enabled"
              ]
            }
          },
          "coverage": {
            "observed": 3,
            "inferred": 1,
            "not_run": 3,
            "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.",
            "Run MCP initialize, tools/list, first-call, and error probes before relying on this server."
          ]
        },
        "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",
          "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": "2026-09-14T13:00:58.413Z"
      },
      "caveats": [
        "edge-only Cloudflare Workers deployment without adaptation",
        "users expecting a complete hosted product",
        "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": "2026-09-14T13:00:58.413Z"
    },
    {
      "project_id": "openai/openai-openapi",
      "repo": "openai/openai-openapi",
      "name": "openai-openapi",
      "github_url": "https://github.com/openai/openai-openapi",
      "homepage_url": "https://platform.openai.com/docs/api-reference/introduction",
      "language": null,
      "license": "MIT",
      "project_kind": "project",
      "category": [
        "llm_gateway"
      ],
      "tags": [
        "openai",
        "openai-api"
      ],
      "description": "OpenAPI specification for the OpenAI API",
      "overview": "Use openai/openai-openapi when the user needs a llm gateway project with local, cloud deployment options.",
      "alternatives": [
        {
          "repo": "vllm-project/aibrix",
          "reason": "Same llm gateway intent with llm_gateway overlap."
        },
        {
          "repo": "Hal0ai/hal0",
          "reason": "Same llm gateway intent with llm_gateway overlap."
        },
        {
          "repo": "andreimerfu/pllm",
          "reason": "Same llm gateway intent with llm_gateway overlap."
        }
      ],
      "related": [],
      "dependencies": [
        "LLM provider"
      ],
      "deployments": [
        "local",
        "cloud"
      ],
      "difficulty": "beginner",
      "cloudflare_ready": false,
      "use_cases": [
        "route LLM requests",
        "standardize model provider access",
        "add gateway-level controls"
      ],
      "not_good_for": [
        "edge-only Cloudflare Workers deployment without adaptation"
      ],
      "classification": {
        "category": {
          "confidence": "high",
          "evidence": [
            "Manual quality burn-down override for openai/openai-openapi."
          ]
        },
        "deployment": {
          "confidence": "medium",
          "evidence": [
            "Local usage is assumed for open source repositories unless contradicted."
          ]
        },
        "difficulty": {
          "confidence": "medium",
          "evidence": [
            "Repository has under 10k stars, so complexity is treated conservatively."
          ]
        },
        "cloudflare_ready": {
          "confidence": "high",
          "evidence": [
            "Runtime blocker: python.",
            "No Cloudflare deployment signal detected.",
            "No wrangler.toml found in inspected repository files."
          ]
        }
      },
      "quality_signals": {
        "stars": 2519,
        "recent_commits": 62,
        "contributors": 41,
        "issue_response_time_hours": null,
        "release_frequency_180d": 0
      },
      "quality_signal_confidence": {
        "stars_30d_delta": "snapshot",
        "stars30d_window_days": 30,
        "commits_30d": "complete",
        "releases_180d": "complete",
        "contributors_90d": "complete"
      },
      "quality_score": 19,
      "agent_score": 68,
      "score": 81,
      "agent_score_breakdown": {
        "documentation": 90,
        "maintenance": 36,
        "deployment": 70,
        "popularity": 68,
        "community": 86
      },
      "git_top_score": 81,
      "git_top_score_breakdown": {
        "community": 100,
        "maintenance": 44,
        "documentation": 84,
        "stability": 70,
        "adoption": 100,
        "agent_readability": 100
      },
      "verification": {
        "schema_version": "git-top.verification.v1",
        "overall_status": "partial",
        "observed_at": "2026-09-19T05:30:56.638Z",
        "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 openai/openai-openapi when the user needs a llm gateway project with local, cloud deployment options.",
        "purpose": "Use openai/openai-openapi when the user needs a llm gateway project with local, cloud deployment options.",
        "install": "Use the gateway deployment instructions in the repository README.",
        "inputs": [
          "model requests",
          "routing config",
          "provider credentials"
        ],
        "outputs": [
          "proxied completions",
          "routed responses",
          "usage metrics"
        ],
        "good_for": [
          "route LLM requests",
          "standardize model provider access",
          "add gateway-level controls",
          "model routing",
          "provider abstraction",
          "LLM proxying"
        ],
        "not_good_for": [
          "edge-only Cloudflare Workers deployment without adaptation",
          "local-only inference",
          "non-LLM services"
        ],
        "deployment": [
          "local",
          "cloud"
        ],
        "alternatives": [
          {
            "repo": "vllm-project/aibrix",
            "reason": "Same llm gateway intent with llm_gateway overlap."
          },
          {
            "repo": "Hal0ai/hal0",
            "reason": "Same llm gateway intent with llm_gateway overlap."
          },
          {
            "repo": "andreimerfu/pllm",
            "reason": "Same llm gateway intent with llm_gateway overlap."
          }
        ]
      },
      "evidence": {
        "classification": {
          "category": {
            "confidence": "high",
            "evidence": [
              "Manual quality burn-down override for openai/openai-openapi."
            ]
          },
          "deployment": {
            "confidence": "medium",
            "evidence": [
              "Local usage is assumed for open source repositories unless contradicted."
            ]
          },
          "difficulty": {
            "confidence": "medium",
            "evidence": [
              "Repository has under 10k stars, so complexity is treated conservatively."
            ]
          },
          "cloudflare_ready": {
            "confidence": "high",
            "evidence": [
              "Runtime blocker: python.",
              "No Cloudflare deployment signal detected.",
              "No wrangler.toml found in inspected repository files."
            ]
          }
        },
        "quality_signal_confidence": {
          "stars_30d_delta": "snapshot",
          "stars30d_window_days": 30,
          "commits_30d": "complete",
          "releases_180d": "complete",
          "contributors_90d": "complete"
        },
        "verification": {
          "schema_version": "git-top.verification.v1",
          "overall_status": "partial",
          "observed_at": "2026-09-19T05:30:56.638Z",
          "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",
          "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": "2026-09-19T05:30:56.638Z"
      },
      "caveats": [
        "edge-only Cloudflare Workers deployment without adaptation",
        "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": "2026-09-19T05:30:56.638Z"
    },
    {
      "project_id": "Inebrio/Routerly",
      "repo": "Inebrio/Routerly",
      "name": "Routerly",
      "github_url": "https://github.com/Inebrio/Routerly",
      "homepage_url": "https://www.routerly.ai/",
      "language": "TypeScript",
      "license": "AGPL-3.0",
      "project_kind": "project",
      "category": [
        "rag_framework"
      ],
      "tags": [
        "ai-gateway",
        "ai-router",
        "anthropic",
        "budget-enforcement",
        "cost-tracking",
        "llm-gateway",
        "llm-proxy",
        "llm-routing",
        "multi-tenant",
        "openai-proxy",
        "self-hosted"
      ],
      "description": "Self-hosted LLM gateway that routes requests across AI providers (OpenAI, Anthropic, Gemini, Mistral, Ollama) using intelligent multi-policy scoring — including an LLM-native routing policy. Drop-in compatible: just swap the base URL. No database required, built-in cost tracking, budget enforcement and multi-tenant isolation.",
      "overview": "Use Inebrio/Routerly when the user needs a rag framework project with docker, local, cloud deployment options.",
      "alternatives": [
        {
          "repo": "QuantumNous/new-api",
          "reason": "Same rag framework intent with rag, llm_gateway overlap."
        },
        {
          "repo": "mozilla-ai/otari",
          "reason": "Same rag framework intent with rag, llm_gateway overlap."
        },
        {
          "repo": "izzoa/polyrouter",
          "reason": "Same rag framework intent with rag, llm_gateway overlap."
        }
      ],
      "related": [],
      "dependencies": [
        "Vector database",
        "LLM provider"
      ],
      "deployments": [
        "docker",
        "local",
        "cloud"
      ],
      "difficulty": "beginner",
      "cloudflare_ready": false,
      "use_cases": [
        "build RAG applications",
        "connect private data to LLMs",
        "index documents for retrieval"
      ],
      "not_good_for": [
        "edge-only Cloudflare Workers deployment without adaptation"
      ],
      "classification": {
        "category": {
          "confidence": "medium",
          "evidence": [
            "Matched \"rag\" 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.",
            "No Cloudflare deployment signal detected.",
            "No wrangler.toml found in inspected repository files."
          ]
        }
      },
      "quality_signals": {
        "stars": 93,
        "recent_commits": 0,
        "contributors": 3,
        "issue_response_time_hours": null,
        "release_frequency_180d": 9
      },
      "quality_signal_confidence": {
        "stars_30d_delta": "snapshot",
        "stars30d_window_days": 34,
        "commits_30d": "complete",
        "releases_180d": "complete",
        "contributors_90d": "complete"
      },
      "quality_score": 16,
      "agent_score": 57,
      "score": 72,
      "agent_score_breakdown": {
        "documentation": 90,
        "maintenance": 26,
        "deployment": 80,
        "popularity": 39,
        "community": 48
      },
      "git_top_score": 72,
      "git_top_score_breakdown": {
        "community": 71,
        "maintenance": 30,
        "documentation": 84,
        "stability": 100,
        "adoption": 55,
        "agent_readability": 100
      },
      "verification": {
        "schema_version": "git-top.verification.v1",
        "overall_status": "partial",
        "observed_at": "2026-09-14T07:00:57.052Z",
        "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 Inebrio/Routerly when the user needs a rag framework project with docker, local, cloud deployment options.",
        "purpose": "Use Inebrio/Routerly when the user needs a rag framework project with docker, local, cloud deployment options.",
        "install": "Run with Docker using the repository's container instructions.",
        "inputs": [
          "documents",
          "queries",
          "embedding store"
        ],
        "outputs": [
          "retrieval results",
          "grounded answers",
          "indexes"
        ],
        "good_for": [
          "build RAG applications",
          "connect private data to LLMs",
          "index documents for retrieval",
          "retrieval augmented generation",
          "document search",
          "knowledge grounding"
        ],
        "not_good_for": [
          "edge-only Cloudflare Workers deployment without adaptation",
          "simple prompt apps",
          "tasks without external knowledge"
        ],
        "deployment": [
          "docker",
          "local",
          "cloud"
        ],
        "alternatives": [
          {
            "repo": "QuantumNous/new-api",
            "reason": "Same rag framework intent with rag, llm_gateway overlap."
          },
          {
            "repo": "mozilla-ai/otari",
            "reason": "Same rag framework intent with rag, llm_gateway overlap."
          },
          {
            "repo": "izzoa/polyrouter",
            "reason": "Same rag framework intent with rag, llm_gateway overlap."
          }
        ]
      },
      "evidence": {
        "classification": {
          "category": {
            "confidence": "medium",
            "evidence": [
              "Matched \"rag\" 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.",
              "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": "complete",
          "releases_180d": "complete",
          "contributors_90d": "complete"
        },
        "verification": {
          "schema_version": "git-top.verification.v1",
          "overall_status": "partial",
          "observed_at": "2026-09-14T07:00:57.052Z",
          "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",
          "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": "2026-09-14T07:00:57.052Z"
      },
      "caveats": [
        "edge-only Cloudflare Workers deployment without adaptation",
        "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": "2026-09-14T07:00:57.052Z"
    },
    {
      "project_id": "Mirrowel/LLM-API-Key-Proxy",
      "repo": "Mirrowel/LLM-API-Key-Proxy",
      "name": "LLM-API-Key-Proxy",
      "github_url": "https://github.com/Mirrowel/LLM-API-Key-Proxy",
      "homepage_url": null,
      "language": "Python",
      "license": "NOASSERTION",
      "project_kind": "project",
      "category": [
        "coding_agent"
      ],
      "tags": [
        "api-key",
        "gemini-api",
        "large-language-model",
        "large-language-models",
        "llm"
      ],
      "description": "Universal LLM Gateway: One API, every LLM. OpenAI/Anthropic-compatible endpoints with multi-provider translation and intelligent load-balancing.",
      "overview": "Use Mirrowel/LLM-API-Key-Proxy when the user needs a coding agent project with docker, library-only, local deployment options.",
      "alternatives": [
        {
          "repo": "OpenHands/OpenHands",
          "reason": "Same coding agent intent with coding_agent, workflow overlap."
        },
        {
          "repo": "sgl-project/sglang",
          "reason": "Same coding agent intent with coding_agent, workflow overlap."
        },
        {
          "repo": "kittors/CliRelay",
          "reason": "Same coding agent intent with coding_agent, llm_gateway, workflow overlap."
        }
      ],
      "related": [],
      "dependencies": [
        "LLM provider"
      ],
      "deployments": [
        "docker",
        "library_only",
        "local",
        "cloud"
      ],
      "difficulty": "beginner",
      "cloudflare_ready": false,
      "use_cases": [
        "build AI coding assistants",
        "automate developer workflows",
        "integrate codebase-aware agents"
      ],
      "not_good_for": [
        "edge-only Cloudflare Workers deployment without adaptation",
        "users expecting a complete hosted product"
      ],
      "classification": {
        "category": {
          "confidence": "medium",
          "evidence": [
            "Matched \"ide\" in metadata."
          ]
        },
        "deployment": {
          "confidence": "high",
          "evidence": [
            "Found Docker configuration file.",
            "Matched \"pip install\" in repository content.",
            "Matched \"library\" in repository content.",
            "Local usage is assumed for open source repositories unless contradicted."
          ]
        },
        "difficulty": {
          "confidence": "medium",
          "evidence": [
            "Repository has under 10k stars, so complexity is treated conservatively."
          ]
        },
        "cloudflare_ready": {
          "confidence": "high",
          "evidence": [
            "Runtime blocker: python.",
            "No Cloudflare deployment signal detected.",
            "No wrangler.toml found in inspected repository files."
          ]
        }
      },
      "quality_signals": {
        "stars": 550,
        "recent_commits": 40,
        "contributors": 7,
        "issue_response_time_hours": null,
        "release_frequency_180d": 4
      },
      "quality_signal_confidence": {
        "stars_30d_delta": "snapshot",
        "stars30d_window_days": 34,
        "commits_30d": "complete",
        "releases_180d": "complete",
        "contributors_90d": "complete"
      },
      "quality_score": 15,
      "agent_score": 63,
      "score": 84,
      "agent_score_breakdown": {
        "documentation": 90,
        "maintenance": 31,
        "deployment": 90,
        "popularity": 55,
        "community": 52
      },
      "git_top_score": 84,
      "git_top_score_breakdown": {
        "community": 90,
        "maintenance": 49,
        "documentation": 92,
        "stability": 100,
        "adoption": 80,
        "agent_readability": 100
      },
      "verification": {
        "schema_version": "git-top.verification.v1",
        "overall_status": "partial",
        "observed_at": "2026-09-14T13:30:53.239Z",
        "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 Mirrowel/LLM-API-Key-Proxy when the user needs a coding agent project with docker, library-only, local deployment options.",
        "purpose": "Use Mirrowel/LLM-API-Key-Proxy when the user needs a coding agent project with docker, library-only, local deployment options.",
        "install": "Run with Docker using the repository's container instructions.",
        "inputs": [
          "coding task",
          "repo context",
          "tool permissions"
        ],
        "outputs": [
          "code changes",
          "patches",
          "developer assistant actions"
        ],
        "good_for": [
          "build AI coding assistants",
          "automate developer workflows",
          "integrate codebase-aware agents",
          "software engineering tasks",
          "code editing",
          "repo automation"
        ],
        "not_good_for": [
          "edge-only Cloudflare Workers deployment without adaptation",
          "users expecting a complete hosted product",
          "static documentation sites",
          "non-code workflows"
        ],
        "deployment": [
          "docker",
          "library_only",
          "local",
          "cloud"
        ],
        "alternatives": [
          {
            "repo": "OpenHands/OpenHands",
            "reason": "Same coding agent intent with coding_agent, workflow overlap."
          },
          {
            "repo": "sgl-project/sglang",
            "reason": "Same coding agent intent with coding_agent, workflow overlap."
          },
          {
            "repo": "kittors/CliRelay",
            "reason": "Same coding agent intent with coding_agent, llm_gateway, workflow overlap."
          }
        ]
      },
      "evidence": {
        "classification": {
          "category": {
            "confidence": "medium",
            "evidence": [
              "Matched \"ide\" in metadata."
            ]
          },
          "deployment": {
            "confidence": "high",
            "evidence": [
              "Found Docker configuration file.",
              "Matched \"pip install\" in repository content.",
              "Matched \"library\" in repository content.",
              "Local usage is assumed for open source repositories unless contradicted."
            ]
          },
          "difficulty": {
            "confidence": "medium",
            "evidence": [
              "Repository has under 10k stars, so complexity is treated conservatively."
            ]
          },
          "cloudflare_ready": {
            "confidence": "high",
            "evidence": [
              "Runtime blocker: python.",
              "No Cloudflare deployment signal detected.",
              "No wrangler.toml found in inspected repository files."
            ]
          }
        },
        "quality_signal_confidence": {
          "stars_30d_delta": "snapshot",
          "stars30d_window_days": 34,
          "commits_30d": "complete",
          "releases_180d": "complete",
          "contributors_90d": "complete"
        },
        "verification": {
          "schema_version": "git-top.verification.v1",
          "overall_status": "partial",
          "observed_at": "2026-09-14T13:30:53.239Z",
          "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",
          "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": "2026-09-14T13:30:53.239Z"
      },
      "caveats": [
        "edge-only Cloudflare Workers deployment without adaptation",
        "users expecting a complete hosted product",
        "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": "2026-09-14T13:30:53.239Z"
    },
    {
      "project_id": "traceloop/hub",
      "repo": "traceloop/hub",
      "name": "hub",
      "github_url": "https://github.com/traceloop/hub",
      "homepage_url": "https://www.traceloop.com/docs/hub",
      "language": "Rust",
      "license": "Apache-2.0",
      "project_kind": "project",
      "category": [
        "ai_observability"
      ],
      "tags": [
        "artificial-intelligence",
        "datascience",
        "generative-ai",
        "llm",
        "llmops",
        "ml",
        "model-monitoring",
        "observability",
        "open-source",
        "opentelemetry",
        "rust"
      ],
      "description": "High-scale LLM gateway, written in Rust. OpenTelemetry-based observability included",
      "overview": "Use traceloop/hub when the user needs an ai observability project with docker, kubernetes, library-only deployment options.",
      "alternatives": [
        {
          "repo": "jaegertracing/jaeger",
          "reason": "Same ai observability intent with observability overlap."
        },
        {
          "repo": "traceloop/openllmetry",
          "reason": "Same ai observability intent with observability overlap."
        },
        {
          "repo": "olemeyer/rocketplaneIO",
          "reason": "Same ai observability intent with observability overlap."
        }
      ],
      "related": [],
      "dependencies": [
        "LLM provider"
      ],
      "deployments": [
        "docker",
        "kubernetes",
        "library_only",
        "local",
        "cloud"
      ],
      "difficulty": "beginner",
      "cloudflare_ready": false,
      "use_cases": [
        "trace LLM applications",
        "monitor agent behavior",
        "debug production AI systems"
      ],
      "not_good_for": [
        "edge-only Cloudflare Workers deployment without adaptation",
        "users expecting a complete hosted product"
      ],
      "classification": {
        "category": {
          "confidence": "high",
          "evidence": [
            "Matched \"observability\" in metadata.",
            "Matched \"trace\" in metadata.",
            "Matched \"monitoring\" in metadata."
          ]
        },
        "deployment": {
          "confidence": "high",
          "evidence": [
            "Found Docker configuration file.",
            "Matched \"kubernetes\" in repository content.",
            "Matched \"helm chart\" in repository content.",
            "Matched \"library\" in repository content.",
            "Local usage is assumed for open source repositories unless contradicted."
          ]
        },
        "difficulty": {
          "confidence": "medium",
          "evidence": [
            "Repository has under 10k stars, so complexity is treated conservatively."
          ]
        },
        "cloudflare_ready": {
          "confidence": "high",
          "evidence": [
            "Runtime blocker: postgres.",
            "No Cloudflare deployment signal detected.",
            "No wrangler.toml found in inspected repository files."
          ]
        }
      },
      "quality_signals": {
        "stars": 228,
        "recent_commits": 0,
        "contributors": 15,
        "issue_response_time_hours": null,
        "release_frequency_180d": 5
      },
      "quality_signal_confidence": {
        "stars_30d_delta": "snapshot",
        "stars30d_window_days": 33,
        "commits_30d": "complete",
        "releases_180d": "complete",
        "contributors_90d": "complete"
      },
      "quality_score": 13,
      "agent_score": 63,
      "score": 76,
      "agent_score_breakdown": {
        "documentation": 90,
        "maintenance": 20,
        "deployment": 100,
        "popularity": 47,
        "community": 60
      },
      "git_top_score": 76,
      "git_top_score_breakdown": {
        "community": 100,
        "maintenance": 23,
        "documentation": 92,
        "stability": 85,
        "adoption": 67,
        "agent_readability": 100
      },
      "verification": {
        "schema_version": "git-top.verification.v1",
        "overall_status": "partial",
        "observed_at": "2026-09-19T17:00:42.565Z",
        "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 traceloop/hub when the user needs an ai observability project with docker, kubernetes, library-only deployment options.",
        "purpose": "Use traceloop/hub when the user needs an ai observability project with docker, kubernetes, library-only deployment options.",
        "install": "Run with Docker using the repository's container instructions.",
        "inputs": [
          "traces",
          "events",
          "metrics"
        ],
        "outputs": [
          "dashboards",
          "alerts",
          "trace views"
        ],
        "good_for": [
          "trace LLM applications",
          "monitor agent behavior",
          "debug production AI systems",
          "monitoring AI systems",
          "debugging agent behavior",
          "instrumentation"
        ],
        "not_good_for": [
          "edge-only Cloudflare Workers deployment without adaptation",
          "users expecting a complete hosted product",
          "model serving by itself",
          "UI-only projects"
        ],
        "deployment": [
          "docker",
          "kubernetes",
          "library_only",
          "local",
          "cloud"
        ],
        "alternatives": [
          {
            "repo": "jaegertracing/jaeger",
            "reason": "Same ai observability intent with observability overlap."
          },
          {
            "repo": "traceloop/openllmetry",
            "reason": "Same ai observability intent with observability overlap."
          },
          {
            "repo": "olemeyer/rocketplaneIO",
            "reason": "Same ai observability intent with observability overlap."
          }
        ]
      },
      "evidence": {
        "classification": {
          "category": {
            "confidence": "high",
            "evidence": [
              "Matched \"observability\" in metadata.",
              "Matched \"trace\" in metadata.",
              "Matched \"monitoring\" in metadata."
            ]
          },
          "deployment": {
            "confidence": "high",
            "evidence": [
              "Found Docker configuration file.",
              "Matched \"kubernetes\" in repository content.",
              "Matched \"helm chart\" in repository content.",
              "Matched \"library\" in repository content.",
              "Local usage is assumed for open source repositories unless contradicted."
            ]
          },
          "difficulty": {
            "confidence": "medium",
            "evidence": [
              "Repository has under 10k stars, so complexity is treated conservatively."
            ]
          },
          "cloudflare_ready": {
            "confidence": "high",
            "evidence": [
              "Runtime blocker: postgres.",
              "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": "complete"
        },
        "verification": {
          "schema_version": "git-top.verification.v1",
          "overall_status": "partial",
          "observed_at": "2026-09-19T17:00:42.565Z",
          "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",
          "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": "2026-09-19T17:00:42.565Z"
      },
      "caveats": [
        "edge-only Cloudflare Workers deployment without adaptation",
        "users expecting a complete hosted product",
        "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": "2026-09-19T17:00:42.565Z"
    },
    {
      "project_id": "Devansh-365/freellm",
      "repo": "Devansh-365/freellm",
      "name": "freellm",
      "github_url": "https://github.com/Devansh-365/freellm",
      "homepage_url": "https://freellms.vercel.app",
      "language": "TypeScript",
      "license": "MIT",
      "project_kind": "project",
      "category": [
        "llm_gateway"
      ],
      "tags": [
        "api-gateway",
        "cerebras",
        "circuit-breaker",
        "free-api",
        "gemini",
        "groq",
        "llm",
        "llm-gateway",
        "mistral",
        "nvidia",
        "ollama",
        "openai-api",
        "openai-compatible",
        "rate-limiting"
      ],
      "description": " OpenAI-compatible gateway aggregating 8 free LLM providers with automatic failover, circuit breakers, and smart routing. 32+ models, zero cost.",
      "overview": "Use Devansh-365/freellm when the user needs a llm gateway project with docker, cloudflare, serverless deployment options.",
      "alternatives": [
        {
          "repo": "off-grid-ai/OGAD",
          "reason": "Same llm gateway intent with llm_gateway overlap."
        },
        {
          "repo": "Hal0ai/hal0",
          "reason": "Same llm gateway intent with llm_gateway overlap."
        },
        {
          "repo": "frieser/antigravity-proxy",
          "reason": "Same llm gateway intent with llm_gateway overlap."
        }
      ],
      "related": [],
      "dependencies": [
        "Cloudflare Workers",
        "LLM provider"
      ],
      "deployments": [
        "docker",
        "cloudflare",
        "serverless",
        "vercel",
        "library_only",
        "local"
      ],
      "difficulty": "beginner",
      "cloudflare_ready": false,
      "use_cases": [
        "route LLM requests",
        "standardize model provider access",
        "add gateway-level controls"
      ],
      "not_good_for": [
        "edge-only Cloudflare Workers deployment without adaptation",
        "users expecting a complete hosted product"
      ],
      "classification": {
        "category": {
          "confidence": "medium",
          "evidence": [
            "Matched \"gateway\" in metadata."
          ]
        },
        "deployment": {
          "confidence": "high",
          "evidence": [
            "Found Docker configuration file.",
            "Matched \"cloudflare workers\" in repository content.",
            "Matched \"vercel\" in repository content.",
            "Matched \"serverless\" in repository content.",
            "Matched \"npm install\" in repository content.",
            "Local usage is assumed for open source repositories unless contradicted."
          ]
        },
        "difficulty": {
          "confidence": "medium",
          "evidence": [
            "Cloudflare deployment path suggests a guided serverless setup."
          ]
        },
        "cloudflare_ready": {
          "confidence": "high",
          "evidence": [
            "Cloudflare signal: cloudflare workers.",
            "Runtime blocker: python."
          ]
        }
      },
      "quality_signals": {
        "stars": 62,
        "recent_commits": 0,
        "contributors": 1,
        "issue_response_time_hours": null,
        "release_frequency_180d": 7
      },
      "quality_signal_confidence": {
        "stars_30d_delta": "snapshot",
        "stars30d_window_days": 36,
        "commits_30d": "complete",
        "releases_180d": "complete",
        "contributors_90d": "complete"
      },
      "quality_score": 13,
      "agent_score": 59,
      "score": 68,
      "agent_score_breakdown": {
        "documentation": 90,
        "maintenance": 21,
        "deployment": 100,
        "popularity": 36,
        "community": 46
      },
      "git_top_score": 68,
      "git_top_score_breakdown": {
        "community": 63,
        "maintenance": 26,
        "documentation": 92,
        "stability": 85,
        "adoption": 50,
        "agent_readability": 100
      },
      "verification": {
        "schema_version": "git-top.verification.v1",
        "overall_status": "partial",
        "observed_at": "2026-09-16T03:30:52.080Z",
        "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 Devansh-365/freellm when the user needs a llm gateway project with docker, cloudflare, serverless deployment options.",
        "purpose": "Use Devansh-365/freellm when the user needs a llm gateway project with docker, cloudflare, serverless deployment options.",
        "install": "Deploy on Cloudflare Workers using the repository's deployment instructions.",
        "inputs": [
          "model requests",
          "routing config",
          "provider credentials"
        ],
        "outputs": [
          "proxied completions",
          "routed responses",
          "usage metrics"
        ],
        "good_for": [
          "route LLM requests",
          "standardize model provider access",
          "add gateway-level controls",
          "model routing",
          "provider abstraction",
          "LLM proxying"
        ],
        "not_good_for": [
          "edge-only Cloudflare Workers deployment without adaptation",
          "users expecting a complete hosted product",
          "local-only inference",
          "non-LLM services"
        ],
        "deployment": [
          "docker",
          "cloudflare",
          "serverless",
          "vercel",
          "library_only",
          "local"
        ],
        "alternatives": [
          {
            "repo": "off-grid-ai/OGAD",
            "reason": "Same llm gateway intent with llm_gateway overlap."
          },
          {
            "repo": "Hal0ai/hal0",
            "reason": "Same llm gateway intent with llm_gateway overlap."
          },
          {
            "repo": "frieser/antigravity-proxy",
            "reason": "Same llm gateway intent with llm_gateway overlap."
          }
        ]
      },
      "evidence": {
        "classification": {
          "category": {
            "confidence": "medium",
            "evidence": [
              "Matched \"gateway\" in metadata."
            ]
          },
          "deployment": {
            "confidence": "high",
            "evidence": [
              "Found Docker configuration file.",
              "Matched \"cloudflare workers\" in repository content.",
              "Matched \"vercel\" in repository content.",
              "Matched \"serverless\" in repository content.",
              "Matched \"npm install\" in repository content.",
              "Local usage is assumed for open source repositories unless contradicted."
            ]
          },
          "difficulty": {
            "confidence": "medium",
            "evidence": [
              "Cloudflare deployment path suggests a guided serverless setup."
            ]
          },
          "cloudflare_ready": {
            "confidence": "high",
            "evidence": [
              "Cloudflare signal: cloudflare workers.",
              "Runtime blocker: python."
            ]
          }
        },
        "quality_signal_confidence": {
          "stars_30d_delta": "snapshot",
          "stars30d_window_days": 36,
          "commits_30d": "complete",
          "releases_180d": "complete",
          "contributors_90d": "complete"
        },
        "verification": {
          "schema_version": "git-top.verification.v1",
          "overall_status": "partial",
          "observed_at": "2026-09-16T03:30:52.080Z",
          "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",
          "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": "2026-09-16T03:30:52.080Z"
      },
      "caveats": [
        "edge-only Cloudflare Workers deployment without adaptation",
        "users expecting a complete hosted product",
        "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": "2026-09-16T03:30:52.080Z"
    },
    {
      "project_id": "BuilderIO/ai-shell",
      "repo": "BuilderIO/ai-shell",
      "name": "ai-shell",
      "github_url": "https://github.com/BuilderIO/ai-shell",
      "homepage_url": null,
      "language": "TypeScript",
      "license": "MIT",
      "project_kind": "project",
      "category": [
        "llm_gateway"
      ],
      "tags": [
        "ai"
      ],
      "description": "A CLI that converts natural language to shell commands.",
      "overview": "Use BuilderIO/ai-shell when the user needs a llm gateway project with library-only, local, cloud deployment options.",
      "alternatives": [
        {
          "repo": "off-grid-ai/OGAD",
          "reason": "Same llm gateway intent with llm_gateway overlap."
        },
        {
          "repo": "Devansh-365/freellm",
          "reason": "Same llm gateway intent with llm_gateway overlap."
        },
        {
          "repo": "frieser/antigravity-proxy",
          "reason": "Same llm gateway intent with llm_gateway overlap."
        }
      ],
      "related": [],
      "dependencies": [
        "LLM provider"
      ],
      "deployments": [
        "library_only",
        "local",
        "cloud"
      ],
      "difficulty": "beginner",
      "cloudflare_ready": false,
      "use_cases": [
        "route LLM requests",
        "standardize model provider access",
        "add gateway-level controls"
      ],
      "not_good_for": [
        "edge-only Cloudflare Workers deployment without adaptation",
        "users expecting a complete hosted product"
      ],
      "classification": {
        "category": {
          "confidence": "medium",
          "evidence": [
            "Matched \"proxy\" in repository content."
          ]
        },
        "deployment": {
          "confidence": "high",
          "evidence": [
            "Matched \"npm install\" in repository content.",
            "Local usage is assumed for open source repositories unless contradicted."
          ]
        },
        "difficulty": {
          "confidence": "medium",
          "evidence": [
            "Repository has under 10k stars, so complexity is treated conservatively."
          ]
        },
        "cloudflare_ready": {
          "confidence": "high",
          "evidence": [
            "No Cloudflare deployment signal detected.",
            "No wrangler.toml found in inspected repository files."
          ]
        }
      },
      "quality_signals": {
        "stars": 5295,
        "recent_commits": 0,
        "contributors": 29,
        "issue_response_time_hours": null,
        "release_frequency_180d": 0
      },
      "quality_signal_confidence": {
        "stars_30d_delta": "snapshot",
        "stars30d_window_days": 33,
        "commits_30d": "complete",
        "releases_180d": "complete",
        "contributors_90d": "complete"
      },
      "quality_score": 10,
      "agent_score": 64,
      "score": 72,
      "agent_score_breakdown": {
        "documentation": 90,
        "maintenance": 13,
        "deployment": 80,
        "popularity": 74,
        "community": 74
      },
      "git_top_score": 72,
      "git_top_score_breakdown": {
        "community": 100,
        "maintenance": 9,
        "documentation": 84,
        "stability": 55,
        "adoption": 100,
        "agent_readability": 100
      },
      "verification": {
        "schema_version": "git-top.verification.v1",
        "overall_status": "partial",
        "observed_at": "2026-09-19T13:30:30.228Z",
        "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 BuilderIO/ai-shell when the user needs a llm gateway project with library-only, local, cloud deployment options.",
        "purpose": "Use BuilderIO/ai-shell when the user needs a llm gateway project with library-only, local, cloud deployment options.",
        "install": "Install as a library or package using the repository instructions.",
        "inputs": [
          "model requests",
          "routing config",
          "provider credentials"
        ],
        "outputs": [
          "proxied completions",
          "routed responses",
          "usage metrics"
        ],
        "good_for": [
          "route LLM requests",
          "standardize model provider access",
          "add gateway-level controls",
          "model routing",
          "provider abstraction",
          "LLM proxying"
        ],
        "not_good_for": [
          "edge-only Cloudflare Workers deployment without adaptation",
          "users expecting a complete hosted product",
          "local-only inference",
          "non-LLM services"
        ],
        "deployment": [
          "library_only",
          "local",
          "cloud"
        ],
        "alternatives": [
          {
            "repo": "off-grid-ai/OGAD",
            "reason": "Same llm gateway intent with llm_gateway overlap."
          },
          {
            "repo": "Devansh-365/freellm",
            "reason": "Same llm gateway intent with llm_gateway overlap."
          },
          {
            "repo": "frieser/antigravity-proxy",
            "reason": "Same llm gateway intent with llm_gateway overlap."
          }
        ]
      },
      "evidence": {
        "classification": {
          "category": {
            "confidence": "medium",
            "evidence": [
              "Matched \"proxy\" in repository content."
            ]
          },
          "deployment": {
            "confidence": "high",
            "evidence": [
              "Matched \"npm install\" in repository content.",
              "Local usage is assumed for open source repositories unless contradicted."
            ]
          },
          "difficulty": {
            "confidence": "medium",
            "evidence": [
              "Repository has under 10k stars, so complexity is treated conservatively."
            ]
          },
          "cloudflare_ready": {
            "confidence": "high",
            "evidence": [
              "No Cloudflare deployment signal detected.",
              "No wrangler.toml found in inspected repository files."
            ]
          }
        },
        "quality_signal_confidence": {
          "stars_30d_delta": "snapshot",
          "stars30d_window_days": 33,
          "commits_30d": "complete",
          "releases_180d": "complete",
          "contributors_90d": "complete"
        },
        "verification": {
          "schema_version": "git-top.verification.v1",
          "overall_status": "partial",
          "observed_at": "2026-09-19T13:30:30.228Z",
          "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",
          "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": "2026-09-19T13:30:30.228Z"
      },
      "caveats": [
        "edge-only Cloudflare Workers deployment without adaptation",
        "users expecting a complete hosted product",
        "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": "2026-09-19T13:30:30.228Z"
    },
    {
      "project_id": "Shaivpidadi/FreeRideV3",
      "repo": "Shaivpidadi/FreeRideV3",
      "name": "FreeRideV3",
      "github_url": "https://github.com/Shaivpidadi/FreeRideV3",
      "homepage_url": "https://free-ride.xyz",
      "language": "Python",
      "license": "MIT",
      "project_kind": "project",
      "category": [
        "llm_gateway"
      ],
      "tags": [
        "ai-gateway",
        "claude",
        "claude-code",
        "cli",
        "cloudflare-workers-ai",
        "failover",
        "free-tier",
        "groq",
        "hermes",
        "huggingface",
        "llm",
        "nvidia-nim",
        "openai",
        "openai-compatible",
        "openclaw",
        "openrouter",
        "python"
      ],
      "description": "One free AI endpoint, every free tier behind it. Local OpenAI-compatible gateway routing across OpenRouter, Groq, NVIDIA NIM, Cloudflare Workers AI, and HuggingFace with automatic failover.",
      "overview": "Use Shaivpidadi/FreeRideV3 when the user needs a llm gateway project with cloudflare, serverless, vercel deployment options.",
      "alternatives": [
        {
          "repo": "Hal0ai/hal0",
          "reason": "Same llm gateway intent with llm_gateway overlap."
        },
        {
          "repo": "Devansh-365/freellm",
          "reason": "Same llm gateway intent with llm_gateway overlap."
        },
        {
          "repo": "andreimerfu/pllm",
          "reason": "Same llm gateway intent with llm_gateway overlap."
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      ],
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        "difficulty": {
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          "evidence": [
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        },
        "cloudflare_ready": {
          "confidence": "high",
          "evidence": [
            "Cloudflare signal: cloudflare workers.",
            "Runtime blocker: python."
          ]
        }
      },
      "quality_signals": {
        "stars": 46,
        "recent_commits": 39,
        "contributors": 1,
        "issue_response_time_hours": null,
        "release_frequency_180d": 0
      },
      "quality_signal_confidence": {
        "stars_30d_delta": "snapshot",
        "stars30d_window_days": 36,
        "commits_30d": "complete",
        "releases_180d": "complete",
        "contributors_90d": "complete"
      },
      "quality_score": 9,
      "agent_score": 56,
      "score": 66,
      "agent_score_breakdown": {
        "documentation": 90,
        "maintenance": 21,
        "deployment": 90,
        "popularity": 33,
        "community": 46
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      "git_top_score": 66,
      "git_top_score_breakdown": {
        "community": 62,
        "maintenance": 34,
        "documentation": 92,
        "stability": 70,
        "adoption": 44,
        "agent_readability": 100
      },
      "verification": {
        "schema_version": "git-top.verification.v1",
        "overall_status": "partial",
        "observed_at": "2026-09-16T09:30:55.949Z",
        "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": [
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            "status": "observed",
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          "runtime": {
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              "agent_card.deployment",
              "agent_card.cloudflare_ready"
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            "status": "not_run",
            "source": "git_top_runtime",
            "evidence": [
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          "security": {
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          "Run a dependency and security scan before treating the score as a trust claim."
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      },
      "summary": {
        "tl_dr": "Use Shaivpidadi/FreeRideV3 when the user needs a llm gateway project with cloudflare, serverless, vercel deployment options.",
        "purpose": "Use Shaivpidadi/FreeRideV3 when the user needs a llm gateway project with cloudflare, serverless, vercel deployment options.",
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          "provider credentials"
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          "standardize model provider access",
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          "vercel",
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            "repo": "Hal0ai/hal0",
            "reason": "Same llm gateway intent with llm_gateway overlap."
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              "Matched \"router\" in metadata."
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            "confidence": "high",
            "evidence": [
              "Matched \"cloudflare workers\" in repository content.",
              "Matched \"vercel\" in repository content.",
              "Local usage is assumed for open source repositories unless contradicted."
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          },
          "difficulty": {
            "confidence": "medium",
            "evidence": [
              "Cloudflare deployment path suggests a guided serverless setup."
            ]
          },
          "cloudflare_ready": {
            "confidence": "high",
            "evidence": [
              "Cloudflare signal: cloudflare workers.",
              "Runtime blocker: python."
            ]
          }
        },
        "quality_signal_confidence": {
          "stars_30d_delta": "snapshot",
          "stars30d_window_days": 36,
          "commits_30d": "complete",
          "releases_180d": "complete",
          "contributors_90d": "complete"
        },
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          "schema_version": "git-top.verification.v1",
          "overall_status": "partial",
          "observed_at": "2026-09-16T09:30:55.949Z",
          "signals": {
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            "license": {
              "status": "observed",
              "source": "github_metadata",
              "evidence": [
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            "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",
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              "evidence": [
                "dependency/security scan is not enabled"
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              "status": "not_applicable",
              "source": "git_top_runtime",
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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."
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        },
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          "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",
          "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": "2026-09-16T09:30:55.949Z"
      },
      "caveats": [
        "edge-only Cloudflare Workers deployment without adaptation",
        "Independent installation, security, or runtime probes have not been run for this project."
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      "source_fields": [
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        "verification.signals"
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      "last_verified_at": "2026-09-16T09:30:55.949Z"
    },
    {
      "project_id": "andreimerfu/pllm",
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      "name": "pllm",
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      "homepage_url": "https://pllm.dev",
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      "license": "MIT",
      "project_kind": "project",
      "category": [
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        "anthropic",
        "api-gateway",
        "azure",
        "bedrock",
        "cloud-native",
        "enterprise",
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        "golang",
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        "openrouter-go",
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      "description": "High-performance LLM Gateway built in Go - OpenAI compatible proxy with multi-provider support, adaptive routing, and enterprise features",
      "overview": "Use andreimerfu/pllm when the user needs a llm gateway project with docker, kubernetes, local deployment options.",
      "alternatives": [
        {
          "repo": "trefeon/freebuff-proxy",
          "reason": "Same llm gateway intent with llm_gateway overlap."
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        {
          "repo": "vllm-project/aibrix",
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        {
          "repo": "Hal0ai/hal0",
          "reason": "Same llm gateway intent with llm_gateway overlap."
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            "Matched \"proxy\" in metadata.",
            "Matched \"router\" in metadata.",
            "Matched \"openai compatible\" in metadata."
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        "deployment": {
          "confidence": "high",
          "evidence": [
            "Found Docker configuration file.",
            "Matched \"kubernetes\" in repository content.",
            "Matched \"helm chart\" in repository content.",
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        "difficulty": {
          "confidence": "medium",
          "evidence": [
            "Repository has under 10k stars, so complexity is treated conservatively."
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        },
        "cloudflare_ready": {
          "confidence": "high",
          "evidence": [
            "Runtime blocker: python, postgres.",
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            "No wrangler.toml found in inspected repository files."
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      "quality_signals": {
        "stars": 27,
        "recent_commits": 0,
        "contributors": 2,
        "issue_response_time_hours": null,
        "release_frequency_180d": 4
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      "quality_signal_confidence": {
        "stars_30d_delta": "snapshot",
        "stars30d_window_days": 36,
        "commits_30d": "complete",
        "releases_180d": "complete",
        "contributors_90d": "complete"
      },
      "quality_score": 9,
      "agent_score": 54,
      "score": 62,
      "agent_score_breakdown": {
        "documentation": 90,
        "maintenance": 15,
        "deployment": 90,
        "popularity": 29,
        "community": 47
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      "git_top_score": 62,
      "git_top_score_breakdown": {
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        "maintenance": 18,
        "documentation": 84,
        "stability": 85,
        "adoption": 35,
        "agent_readability": 100
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      "verification": {
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          "Run a dependency and security scan before treating the score as a trust claim."
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      "summary": {
        "tl_dr": "Use andreimerfu/pllm when the user needs a llm gateway project with docker, kubernetes, local deployment options.",
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          "cloud"
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            "repo": "trefeon/freebuff-proxy",
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            "repo": "vllm-project/aibrix",
            "reason": "Same llm gateway intent with llm_gateway overlap."
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          {
            "repo": "Hal0ai/hal0",
            "reason": "Same llm gateway intent with llm_gateway overlap."
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              "Matched \"openai compatible\" in metadata."
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            "confidence": "high",
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              "Matched \"kubernetes\" in repository content.",
              "Matched \"helm chart\" in repository content.",
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          "cloudflare_ready": {
            "confidence": "high",
            "evidence": [
              "Runtime blocker: python, postgres.",
              "No Cloudflare deployment signal detected.",
              "No wrangler.toml found in inspected repository files."
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        "quality_signal_confidence": {
          "stars_30d_delta": "snapshot",
          "stars30d_window_days": 36,
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            "documentation": {
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        "schema_version": "v1",
        "generated_at": "2026-09-19T06:00:38.428Z"
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          "stars30d_window_days": 34,
          "commits_30d": "complete",
          "releases_180d": "complete",
          "contributors_90d": "complete"
        },
        "calculated_at": "2026-09-19T06:00:38.428Z"
      }
    },
    {
      "project": {
        "id": "openziti/llm-gateway",
        "owner": "openziti",
        "name": "llm-gateway",
        "full_name": "openziti/llm-gateway",
        "github_url": "https://github.com/openziti/llm-gateway",
        "homepage_url": null,
        "description": "Zero trust LLM gateway. OpenAI-compatible proxy with semantic routing and load balancing across OpenAI, Anthropic, Ollama, vLLM, and any            compatible backend. Identity-based access, virtual API keys, and end-to-end encryption via OpenZiti",
        "language": "Go",
        "topics": [
          "agentic-ai",
          "ai-gateway",
          "ai-infrastructure",
          "ai-security",
          "anthropic",
          "e2e-encryption",
          "llm-gateway",
          "llm-proxy",
          "llm-security",
          "load-balancing",
          "non-human-identity",
          "ollama",
          "openapi-compatible",
          "openziti",
          "self-hosted",
          "semantic-routing",
          "vllm",
          "zero-trust",
          "zero-trust-networking",
          "zrok"
        ],
        "license": "Apache-2.0",
        "stars": 95,
        "forks": 11,
        "open_issues": 12,
        "default_branch": "main",
        "created_at": "2026-02-05T20:39:02Z",
        "updated_at": "2026-09-15T14:53:13Z",
        "pushed_at": "2026-09-15T14:03:17Z",
        "synced_at": "2026-09-16T02:00:52.457Z"
      },
      "agent_card": {
        "project_id": "openziti/llm-gateway",
        "project_kind": "project",
        "category": "llm_gateway",
        "difficulty": "beginner",
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          "cloud"
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        "cloudflare_ready": false,
        "use_cases": [
          "route LLM requests",
          "standardize model provider access",
          "add gateway-level controls"
        ],
        "not_good_for": [
          "edge-only Cloudflare Workers deployment without adaptation"
        ],
        "alternatives": [
          {
            "project_id": "vllm-project/aibrix",
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          },
          {
            "project_id": "Hal0ai/hal0",
            "reason": "Same llm gateway intent with llm_gateway overlap."
          },
          {
            "project_id": "andreimerfu/pllm",
            "reason": "Same llm gateway intent with llm_gateway overlap."
          }
        ],
        "summary_for_agent": "Use openziti/llm-gateway when the user needs a llm gateway project with local, cloud deployment options.",
        "classification": {
          "category": {
            "confidence": "high",
            "evidence": [
              "Matched \"gateway\" in metadata.",
              "Matched \"proxy\" in metadata."
            ]
          },
          "deployment": {
            "confidence": "medium",
            "evidence": [
              "Local usage is assumed for open source repositories unless contradicted."
            ]
          },
          "difficulty": {
            "confidence": "medium",
            "evidence": [
              "Repository has under 10k stars, so complexity is treated conservatively."
            ]
          },
          "cloudflare_ready": {
            "confidence": "high",
            "evidence": [
              "Runtime blocker: python, gpu.",
              "No Cloudflare deployment signal detected.",
              "No wrangler.toml found in inspected repository files."
            ]
          }
        },
        "schema_version": "v1",
        "generated_at": "2026-09-16T02:00:52.457Z"
      },
      "metrics": {
        "project_id": "openziti/llm-gateway",
        "stars_30d_delta": 10,
        "commits_30d": 1,
        "releases_180d": 4,
        "contributors_90d": 4,
        "issue_first_response_median_hours": null,
        "recent_push_days": 0,
        "git_score": 10,
        "maintenance_score": 26,
        "signal_confidence": {
          "stars_30d_delta": "snapshot",
          "stars30d_window_days": 36,
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          "releases_180d": "complete",
          "contributors_90d": "complete"
        },
        "calculated_at": "2026-09-16T02:00:52.457Z"
      }
    },
    {
      "project": {
        "id": "trefeon/freebuff-proxy",
        "owner": "trefeon",
        "name": "freebuff-proxy",
        "full_name": "trefeon/freebuff-proxy",
        "github_url": "https://github.com/trefeon/freebuff-proxy",
        "homepage_url": null,
        "description": "OpenAI-compatible gateway for FreeBuff coding models. Token pool, session lifecycle, TLS stealth, embedded admin dashboard. No ads, no CLI, just /v1/chat/completions.",
        "language": "Go",
        "topics": [
          "api-gateway",
          "codebuff",
          "coding-agent",
          "coding-assistant",
          "freebuff",
          "golang",
          "htmx",
          "llm",
          "llm-router",
          "multi-account",
          "openai",
          "openai-compatible",
          "proxy",
          "reverse-proxy",
          "self-hosted",
          "session-management",
          "single-binary",
          "stealth",
          "tls-fingerprinting",
          "token-pool"
        ],
        "license": "MIT",
        "stars": 199,
        "forks": 55,
        "open_issues": 0,
        "default_branch": "main",
        "created_at": "2026-08-11T07:06:43Z",
        "updated_at": "2026-09-17T21:58:19Z",
        "pushed_at": "2026-09-17T21:58:17Z",
        "synced_at": "2026-09-17T22:54:01.280Z"
      },
      "agent_card": {
        "project_id": "trefeon/freebuff-proxy",
        "project_kind": "project",
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        "difficulty": "beginner",
        "deployment": [
          "docker",
          "local",
          "cloud"
        ],
        "cloudflare_ready": false,
        "use_cases": [
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          "standardize model provider access",
          "add gateway-level controls"
        ],
        "not_good_for": [
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        ],
        "alternatives": [
          {
            "project_id": "Hal0ai/hal0",
            "reason": "Same llm gateway intent with llm_gateway overlap."
          },
          {
            "project_id": "MiXaiLL76/auto_ai_router",
            "reason": "Same llm gateway intent with llm_gateway overlap."
          },
          {
            "project_id": "andreimerfu/pllm",
            "reason": "Same llm gateway intent with llm_gateway overlap."
          }
        ],
        "summary_for_agent": "Use trefeon/freebuff-proxy when the user needs a llm gateway project with docker, local, cloud deployment options.",
        "classification": {
          "category": {
            "confidence": "high",
            "evidence": [
              "Matched \"gateway\" in metadata.",
              "Matched \"proxy\" in metadata.",
              "Matched \"router\" 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": [
              "No Cloudflare deployment signal detected.",
              "No wrangler.toml found in inspected repository files."
            ]
          }
        },
        "schema_version": "v1",
        "generated_at": "2026-09-17T22:54:01.280Z"
      },
      "metrics": {
        "project_id": "trefeon/freebuff-proxy",
        "stars_30d_delta": 136,
        "commits_30d": 100,
        "releases_180d": 28,
        "contributors_90d": 6,
        "issue_first_response_median_hours": null,
        "recent_push_days": 0,
        "git_score": 34,
        "maintenance_score": 58,
        "signal_confidence": {
          "stars_30d_delta": "snapshot",
          "stars30d_window_days": 33,
          "commits_30d": "partial",
          "releases_180d": "complete",
          "contributors_90d": "complete"
        },
        "calculated_at": "2026-09-17T22:54:01.280Z"
      }
    },
    {
      "project": {
        "id": "vllm-project/aibrix",
        "owner": "vllm-project",
        "name": "aibrix",
        "full_name": "vllm-project/aibrix",
        "github_url": "https://github.com/vllm-project/aibrix",
        "homepage_url": null,
        "description": "Cost-efficient and pluggable Infrastructure components for GenAI inference",
        "language": "Go",
        "topics": [],
        "license": "Apache-2.0",
        "stars": 5097,
        "forks": 698,
        "open_issues": 382,
        "default_branch": "main",
        "created_at": "2024-06-10T23:06:10Z",
        "updated_at": "2026-09-19T17:37:07Z",
        "pushed_at": "2026-09-19T17:37:00Z",
        "synced_at": "2026-09-19T19:00:36.810Z"
      },
      "agent_card": {
        "project_id": "vllm-project/aibrix",
        "project_kind": "project",
        "category": "llm_gateway",
        "difficulty": "beginner",
        "deployment": [
          "kubernetes",
          "local",
          "cloud"
        ],
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        "use_cases": [
          "route LLM requests",
          "standardize model provider access",
          "add gateway-level controls"
        ],
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          "edge-only Cloudflare Workers deployment without adaptation"
        ],
        "alternatives": [
          {
            "project_id": "off-grid-ai/OGAD",
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          {
            "project_id": "andreimerfu/pllm",
            "reason": "Same llm gateway intent with llm_gateway overlap."
          },
          {
            "project_id": "Hal0ai/hal0",
            "reason": "Same llm gateway intent with llm_gateway overlap."
          }
        ],
        "summary_for_agent": "Use vllm-project/aibrix when the user needs a llm gateway project with kubernetes, local, cloud deployment options.",
        "classification": {
          "category": {
            "confidence": "medium",
            "evidence": [
              "Matched \"gateway\" in repository content."
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          },
          "deployment": {
            "confidence": "high",
            "evidence": [
              "Matched \"kubernetes\" in repository content.",
              "Local usage is assumed for open source repositories unless contradicted."
            ]
          },
          "difficulty": {
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            "evidence": [
              "Repository has under 10k stars, so complexity is treated conservatively."
            ]
          },
          "cloudflare_ready": {
            "confidence": "high",
            "evidence": [
              "Runtime blocker: gpu.",
              "No Cloudflare deployment signal detected.",
              "No wrangler.toml found in inspected repository files."
            ]
          }
        },
        "schema_version": "v1",
        "generated_at": "2026-09-19T19:00:36.810Z"
      },
      "metrics": {
        "project_id": "vllm-project/aibrix",
        "stars_30d_delta": 86,
        "commits_30d": 100,
        "releases_180d": 1,
        "contributors_90d": 100,
        "issue_first_response_median_hours": null,
        "recent_push_days": 0,
        "git_score": 33,
        "maintenance_score": 53,
        "signal_confidence": {
          "stars_30d_delta": "snapshot",
          "stars30d_window_days": 33,
          "commits_30d": "partial",
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          "contributors_90d": "partial"
        },
        "calculated_at": "2026-09-19T19:00:36.810Z"
      }
    },
    {
      "project": {
        "id": "off-grid-ai/OGAD",
        "owner": "off-grid-ai",
        "name": "OGAD",
        "full_name": "off-grid-ai/OGAD",
        "github_url": "https://github.com/off-grid-ai/OGAD",
        "homepage_url": "https://getoffgridai.co/pro/",
        "description": "Off Grid AI — private, on-device AI. Run open models (text, vision, image, voice) locally through one OpenAI-compatible gateway. No cloud, no accounts, no API keys.",
        "language": "TypeScript",
        "topics": [
          "electron",
          "gguf",
          "image-generation",
          "llama-cpp",
          "llm",
          "local-ai",
          "local-first",
          "local-llm",
          "mcp",
          "offline",
          "on-device",
          "openai-compatible",
          "privacy",
          "react",
          "stable-diffusion",
          "typescript",
          "whisper"
        ],
        "license": "AGPL-3.0",
        "stars": 100,
        "forks": 20,
        "open_issues": 26,
        "default_branch": "main",
        "created_at": "2026-01-19T05:05:40Z",
        "updated_at": "2026-09-13T20:05:07Z",
        "pushed_at": "2026-09-13T22:38:25Z",
        "synced_at": "2026-09-14T00:31:06.370Z"
      },
      "agent_card": {
        "project_id": "off-grid-ai/OGAD",
        "project_kind": "project",
        "category": "llm_gateway",
        "difficulty": "beginner",
        "deployment": [
          "library_only",
          "local",
          "cloud"
        ],
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        "use_cases": [
          "route LLM requests",
          "standardize model provider access",
          "add gateway-level controls"
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        "not_good_for": [
          "edge-only Cloudflare Workers deployment without adaptation",
          "users expecting a complete hosted product"
        ],
        "alternatives": [
          {
            "project_id": "Hal0ai/hal0",
            "reason": "Same llm gateway intent with llm_gateway overlap."
          },
          {
            "project_id": "Devansh-365/freellm",
            "reason": "Same llm gateway intent with llm_gateway overlap."
          },
          {
            "project_id": "frieser/antigravity-proxy",
            "reason": "Same llm gateway intent with llm_gateway overlap."
          }
        ],
        "summary_for_agent": "Use off-grid-ai/OGAD when the user needs a llm gateway project with library-only, local, cloud deployment options.",
        "classification": {
          "category": {
            "confidence": "medium",
            "evidence": [
              "Matched \"gateway\" in metadata."
            ]
          },
          "deployment": {
            "confidence": "high",
            "evidence": [
              "Matched \"npm install\" in repository content.",
              "Matched \"library\" in repository content.",
              "Local usage is assumed for open source repositories unless contradicted."
            ]
          },
          "difficulty": {
            "confidence": "medium",
            "evidence": [
              "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."
            ]
          }
        },
        "schema_version": "v1",
        "generated_at": "2026-09-14T00:31:06.370Z"
      },
      "metrics": {
        "project_id": "off-grid-ai/OGAD",
        "stars_30d_delta": 43,
        "commits_30d": 100,
        "releases_180d": 67,
        "contributors_90d": 6,
        "issue_first_response_median_hours": null,
        "recent_push_days": 0,
        "git_score": 31,
        "maintenance_score": 58,
        "signal_confidence": {
          "stars_30d_delta": "snapshot",
          "stars30d_window_days": 34,
          "commits_30d": "partial",
          "releases_180d": "complete",
          "contributors_90d": "complete"
        },
        "calculated_at": "2026-09-14T00:31:06.370Z"
      }
    },
    {
      "project": {
        "id": "yolorouter/yolorouter",
        "owner": "yolorouter",
        "name": "yolorouter",
        "full_name": "yolorouter/yolorouter",
        "github_url": "https://github.com/yolorouter/yolorouter",
        "homepage_url": "https://yolorouter.com",
        "description": "A self-hosted, OpenAI-compatible LLM gateway with multi-provider failover, key rotation, and a built-in admin console. ",
        "language": "Go",
        "topics": [
          "ai-gateway",
          "api-key-management",
          "claude-code-proxy",
          "litellm-alternative",
          "literouter",
          "llm-gateway",
          "llm-proxy",
          "llm-router",
          "load-balancing",
          "openai-proxy"
        ],
        "license": "Apache-2.0",
        "stars": 111,
        "forks": 4,
        "open_issues": 0,
        "default_branch": "main",
        "created_at": "2026-07-21T06:53:52Z",
        "updated_at": "2026-09-11T01:43:58Z",
        "pushed_at": "2026-09-11T01:44:24Z",
        "synced_at": "2026-09-18T02:00:35.583Z"
      },
      "agent_card": {
        "project_id": "yolorouter/yolorouter",
        "project_kind": "project",
        "category": "llm_eval",
        "difficulty": "beginner",
        "deployment": [
          "docker",
          "local",
          "cloud"
        ],
        "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"
        ],
        "alternatives": [
          {
            "project_id": "hugalafutro/model-hotel",
            "reason": "Same llm eval intent with llm_gateway overlap."
          },
          {
            "project_id": "langfuse/oss-llmops-stack",
            "reason": "Same llm eval intent with llm_gateway overlap."
          },
          {
            "project_id": "MMMchou/ashforge",
            "reason": "Same llm eval intent with llm_gateway overlap."
          }
        ],
        "summary_for_agent": "Use yolorouter/yolorouter when the user needs a llm eval project with docker, local, cloud deployment options.",
        "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."
            ]
          }
        },
        "schema_version": "v1",
        "generated_at": "2026-09-18T02:00:35.583Z"
      },
      "metrics": {
        "project_id": "yolorouter/yolorouter",
        "stars_30d_delta": 29,
        "commits_30d": 100,
        "releases_180d": 15,
        "contributors_90d": 2,
        "issue_first_response_median_hours": null,
        "recent_push_days": 7,
        "git_score": 30,
        "maintenance_score": 54,
        "signal_confidence": {
          "stars_30d_delta": "snapshot",
          "stars30d_window_days": 34,
          "commits_30d": "partial",
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          "contributors_90d": "complete"
        },
        "calculated_at": "2026-09-18T02:00:35.583Z"
      }
    },
    {
      "project": {
        "id": "Hal0ai/hal0",
        "owner": "Hal0ai",
        "name": "hal0",
        "full_name": "Hal0ai/hal0",
        "github_url": "https://github.com/Hal0ai/hal0",
        "homepage_url": "https://hal0.dev",
        "description": "Open-source self-hosted home AI inference platform for AMD Strix Halo — multi-backend slots, OpenAI-compatible gateway, Vue 3 + FastAPI + systemd.",
        "language": "Python",
        "topics": [
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          "amd-ryzen-ai",
          "fastapi",
          "homelab",
          "igpu",
          "inference",
          "llama-cpp",
          "llm",
          "npu",
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          "rocm",
          "self-hosted",
          "strix-halo",
          "systemd",
          "vue"
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        "stars": 74,
        "forks": 8,
        "open_issues": 118,
        "default_branch": "main",
        "created_at": "2026-05-15T15:27:59Z",
        "updated_at": "2026-09-15T17:23:02Z",
        "pushed_at": "2026-09-15T17:24:37Z",
        "synced_at": "2026-09-15T22:00:49.777Z"
      },
      "agent_card": {
        "project_id": "Hal0ai/hal0",
        "project_kind": "project",
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        "deployment": [
          "local",
          "cloud"
        ],
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        "use_cases": [
          "route LLM requests",
          "standardize model provider access",
          "add gateway-level controls"
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        "alternatives": [
          {
            "project_id": "off-grid-ai/OGAD",
            "reason": "Same llm gateway intent with llm_gateway overlap."
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          {
            "project_id": "andreimerfu/pllm",
            "reason": "Same llm gateway intent with llm_gateway overlap."
          },
          {
            "project_id": "Devansh-365/freellm",
            "reason": "Same llm gateway intent with llm_gateway overlap."
          }
        ],
        "summary_for_agent": "Use Hal0ai/hal0 when the user needs a llm gateway project with local, cloud deployment options.",
        "classification": {
          "category": {
            "confidence": "medium",
            "evidence": [
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            ]
          },
          "deployment": {
            "confidence": "medium",
            "evidence": [
              "Local usage is assumed for open source repositories unless contradicted."
            ]
          },
          "difficulty": {
            "confidence": "medium",
            "evidence": [
              "Repository has under 10k stars, so complexity is treated conservatively."
            ]
          },
          "cloudflare_ready": {
            "confidence": "high",
            "evidence": [
              "Runtime blocker: python, cuda, gpu.",
              "No Cloudflare deployment signal detected.",
              "No wrangler.toml found in inspected repository files."
            ]
          }
        },
        "schema_version": "v1",
        "generated_at": "2026-09-15T22:00:49.777Z"
      },
      "metrics": {
        "project_id": "Hal0ai/hal0",
        "stars_30d_delta": 9,
        "commits_30d": 100,
        "releases_180d": 62,
        "contributors_90d": 2,
        "issue_first_response_median_hours": null,
        "recent_push_days": 0,
        "git_score": 30,
        "maintenance_score": 57,
        "signal_confidence": {
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          "stars30d_window_days": 34,
          "commits_30d": "partial",
          "releases_180d": "complete",
          "contributors_90d": "complete"
        },
        "calculated_at": "2026-09-15T22:00:49.777Z"
      }
    },
    {
      "project": {
        "id": "mozilla-ai/otari",
        "owner": "mozilla-ai",
        "name": "otari",
        "full_name": "mozilla-ai/otari",
        "github_url": "https://github.com/mozilla-ai/otari",
        "homepage_url": "https://otari.ai/docs/gateway",
        "description": "Open-source, OpenAI-compatible LLM gateway you run yourself. One endpoint for 40+ providers, with virtual keys, budgets, and usage tracking.",
        "language": "Python",
        "topics": [
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              "No Cloudflare deployment signal detected.",
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    {
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        "full_name": "VkRainB/ccMesh",
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            "project_id": "MiXaiLL76/auto_ai_router",
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    {
      "project": {
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        "default_branch": "main",
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        "pushed_at": "2026-09-15T17:32:41Z",
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              "No wrangler.toml found in inspected repository files."
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          }
        },
        "schema_version": "v1",
        "generated_at": "2026-09-16T04:00:59.072Z"
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        "calculated_at": "2026-09-16T04:00:59.072Z"
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        "name": "GodeX",
        "full_name": "Ahoo-Wang/GodeX",
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          {
            "project_id": "MiXaiLL76/auto_ai_router",
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        "schema_version": "v1",
        "generated_at": "2026-09-16T07:00:59.518Z"
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      "project": {
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          {
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        "project_kind": "project",
        "category": "rag_framework",
        "difficulty": "beginner",
        "deployment": [
          "docker",
          "local",
          "cloud"
        ],
        "cloudflare_ready": false,
        "use_cases": [
          "build RAG applications",
          "connect private data to LLMs",
          "index documents for retrieval"
        ],
        "not_good_for": [
          "edge-only Cloudflare Workers deployment without adaptation"
        ],
        "alternatives": [
          {
            "project_id": "QuantumNous/new-api",
            "reason": "Same rag framework intent with rag, llm_gateway overlap."
          },
          {
            "project_id": "mozilla-ai/otari",
            "reason": "Same rag framework intent with rag, llm_gateway overlap."
          },
          {
            "project_id": "izzoa/polyrouter",
            "reason": "Same rag framework intent with rag, llm_gateway overlap."
          }
        ],
        "summary_for_agent": "Use Inebrio/Routerly when the user needs a rag framework project with docker, local, cloud deployment options.",
        "classification": {
          "category": {
            "confidence": "medium",
            "evidence": [
              "Matched \"rag\" 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.",
              "No Cloudflare deployment signal detected.",
              "No wrangler.toml found in inspected repository files."
            ]
          }
        },
        "schema_version": "v1",
        "generated_at": "2026-09-14T07:00:57.052Z"
      },
      "metrics": {
        "project_id": "Inebrio/Routerly",
        "stars_30d_delta": 10,
        "commits_30d": 0,
        "releases_180d": 9,
        "contributors_90d": 3,
        "issue_first_response_median_hours": null,
        "recent_push_days": 28,
        "git_score": 16,
        "maintenance_score": 26,
        "signal_confidence": {
          "stars_30d_delta": "snapshot",
          "stars30d_window_days": 34,
          "commits_30d": "complete",
          "releases_180d": "complete",
          "contributors_90d": "complete"
        },
        "calculated_at": "2026-09-14T07:00:57.052Z"
      }
    },
    {
      "project": {
        "id": "Mirrowel/LLM-API-Key-Proxy",
        "owner": "Mirrowel",
        "name": "LLM-API-Key-Proxy",
        "full_name": "Mirrowel/LLM-API-Key-Proxy",
        "github_url": "https://github.com/Mirrowel/LLM-API-Key-Proxy",
        "homepage_url": null,
        "description": "Universal LLM Gateway: One API, every LLM. OpenAI/Anthropic-compatible endpoints with multi-provider translation and intelligent load-balancing.",
        "language": "Python",
        "topics": [
          "api-key",
          "gemini-api",
          "large-language-model",
          "large-language-models",
          "llm"
        ],
        "license": "NOASSERTION",
        "stars": 550,
        "forks": 105,
        "open_issues": 18,
        "default_branch": "main",
        "created_at": "2025-06-10T17:07:26Z",
        "updated_at": "2026-09-12T00:34:19Z",
        "pushed_at": "2026-09-12T00:34:16Z",
        "synced_at": "2026-09-14T13:30:53.239Z"
      },
      "agent_card": {
        "project_id": "Mirrowel/LLM-API-Key-Proxy",
        "project_kind": "project",
        "category": "coding_agent",
        "difficulty": "beginner",
        "deployment": [
          "docker",
          "library_only",
          "local",
          "cloud"
        ],
        "cloudflare_ready": false,
        "use_cases": [
          "build AI coding assistants",
          "automate developer workflows",
          "integrate codebase-aware agents"
        ],
        "not_good_for": [
          "edge-only Cloudflare Workers deployment without adaptation",
          "users expecting a complete hosted product"
        ],
        "alternatives": [
          {
            "project_id": "OpenHands/OpenHands",
            "reason": "Same coding agent intent with coding_agent, workflow overlap."
          },
          {
            "project_id": "sgl-project/sglang",
            "reason": "Same coding agent intent with coding_agent, workflow overlap."
          },
          {
            "project_id": "kittors/CliRelay",
            "reason": "Same coding agent intent with coding_agent, llm_gateway, workflow overlap."
          }
        ],
        "summary_for_agent": "Use Mirrowel/LLM-API-Key-Proxy when the user needs a coding agent project with docker, library-only, local deployment options.",
        "classification": {
          "category": {
            "confidence": "medium",
            "evidence": [
              "Matched \"ide\" in metadata."
            ]
          },
          "deployment": {
            "confidence": "high",
            "evidence": [
              "Found Docker configuration file.",
              "Matched \"pip install\" in repository content.",
              "Matched \"library\" in repository content.",
              "Local usage is assumed for open source repositories unless contradicted."
            ]
          },
          "difficulty": {
            "confidence": "medium",
            "evidence": [
              "Repository has under 10k stars, so complexity is treated conservatively."
            ]
          },
          "cloudflare_ready": {
            "confidence": "high",
            "evidence": [
              "Runtime blocker: python.",
              "No Cloudflare deployment signal detected.",
              "No wrangler.toml found in inspected repository files."
            ]
          }
        },
        "schema_version": "v1",
        "generated_at": "2026-09-14T13:30:53.239Z"
      },
      "metrics": {
        "project_id": "Mirrowel/LLM-API-Key-Proxy",
        "stars_30d_delta": 13,
        "commits_30d": 40,
        "releases_180d": 4,
        "contributors_90d": 7,
        "issue_first_response_median_hours": null,
        "recent_push_days": 2,
        "git_score": 15,
        "maintenance_score": 31,
        "signal_confidence": {
          "stars_30d_delta": "snapshot",
          "stars30d_window_days": 34,
          "commits_30d": "complete",
          "releases_180d": "complete",
          "contributors_90d": "complete"
        },
        "calculated_at": "2026-09-14T13:30:53.239Z"
      }
    },
    {
      "project": {
        "id": "traceloop/hub",
        "owner": "traceloop",
        "name": "hub",
        "full_name": "traceloop/hub",
        "github_url": "https://github.com/traceloop/hub",
        "homepage_url": "https://www.traceloop.com/docs/hub",
        "description": "High-scale LLM gateway, written in Rust. OpenTelemetry-based observability included",
        "language": "Rust",
        "topics": [
          "artificial-intelligence",
          "datascience",
          "generative-ai",
          "llm",
          "llmops",
          "ml",
          "model-monitoring",
          "observability",
          "open-source",
          "opentelemetry",
          "rust"
        ],
        "license": "Apache-2.0",
        "stars": 228,
        "forks": 33,
        "open_issues": 14,
        "default_branch": "main",
        "created_at": "2024-10-24T13:43:43Z",
        "updated_at": "2026-09-18T10:52:59Z",
        "pushed_at": "2026-07-16T09:13:24Z",
        "synced_at": "2026-09-19T17:00:42.565Z"
      },
      "agent_card": {
        "project_id": "traceloop/hub",
        "project_kind": "project",
        "category": "ai_observability",
        "difficulty": "beginner",
        "deployment": [
          "docker",
          "kubernetes",
          "library_only",
          "local",
          "cloud"
        ],
        "cloudflare_ready": false,
        "use_cases": [
          "trace LLM applications",
          "monitor agent behavior",
          "debug production AI systems"
        ],
        "not_good_for": [
          "edge-only Cloudflare Workers deployment without adaptation",
          "users expecting a complete hosted product"
        ],
        "alternatives": [
          {
            "project_id": "jaegertracing/jaeger",
            "reason": "Same ai observability intent with observability overlap."
          },
          {
            "project_id": "traceloop/openllmetry",
            "reason": "Same ai observability intent with observability overlap."
          },
          {
            "project_id": "olemeyer/rocketplaneIO",
            "reason": "Same ai observability intent with observability overlap."
          }
        ],
        "summary_for_agent": "Use traceloop/hub when the user needs an ai observability project with docker, kubernetes, library-only deployment options.",
        "classification": {
          "category": {
            "confidence": "high",
            "evidence": [
              "Matched \"observability\" in metadata.",
              "Matched \"trace\" in metadata.",
              "Matched \"monitoring\" in metadata."
            ]
          },
          "deployment": {
            "confidence": "high",
            "evidence": [
              "Found Docker configuration file.",
              "Matched \"kubernetes\" in repository content.",
              "Matched \"helm chart\" in repository content.",
              "Matched \"library\" in repository content.",
              "Local usage is assumed for open source repositories unless contradicted."
            ]
          },
          "difficulty": {
            "confidence": "medium",
            "evidence": [
              "Repository has under 10k stars, so complexity is treated conservatively."
            ]
          },
          "cloudflare_ready": {
            "confidence": "high",
            "evidence": [
              "Runtime blocker: postgres.",
              "No Cloudflare deployment signal detected.",
              "No wrangler.toml found in inspected repository files."
            ]
          }
        },
        "schema_version": "v1",
        "generated_at": "2026-09-19T17:00:42.565Z"
      },
      "metrics": {
        "project_id": "traceloop/hub",
        "stars_30d_delta": 3,
        "commits_30d": 0,
        "releases_180d": 5,
        "contributors_90d": 15,
        "issue_first_response_median_hours": null,
        "recent_push_days": 65,
        "git_score": 13,
        "maintenance_score": 20,
        "signal_confidence": {
          "stars_30d_delta": "snapshot",
          "stars30d_window_days": 33,
          "commits_30d": "complete",
          "releases_180d": "complete",
          "contributors_90d": "complete"
        },
        "calculated_at": "2026-09-19T17:00:42.565Z"
      }
    },
    {
      "project": {
        "id": "Devansh-365/freellm",
        "owner": "Devansh-365",
        "name": "freellm",
        "full_name": "Devansh-365/freellm",
        "github_url": "https://github.com/Devansh-365/freellm",
        "homepage_url": "https://freellms.vercel.app",
        "description": " OpenAI-compatible gateway aggregating 8 free LLM providers with automatic failover, circuit breakers, and smart routing. 32+ models, zero cost.",
        "language": "TypeScript",
        "topics": [
          "api-gateway",
          "cerebras",
          "circuit-breaker",
          "free-api",
          "gemini",
          "groq",
          "llm",
          "llm-gateway",
          "mistral",
          "nvidia",
          "ollama",
          "openai-api",
          "openai-compatible",
          "rate-limiting"
        ],
        "license": "MIT",
        "stars": 62,
        "forks": 11,
        "open_issues": 1,
        "default_branch": "main",
        "created_at": "2026-04-03T05:55:36Z",
        "updated_at": "2026-09-10T07:14:10Z",
        "pushed_at": "2026-05-29T10:57:59Z",
        "synced_at": "2026-09-16T03:30:52.080Z"
      },
      "agent_card": {
        "project_id": "Devansh-365/freellm",
        "project_kind": "project",
        "category": "llm_gateway",
        "difficulty": "beginner",
        "deployment": [
          "docker",
          "cloudflare",
          "serverless",
          "vercel",
          "library_only",
          "local"
        ],
        "cloudflare_ready": false,
        "use_cases": [
          "route LLM requests",
          "standardize model provider access",
          "add gateway-level controls"
        ],
        "not_good_for": [
          "edge-only Cloudflare Workers deployment without adaptation",
          "users expecting a complete hosted product"
        ],
        "alternatives": [
          {
            "project_id": "off-grid-ai/OGAD",
            "reason": "Same llm gateway intent with llm_gateway overlap."
          },
          {
            "project_id": "Hal0ai/hal0",
            "reason": "Same llm gateway intent with llm_gateway overlap."
          },
          {
            "project_id": "frieser/antigravity-proxy",
            "reason": "Same llm gateway intent with llm_gateway overlap."
          }
        ],
        "summary_for_agent": "Use Devansh-365/freellm when the user needs a llm gateway project with docker, cloudflare, serverless deployment options.",
        "classification": {
          "category": {
            "confidence": "medium",
            "evidence": [
              "Matched \"gateway\" in metadata."
            ]
          },
          "deployment": {
            "confidence": "high",
            "evidence": [
              "Found Docker configuration file.",
              "Matched \"cloudflare workers\" in repository content.",
              "Matched \"vercel\" in repository content.",
              "Matched \"serverless\" in repository content.",
              "Matched \"npm install\" in repository content.",
              "Local usage is assumed for open source repositories unless contradicted."
            ]
          },
          "difficulty": {
            "confidence": "medium",
            "evidence": [
              "Cloudflare deployment path suggests a guided serverless setup."
            ]
          },
          "cloudflare_ready": {
            "confidence": "high",
            "evidence": [
              "Cloudflare signal: cloudflare workers.",
              "Runtime blocker: python."
            ]
          }
        },
        "schema_version": "v1",
        "generated_at": "2026-09-16T03:30:52.080Z"
      },
      "metrics": {
        "project_id": "Devansh-365/freellm",
        "stars_30d_delta": 9,
        "commits_30d": 0,
        "releases_180d": 7,
        "contributors_90d": 1,
        "issue_first_response_median_hours": null,
        "recent_push_days": 109,
        "git_score": 13,
        "maintenance_score": 21,
        "signal_confidence": {
          "stars_30d_delta": "snapshot",
          "stars30d_window_days": 36,
          "commits_30d": "complete",
          "releases_180d": "complete",
          "contributors_90d": "complete"
        },
        "calculated_at": "2026-09-16T03:30:52.080Z"
      }
    },
    {
      "project": {
        "id": "BuilderIO/ai-shell",
        "owner": "BuilderIO",
        "name": "ai-shell",
        "full_name": "BuilderIO/ai-shell",
        "github_url": "https://github.com/BuilderIO/ai-shell",
        "homepage_url": null,
        "description": "A CLI that converts natural language to shell commands.",
        "language": "TypeScript",
        "topics": [
          "ai"
        ],
        "license": "MIT",
        "stars": 5295,
        "forks": 377,
        "open_issues": 80,
        "default_branch": "main",
        "created_at": "2023-04-05T18:17:07Z",
        "updated_at": "2026-09-18T13:52:22Z",
        "pushed_at": "2026-01-05T16:51:17Z",
        "synced_at": "2026-09-19T13:30:30.228Z"
      },
      "agent_card": {
        "project_id": "BuilderIO/ai-shell",
        "project_kind": "project",
        "category": "llm_gateway",
        "difficulty": "beginner",
        "deployment": [
          "library_only",
          "local",
          "cloud"
        ],
        "cloudflare_ready": false,
        "use_cases": [
          "route LLM requests",
          "standardize model provider access",
          "add gateway-level controls"
        ],
        "not_good_for": [
          "edge-only Cloudflare Workers deployment without adaptation",
          "users expecting a complete hosted product"
        ],
        "alternatives": [
          {
            "project_id": "off-grid-ai/OGAD",
            "reason": "Same llm gateway intent with llm_gateway overlap."
          },
          {
            "project_id": "Devansh-365/freellm",
            "reason": "Same llm gateway intent with llm_gateway overlap."
          },
          {
            "project_id": "frieser/antigravity-proxy",
            "reason": "Same llm gateway intent with llm_gateway overlap."
          }
        ],
        "summary_for_agent": "Use BuilderIO/ai-shell when the user needs a llm gateway project with library-only, local, cloud deployment options.",
        "classification": {
          "category": {
            "confidence": "medium",
            "evidence": [
              "Matched \"proxy\" in repository content."
            ]
          },
          "deployment": {
            "confidence": "high",
            "evidence": [
              "Matched \"npm install\" in repository content.",
              "Local usage is assumed for open source repositories unless contradicted."
            ]
          },
          "difficulty": {
            "confidence": "medium",
            "evidence": [
              "Repository has under 10k stars, so complexity is treated conservatively."
            ]
          },
          "cloudflare_ready": {
            "confidence": "high",
            "evidence": [
              "No Cloudflare deployment signal detected.",
              "No wrangler.toml found in inspected repository files."
            ]
          }
        },
        "schema_version": "v1",
        "generated_at": "2026-09-19T13:30:30.228Z"
      },
      "metrics": {
        "project_id": "BuilderIO/ai-shell",
        "stars_30d_delta": 16,
        "commits_30d": 0,
        "releases_180d": 0,
        "contributors_90d": 29,
        "issue_first_response_median_hours": null,
        "recent_push_days": 256,
        "git_score": 10,
        "maintenance_score": 13,
        "signal_confidence": {
          "stars_30d_delta": "snapshot",
          "stars30d_window_days": 33,
          "commits_30d": "complete",
          "releases_180d": "complete",
          "contributors_90d": "complete"
        },
        "calculated_at": "2026-09-19T13:30:30.228Z"
      }
    },
    {
      "project": {
        "id": "Shaivpidadi/FreeRideV3",
        "owner": "Shaivpidadi",
        "name": "FreeRideV3",
        "full_name": "Shaivpidadi/FreeRideV3",
        "github_url": "https://github.com/Shaivpidadi/FreeRideV3",
        "homepage_url": "https://free-ride.xyz",
        "description": "One free AI endpoint, every free tier behind it. Local OpenAI-compatible gateway routing across OpenRouter, Groq, NVIDIA NIM, Cloudflare Workers AI, and HuggingFace with automatic failover.",
        "language": "Python",
        "topics": [
          "ai-gateway",
          "claude",
          "claude-code",
          "cli",
          "cloudflare-workers-ai",
          "failover",
          "free-tier",
          "groq",
          "hermes",
          "huggingface",
          "llm",
          "nvidia-nim",
          "openai",
          "openai-compatible",
          "openclaw",
          "openrouter",
          "python"
        ],
        "license": "MIT",
        "stars": 46,
        "forks": 6,
        "open_issues": 0,
        "default_branch": "main",
        "created_at": "2026-05-06T20:46:59Z",
        "updated_at": "2026-09-14T13:55:50Z",
        "pushed_at": "2026-09-14T05:28:54Z",
        "synced_at": "2026-09-16T09:30:55.949Z"
      },
      "agent_card": {
        "project_id": "Shaivpidadi/FreeRideV3",
        "project_kind": "project",
        "category": "llm_gateway",
        "difficulty": "beginner",
        "deployment": [
          "cloudflare",
          "serverless",
          "vercel",
          "local"
        ],
        "cloudflare_ready": false,
        "use_cases": [
          "route LLM requests",
          "standardize model provider access",
          "add gateway-level controls"
        ],
        "not_good_for": [
          "edge-only Cloudflare Workers deployment without adaptation"
        ],
        "alternatives": [
          {
            "project_id": "Hal0ai/hal0",
            "reason": "Same llm gateway intent with llm_gateway overlap."
          },
          {
            "project_id": "Devansh-365/freellm",
            "reason": "Same llm gateway intent with llm_gateway overlap."
          },
          {
            "project_id": "andreimerfu/pllm",
            "reason": "Same llm gateway intent with llm_gateway overlap."
          }
        ],
        "summary_for_agent": "Use Shaivpidadi/FreeRideV3 when the user needs a llm gateway project with cloudflare, serverless, vercel deployment options.",
        "classification": {
          "category": {
            "confidence": "high",
            "evidence": [
              "Matched \"gateway\" in metadata.",
              "Matched \"router\" in metadata."
            ]
          },
          "deployment": {
            "confidence": "high",
            "evidence": [
              "Matched \"cloudflare workers\" in repository content.",
              "Matched \"vercel\" in repository content.",
              "Local usage is assumed for open source repositories unless contradicted."
            ]
          },
          "difficulty": {
            "confidence": "medium",
            "evidence": [
              "Cloudflare deployment path suggests a guided serverless setup."
            ]
          },
          "cloudflare_ready": {
            "confidence": "high",
            "evidence": [
              "Cloudflare signal: cloudflare workers.",
              "Runtime blocker: python."
            ]
          }
        },
        "schema_version": "v1",
        "generated_at": "2026-09-16T09:30:55.949Z"
      },
      "metrics": {
        "project_id": "Shaivpidadi/FreeRideV3",
        "stars_30d_delta": 9,
        "commits_30d": 39,
        "releases_180d": 0,
        "contributors_90d": 1,
        "issue_first_response_median_hours": null,
        "recent_push_days": 2,
        "git_score": 9,
        "maintenance_score": 21,
        "signal_confidence": {
          "stars_30d_delta": "snapshot",
          "stars30d_window_days": 36,
          "commits_30d": "complete",
          "releases_180d": "complete",
          "contributors_90d": "complete"
        },
        "calculated_at": "2026-09-16T09:30:55.949Z"
      }
    },
    {
      "project": {
        "id": "andreimerfu/pllm",
        "owner": "andreimerfu",
        "name": "pllm",
        "full_name": "andreimerfu/pllm",
        "github_url": "https://github.com/andreimerfu/pllm",
        "homepage_url": "https://pllm.dev",
        "description": "High-performance LLM Gateway built in Go - OpenAI compatible proxy with multi-provider support, adaptive routing, and enterprise features",
        "language": "Go",
        "topics": [
          "ai",
          "anthropic",
          "api-gateway",
          "azure",
          "bedrock",
          "cloud-native",
          "enterprise",
          "gateway",
          "golang",
          "kubernetes",
          "litellm",
          "litellm-ai-gateway",
          "llm",
          "load-balancer",
          "microservices",
          "openai",
          "openrouter",
          "openrouter-api",
          "openrouter-go",
          "proxy"
        ],
        "license": "MIT",
        "stars": 27,
        "forks": 2,
        "open_issues": 3,
        "default_branch": "main",
        "created_at": "2025-08-10T07:08:03Z",
        "updated_at": "2026-08-31T15:44:06Z",
        "pushed_at": "2026-06-26T11:43:13Z",
        "synced_at": "2026-09-16T09:01:03.548Z"
      },
      "agent_card": {
        "project_id": "andreimerfu/pllm",
        "project_kind": "project",
        "category": "llm_gateway",
        "difficulty": "beginner",
        "deployment": [
          "docker",
          "kubernetes",
          "local",
          "cloud"
        ],
        "cloudflare_ready": false,
        "use_cases": [
          "route LLM requests",
          "standardize model provider access",
          "add gateway-level controls"
        ],
        "not_good_for": [
          "edge-only Cloudflare Workers deployment without adaptation"
        ],
        "alternatives": [
          {
            "project_id": "trefeon/freebuff-proxy",
            "reason": "Same llm gateway intent with llm_gateway overlap."
          },
          {
            "project_id": "vllm-project/aibrix",
            "reason": "Same llm gateway intent with llm_gateway overlap."
          },
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