{
  "ecosystem": {
    "id": "llm-gateway",
    "title": "LLM Gateway Ecosystem",
    "description": "Model routing, proxying, policy, and observability projects that sit between apps and providers.",
    "query": "llm gateway",
    "category": "llm_gateway",
    "deployment": null,
    "nodes": [
      "LiteLLM",
      "OpenRouter",
      "Portkey",
      "Gateway",
      "Routing",
      "Fallbacks"
    ],
    "projects": [
      {
        "project_id": "trefeon/freebucks-proxy",
        "repo": "trefeon/freebucks-proxy",
        "name": "freebucks-proxy",
        "github_url": "https://github.com/trefeon/freebucks-proxy",
        "homepage_url": null,
        "language": "Go",
        "license": "MIT",
        "project_kind": "project",
        "category": [
          "llm_gateway"
        ],
        "tags": [
          "api-gateway",
          "coding-agent",
          "coding-assistant",
          "golang",
          "htmx",
          "llm",
          "llm-router",
          "multi-account",
          "openai",
          "openai-compatible",
          "proxy",
          "reverse-proxy",
          "self-hosted",
          "session-management",
          "single-binary",
          "stealth",
          "tls-fingerprinting",
          "token-pool"
        ],
        "description": "[DEPRECATED / UNMAINTAINED] Multi-account gateway. No longer maintained; fork it and maintain yourself.",
        "overview": "Use trefeon/freebucks-proxy when the user needs a llm gateway project with docker, local, cloud deployment options.",
        "alternatives": [
          {
            "repo": "andreimerfu/pllm",
            "reason": "Same llm gateway intent with llm_gateway overlap."
          },
          {
            "repo": "MiXaiLL76/auto_ai_router",
            "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": [
          "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": 297,
          "recent_commits": 100,
          "contributors": 6,
          "issue_response_time_hours": null,
          "release_frequency_180d": 55
        },
        "quality_signal_confidence": {
          "stars_30d_delta": "estimated",
          "commits_30d": "partial",
          "releases_180d": "complete",
          "contributors_90d": "complete"
        },
        "quality_score": 36,
        "agent_score": 67,
        "score": 85,
        "agent_score_breakdown": {
          "documentation": 90,
          "maintenance": 58,
          "deployment": 80,
          "popularity": 49,
          "community": 51
        },
        "git_top_score": 85,
        "git_top_score_breakdown": {
          "community": 85,
          "maintenance": 71,
          "documentation": 84,
          "stability": 100,
          "adoption": 73,
          "agent_readability": 100
        },
        "verification": {
          "schema_version": "git-top.verification.v1",
          "overall_status": "partial",
          "observed_at": "2026-09-24T17:01:21.330Z",
          "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/freebucks-proxy when the user needs a llm gateway project with docker, local, cloud deployment options.",
          "purpose": "Use trefeon/freebucks-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": "andreimerfu/pllm",
              "reason": "Same llm gateway intent with llm_gateway overlap."
            },
            {
              "repo": "MiXaiLL76/auto_ai_router",
              "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": "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": "estimated",
            "commits_30d": "partial",
            "releases_180d": "complete",
            "contributors_90d": "complete"
          },
          "verification": {
            "schema_version": "git-top.verification.v1",
            "overall_status": "partial",
            "observed_at": "2026-09-24T17:01:21.330Z",
            "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: stars30dDelta, 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": "2026-09-24T17:01:21.330Z"
        },
        "caveats": [
          "edge-only Cloudflare Workers deployment without adaptation",
          "Partial or estimated quality signals: stars30dDelta, 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": "2026-09-24T17:01:21.330Z"
      },
      {
        "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": 5113,
          "recent_commits": 100,
          "contributors": 100,
          "issue_response_time_hours": null,
          "release_frequency_180d": 1
        },
        "quality_signal_confidence": {
          "stars_30d_delta": "snapshot",
          "stars30d_window_days": 35,
          "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": "2026-09-26T01:31:03.526Z",
          "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": 35,
            "commits_30d": "partial",
            "releases_180d": "complete",
            "contributors_90d": "partial"
          },
          "verification": {
            "schema_version": "git-top.verification.v1",
            "overall_status": "partial",
            "observed_at": "2026-09-26T01:31:03.526Z",
            "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": "2026-09-26T01:31:03.526Z"
        },
        "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": "2026-09-26T01:31:03.526Z"
      },
      {
        "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": 110,
          "recent_commits": 100,
          "contributors": 6,
          "issue_response_time_hours": null,
          "release_frequency_180d": 74
        },
        "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": 41,
          "community": 51
        },
        "git_top_score": 82,
        "git_top_score_breakdown": {
          "community": 80,
          "maintenance": 71,
          "documentation": 84,
          "stability": 100,
          "adoption": 59,
          "agent_readability": 100
        },
        "verification": {
          "schema_version": "git-top.verification.v1",
          "overall_status": "partial",
          "observed_at": "2026-09-20T18:52:58.475Z",
          "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": "2026-09-20T18:52:58.475Z",
            "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": "2026-09-20T18:52:58.475Z"
        },
        "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": "2026-09-20T18:52:58.475Z"
      },
      {
        "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": 122,
          "recent_commits": 100,
          "contributors": 3,
          "issue_response_time_hours": null,
          "release_frequency_180d": 17
        },
        "quality_signal_confidence": {
          "stars_30d_delta": "snapshot",
          "stars30d_window_days": 20,
          "commits_30d": "partial",
          "releases_180d": "complete",
          "contributors_90d": "complete"
        },
        "quality_score": 30,
        "agent_score": 64,
        "score": 80,
        "agent_score_breakdown": {
          "documentation": 90,
          "maintenance": 56,
          "deployment": 80,
          "popularity": 42,
          "community": 48
        },
        "git_top_score": 80,
        "git_top_score_breakdown": {
          "community": 72,
          "maintenance": 70,
          "documentation": 84,
          "stability": 100,
          "adoption": 56,
          "agent_readability": 100
        },
        "verification": {
          "schema_version": "git-top.verification.v1",
          "overall_status": "partial",
          "observed_at": "2026-09-23T18:01:04.044Z",
          "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": 20,
            "commits_30d": "partial",
            "releases_180d": "complete",
            "contributors_90d": "complete"
          },
          "verification": {
            "schema_version": "git-top.verification.v1",
            "overall_status": "partial",
            "observed_at": "2026-09-23T18:01:04.044Z",
            "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": "Classification evidence and quality signals are strong enough for shortlist reasoning when metadata is current.",
          "last_verified_at": "2026-09-23T18:01:04.044Z"
        },
        "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": "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": "2026-09-23T18:01:04.044Z"
      },
      {
        "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": 63
        },
        "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": 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": "2026-09-22T16:01:05.955Z",
          "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": "2026-09-22T16:01:05.955Z",
            "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": "2026-09-22T16:01:05.955Z"
        },
        "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": "2026-09-22T16:01:05.955Z"
      },
      {
        "project_id": "sxueck/llm-gateway",
        "repo": "sxueck/llm-gateway",
        "name": "llm-gateway",
        "github_url": "https://github.com/sxueck/llm-gateway",
        "homepage_url": null,
        "language": "TypeScript",
        "license": "MIT",
        "project_kind": "project",
        "category": [
          "llm_gateway"
        ],
        "tags": [
          "anthropic-claude",
          "llm-gateway",
          "llmops",
          "openai",
          "vibe-coding"
        ],
        "description": "Lightweight distributed LLM gateway w/ web UI for model mgmt & routing. Supports vibe programming, prompt opt., & optimized OpenAI API/Anthropic calls",
        "overview": "Use sxueck/llm-gateway when the user needs a llm gateway project with docker, 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": "trefeon/freebucks-proxy",
            "reason": "Same llm gateway intent with coding_agent, 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": "medium",
            "evidence": [
              "Matched \"gateway\" 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": 41,
          "contributors": 3,
          "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": 24,
        "agent_score": 61,
        "score": 77,
        "agent_score_breakdown": {
          "documentation": 90,
          "maintenance": 47,
          "deployment": 80,
          "popularity": 34,
          "community": 48
        },
        "git_top_score": 77,
        "git_top_score_breakdown": {
          "community": 68,
          "maintenance": 64,
          "documentation": 84,
          "stability": 100,
          "adoption": 48,
          "agent_readability": 100
        },
        "verification": {
          "schema_version": "git-top.verification.v1",
          "overall_status": "partial",
          "observed_at": "2026-09-26T00:01:08.064Z",
          "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 sxueck/llm-gateway when the user needs a llm gateway project with docker, local, cloud deployment options.",
          "purpose": "Use sxueck/llm-gateway 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": "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": "trefeon/freebucks-proxy",
              "reason": "Same llm gateway intent with coding_agent, llm_gateway overlap."
            }
          ]
        },
        "evidence": {
          "classification": {
            "category": {
              "confidence": "medium",
              "evidence": [
                "Matched \"gateway\" 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": 34,
            "commits_30d": "complete",
            "releases_180d": "complete",
            "contributors_90d": "complete"
          },
          "verification": {
            "schema_version": "git-top.verification.v1",
            "overall_status": "partial",
            "observed_at": "2026-09-26T00:01:08.064Z",
            "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": "2026-09-26T00:01:08.064Z"
        },
        "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": "2026-09-26T00:01:08.064Z"
      },
      {
        "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": 8,
          "issue_response_time_hours": null,
          "release_frequency_180d": 5
        },
        "quality_signal_confidence": {
          "stars_30d_delta": "snapshot",
          "stars30d_window_days": 35,
          "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": 53
        },
        "git_top_score": 79,
        "git_top_score_breakdown": {
          "community": 83,
          "maintenance": 60,
          "documentation": 84,
          "stability": 100,
          "adoption": 49,
          "agent_readability": 100
        },
        "verification": {
          "schema_version": "git-top.verification.v1",
          "overall_status": "partial",
          "observed_at": "2026-09-22T22:01:00.771Z",
          "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"
          ],
          "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": "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": 35,
            "commits_30d": "partial",
            "releases_180d": "complete",
            "contributors_90d": "complete"
          },
          "verification": {
            "schema_version": "git-top.verification.v1",
            "overall_status": "partial",
            "observed_at": "2026-09-22T22:01:00.771Z",
            "signals": {
              "activity": {
                "status": "observed",
                "source": "github_metadata",
                "evidence": [
                  "project.pushed_at",
                  "metrics.recent_push_days"
                ]
              },
              "license": {
                "status": "observed",
                "source": "github_metadata",
                "evidence": [
                  "project.license"
                ]
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              "Run a dependency and security scan before treating the score as a trust claim."
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            "edge-only Cloudflare Workers deployment without adaptation",
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          "edge-only Cloudflare Workers deployment without adaptation",
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          {
            "repo": "Hal0ai/hal0",
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          {
            "repo": "andreimerfu/pllm",
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      "top_project": "trefeon/freebucks-proxy",
      "average_git_top_score": 81
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        {
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          "kind": "project",
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        {
          "source": "project:Hal0ai/hal0",
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          "kind": "matches_concept",
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          "target": "concept:llm-gateway:gateway",
          "kind": "matches_concept",
          "weight": 64
        },
        {
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          "kind": "matches_concept",
          "weight": 64
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        {
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          "target": "concept:llm-gateway:gateway",
          "kind": "matches_concept",
          "weight": 64
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      ]
    },
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      {
        "label": "Discover Projects",
        "description": "Browse indexed projects around LLM Gateway Ecosystem.",
        "href": "/api/search?q=llm%20gateway&ranking=browse&limit=12",
        "kind": "search"
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      {
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        "description": "Generate an explainable shortlist for LLM Gateway Ecosystem.",
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        "kind": "recommend"
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        "kind": "graph"
      },
      {
        "label": "Find Alternatives",
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        "href": "/alternatives/trefeon/freebucks-proxy",
        "kind": "alternatives"
      },
      {
        "label": "Explain Score",
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        "href": "/score/trefeon/freebucks-proxy",
        "kind": "score"
      },
      {
        "label": "Compare Options",
        "description": "Compare trefeon/freebucks-proxy and vllm-project/aibrix.",
        "href": "/compare/trefeon-freebucks-proxy...vllm-project-aibrix",
        "kind": "compare"
      }
    ],
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      {
        "label": "Choose a production candidate",
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            "href": "/categories/llm_gateway",
            "description": "Browse the ecosystem entry point."
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          {
            "label": "Recommend",
            "href": "/recommend?use_case=choose+projects+for+LLM+Gateway+Ecosystem&limit=5&category=llm_gateway",
            "description": "Generate a constrained shortlist."
          },
          {
            "label": "Score",
            "href": "/score/trefeon/freebucks-proxy",
            "description": "Inspect trefeon/freebucks-proxy risk and score evidence."
          }
        ]
      },
      {
        "label": "Map dependencies and neighbors",
        "description": "Follow graph relationships before deciding whether a project fits the stack.",
        "steps": [
          {
            "label": "Graph",
            "href": "/graph/trefeon/freebucks-proxy",
            "description": "Open trefeon/freebucks-proxy relationship graph."
          },
          {
            "label": "Related",
            "href": "/api/related/trefeon/freebucks-proxy?limit=8",
            "description": "Inspect adjacent projects as structured JSON."
          },
          {
            "label": "Atlas",
            "href": "/api/atlas/llm-gateway?limit=8",
            "description": "Fetch the ecosystem map for agent planning."
          }
        ]
      },
      {
        "label": "Compare replacement paths",
        "description": "Move from the top project to alternatives and a decision matrix.",
        "steps": [
          {
            "label": "Alternatives",
            "href": "/alternatives/trefeon/freebucks-proxy",
            "description": "Find alternatives for trefeon/freebucks-proxy."
          },
          {
            "label": "Compare",
            "href": "/api/compare?repos=trefeon%2Ffreebucks-proxy%2Cvllm-project%2Faibrix",
            "description": "Compare trefeon/freebucks-proxy and vllm-project/aibrix."
          },
          {
            "label": "Agent Map",
            "href": "/api/agent-map",
            "description": "Choose the next REST or MCP surface."
          }
        ]
      }
    ],
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