{
  "query": {
    "use_case": "build Cloudflare-ready AI agents",
    "deployment": "docker",
    "category": "llm_gateway"
  },
  "recommendations": [
    {
      "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": "Devansh-365/freellm",
          "reason": "Same llm gateway intent with llm_gateway overlap."
        },
        {
          "repo": "VkRainB/ccMesh",
          "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": 54,
        "recent_commits": 50,
        "contributors": 3,
        "issue_response_time_hours": null,
        "release_frequency_180d": 10
      },
      "quality_signal_confidence": {
        "stars_30d_delta": "snapshot",
        "stars30d_window_days": 33,
        "commits_30d": "complete",
        "releases_180d": "complete",
        "contributors_90d": "complete"
      },
      "quality_score": 22,
      "agent_score": 61,
      "score": 18,
      "agent_score_breakdown": {
        "documentation": 90,
        "maintenance": 45,
        "deployment": 80,
        "popularity": 35,
        "community": 48
      },
      "git_top_score": 77,
      "git_top_score_breakdown": {
        "community": 68,
        "maintenance": 63,
        "documentation": 84,
        "stability": 100,
        "adoption": 49,
        "agent_readability": 100
      },
      "verification": {
        "schema_version": "git-top.verification.v1",
        "overall_status": "partial",
        "observed_at": "2026-11-05T15:30:16.495Z",
        "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": "Devansh-365/freellm",
            "reason": "Same llm gateway intent with llm_gateway overlap."
          },
          {
            "repo": "VkRainB/ccMesh",
            "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": 33,
          "commits_30d": "complete",
          "releases_180d": "complete",
          "contributors_90d": "complete"
        },
        "verification": {
          "schema_version": "git-top.verification.v1",
          "overall_status": "partial",
          "observed_at": "2026-11-05T15:30:16.495Z",
          "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": [
          "agent_card.classification",
          "agent_card.deployment",
          "agent_card.summary_for_agent",
          "agent_card.use_cases",
          "metrics",
          "project.description",
          "project.language",
          "project.license",
          "project.topics",
          "recommendation.constraints",
          "recommendation.query",
          "recommendation.ranking_signals",
          "verification.signals"
        ],
        "caveats": [
          "edge-only Cloudflare Workers deployment without adaptation",
          "Independent installation, security, or runtime probes have not been run for this project.",
          "Low recommendation confidence; use as a discovery lead, not a final choice.",
          "Use-case overlap is weak in indexed text."
        ],
        "recommendation_reasons": [
          "Use sxueck/llm-gateway when the user needs a llm gateway project with docker, local, cloud deployment options.",
          "Use-case match is 0/100 for \"build Cloudflare-ready AI agents\".",
          "It matches the requested docker deployment target.",
          "It is classified as llm_gateway.",
          "Ranking signals: community 22/100, maintenance 45/100."
        ],
        "ranking_signals": {
          "use_case_match": 0,
          "community": 22,
          "maintenance": 45,
          "readiness": 60,
          "license_fit": 0
        },
        "matched_constraints": {
          "deployment": "docker",
          "category": "llm_gateway"
        },
        "unmatched_constraints": {},
        "confidence_reason": "Low confidence because the recommendation score is 18/100, use-case match is 0/100, or constraints are weakly matched; Evidence is usable for comparison, but agents should cite caveats before making a strong recommendation.",
        "last_verified_at": "2026-11-05T15:30:16.495Z"
      },
      "caveats": [
        "edge-only Cloudflare Workers deployment without adaptation",
        "Independent installation, security, or runtime probes have not been run for this project.",
        "Low recommendation confidence; use as a discovery lead, not a final choice.",
        "Use-case overlap is weak in indexed text."
      ],
      "confidence_reason": "Low confidence because the recommendation score is 18/100, use-case match is 0/100, or constraints are weakly matched; Evidence is usable for comparison, but agents should cite caveats before making a strong recommendation.",
      "source_fields": [
        "agent_card.classification",
        "agent_card.deployment",
        "agent_card.summary_for_agent",
        "agent_card.use_cases",
        "metrics",
        "project.description",
        "project.language",
        "project.license",
        "project.topics",
        "recommendation.constraints",
        "recommendation.query",
        "recommendation.ranking_signals",
        "verification.signals"
      ],
      "last_verified_at": "2026-11-05T15:30:16.495Z",
      "reason": "Use sxueck/llm-gateway when the user needs a llm gateway project with docker, local, cloud deployment options. Use-case match is 0/100 for \"build Cloudflare-ready AI agents\". It matches the requested docker deployment target. It is classified as llm_gateway. Ranking signals: community 22/100, maintenance 45/100.",
      "reasons": [
        "Use sxueck/llm-gateway when the user needs a llm gateway project with docker, local, cloud deployment options.",
        "Use-case match is 0/100 for \"build Cloudflare-ready AI agents\".",
        "It matches the requested docker deployment target.",
        "It is classified as llm_gateway.",
        "Ranking signals: community 22/100, maintenance 45/100."
      ],
      "decision_summary": "sxueck/llm-gateway is an exploration candidate for \"build Cloudflare-ready AI agents\": recommendation score 18/100 with matched constraints, but quality and maturity signals need review.",
      "fit_profile": {
        "primary_fit": "Weak indexed use-case overlap for \"build Cloudflare-ready AI agents\"; inspect graph and README evidence.",
        "deployment_fit": "Matches requested docker deployment.",
        "maturity": "Early or uneven maturity signal; review maintenance history before adoption.",
        "agent_readiness": "Agent-readable summary and use cases are available."
      },
      "adoption_plan": [
        "Open /projects/sxueck/llm-gateway to verify license, language, classification evidence, and quality signal confidence.",
        "Inspect /graph/sxueck/llm-gateway for dependencies, related projects, deployment targets, and alternatives.",
        "Use the matched constraints (deployment, category) as the initial acceptance checklist.",
        "Prototype the docker deployment path before committing to a migration.",
        "Compare against /alternatives/sxueck/llm-gateway before final selection."
      ],
      "risk_flags": [
        "Low recommendation confidence; use as a discovery lead, not a final choice.",
        "Use-case overlap is weak in indexed text."
      ],
      "tradeoffs": [
        "edge-only Cloudflare Workers deployment without adaptation"
      ],
      "next_actions": [
        {
          "label": "Open project knowledge",
          "href": "/projects/sxueck/llm-gateway",
          "kind": "project"
        },
        {
          "label": "Inspect graph",
          "href": "/graph/sxueck/llm-gateway",
          "kind": "graph"
        },
        {
          "label": "Find alternatives",
          "href": "/alternatives/sxueck/llm-gateway",
          "kind": "alternatives"
        },
        {
          "label": "Explain score",
          "href": "/score/sxueck/llm-gateway",
          "kind": "score"
        },
        {
          "label": "Compare shortlist",
          "href": "/compare/sxueck/llm-gateway",
          "kind": "compare"
        }
      ],
      "matched_constraints": {
        "deployment": "docker",
        "category": "llm_gateway"
      },
      "unmatched_constraints": {},
      "ranking_signals": {
        "use_case_match": 0,
        "community": 22,
        "maintenance": 45,
        "readiness": 60,
        "license_fit": 0
      },
      "confidence": "low",
      "project": {
        "id": "sxueck/llm-gateway",
        "owner": "sxueck",
        "name": "llm-gateway",
        "full_name": "sxueck/llm-gateway",
        "github_url": "https://github.com/sxueck/llm-gateway",
        "homepage_url": null,
        "description": "Lightweight distributed LLM gateway w/ web UI for model mgmt & routing. Supports vibe programming, prompt opt., & optimized OpenAI API/Anthropic calls",
        "language": "TypeScript",
        "topics": [
          "anthropic-claude",
          "llm-gateway",
          "llmops",
          "openai",
          "vibe-coding"
        ],
        "license": "MIT",
        "stars": 54,
        "forks": 11,
        "open_issues": 1,
        "default_branch": "main",
        "created_at": "2025-10-05T10:16:04Z",
        "updated_at": "2026-11-04T09:28:25Z",
        "pushed_at": "2026-11-04T09:28:20Z",
        "synced_at": "2026-11-05T15:30:16.495Z"
      },
      "agent_card": {
        "project_id": "sxueck/llm-gateway",
        "project_kind": "project",
        "category": "llm_gateway",
        "difficulty": "beginner",
        "deployment": [
          "docker",
          "local",
          "cloud"
        ],
        "cloudflare_ready": false,
        "use_cases": [
          "route LLM requests",
          "standardize model provider access",
          "add gateway-level controls"
        ],
        "not_good_for": [
          "edge-only Cloudflare Workers deployment without adaptation"
        ],
        "alternatives": [
          {
            "project_id": "Devansh-365/freellm",
            "reason": "Same llm gateway intent with llm_gateway overlap."
          },
          {
            "project_id": "VkRainB/ccMesh",
            "reason": "Same llm gateway intent with llm_gateway overlap."
          },
          {
            "project_id": "trefeon/freebucks-proxy",
            "reason": "Same llm gateway intent with coding_agent, llm_gateway overlap."
          }
        ],
        "summary_for_agent": "Use sxueck/llm-gateway when the user needs a llm gateway project with docker, local, cloud deployment options.",
        "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."
            ]
          }
        },
        "schema_version": "v1",
        "generated_at": "2026-11-05T15:30:16.495Z"
      },
      "metrics": {
        "project_id": "sxueck/llm-gateway",
        "stars_30d_delta": 2,
        "commits_30d": 50,
        "releases_180d": 10,
        "contributors_90d": 3,
        "issue_first_response_median_hours": null,
        "recent_push_days": 1,
        "git_score": 22,
        "maintenance_score": 45,
        "signal_confidence": {
          "stars_30d_delta": "snapshot",
          "stars30d_window_days": 33,
          "commits_30d": "complete",
          "releases_180d": "complete",
          "contributors_90d": "complete"
        },
        "calculated_at": "2026-11-05T15:30:16.495Z"
      }
    },
    {
      "project_id": "izzoa/polyrouter",
      "repo": "izzoa/polyrouter",
      "name": "polyrouter",
      "github_url": "https://github.com/izzoa/polyrouter",
      "homepage_url": "https://polyrouter.app",
      "language": "TypeScript",
      "license": "AGPL-3.0",
      "project_kind": "project",
      "category": [
        "llm_gateway"
      ],
      "tags": [
        "ai",
        "anthropic",
        "byok",
        "gateway",
        "hermes",
        "open-source",
        "openai",
        "openclaw",
        "router"
      ],
      "description": "A self-hostable LLM router / gateway: OpenAI- and Anthropic-compatible, explicit-first routing with fallbacks, spend limits, and metadata-only cost tracking. No markup, no third-party proxy — your keys, your box.",
      "overview": "Use izzoa/polyrouter 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": "sxueck/llm-gateway",
          "reason": "Same llm gateway intent with llm_gateway overlap."
        },
        {
          "repo": "MiXaiLL76/auto_ai_router",
          "reason": "Same llm gateway intent with llm_gateway overlap."
        }
      ],
      "related": [],
      "dependencies": [
        "LLM provider"
      ],
      "deployments": [
        "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": [
            "Runtime blocker: postgres.",
            "No Cloudflare deployment signal detected.",
            "No wrangler.toml found in inspected repository files."
          ]
        }
      },
      "quality_signals": {
        "stars": 25,
        "recent_commits": 14,
        "contributors": 1,
        "issue_response_time_hours": null,
        "release_frequency_180d": 46
      },
      "quality_signal_confidence": {
        "stars_30d_delta": "snapshot",
        "stars30d_window_days": 33,
        "commits_30d": "complete",
        "releases_180d": "complete",
        "contributors_90d": "complete"
      },
      "quality_score": 21,
      "agent_score": 58,
      "score": 17,
      "agent_score_breakdown": {
        "documentation": 90,
        "maintenance": 42,
        "deployment": 80,
        "popularity": 28,
        "community": 46
      },
      "git_top_score": 70,
      "git_top_score_breakdown": {
        "community": 59,
        "maintenance": 52,
        "documentation": 84,
        "stability": 100,
        "adoption": 31,
        "agent_readability": 100
      },
      "verification": {
        "schema_version": "git-top.verification.v1",
        "overall_status": "partial",
        "observed_at": "2026-11-05T15:30:15.134Z",
        "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 izzoa/polyrouter when the user needs a llm gateway project with docker, local, cloud deployment options.",
        "purpose": "Use izzoa/polyrouter 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": "sxueck/llm-gateway",
            "reason": "Same llm gateway intent with llm_gateway overlap."
          },
          {
            "repo": "MiXaiLL76/auto_ai_router",
            "reason": "Same llm gateway intent with llm_gateway overlap."
          }
        ]
      },
      "evidence": {
        "classification": {
          "category": {
            "confidence": "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": [
              "Runtime blocker: postgres.",
              "No Cloudflare deployment signal detected.",
              "No wrangler.toml found in inspected repository files."
            ]
          }
        },
        "quality_signal_confidence": {
          "stars_30d_delta": "snapshot",
          "stars30d_window_days": 33,
          "commits_30d": "complete",
          "releases_180d": "complete",
          "contributors_90d": "complete"
        },
        "verification": {
          "schema_version": "git-top.verification.v1",
          "overall_status": "partial",
          "observed_at": "2026-11-05T15:30:15.134Z",
          "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": [
          "agent_card.classification",
          "agent_card.deployment",
          "agent_card.summary_for_agent",
          "agent_card.use_cases",
          "metrics",
          "project.description",
          "project.language",
          "project.license",
          "project.topics",
          "recommendation.constraints",
          "recommendation.query",
          "recommendation.ranking_signals",
          "verification.signals"
        ],
        "caveats": [
          "edge-only Cloudflare Workers deployment without adaptation",
          "Independent installation, security, or runtime probes have not been run for this project.",
          "Low recommendation confidence; use as a discovery lead, not a final choice.",
          "Use-case overlap is weak in indexed text."
        ],
        "recommendation_reasons": [
          "Use izzoa/polyrouter when the user needs a llm gateway project with docker, local, cloud deployment options.",
          "Use-case match is 0/100 for \"build Cloudflare-ready AI agents\".",
          "It matches the requested docker deployment target.",
          "It is classified as llm_gateway.",
          "Ranking signals: community 21/100, maintenance 42/100."
        ],
        "ranking_signals": {
          "use_case_match": 0,
          "community": 21,
          "maintenance": 42,
          "readiness": 60,
          "license_fit": 0
        },
        "matched_constraints": {
          "deployment": "docker",
          "category": "llm_gateway"
        },
        "unmatched_constraints": {},
        "confidence_reason": "Low confidence because the recommendation score is 17/100, use-case match is 0/100, or constraints are weakly matched; Classification evidence and quality signals are strong enough for shortlist reasoning when metadata is current.",
        "last_verified_at": "2026-11-05T15:30:15.134Z"
      },
      "caveats": [
        "edge-only Cloudflare Workers deployment without adaptation",
        "Independent installation, security, or runtime probes have not been run for this project.",
        "Low recommendation confidence; use as a discovery lead, not a final choice.",
        "Use-case overlap is weak in indexed text."
      ],
      "confidence_reason": "Low confidence because the recommendation score is 17/100, use-case match is 0/100, or constraints are weakly matched; Classification evidence and quality signals are strong enough for shortlist reasoning when metadata is current.",
      "source_fields": [
        "agent_card.classification",
        "agent_card.deployment",
        "agent_card.summary_for_agent",
        "agent_card.use_cases",
        "metrics",
        "project.description",
        "project.language",
        "project.license",
        "project.topics",
        "recommendation.constraints",
        "recommendation.query",
        "recommendation.ranking_signals",
        "verification.signals"
      ],
      "last_verified_at": "2026-11-05T15:30:15.134Z",
      "reason": "Use izzoa/polyrouter when the user needs a llm gateway project with docker, local, cloud deployment options. Use-case match is 0/100 for \"build Cloudflare-ready AI agents\". It matches the requested docker deployment target. It is classified as llm_gateway. Ranking signals: community 21/100, maintenance 42/100.",
      "reasons": [
        "Use izzoa/polyrouter when the user needs a llm gateway project with docker, local, cloud deployment options.",
        "Use-case match is 0/100 for \"build Cloudflare-ready AI agents\".",
        "It matches the requested docker deployment target.",
        "It is classified as llm_gateway.",
        "Ranking signals: community 21/100, maintenance 42/100."
      ],
      "decision_summary": "izzoa/polyrouter is an exploration candidate for \"build Cloudflare-ready AI agents\": recommendation score 17/100 with matched constraints, but quality and maturity signals need review.",
      "fit_profile": {
        "primary_fit": "Weak indexed use-case overlap for \"build Cloudflare-ready AI agents\"; inspect graph and README evidence.",
        "deployment_fit": "Matches requested docker deployment.",
        "maturity": "Early or uneven maturity signal; review maintenance history before adoption.",
        "agent_readiness": "Agent-readable summary and use cases are available."
      },
      "adoption_plan": [
        "Open /projects/izzoa/polyrouter to verify license, language, classification evidence, and quality signal confidence.",
        "Inspect /graph/izzoa/polyrouter for dependencies, related projects, deployment targets, and alternatives.",
        "Use the matched constraints (deployment, category) as the initial acceptance checklist.",
        "Prototype the docker deployment path before committing to a migration.",
        "Compare against /alternatives/izzoa/polyrouter before final selection."
      ],
      "risk_flags": [
        "Low recommendation confidence; use as a discovery lead, not a final choice.",
        "Use-case overlap is weak in indexed text."
      ],
      "tradeoffs": [
        "edge-only Cloudflare Workers deployment without adaptation"
      ],
      "next_actions": [
        {
          "label": "Open project knowledge",
          "href": "/projects/izzoa/polyrouter",
          "kind": "project"
        },
        {
          "label": "Inspect graph",
          "href": "/graph/izzoa/polyrouter",
          "kind": "graph"
        },
        {
          "label": "Find alternatives",
          "href": "/alternatives/izzoa/polyrouter",
          "kind": "alternatives"
        },
        {
          "label": "Explain score",
          "href": "/score/izzoa/polyrouter",
          "kind": "score"
        },
        {
          "label": "Compare shortlist",
          "href": "/compare/izzoa/polyrouter",
          "kind": "compare"
        }
      ],
      "matched_constraints": {
        "deployment": "docker",
        "category": "llm_gateway"
      },
      "unmatched_constraints": {},
      "ranking_signals": {
        "use_case_match": 0,
        "community": 21,
        "maintenance": 42,
        "readiness": 60,
        "license_fit": 0
      },
      "confidence": "low",
      "project": {
        "id": "izzoa/polyrouter",
        "owner": "izzoa",
        "name": "polyrouter",
        "full_name": "izzoa/polyrouter",
        "github_url": "https://github.com/izzoa/polyrouter",
        "homepage_url": "https://polyrouter.app",
        "description": "A self-hostable LLM router / gateway: OpenAI- and Anthropic-compatible, explicit-first routing with fallbacks, spend limits, and metadata-only cost tracking. No markup, no third-party proxy — your keys, your box.",
        "language": "TypeScript",
        "topics": [
          "ai",
          "anthropic",
          "byok",
          "gateway",
          "hermes",
          "open-source",
          "openai",
          "openclaw",
          "router"
        ],
        "license": "AGPL-3.0",
        "stars": 25,
        "forks": 1,
        "open_issues": 1,
        "default_branch": "main",
        "created_at": "2026-07-17T17:27:11Z",
        "updated_at": "2026-11-02T02:26:32Z",
        "pushed_at": "2026-11-02T02:26:30Z",
        "synced_at": "2026-11-05T15:30:15.134Z"
      },
      "agent_card": {
        "project_id": "izzoa/polyrouter",
        "project_kind": "project",
        "category": "llm_gateway",
        "difficulty": "beginner",
        "deployment": [
          "docker",
          "local",
          "cloud"
        ],
        "cloudflare_ready": false,
        "use_cases": [
          "route LLM requests",
          "standardize model provider access",
          "add gateway-level controls"
        ],
        "not_good_for": [
          "edge-only Cloudflare Workers deployment without adaptation"
        ],
        "alternatives": [
          {
            "project_id": "Hal0ai/hal0",
            "reason": "Same llm gateway intent with llm_gateway overlap."
          },
          {
            "project_id": "sxueck/llm-gateway",
            "reason": "Same llm gateway intent with llm_gateway overlap."
          },
          {
            "project_id": "MiXaiLL76/auto_ai_router",
            "reason": "Same llm gateway intent with llm_gateway overlap."
          }
        ],
        "summary_for_agent": "Use izzoa/polyrouter when the user needs a llm gateway project with docker, local, cloud deployment options.",
        "classification": {
          "category": {
            "confidence": "high",
            "evidence": [
              "Matched \"gateway\" in metadata.",
              "Matched \"proxy\" in metadata.",
              "Matched \"router\" in metadata."
            ]
          },
          "deployment": {
            "confidence": "high",
            "evidence": [
              "Found Docker configuration file.",
              "Local usage is assumed for open source repositories unless contradicted."
            ]
          },
          "difficulty": {
            "confidence": "medium",
            "evidence": [
              "Repository has under 10k stars, so complexity is treated conservatively."
            ]
          },
          "cloudflare_ready": {
            "confidence": "high",
            "evidence": [
              "Runtime blocker: postgres.",
              "No Cloudflare deployment signal detected.",
              "No wrangler.toml found in inspected repository files."
            ]
          }
        },
        "schema_version": "v1",
        "generated_at": "2026-11-05T15:30:15.134Z"
      },
      "metrics": {
        "project_id": "izzoa/polyrouter",
        "stars_30d_delta": 2,
        "commits_30d": 14,
        "releases_180d": 46,
        "contributors_90d": 1,
        "issue_first_response_median_hours": null,
        "recent_push_days": 3,
        "git_score": 21,
        "maintenance_score": 42,
        "signal_confidence": {
          "stars_30d_delta": "snapshot",
          "stars30d_window_days": 33,
          "commits_30d": "complete",
          "releases_180d": "complete",
          "contributors_90d": "complete"
        },
        "calculated_at": "2026-11-05T15:30:15.134Z"
      }
    },
    {
      "project_id": "Devansh-365/freellm",
      "repo": "Devansh-365/freellm",
      "name": "freellm",
      "github_url": "https://github.com/Devansh-365/freellm",
      "homepage_url": "https://freellms.vercel.app",
      "language": "TypeScript",
      "license": "MIT",
      "project_kind": "project",
      "category": [
        "llm_gateway"
      ],
      "tags": [
        "api-gateway",
        "cerebras",
        "circuit-breaker",
        "free-api",
        "gemini",
        "groq",
        "llm",
        "llm-gateway",
        "mistral",
        "nvidia",
        "ollama",
        "openai-api",
        "openai-compatible",
        "rate-limiting"
      ],
      "description": " OpenAI-compatible gateway aggregating 8 free LLM providers with automatic failover, circuit breakers, and smart routing. 32+ models, zero cost.",
      "overview": "Use Devansh-365/freellm when the user needs a llm gateway project with docker, cloudflare, serverless deployment options.",
      "alternatives": [
        {
          "repo": "Hal0ai/hal0",
          "reason": "Same llm gateway intent with llm_gateway overlap."
        },
        {
          "repo": "trefeon/freebucks-proxy",
          "reason": "Same llm gateway intent with llm_gateway overlap."
        },
        {
          "repo": "frieser/antigravity-proxy",
          "reason": "Same llm gateway intent with llm_gateway overlap."
        }
      ],
      "related": [],
      "dependencies": [
        "Cloudflare Workers",
        "LLM provider"
      ],
      "deployments": [
        "docker",
        "cloudflare",
        "serverless",
        "vercel",
        "library_only",
        "local"
      ],
      "difficulty": "beginner",
      "cloudflare_ready": false,
      "use_cases": [
        "route LLM requests",
        "standardize model provider access",
        "add gateway-level controls"
      ],
      "not_good_for": [
        "edge-only Cloudflare Workers deployment without adaptation",
        "users expecting a complete hosted product"
      ],
      "classification": {
        "category": {
          "confidence": "medium",
          "evidence": [
            "Matched \"gateway\" in metadata."
          ]
        },
        "deployment": {
          "confidence": "high",
          "evidence": [
            "Found Docker configuration file.",
            "Matched \"cloudflare workers\" in repository content.",
            "Matched \"vercel\" in repository content.",
            "Matched \"serverless\" in repository content.",
            "Matched \"npm install\" in repository content.",
            "Local usage is assumed for open source repositories unless contradicted."
          ]
        },
        "difficulty": {
          "confidence": "medium",
          "evidence": [
            "Cloudflare deployment path suggests a guided serverless setup."
          ]
        },
        "cloudflare_ready": {
          "confidence": "high",
          "evidence": [
            "Cloudflare signal: cloudflare workers.",
            "Runtime blocker: python."
          ]
        }
      },
      "quality_signals": {
        "stars": 71,
        "recent_commits": 0,
        "contributors": 1,
        "issue_response_time_hours": null,
        "release_frequency_180d": 2
      },
      "quality_signal_confidence": {
        "stars_30d_delta": "snapshot",
        "stars30d_window_days": 33,
        "commits_30d": "complete",
        "releases_180d": "complete",
        "contributors_90d": "complete"
      },
      "quality_score": 7,
      "agent_score": 56,
      "score": 17,
      "agent_score_breakdown": {
        "documentation": 90,
        "maintenance": 10,
        "deployment": 100,
        "popularity": 37,
        "community": 46
      },
      "git_top_score": 63,
      "git_top_score_breakdown": {
        "community": 64,
        "maintenance": 11,
        "documentation": 92,
        "stability": 71,
        "adoption": 52,
        "agent_readability": 100
      },
      "verification": {
        "schema_version": "git-top.verification.v1",
        "overall_status": "partial",
        "observed_at": "2026-11-09T07:30:19.225Z",
        "signals": {
          "activity": {
            "status": "observed",
            "source": "github_metadata",
            "evidence": [
              "project.pushed_at",
              "metrics.recent_push_days"
            ]
          },
          "license": {
            "status": "observed",
            "source": "github_metadata",
            "evidence": [
              "project.license"
            ]
          },
          "documentation": {
            "status": "observed",
            "source": "github_metadata",
            "evidence": [
              "project.description"
            ]
          },
          "runtime": {
            "status": "inferred",
            "source": "git_top_heuristic",
            "evidence": [
              "agent_card.deployment",
              "agent_card.cloudflare_ready"
            ]
          },
          "install": {
            "status": "not_run",
            "source": "git_top_runtime",
            "evidence": [
              "installation/build probe is not enabled"
            ]
          },
          "security": {
            "status": "not_run",
            "source": "git_top_runtime",
            "evidence": [
              "dependency/security scan is not enabled"
            ]
          },
          "mcp": {
            "status": "not_applicable",
            "source": "git_top_runtime",
            "evidence": [
              "project is not classified as mcp_server"
            ]
          }
        },
        "coverage": {
          "observed": 3,
          "inferred": 1,
          "not_run": 2,
          "unknown": 0
        },
        "next_steps": [
          "Run an installation/build probe before production adoption.",
          "Run a dependency and security scan before treating the score as a trust claim."
        ]
      },
      "summary": {
        "tl_dr": "Use Devansh-365/freellm when the user needs a llm gateway project with docker, cloudflare, serverless deployment options.",
        "purpose": "Use Devansh-365/freellm when the user needs a llm gateway project with docker, cloudflare, serverless deployment options.",
        "install": "Deploy on Cloudflare Workers using the repository's deployment instructions.",
        "inputs": [
          "model requests",
          "routing config",
          "provider credentials"
        ],
        "outputs": [
          "proxied completions",
          "routed responses",
          "usage metrics"
        ],
        "good_for": [
          "route LLM requests",
          "standardize model provider access",
          "add gateway-level controls",
          "model routing",
          "provider abstraction",
          "LLM proxying"
        ],
        "not_good_for": [
          "edge-only Cloudflare Workers deployment without adaptation",
          "users expecting a complete hosted product",
          "local-only inference",
          "non-LLM services"
        ],
        "deployment": [
          "docker",
          "cloudflare",
          "serverless",
          "vercel",
          "library_only",
          "local"
        ],
        "alternatives": [
          {
            "repo": "Hal0ai/hal0",
            "reason": "Same llm gateway intent with llm_gateway overlap."
          },
          {
            "repo": "trefeon/freebucks-proxy",
            "reason": "Same llm gateway intent with llm_gateway overlap."
          },
          {
            "repo": "frieser/antigravity-proxy",
            "reason": "Same llm gateway intent with llm_gateway overlap."
          }
        ]
      },
      "evidence": {
        "classification": {
          "category": {
            "confidence": "medium",
            "evidence": [
              "Matched \"gateway\" in metadata."
            ]
          },
          "deployment": {
            "confidence": "high",
            "evidence": [
              "Found Docker configuration file.",
              "Matched \"cloudflare workers\" in repository content.",
              "Matched \"vercel\" in repository content.",
              "Matched \"serverless\" in repository content.",
              "Matched \"npm install\" in repository content.",
              "Local usage is assumed for open source repositories unless contradicted."
            ]
          },
          "difficulty": {
            "confidence": "medium",
            "evidence": [
              "Cloudflare deployment path suggests a guided serverless setup."
            ]
          },
          "cloudflare_ready": {
            "confidence": "high",
            "evidence": [
              "Cloudflare signal: cloudflare workers.",
              "Runtime blocker: python."
            ]
          }
        },
        "quality_signal_confidence": {
          "stars_30d_delta": "snapshot",
          "stars30d_window_days": 33,
          "commits_30d": "complete",
          "releases_180d": "complete",
          "contributors_90d": "complete"
        },
        "verification": {
          "schema_version": "git-top.verification.v1",
          "overall_status": "partial",
          "observed_at": "2026-11-09T07:30:19.225Z",
          "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": [
          "agent_card.classification",
          "agent_card.deployment",
          "agent_card.summary_for_agent",
          "agent_card.use_cases",
          "metrics",
          "project.description",
          "project.language",
          "project.license",
          "project.topics",
          "recommendation.constraints",
          "recommendation.query",
          "recommendation.ranking_signals",
          "verification.signals"
        ],
        "caveats": [
          "edge-only Cloudflare Workers deployment without adaptation",
          "Independent installation, security, or runtime probes have not been run for this project.",
          "Low recommendation confidence; use as a discovery lead, not a final choice.",
          "Maintenance signal is weak; inspect recent commits, releases, and issues.",
          "Use-case overlap is weak in indexed text.",
          "users expecting a complete hosted product"
        ],
        "recommendation_reasons": [
          "Use Devansh-365/freellm when the user needs a llm gateway project with docker, cloudflare, serverless deployment options.",
          "Use-case match is 25/100 for \"build Cloudflare-ready AI agents\".",
          "It matches the requested docker deployment target.",
          "It is classified as llm_gateway.",
          "Ranking signals: community 7/100, maintenance 10/100."
        ],
        "ranking_signals": {
          "use_case_match": 25,
          "community": 7,
          "maintenance": 10,
          "readiness": 60,
          "license_fit": 0
        },
        "matched_constraints": {
          "deployment": "docker",
          "category": "llm_gateway"
        },
        "unmatched_constraints": {},
        "confidence_reason": "Low confidence because the recommendation score is 17/100, use-case match is 25/100, or constraints are weakly matched; Evidence is usable for comparison, but agents should cite caveats before making a strong recommendation.",
        "last_verified_at": "2026-11-09T07:30:19.225Z"
      },
      "caveats": [
        "edge-only Cloudflare Workers deployment without adaptation",
        "Independent installation, security, or runtime probes have not been run for this project.",
        "Low recommendation confidence; use as a discovery lead, not a final choice.",
        "Maintenance signal is weak; inspect recent commits, releases, and issues.",
        "Use-case overlap is weak in indexed text.",
        "users expecting a complete hosted product"
      ],
      "confidence_reason": "Low confidence because the recommendation score is 17/100, use-case match is 25/100, or constraints are weakly matched; Evidence is usable for comparison, but agents should cite caveats before making a strong recommendation.",
      "source_fields": [
        "agent_card.classification",
        "agent_card.deployment",
        "agent_card.summary_for_agent",
        "agent_card.use_cases",
        "metrics",
        "project.description",
        "project.language",
        "project.license",
        "project.topics",
        "recommendation.constraints",
        "recommendation.query",
        "recommendation.ranking_signals",
        "verification.signals"
      ],
      "last_verified_at": "2026-11-09T07:30:19.225Z",
      "reason": "Use Devansh-365/freellm when the user needs a llm gateway project with docker, cloudflare, serverless deployment options. Use-case match is 25/100 for \"build Cloudflare-ready AI agents\". It matches the requested docker deployment target. It is classified as llm_gateway. Ranking signals: community 7/100, maintenance 10/100.",
      "reasons": [
        "Use Devansh-365/freellm when the user needs a llm gateway project with docker, cloudflare, serverless deployment options.",
        "Use-case match is 25/100 for \"build Cloudflare-ready AI agents\".",
        "It matches the requested docker deployment target.",
        "It is classified as llm_gateway.",
        "Ranking signals: community 7/100, maintenance 10/100."
      ],
      "decision_summary": "Devansh-365/freellm is an exploration candidate for \"build Cloudflare-ready AI agents\": recommendation score 17/100 with matched constraints, but quality and maturity signals need review.",
      "fit_profile": {
        "primary_fit": "Weak indexed use-case overlap for \"build Cloudflare-ready AI agents\"; inspect graph and README evidence.",
        "deployment_fit": "Matches requested docker deployment.",
        "maturity": "Early or uneven maturity signal; review maintenance history before adoption.",
        "agent_readiness": "Agent-readable summary and use cases are available."
      },
      "adoption_plan": [
        "Open /projects/Devansh-365/freellm to verify license, language, classification evidence, and quality signal confidence.",
        "Inspect /graph/Devansh-365/freellm for dependencies, related projects, deployment targets, and alternatives.",
        "Use the matched constraints (deployment, category) as the initial acceptance checklist.",
        "Prototype the docker deployment path before committing to a migration.",
        "Compare against /alternatives/Devansh-365/freellm before final selection."
      ],
      "risk_flags": [
        "Low recommendation confidence; use as a discovery lead, not a final choice.",
        "Maintenance signal is weak; inspect recent commits, releases, and issues.",
        "Use-case overlap is weak in indexed text."
      ],
      "tradeoffs": [
        "edge-only Cloudflare Workers deployment without adaptation",
        "users expecting a complete hosted product"
      ],
      "next_actions": [
        {
          "label": "Open project knowledge",
          "href": "/projects/Devansh-365/freellm",
          "kind": "project"
        },
        {
          "label": "Inspect graph",
          "href": "/graph/Devansh-365/freellm",
          "kind": "graph"
        },
        {
          "label": "Find alternatives",
          "href": "/alternatives/Devansh-365/freellm",
          "kind": "alternatives"
        },
        {
          "label": "Explain score",
          "href": "/score/Devansh-365/freellm",
          "kind": "score"
        },
        {
          "label": "Compare shortlist",
          "href": "/compare/Devansh-365/freellm",
          "kind": "compare"
        }
      ],
      "matched_constraints": {
        "deployment": "docker",
        "category": "llm_gateway"
      },
      "unmatched_constraints": {},
      "ranking_signals": {
        "use_case_match": 25,
        "community": 7,
        "maintenance": 10,
        "readiness": 60,
        "license_fit": 0
      },
      "confidence": "low",
      "project": {
        "id": "Devansh-365/freellm",
        "owner": "Devansh-365",
        "name": "freellm",
        "full_name": "Devansh-365/freellm",
        "github_url": "https://github.com/Devansh-365/freellm",
        "homepage_url": "https://freellms.vercel.app",
        "description": " OpenAI-compatible gateway aggregating 8 free LLM providers with automatic failover, circuit breakers, and smart routing. 32+ models, zero cost.",
        "language": "TypeScript",
        "topics": [
          "api-gateway",
          "cerebras",
          "circuit-breaker",
          "free-api",
          "gemini",
          "groq",
          "llm",
          "llm-gateway",
          "mistral",
          "nvidia",
          "ollama",
          "openai-api",
          "openai-compatible",
          "rate-limiting"
        ],
        "license": "MIT",
        "stars": 71,
        "forks": 14,
        "open_issues": 2,
        "default_branch": "main",
        "created_at": "2026-04-03T05:55:36Z",
        "updated_at": "2026-11-08T07:52:15Z",
        "pushed_at": "2026-05-29T10:57:59Z",
        "synced_at": "2026-11-09T07:30:19.225Z"
      },
      "agent_card": {
        "project_id": "Devansh-365/freellm",
        "project_kind": "project",
        "category": "llm_gateway",
        "difficulty": "beginner",
        "deployment": [
          "docker",
          "cloudflare",
          "serverless",
          "vercel",
          "library_only",
          "local"
        ],
        "cloudflare_ready": false,
        "use_cases": [
          "route LLM requests",
          "standardize model provider access",
          "add gateway-level controls"
        ],
        "not_good_for": [
          "edge-only Cloudflare Workers deployment without adaptation",
          "users expecting a complete hosted product"
        ],
        "alternatives": [
          {
            "project_id": "Hal0ai/hal0",
            "reason": "Same llm gateway intent with llm_gateway overlap."
          },
          {
            "project_id": "trefeon/freebucks-proxy",
            "reason": "Same llm gateway intent with llm_gateway overlap."
          },
          {
            "project_id": "frieser/antigravity-proxy",
            "reason": "Same llm gateway intent with llm_gateway overlap."
          }
        ],
        "summary_for_agent": "Use Devansh-365/freellm when the user needs a llm gateway project with docker, cloudflare, serverless deployment options.",
        "classification": {
          "category": {
            "confidence": "medium",
            "evidence": [
              "Matched \"gateway\" in metadata."
            ]
          },
          "deployment": {
            "confidence": "high",
            "evidence": [
              "Found Docker configuration file.",
              "Matched \"cloudflare workers\" in repository content.",
              "Matched \"vercel\" in repository content.",
              "Matched \"serverless\" in repository content.",
              "Matched \"npm install\" in repository content.",
              "Local usage is assumed for open source repositories unless contradicted."
            ]
          },
          "difficulty": {
            "confidence": "medium",
            "evidence": [
              "Cloudflare deployment path suggests a guided serverless setup."
            ]
          },
          "cloudflare_ready": {
            "confidence": "high",
            "evidence": [
              "Cloudflare signal: cloudflare workers.",
              "Runtime blocker: python."
            ]
          }
        },
        "schema_version": "v1",
        "generated_at": "2026-11-09T07:30:19.225Z"
      },
      "metrics": {
        "project_id": "Devansh-365/freellm",
        "stars_30d_delta": 8,
        "commits_30d": 0,
        "releases_180d": 2,
        "contributors_90d": 1,
        "issue_first_response_median_hours": null,
        "recent_push_days": 163,
        "git_score": 7,
        "maintenance_score": 10,
        "signal_confidence": {
          "stars_30d_delta": "snapshot",
          "stars30d_window_days": 33,
          "commits_30d": "complete",
          "releases_180d": "complete",
          "contributors_90d": "complete"
        },
        "calculated_at": "2026-11-09T07:30:19.225Z"
      }
    },
    {
      "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": [],
      "description": "Archived; no longer maintained.",
      "overview": "Use trefeon/freebucks-proxy 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": "MiXaiLL76/auto_ai_router",
          "reason": "Same llm gateway intent with llm_gateway overlap."
        },
        {
          "repo": "andreimerfu/pllm",
          "reason": "Same llm gateway intent with llm_gateway overlap."
        }
      ],
      "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 \"proxy\" 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": 2,
        "contributors": 6,
        "issue_response_time_hours": null,
        "release_frequency_180d": 55
      },
      "quality_signal_confidence": {
        "stars_30d_delta": "snapshot",
        "stars30d_window_days": 33,
        "commits_30d": "complete",
        "releases_180d": "complete",
        "contributors_90d": "complete"
      },
      "quality_score": 20,
      "agent_score": 62,
      "score": 15,
      "agent_score_breakdown": {
        "documentation": 90,
        "maintenance": 37,
        "deployment": 80,
        "popularity": 49,
        "community": 51
      },
      "git_top_score": 79,
      "git_top_score_breakdown": {
        "community": 85,
        "maintenance": 39,
        "documentation": 84,
        "stability": 100,
        "adoption": 73,
        "agent_readability": 100
      },
      "verification": {
        "schema_version": "git-top.verification.v1",
        "overall_status": "partial",
        "observed_at": "2026-11-04T07:00:48.675Z",
        "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": "Hal0ai/hal0",
            "reason": "Same llm gateway intent with llm_gateway overlap."
          },
          {
            "repo": "MiXaiLL76/auto_ai_router",
            "reason": "Same llm gateway intent with llm_gateway overlap."
          },
          {
            "repo": "andreimerfu/pllm",
            "reason": "Same llm gateway intent with llm_gateway overlap."
          }
        ]
      },
      "evidence": {
        "classification": {
          "category": {
            "confidence": "medium",
            "evidence": [
              "Matched \"proxy\" in metadata."
            ]
          },
          "deployment": {
            "confidence": "high",
            "evidence": [
              "Found Docker configuration file.",
              "Local usage is assumed for open source repositories unless contradicted."
            ]
          },
          "difficulty": {
            "confidence": "medium",
            "evidence": [
              "Repository has under 10k stars, so complexity is treated conservatively."
            ]
          },
          "cloudflare_ready": {
            "confidence": "high",
            "evidence": [
              "No Cloudflare deployment signal detected.",
              "No wrangler.toml found in inspected repository files."
            ]
          }
        },
        "quality_signal_confidence": {
          "stars_30d_delta": "snapshot",
          "stars30d_window_days": 33,
          "commits_30d": "complete",
          "releases_180d": "complete",
          "contributors_90d": "complete"
        },
        "verification": {
          "schema_version": "git-top.verification.v1",
          "overall_status": "partial",
          "observed_at": "2026-11-04T07:00:48.675Z",
          "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": [
          "agent_card.classification",
          "agent_card.deployment",
          "agent_card.summary_for_agent",
          "agent_card.use_cases",
          "metrics",
          "project.description",
          "project.language",
          "project.license",
          "project.topics",
          "recommendation.constraints",
          "recommendation.query",
          "recommendation.ranking_signals",
          "verification.signals"
        ],
        "caveats": [
          "edge-only Cloudflare Workers deployment without adaptation",
          "Independent installation, security, or runtime probes have not been run for this project.",
          "Low recommendation confidence; use as a discovery lead, not a final choice.",
          "Maintenance signal is weak; inspect recent commits, releases, and issues.",
          "Use-case overlap is weak in indexed text."
        ],
        "recommendation_reasons": [
          "Use trefeon/freebucks-proxy when the user needs a llm gateway project with docker, local, cloud deployment options.",
          "Use-case match is 0/100 for \"build Cloudflare-ready AI agents\".",
          "It matches the requested docker deployment target.",
          "It is classified as llm_gateway.",
          "Ranking signals: community 20/100, maintenance 37/100."
        ],
        "ranking_signals": {
          "use_case_match": 0,
          "community": 20,
          "maintenance": 37,
          "readiness": 60,
          "license_fit": 0
        },
        "matched_constraints": {
          "deployment": "docker",
          "category": "llm_gateway"
        },
        "unmatched_constraints": {},
        "confidence_reason": "Low confidence because the recommendation score is 15/100, use-case match is 0/100, or constraints are weakly matched; Evidence is usable for comparison, but agents should cite caveats before making a strong recommendation.",
        "last_verified_at": "2026-11-04T07:00:48.675Z"
      },
      "caveats": [
        "edge-only Cloudflare Workers deployment without adaptation",
        "Independent installation, security, or runtime probes have not been run for this project.",
        "Low recommendation confidence; use as a discovery lead, not a final choice.",
        "Maintenance signal is weak; inspect recent commits, releases, and issues.",
        "Use-case overlap is weak in indexed text."
      ],
      "confidence_reason": "Low confidence because the recommendation score is 15/100, use-case match is 0/100, or constraints are weakly matched; Evidence is usable for comparison, but agents should cite caveats before making a strong recommendation.",
      "source_fields": [
        "agent_card.classification",
        "agent_card.deployment",
        "agent_card.summary_for_agent",
        "agent_card.use_cases",
        "metrics",
        "project.description",
        "project.language",
        "project.license",
        "project.topics",
        "recommendation.constraints",
        "recommendation.query",
        "recommendation.ranking_signals",
        "verification.signals"
      ],
      "last_verified_at": "2026-11-04T07:00:48.675Z",
      "reason": "Use trefeon/freebucks-proxy when the user needs a llm gateway project with docker, local, cloud deployment options. Use-case match is 0/100 for \"build Cloudflare-ready AI agents\". It matches the requested docker deployment target. It is classified as llm_gateway. Ranking signals: community 20/100, maintenance 37/100.",
      "reasons": [
        "Use trefeon/freebucks-proxy when the user needs a llm gateway project with docker, local, cloud deployment options.",
        "Use-case match is 0/100 for \"build Cloudflare-ready AI agents\".",
        "It matches the requested docker deployment target.",
        "It is classified as llm_gateway.",
        "Ranking signals: community 20/100, maintenance 37/100."
      ],
      "decision_summary": "trefeon/freebucks-proxy is an exploration candidate for \"build Cloudflare-ready AI agents\": recommendation score 15/100 with matched constraints, but quality and maturity signals need review.",
      "fit_profile": {
        "primary_fit": "Weak indexed use-case overlap for \"build Cloudflare-ready AI agents\"; inspect graph and README evidence.",
        "deployment_fit": "Matches requested docker deployment.",
        "maturity": "Early or uneven maturity signal; review maintenance history before adoption.",
        "agent_readiness": "Agent-readable summary and use cases are available."
      },
      "adoption_plan": [
        "Open /projects/trefeon/freebucks-proxy to verify license, language, classification evidence, and quality signal confidence.",
        "Inspect /graph/trefeon/freebucks-proxy for dependencies, related projects, deployment targets, and alternatives.",
        "Use the matched constraints (deployment, category) as the initial acceptance checklist.",
        "Prototype the docker deployment path before committing to a migration.",
        "Compare against /alternatives/trefeon/freebucks-proxy before final selection."
      ],
      "risk_flags": [
        "Low recommendation confidence; use as a discovery lead, not a final choice.",
        "Maintenance signal is weak; inspect recent commits, releases, and issues.",
        "Use-case overlap is weak in indexed text."
      ],
      "tradeoffs": [
        "edge-only Cloudflare Workers deployment without adaptation"
      ],
      "next_actions": [
        {
          "label": "Open project knowledge",
          "href": "/projects/trefeon/freebucks-proxy",
          "kind": "project"
        },
        {
          "label": "Inspect graph",
          "href": "/graph/trefeon/freebucks-proxy",
          "kind": "graph"
        },
        {
          "label": "Find alternatives",
          "href": "/alternatives/trefeon/freebucks-proxy",
          "kind": "alternatives"
        },
        {
          "label": "Explain score",
          "href": "/score/trefeon/freebucks-proxy",
          "kind": "score"
        },
        {
          "label": "Compare shortlist",
          "href": "/compare/trefeon/freebucks-proxy",
          "kind": "compare"
        }
      ],
      "matched_constraints": {
        "deployment": "docker",
        "category": "llm_gateway"
      },
      "unmatched_constraints": {},
      "ranking_signals": {
        "use_case_match": 0,
        "community": 20,
        "maintenance": 37,
        "readiness": 60,
        "license_fit": 0
      },
      "confidence": "low",
      "project": {
        "id": "trefeon/freebucks-proxy",
        "owner": "trefeon",
        "name": "freebucks-proxy",
        "full_name": "trefeon/freebucks-proxy",
        "github_url": "https://github.com/trefeon/freebucks-proxy",
        "homepage_url": null,
        "description": "Archived; no longer maintained.",
        "language": "Go",
        "topics": [],
        "license": "MIT",
        "stars": 297,
        "forks": 68,
        "open_issues": 0,
        "default_branch": "main",
        "created_at": "2026-08-11T07:06:43Z",
        "updated_at": "2026-10-25T02:21:58Z",
        "pushed_at": "2026-10-19T18:18:43Z",
        "synced_at": "2026-11-04T07:00:48.675Z"
      },
      "agent_card": {
        "project_id": "trefeon/freebucks-proxy",
        "project_kind": "project",
        "category": "llm_gateway",
        "difficulty": "beginner",
        "deployment": [
          "docker",
          "local",
          "cloud"
        ],
        "cloudflare_ready": false,
        "use_cases": [
          "route LLM requests",
          "standardize model provider access",
          "add gateway-level controls"
        ],
        "not_good_for": [
          "edge-only Cloudflare Workers deployment without adaptation"
        ],
        "alternatives": [
          {
            "project_id": "Hal0ai/hal0",
            "reason": "Same llm gateway intent with llm_gateway overlap."
          },
          {
            "project_id": "MiXaiLL76/auto_ai_router",
            "reason": "Same llm gateway intent with llm_gateway overlap."
          },
          {
            "project_id": "andreimerfu/pllm",
            "reason": "Same llm gateway intent with llm_gateway overlap."
          }
        ],
        "summary_for_agent": "Use trefeon/freebucks-proxy when the user needs a llm gateway project with docker, local, cloud deployment options.",
        "classification": {
          "category": {
            "confidence": "medium",
            "evidence": [
              "Matched \"proxy\" in metadata."
            ]
          },
          "deployment": {
            "confidence": "high",
            "evidence": [
              "Found Docker configuration file.",
              "Local usage is assumed for open source repositories unless contradicted."
            ]
          },
          "difficulty": {
            "confidence": "medium",
            "evidence": [
              "Repository has under 10k stars, so complexity is treated conservatively."
            ]
          },
          "cloudflare_ready": {
            "confidence": "high",
            "evidence": [
              "No Cloudflare deployment signal detected.",
              "No wrangler.toml found in inspected repository files."
            ]
          }
        },
        "schema_version": "v1",
        "generated_at": "2026-11-04T07:00:48.675Z"
      },
      "metrics": {
        "project_id": "trefeon/freebucks-proxy",
        "stars_30d_delta": 0,
        "commits_30d": 2,
        "releases_180d": 55,
        "contributors_90d": 6,
        "issue_first_response_median_hours": null,
        "recent_push_days": 15,
        "git_score": 20,
        "maintenance_score": 37,
        "signal_confidence": {
          "stars_30d_delta": "snapshot",
          "stars30d_window_days": 33,
          "commits_30d": "complete",
          "releases_180d": "complete",
          "contributors_90d": "complete"
        },
        "calculated_at": "2026-11-04T07:00:48.675Z"
      }
    },
    {
      "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": [
            "Runtime blocker: postgres.",
            "No Cloudflare deployment signal detected.",
            "No wrangler.toml found in inspected repository files."
          ]
        }
      },
      "quality_signals": {
        "stars": 57,
        "recent_commits": 100,
        "contributors": 14,
        "issue_response_time_hours": null,
        "release_frequency_180d": 1
      },
      "quality_signal_confidence": {
        "stars_30d_delta": "snapshot",
        "stars30d_window_days": 33,
        "commits_30d": "partial",
        "releases_180d": "complete",
        "contributors_90d": "complete"
      },
      "quality_score": 18,
      "agent_score": 60,
      "score": 15,
      "agent_score_breakdown": {
        "documentation": 90,
        "maintenance": 36,
        "deployment": 80,
        "popularity": 35,
        "community": 59
      },
      "git_top_score": 75,
      "git_top_score_breakdown": {
        "community": 100,
        "maintenance": 46,
        "documentation": 84,
        "stability": 78,
        "adoption": 51,
        "agent_readability": 100
      },
      "verification": {
        "schema_version": "git-top.verification.v1",
        "overall_status": "partial",
        "observed_at": "2026-11-09T06:51:18.126Z",
        "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": [
              "Runtime blocker: postgres.",
              "No Cloudflare deployment signal detected.",
              "No wrangler.toml found in inspected repository files."
            ]
          }
        },
        "quality_signal_confidence": {
          "stars_30d_delta": "snapshot",
          "stars30d_window_days": 33,
          "commits_30d": "partial",
          "releases_180d": "complete",
          "contributors_90d": "complete"
        },
        "verification": {
          "schema_version": "git-top.verification.v1",
          "overall_status": "partial",
          "observed_at": "2026-11-09T06:51:18.126Z",
          "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": [
          "agent_card.classification",
          "agent_card.deployment",
          "agent_card.summary_for_agent",
          "agent_card.use_cases",
          "metrics",
          "project.description",
          "project.language",
          "project.license",
          "project.topics",
          "recommendation.constraints",
          "recommendation.query",
          "recommendation.ranking_signals",
          "verification.signals"
        ],
        "caveats": [
          "edge-only Cloudflare Workers deployment without adaptation",
          "Independent installation, security, or runtime probes have not been run for this project.",
          "Low recommendation confidence; use as a discovery lead, not a final choice.",
          "Maintenance signal is weak; inspect recent commits, releases, and issues.",
          "Partial or estimated quality signals: commits30d.",
          "Use-case overlap is weak in indexed text."
        ],
        "recommendation_reasons": [
          "Use MiXaiLL76/auto_ai_router when the user needs a llm gateway project with docker, local, cloud deployment options.",
          "Use-case match is 0/100 for \"build Cloudflare-ready AI agents\".",
          "It matches the requested docker deployment target.",
          "It is classified as llm_gateway.",
          "Ranking signals: community 18/100, maintenance 36/100."
        ],
        "ranking_signals": {
          "use_case_match": 0,
          "community": 18,
          "maintenance": 36,
          "readiness": 60,
          "license_fit": 0
        },
        "matched_constraints": {
          "deployment": "docker",
          "category": "llm_gateway"
        },
        "unmatched_constraints": {},
        "confidence_reason": "Low confidence because the recommendation score is 15/100, use-case match is 0/100, or constraints are weakly matched; Classification evidence and quality signals are strong enough for shortlist reasoning when metadata is current.",
        "last_verified_at": "2026-11-09T06:51:18.126Z"
      },
      "caveats": [
        "edge-only Cloudflare Workers deployment without adaptation",
        "Independent installation, security, or runtime probes have not been run for this project.",
        "Low recommendation confidence; use as a discovery lead, not a final choice.",
        "Maintenance signal is weak; inspect recent commits, releases, and issues.",
        "Partial or estimated quality signals: commits30d.",
        "Use-case overlap is weak in indexed text."
      ],
      "confidence_reason": "Low confidence because the recommendation score is 15/100, use-case match is 0/100, or constraints are weakly matched; Classification evidence and quality signals are strong enough for shortlist reasoning when metadata is current.",
      "source_fields": [
        "agent_card.classification",
        "agent_card.deployment",
        "agent_card.summary_for_agent",
        "agent_card.use_cases",
        "metrics",
        "project.description",
        "project.language",
        "project.license",
        "project.topics",
        "recommendation.constraints",
        "recommendation.query",
        "recommendation.ranking_signals",
        "verification.signals"
      ],
      "last_verified_at": "2026-11-09T06:51:18.126Z",
      "reason": "Use MiXaiLL76/auto_ai_router when the user needs a llm gateway project with docker, local, cloud deployment options. Use-case match is 0/100 for \"build Cloudflare-ready AI agents\". It matches the requested docker deployment target. It is classified as llm_gateway. Ranking signals: community 18/100, maintenance 36/100.",
      "reasons": [
        "Use MiXaiLL76/auto_ai_router when the user needs a llm gateway project with docker, local, cloud deployment options.",
        "Use-case match is 0/100 for \"build Cloudflare-ready AI agents\".",
        "It matches the requested docker deployment target.",
        "It is classified as llm_gateway.",
        "Ranking signals: community 18/100, maintenance 36/100."
      ],
      "decision_summary": "MiXaiLL76/auto_ai_router is an exploration candidate for \"build Cloudflare-ready AI agents\": recommendation score 15/100 with matched constraints, but quality and maturity signals need review.",
      "fit_profile": {
        "primary_fit": "Weak indexed use-case overlap for \"build Cloudflare-ready AI agents\"; inspect graph and README evidence.",
        "deployment_fit": "Matches requested docker deployment.",
        "maturity": "Early or uneven maturity signal; review maintenance history before adoption.",
        "agent_readiness": "Agent-readable summary and use cases are available."
      },
      "adoption_plan": [
        "Open /projects/MiXaiLL76/auto_ai_router to verify license, language, classification evidence, and quality signal confidence.",
        "Inspect /graph/MiXaiLL76/auto_ai_router for dependencies, related projects, deployment targets, and alternatives.",
        "Use the matched constraints (deployment, category) as the initial acceptance checklist.",
        "Prototype the docker deployment path before committing to a migration.",
        "Compare against /alternatives/MiXaiLL76/auto_ai_router before final selection."
      ],
      "risk_flags": [
        "Low recommendation confidence; use as a discovery lead, not a final choice.",
        "Maintenance signal is weak; inspect recent commits, releases, and issues.",
        "Use-case overlap is weak in indexed text."
      ],
      "tradeoffs": [
        "edge-only Cloudflare Workers deployment without adaptation"
      ],
      "next_actions": [
        {
          "label": "Open project knowledge",
          "href": "/projects/MiXaiLL76/auto_ai_router",
          "kind": "project"
        },
        {
          "label": "Inspect graph",
          "href": "/graph/MiXaiLL76/auto_ai_router",
          "kind": "graph"
        },
        {
          "label": "Find alternatives",
          "href": "/alternatives/MiXaiLL76/auto_ai_router",
          "kind": "alternatives"
        },
        {
          "label": "Explain score",
          "href": "/score/MiXaiLL76/auto_ai_router",
          "kind": "score"
        },
        {
          "label": "Compare shortlist",
          "href": "/compare/MiXaiLL76/auto_ai_router",
          "kind": "compare"
        }
      ],
      "matched_constraints": {
        "deployment": "docker",
        "category": "llm_gateway"
      },
      "unmatched_constraints": {},
      "ranking_signals": {
        "use_case_match": 0,
        "community": 18,
        "maintenance": 36,
        "readiness": 60,
        "license_fit": 0
      },
      "confidence": "low",
      "project": {
        "id": "MiXaiLL76/auto_ai_router",
        "owner": "MiXaiLL76",
        "name": "auto_ai_router",
        "full_name": "MiXaiLL76/auto_ai_router",
        "github_url": "https://github.com/MiXaiLL76/auto_ai_router",
        "homepage_url": "https://mixaill76.github.io/auto_ai_router/",
        "description": "High-performance proxy router for LLM APIs with automatic load balancing, rate limiting, and fail2ban protection",
        "language": "Go",
        "topics": [
          "ai",
          "ai-router",
          "air",
          "anthropic",
          "claude",
          "claude-code",
          "codex",
          "gateway",
          "gemini",
          "golang",
          "google",
          "litellm",
          "load-balancer",
          "openai",
          "openai-api",
          "vertex",
          "vertex-ai"
        ],
        "license": "Apache-2.0",
        "stars": 57,
        "forks": 16,
        "open_issues": 14,
        "default_branch": "main",
        "created_at": "2026-01-24T12:59:56Z",
        "updated_at": "2026-11-06T21:30:01Z",
        "pushed_at": "2026-11-06T21:29:54Z",
        "synced_at": "2026-11-09T06:51:18.126Z"
      },
      "agent_card": {
        "project_id": "MiXaiLL76/auto_ai_router",
        "project_kind": "project",
        "category": "llm_gateway",
        "difficulty": "beginner",
        "deployment": [
          "docker",
          "local",
          "cloud"
        ],
        "cloudflare_ready": false,
        "use_cases": [
          "route LLM requests",
          "standardize model provider access",
          "add gateway-level controls"
        ],
        "not_good_for": [
          "edge-only Cloudflare Workers deployment without adaptation"
        ],
        "alternatives": [
          {
            "project_id": "Hal0ai/hal0",
            "reason": "Same llm gateway intent with llm_gateway overlap."
          },
          {
            "project_id": "openziti/llm-gateway",
            "reason": "Same llm gateway intent with llm_gateway overlap."
          },
          {
            "project_id": "andreimerfu/pllm",
            "reason": "Same llm gateway intent with llm_gateway overlap."
          }
        ],
        "summary_for_agent": "Use MiXaiLL76/auto_ai_router when the user needs a llm gateway project with docker, local, cloud deployment options.",
        "classification": {
          "category": {
            "confidence": "high",
            "evidence": [
              "Matched \"gateway\" in metadata.",
              "Matched \"proxy\" in metadata.",
              "Matched \"router\" in metadata."
            ]
          },
          "deployment": {
            "confidence": "high",
            "evidence": [
              "Found Docker configuration file.",
              "Local usage is assumed for open source repositories unless contradicted."
            ]
          },
          "difficulty": {
            "confidence": "medium",
            "evidence": [
              "Repository has under 10k stars, so complexity is treated conservatively."
            ]
          },
          "cloudflare_ready": {
            "confidence": "high",
            "evidence": [
              "Runtime blocker: postgres.",
              "No Cloudflare deployment signal detected.",
              "No wrangler.toml found in inspected repository files."
            ]
          }
        },
        "schema_version": "v1",
        "generated_at": "2026-11-09T06:51:18.126Z"
      },
      "metrics": {
        "project_id": "MiXaiLL76/auto_ai_router",
        "stars_30d_delta": 4,
        "commits_30d": 100,
        "releases_180d": 1,
        "contributors_90d": 14,
        "issue_first_response_median_hours": null,
        "recent_push_days": 2,
        "git_score": 18,
        "maintenance_score": 36,
        "signal_confidence": {
          "stars_30d_delta": "snapshot",
          "stars30d_window_days": 33,
          "commits_30d": "partial",
          "releases_180d": "complete",
          "contributors_90d": "complete"
        },
        "calculated_at": "2026-11-09T06:51:18.126Z"
      }
    }
  ],
  "metadata": {
    "source": "d1",
    "reason": "d1_query",
    "project_count": 1226,
    "generated_at": "2026-11-11T01:21:21.993Z",
    "snapshot_id": "d1:1226:2026-11-11T01:00:47.007Z",
    "latest_synced_at": "2026-11-11T01:00:47.007Z",
    "schema_version": "git-top.knowledge.v1",
    "loaded_project_limit": 2000,
    "truncated": false
  }
}