{
  "project": {
    "project_id": "ENTERPILOT/GoModel",
    "repo": "ENTERPILOT/GoModel",
    "name": "GoModel",
    "github_url": "https://github.com/ENTERPILOT/GoModel",
    "homepage_url": "https://gomodel.enterpilot.io/?utm_source=github_desc",
    "language": "Go",
    "license": "MIT",
    "project_kind": "project",
    "category": [
      "prompt_tooling"
    ],
    "tags": [
      "ai-gateway",
      "anthropic",
      "go",
      "golang",
      "groq",
      "litellm",
      "litellm-alternative",
      "llm",
      "llm-gateway",
      "observability",
      "ollama",
      "openai",
      "openai-compatible",
      "openai-compatible-api",
      "openai-compatible-proxy-server",
      "proxy"
    ],
    "description": "AI gateway / AI control plane / AI proxy written in Go. Unified OpenAI-compatible and Anthropic-compatible API for OpenAI, Anthropic, Gemini, Groq, xAI, Ollama, vLLM and more. A LiteLLM alternative with observability, guardrails, streaming, cost tracking, intelligent routing, sticky sessions, failover, real-time logs and usage tracking. Prod ready.",
    "overview": "Use ENTERPILOT/GoModel when the user needs a prompt tooling project with docker, vercel, serverless deployment options.",
    "alternatives": [
      {
        "repo": "future-agi/future-agi",
        "reason": "Same prompt tooling intent with llm_gateway, observability, workflow overlap."
      },
      {
        "repo": "vllm-project/semantic-router",
        "reason": "Same prompt tooling intent with llm_gateway, workflow overlap."
      },
      {
        "repo": "theopenco/llmgateway",
        "reason": "Same prompt tooling intent with llm_gateway, observability, workflow overlap."
      }
    ],
    "related": [],
    "dependencies": [
      "LLM provider"
    ],
    "deployments": [
      "docker",
      "vercel",
      "serverless",
      "local"
    ],
    "difficulty": "beginner",
    "cloudflare_ready": false,
    "use_cases": [
      "manage prompts",
      "version prompt workflows",
      "improve prompt iteration"
    ],
    "not_good_for": [
      "edge-only Cloudflare Workers deployment without adaptation"
    ],
    "classification": {
      "category": {
        "confidence": "medium",
        "evidence": [
          "Matched \"guardrails\" in metadata."
        ]
      },
      "deployment": {
        "confidence": "high",
        "evidence": [
          "Found Docker configuration file.",
          "Matched \"vercel\" in repository content.",
          "Local usage is assumed for open source repositories unless contradicted."
        ]
      },
      "difficulty": {
        "confidence": "medium",
        "evidence": [
          "Repository has under 10k stars, so complexity is treated conservatively."
        ]
      },
      "cloudflare_ready": {
        "confidence": "high",
        "evidence": [
          "Runtime blocker: postgres.",
          "No Cloudflare deployment signal detected.",
          "No wrangler.toml found in inspected repository files."
        ]
      }
    },
    "quality_signals": {
      "stars": 1309,
      "recent_commits": 100,
      "contributors": 33,
      "issue_response_time_hours": null,
      "release_frequency_180d": 83
    },
    "quality_signal_confidence": {
      "stars_30d_delta": "snapshot",
      "stars30d_window_days": 33,
      "commits_30d": "partial",
      "releases_180d": "complete",
      "contributors_90d": "complete"
    },
    "quality_score": 38,
    "agent_score": 77,
    "score": 89,
    "agent_score_breakdown": {
      "documentation": 90,
      "maintenance": 64,
      "deployment": 90,
      "popularity": 62,
      "community": 78
    },
    "git_top_score": 89,
    "git_top_score_breakdown": {
      "community": 100,
      "maintenance": 76,
      "documentation": 84,
      "stability": 90,
      "adoption": 90,
      "agent_readability": 100
    },
    "verification": {
      "schema_version": "git-top.verification.v1",
      "overall_status": "partial",
      "observed_at": "2026-11-07T19:30:18.930Z",
      "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 ENTERPILOT/GoModel when the user needs a prompt tooling project with docker, vercel, serverless deployment options.",
      "purpose": "Use ENTERPILOT/GoModel when the user needs a prompt tooling project with docker, vercel, serverless deployment options.",
      "install": "Run with Docker using the repository's container instructions.",
      "inputs": [
        "prompt templates",
        "schemas",
        "constraints"
      ],
      "outputs": [
        "structured prompts",
        "validated generations",
        "prompt tooling artifacts"
      ],
      "good_for": [
        "manage prompts",
        "version prompt workflows",
        "improve prompt iteration",
        "structured output",
        "prompt engineering",
        "format enforcement"
      ],
      "not_good_for": [
        "edge-only Cloudflare Workers deployment without adaptation",
        "raw inference serving",
        "database workloads"
      ],
      "deployment": [
        "docker",
        "vercel",
        "serverless",
        "local"
      ],
      "alternatives": [
        {
          "repo": "future-agi/future-agi",
          "reason": "Same prompt tooling intent with llm_gateway, observability, workflow overlap."
        },
        {
          "repo": "vllm-project/semantic-router",
          "reason": "Same prompt tooling intent with llm_gateway, workflow overlap."
        },
        {
          "repo": "theopenco/llmgateway",
          "reason": "Same prompt tooling intent with llm_gateway, observability, workflow overlap."
        }
      ]
    },
    "evidence": {
      "classification": {
        "category": {
          "confidence": "medium",
          "evidence": [
            "Matched \"guardrails\" in metadata."
          ]
        },
        "deployment": {
          "confidence": "high",
          "evidence": [
            "Found Docker configuration file.",
            "Matched \"vercel\" in repository content.",
            "Local usage is assumed for open source repositories unless contradicted."
          ]
        },
        "difficulty": {
          "confidence": "medium",
          "evidence": [
            "Repository has under 10k stars, so complexity is treated conservatively."
          ]
        },
        "cloudflare_ready": {
          "confidence": "high",
          "evidence": [
            "Runtime blocker: postgres.",
            "No Cloudflare deployment signal detected.",
            "No wrangler.toml found in inspected repository files."
          ]
        }
      },
      "quality_signal_confidence": {
        "stars_30d_delta": "snapshot",
        "stars30d_window_days": 33,
        "commits_30d": "partial",
        "releases_180d": "complete",
        "contributors_90d": "complete"
      },
      "verification": {
        "schema_version": "git-top.verification.v1",
        "overall_status": "partial",
        "observed_at": "2026-11-07T19:30:18.930Z",
        "signals": {
          "activity": {
            "status": "observed",
            "source": "github_metadata",
            "evidence": [
              "project.pushed_at",
              "metrics.recent_push_days"
            ]
          },
          "license": {
            "status": "observed",
            "source": "github_metadata",
            "evidence": [
              "project.license"
            ]
          },
          "documentation": {
            "status": "observed",
            "source": "github_metadata",
            "evidence": [
              "project.description"
            ]
          },
          "runtime": {
            "status": "inferred",
            "source": "git_top_heuristic",
            "evidence": [
              "agent_card.deployment",
              "agent_card.cloudflare_ready"
            ]
          },
          "install": {
            "status": "not_run",
            "source": "git_top_runtime",
            "evidence": [
              "installation/build probe is not enabled"
            ]
          },
          "security": {
            "status": "not_run",
            "source": "git_top_runtime",
            "evidence": [
              "dependency/security scan is not enabled"
            ]
          },
          "mcp": {
            "status": "not_applicable",
            "source": "git_top_runtime",
            "evidence": [
              "project is not classified as mcp_server"
            ]
          }
        },
        "coverage": {
          "observed": 3,
          "inferred": 1,
          "not_run": 2,
          "unknown": 0
        },
        "next_steps": [
          "Run an installation/build probe before production adoption.",
          "Run a dependency and security scan before treating the score as a trust claim."
        ]
      },
      "source_fields": [
        "project.description",
        "project.topics",
        "project.language",
        "project.license",
        "agent_card.summary_for_agent",
        "agent_card.use_cases",
        "agent_card.deployment",
        "agent_card.classification",
        "metrics",
        "verification.signals"
      ],
      "caveats": [
        "edge-only Cloudflare Workers deployment without adaptation",
        "Partial or estimated quality signals: commits30d.",
        "Independent installation, security, or runtime probes have not been run for this project."
      ],
      "confidence_reason": "Evidence is usable for comparison, but agents should cite caveats before making a strong recommendation.",
      "last_verified_at": "2026-11-07T19:30:18.930Z"
    },
    "caveats": [
      "edge-only Cloudflare Workers deployment without adaptation",
      "Partial or estimated quality signals: commits30d.",
      "Independent installation, security, or runtime probes have not been run for this project."
    ],
    "confidence_reason": "Evidence is usable for comparison, but agents should cite caveats before making a strong recommendation.",
    "source_fields": [
      "project.description",
      "project.topics",
      "project.language",
      "project.license",
      "agent_card.summary_for_agent",
      "agent_card.use_cases",
      "agent_card.deployment",
      "agent_card.classification",
      "metrics",
      "verification.signals"
    ],
    "last_verified_at": "2026-11-07T19:30:18.930Z"
  },
  "related": [
    {
      "project_id": "api7/aisix",
      "repo": "api7/aisix",
      "name": "aisix",
      "github_url": "https://github.com/api7/aisix",
      "homepage_url": "https://api7.ai/ai-gateway",
      "language": "Rust",
      "license": "Apache-2.0",
      "project_kind": "collection",
      "collection_metadata": {
        "scope": "starter_collection",
        "curated": false,
        "estimated_items": 10,
        "freshness": "active"
      },
      "category": [
        "prompt_tooling"
      ],
      "tags": [
        "ai-agents",
        "ai-gateway",
        "ai-gateway-rust",
        "aisix",
        "anthropic",
        "bedrock",
        "gateway",
        "gemini",
        "guardrails",
        "inference-gateway",
        "llm",
        "llm-gateway",
        "llm-proxy",
        "llm-router",
        "llmops",
        "observability",
        "openai",
        "openai-compatible",
        "rust",
        "self-hosted"
      ],
      "description": "Open-source AI gateway for LLMs & AI agents, built in Rust. One OpenAI-compatible API for OpenAI, Anthropic, Gemini, Bedrock & more — routing, guardrails, caching, rate limits, observability.",
      "overview": "Use api7/aisix when the user needs a curated prompt tooling resource collection with docker, local, cloud usage paths.",
      "alternatives": [
        {
          "repo": "future-agi/future-agi",
          "reason": "Same prompt tooling intent with llm_gateway, observability, workflow overlap."
        },
        {
          "repo": "theopenco/llmgateway",
          "reason": "Same prompt tooling intent with llm_gateway, observability overlap."
        },
        {
          "repo": "vllm-project/semantic-router",
          "reason": "Same prompt tooling intent with llm_gateway, workflow overlap."
        }
      ],
      "related": [],
      "dependencies": [
        "LLM provider"
      ],
      "deployments": [
        "docker",
        "local",
        "cloud"
      ],
      "difficulty": "beginner",
      "cloudflare_ready": false,
      "use_cases": [
        "discover related AI projects",
        "compare implementation patterns",
        "bootstrap project selection"
      ],
      "not_good_for": [
        "users expecting a single installable runtime or library",
        "edge-only Cloudflare Workers deployment without adaptation"
      ],
      "classification": {
        "category": {
          "confidence": "medium",
          "evidence": [
            "Matched \"guardrails\" 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": 215,
        "recent_commits": 100,
        "contributors": 12,
        "issue_response_time_hours": null,
        "release_frequency_180d": 28
      },
      "quality_signal_confidence": {
        "stars_30d_delta": "snapshot",
        "stars30d_window_days": 33,
        "commits_30d": "partial",
        "releases_180d": "complete",
        "contributors_90d": "complete"
      },
      "quality_score": 32,
      "agent_score": 68,
      "score": 87,
      "agent_score_breakdown": {
        "documentation": 90,
        "maintenance": 59,
        "deployment": 80,
        "popularity": 47,
        "community": 57
      },
      "git_top_score": 87,
      "git_top_score_breakdown": {
        "community": 100,
        "maintenance": 72,
        "documentation": 84,
        "stability": 100,
        "adoption": 68,
        "agent_readability": 100
      },
      "verification": {
        "schema_version": "git-top.verification.v1",
        "overall_status": "partial",
        "observed_at": "2026-11-08T07:00:31.508Z",
        "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_applicable",
            "source": "git_top_runtime",
            "evidence": [
              "collection/resource hub has no single install target"
            ]
          },
          "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": 1,
          "unknown": 0
        },
        "next_steps": [
          "Run a dependency and security scan before treating the score as a trust claim."
        ]
      },
      "summary": {
        "tl_dr": "Use api7/aisix when the user needs a curated prompt tooling resource collection with docker, local, cloud usage paths.",
        "purpose": "Use api7/aisix when the user needs a curated prompt tooling resource collection with docker, local, cloud usage paths.",
        "install": "Reference collection; there is no direct install step.",
        "inputs": [
          "prompt templates",
          "schemas",
          "constraints"
        ],
        "outputs": [
          "structured prompts",
          "validated generations",
          "prompt tooling artifacts"
        ],
        "good_for": [
          "discover related AI projects",
          "compare implementation patterns",
          "bootstrap project selection",
          "structured output",
          "prompt engineering",
          "format enforcement"
        ],
        "not_good_for": [
          "users expecting a single installable runtime or library",
          "edge-only Cloudflare Workers deployment without adaptation",
          "raw inference serving",
          "database workloads"
        ],
        "deployment": [
          "docker",
          "local",
          "cloud"
        ],
        "alternatives": [
          {
            "repo": "future-agi/future-agi",
            "reason": "Same prompt tooling intent with llm_gateway, observability, workflow overlap."
          },
          {
            "repo": "theopenco/llmgateway",
            "reason": "Same prompt tooling intent with llm_gateway, observability overlap."
          },
          {
            "repo": "vllm-project/semantic-router",
            "reason": "Same prompt tooling intent with llm_gateway, workflow overlap."
          }
        ]
      },
      "evidence": {
        "classification": {
          "category": {
            "confidence": "medium",
            "evidence": [
              "Matched \"guardrails\" in metadata."
            ]
          },
          "deployment": {
            "confidence": "high",
            "evidence": [
              "Found Docker configuration file.",
              "Local usage is assumed for open source repositories unless contradicted."
            ]
          },
          "difficulty": {
            "confidence": "medium",
            "evidence": [
              "Repository has under 10k stars, so complexity is treated conservatively."
            ]
          },
          "cloudflare_ready": {
            "confidence": "high",
            "evidence": [
              "No Cloudflare deployment signal detected.",
              "No wrangler.toml found in inspected repository files."
            ]
          }
        },
        "quality_signal_confidence": {
          "stars_30d_delta": "snapshot",
          "stars30d_window_days": 33,
          "commits_30d": "partial",
          "releases_180d": "complete",
          "contributors_90d": "complete"
        },
        "verification": {
          "schema_version": "git-top.verification.v1",
          "overall_status": "partial",
          "observed_at": "2026-11-08T07:00:31.508Z",
          "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_applicable",
              "source": "git_top_runtime",
              "evidence": [
                "collection/resource hub has no single install target"
              ]
            },
            "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": 1,
            "unknown": 0
          },
          "next_steps": [
            "Run a dependency and security scan before treating the score as a trust claim."
          ]
        },
        "source_fields": [
          "project.description",
          "project.topics",
          "project.language",
          "project.license",
          "agent_card.summary_for_agent",
          "agent_card.use_cases",
          "agent_card.deployment",
          "agent_card.classification",
          "metrics",
          "verification.signals"
        ],
        "caveats": [
          "users expecting a single installable runtime or library",
          "edge-only Cloudflare Workers deployment without adaptation",
          "Partial or estimated quality signals: commits30d.",
          "Collection/resource hub; not a single installable runtime.",
          "Independent installation, security, or runtime probes have not been run for this project."
        ],
        "confidence_reason": "Evidence is usable for comparison, but agents should cite caveats before making a strong recommendation.",
        "last_verified_at": "2026-11-08T07:00:31.508Z"
      },
      "caveats": [
        "users expecting a single installable runtime or library",
        "edge-only Cloudflare Workers deployment without adaptation",
        "Partial or estimated quality signals: commits30d.",
        "Collection/resource hub; not a single installable runtime.",
        "Independent installation, security, or runtime probes have not been run for this project."
      ],
      "confidence_reason": "Evidence is usable for comparison, but agents should cite caveats before making a strong recommendation.",
      "source_fields": [
        "project.description",
        "project.topics",
        "project.language",
        "project.license",
        "agent_card.summary_for_agent",
        "agent_card.use_cases",
        "agent_card.deployment",
        "agent_card.classification",
        "metrics",
        "verification.signals"
      ],
      "last_verified_at": "2026-11-08T07:00:31.508Z"
    },
    {
      "project_id": "theopenco/llmgateway",
      "repo": "theopenco/llmgateway",
      "name": "llmgateway",
      "github_url": "https://github.com/theopenco/llmgateway",
      "homepage_url": "https://llmgateway.io",
      "language": "TypeScript",
      "license": "NOASSERTION",
      "project_kind": "project",
      "category": [
        "prompt_tooling"
      ],
      "tags": [
        "ai",
        "ai-gateway",
        "analytics",
        "anthropic",
        "api-key-management",
        "claude",
        "codex",
        "enterprise",
        "guardrails",
        "inference",
        "llm",
        "llm-gateway",
        "llm-proxy",
        "llms",
        "observability",
        "openai",
        "opencode",
        "rate-limiting",
        "typescript"
      ],
      "description": "Route, manage, and analyze your LLM requests across multiple providers with a unified API interface.",
      "overview": "Use theopenco/llmgateway when the user needs a prompt tooling project with docker, local, cloud deployment options.",
      "alternatives": [
        {
          "repo": "future-agi/future-agi",
          "reason": "Same prompt tooling intent with llm_gateway, observability, workflow overlap."
        },
        {
          "repo": "vllm-project/semantic-router",
          "reason": "Same prompt tooling intent with llm_gateway, workflow overlap."
        },
        {
          "repo": "ENTERPILOT/GoModel",
          "reason": "Same prompt tooling intent with llm_gateway, observability, workflow overlap."
        }
      ],
      "related": [],
      "dependencies": [
        "LLM provider"
      ],
      "deployments": [
        "docker",
        "local",
        "cloud"
      ],
      "difficulty": "beginner",
      "cloudflare_ready": false,
      "use_cases": [
        "manage prompts",
        "version prompt workflows",
        "improve prompt iteration"
      ],
      "not_good_for": [
        "edge-only Cloudflare Workers deployment without adaptation"
      ],
      "classification": {
        "category": {
          "confidence": "medium",
          "evidence": [
            "Matched \"guardrails\" 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, filesystem.",
            "No Cloudflare deployment signal detected.",
            "No wrangler.toml found in inspected repository files."
          ]
        }
      },
      "quality_signals": {
        "stars": 1724,
        "recent_commits": 100,
        "contributors": 39,
        "issue_response_time_hours": null,
        "release_frequency_180d": 21
      },
      "quality_signal_confidence": {
        "stars_30d_delta": "snapshot",
        "stars30d_window_days": 33,
        "commits_30d": "partial",
        "releases_180d": "complete",
        "contributors_90d": "complete"
      },
      "quality_score": 38,
      "agent_score": 77,
      "score": 92,
      "agent_score_breakdown": {
        "documentation": 90,
        "maintenance": 66,
        "deployment": 80,
        "popularity": 65,
        "community": 84
      },
      "git_top_score": 92,
      "git_top_score_breakdown": {
        "community": 100,
        "maintenance": 77,
        "documentation": 84,
        "stability": 100,
        "adoption": 94,
        "agent_readability": 100
      },
      "verification": {
        "schema_version": "git-top.verification.v1",
        "overall_status": "partial",
        "observed_at": "2026-11-05T09:30:10.345Z",
        "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 theopenco/llmgateway when the user needs a prompt tooling project with docker, local, cloud deployment options.",
        "purpose": "Use theopenco/llmgateway when the user needs a prompt tooling project with docker, local, cloud deployment options.",
        "install": "Run with Docker using the repository's container instructions.",
        "inputs": [
          "prompt templates",
          "schemas",
          "constraints"
        ],
        "outputs": [
          "structured prompts",
          "validated generations",
          "prompt tooling artifacts"
        ],
        "good_for": [
          "manage prompts",
          "version prompt workflows",
          "improve prompt iteration",
          "structured output",
          "prompt engineering",
          "format enforcement"
        ],
        "not_good_for": [
          "edge-only Cloudflare Workers deployment without adaptation",
          "raw inference serving",
          "database workloads"
        ],
        "deployment": [
          "docker",
          "local",
          "cloud"
        ],
        "alternatives": [
          {
            "repo": "future-agi/future-agi",
            "reason": "Same prompt tooling intent with llm_gateway, observability, workflow overlap."
          },
          {
            "repo": "vllm-project/semantic-router",
            "reason": "Same prompt tooling intent with llm_gateway, workflow overlap."
          },
          {
            "repo": "ENTERPILOT/GoModel",
            "reason": "Same prompt tooling intent with llm_gateway, observability, workflow overlap."
          }
        ]
      },
      "evidence": {
        "classification": {
          "category": {
            "confidence": "medium",
            "evidence": [
              "Matched \"guardrails\" 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, filesystem.",
              "No Cloudflare deployment signal detected.",
              "No wrangler.toml found in inspected repository files."
            ]
          }
        },
        "quality_signal_confidence": {
          "stars_30d_delta": "snapshot",
          "stars30d_window_days": 33,
          "commits_30d": "partial",
          "releases_180d": "complete",
          "contributors_90d": "complete"
        },
        "verification": {
          "schema_version": "git-top.verification.v1",
          "overall_status": "partial",
          "observed_at": "2026-11-05T09:30:10.345Z",
          "signals": {
            "activity": {
              "status": "observed",
              "source": "github_metadata",
              "evidence": [
                "project.pushed_at",
                "metrics.recent_push_days"
              ]
            },
            "license": {
              "status": "observed",
              "source": "github_metadata",
              "evidence": [
                "project.license"
              ]
            },
            "documentation": {
              "status": "observed",
              "source": "github_metadata",
              "evidence": [
                "project.description"
              ]
            },
            "runtime": {
              "status": "inferred",
              "source": "git_top_heuristic",
              "evidence": [
                "agent_card.deployment",
                "agent_card.cloudflare_ready"
              ]
            },
            "install": {
              "status": "not_run",
              "source": "git_top_runtime",
              "evidence": [
                "installation/build probe is not enabled"
              ]
            },
            "security": {
              "status": "not_run",
              "source": "git_top_runtime",
              "evidence": [
                "dependency/security scan is not enabled"
              ]
            },
            "mcp": {
              "status": "not_applicable",
              "source": "git_top_runtime",
              "evidence": [
                "project is not classified as mcp_server"
              ]
            }
          },
          "coverage": {
            "observed": 3,
            "inferred": 1,
            "not_run": 2,
            "unknown": 0
          },
          "next_steps": [
            "Run an installation/build probe before production adoption.",
            "Run a dependency and security scan before treating the score as a trust claim."
          ]
        },
        "source_fields": [
          "project.description",
          "project.topics",
          "project.language",
          "project.license",
          "agent_card.summary_for_agent",
          "agent_card.use_cases",
          "agent_card.deployment",
          "agent_card.classification",
          "metrics",
          "verification.signals"
        ],
        "caveats": [
          "edge-only Cloudflare Workers deployment without adaptation",
          "Partial or estimated quality signals: commits30d.",
          "Independent installation, security, or runtime probes have not been run for this project."
        ],
        "confidence_reason": "Evidence is usable for comparison, but agents should cite caveats before making a strong recommendation.",
        "last_verified_at": "2026-11-05T09:30:10.345Z"
      },
      "caveats": [
        "edge-only Cloudflare Workers deployment without adaptation",
        "Partial or estimated quality signals: commits30d.",
        "Independent installation, security, or runtime probes have not been run for this project."
      ],
      "confidence_reason": "Evidence is usable for comparison, but agents should cite caveats before making a strong recommendation.",
      "source_fields": [
        "project.description",
        "project.topics",
        "project.language",
        "project.license",
        "agent_card.summary_for_agent",
        "agent_card.use_cases",
        "agent_card.deployment",
        "agent_card.classification",
        "metrics",
        "verification.signals"
      ],
      "last_verified_at": "2026-11-05T09:30:10.345Z"
    },
    {
      "project_id": "BoundaryML/baml",
      "repo": "BoundaryML/baml",
      "name": "baml",
      "github_url": "https://github.com/BoundaryML/baml",
      "homepage_url": "https://boundaryml.com/explore",
      "language": "Rust",
      "license": "Apache-2.0",
      "project_kind": "project",
      "category": [
        "prompt_tooling"
      ],
      "tags": [
        "boundaryml",
        "guardrails",
        "llm",
        "programming-language",
        "structured-data"
      ],
      "description": "The programming language for agents",
      "overview": "Use BoundaryML/baml when the user needs a prompt tooling project with docker, vercel, serverless deployment options.",
      "alternatives": [
        {
          "repo": "future-agi/future-agi",
          "reason": "Same prompt tooling intent with workflow overlap."
        },
        {
          "repo": "vllm-project/semantic-router",
          "reason": "Same prompt tooling intent with workflow overlap."
        },
        {
          "repo": "api7/aisix",
          "reason": "Same prompt tooling intent with workflow overlap."
        }
      ],
      "related": [],
      "dependencies": [
        "LLM provider"
      ],
      "deployments": [
        "docker",
        "vercel",
        "serverless",
        "local"
      ],
      "difficulty": "beginner",
      "cloudflare_ready": false,
      "use_cases": [
        "manage prompts",
        "version prompt workflows",
        "improve prompt iteration"
      ],
      "not_good_for": [
        "edge-only Cloudflare Workers deployment without adaptation"
      ],
      "classification": {
        "category": {
          "confidence": "medium",
          "evidence": [
            "Matched \"guardrails\" in metadata."
          ]
        },
        "deployment": {
          "confidence": "high",
          "evidence": [
            "Matched \"vercel\" in repository content.",
            "Local usage is assumed for open source repositories unless contradicted."
          ]
        },
        "difficulty": {
          "confidence": "medium",
          "evidence": [
            "Repository has under 10k stars, so complexity is treated conservatively."
          ]
        },
        "cloudflare_ready": {
          "confidence": "high",
          "evidence": [
            "Runtime blocker: filesystem.",
            "No Cloudflare deployment signal detected.",
            "No wrangler.toml found in inspected repository files."
          ]
        }
      },
      "quality_signals": {
        "stars": 9500,
        "recent_commits": 100,
        "contributors": 100,
        "issue_response_time_hours": null,
        "release_frequency_180d": 100
      },
      "quality_signal_confidence": {
        "stars_30d_delta": "snapshot",
        "stars30d_window_days": 31,
        "commits_30d": "partial",
        "releases_180d": "partial",
        "contributors_90d": "partial"
      },
      "quality_score": 47,
      "agent_score": 86,
      "score": 93,
      "agent_score_breakdown": {
        "documentation": 90,
        "maintenance": 76,
        "deployment": 90,
        "popularity": 80,
        "community": 100
      },
      "git_top_score": 93,
      "git_top_score_breakdown": {
        "community": 100,
        "maintenance": 84,
        "documentation": 84,
        "stability": 90,
        "adoption": 100,
        "agent_readability": 100
      },
      "verification": {
        "schema_version": "git-top.verification.v1",
        "overall_status": "partial",
        "observed_at": "2026-11-10T09:30:30.613Z",
        "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 BoundaryML/baml when the user needs a prompt tooling project with docker, vercel, serverless deployment options.",
        "purpose": "Use BoundaryML/baml when the user needs a prompt tooling project with docker, vercel, serverless deployment options.",
        "install": "Run with Docker using the repository's container instructions.",
        "inputs": [
          "prompt templates",
          "schemas",
          "constraints"
        ],
        "outputs": [
          "structured prompts",
          "validated generations",
          "prompt tooling artifacts"
        ],
        "good_for": [
          "manage prompts",
          "version prompt workflows",
          "improve prompt iteration",
          "structured output",
          "prompt engineering",
          "format enforcement"
        ],
        "not_good_for": [
          "edge-only Cloudflare Workers deployment without adaptation",
          "raw inference serving",
          "database workloads"
        ],
        "deployment": [
          "docker",
          "vercel",
          "serverless",
          "local"
        ],
        "alternatives": [
          {
            "repo": "future-agi/future-agi",
            "reason": "Same prompt tooling intent with workflow overlap."
          },
          {
            "repo": "vllm-project/semantic-router",
            "reason": "Same prompt tooling intent with workflow overlap."
          },
          {
            "repo": "api7/aisix",
            "reason": "Same prompt tooling intent with workflow overlap."
          }
        ]
      },
      "evidence": {
        "classification": {
          "category": {
            "confidence": "medium",
            "evidence": [
              "Matched \"guardrails\" in metadata."
            ]
          },
          "deployment": {
            "confidence": "high",
            "evidence": [
              "Matched \"vercel\" in repository content.",
              "Local usage is assumed for open source repositories unless contradicted."
            ]
          },
          "difficulty": {
            "confidence": "medium",
            "evidence": [
              "Repository has under 10k stars, so complexity is treated conservatively."
            ]
          },
          "cloudflare_ready": {
            "confidence": "high",
            "evidence": [
              "Runtime blocker: filesystem.",
              "No Cloudflare deployment signal detected.",
              "No wrangler.toml found in inspected repository files."
            ]
          }
        },
        "quality_signal_confidence": {
          "stars_30d_delta": "snapshot",
          "stars30d_window_days": 31,
          "commits_30d": "partial",
          "releases_180d": "partial",
          "contributors_90d": "partial"
        },
        "verification": {
          "schema_version": "git-top.verification.v1",
          "overall_status": "partial",
          "observed_at": "2026-11-10T09:30:30.613Z",
          "signals": {
            "activity": {
              "status": "observed",
              "source": "github_metadata",
              "evidence": [
                "project.pushed_at",
                "metrics.recent_push_days"
              ]
            },
            "license": {
              "status": "observed",
              "source": "github_metadata",
              "evidence": [
                "project.license"
              ]
            },
            "documentation": {
              "status": "observed",
              "source": "github_metadata",
              "evidence": [
                "project.description"
              ]
            },
            "runtime": {
              "status": "inferred",
              "source": "git_top_heuristic",
              "evidence": [
                "agent_card.deployment",
                "agent_card.cloudflare_ready"
              ]
            },
            "install": {
              "status": "not_run",
              "source": "git_top_runtime",
              "evidence": [
                "installation/build probe is not enabled"
              ]
            },
            "security": {
              "status": "not_run",
              "source": "git_top_runtime",
              "evidence": [
                "dependency/security scan is not enabled"
              ]
            },
            "mcp": {
              "status": "not_applicable",
              "source": "git_top_runtime",
              "evidence": [
                "project is not classified as mcp_server"
              ]
            }
          },
          "coverage": {
            "observed": 3,
            "inferred": 1,
            "not_run": 2,
            "unknown": 0
          },
          "next_steps": [
            "Run an installation/build probe before production adoption.",
            "Run a dependency and security scan before treating the score as a trust claim."
          ]
        },
        "source_fields": [
          "project.description",
          "project.topics",
          "project.language",
          "project.license",
          "agent_card.summary_for_agent",
          "agent_card.use_cases",
          "agent_card.deployment",
          "agent_card.classification",
          "metrics",
          "verification.signals"
        ],
        "caveats": [
          "edge-only Cloudflare Workers deployment without adaptation",
          "Partial or estimated quality signals: commits30d, releases180d, contributors90d.",
          "Independent installation, security, or runtime probes have not been run for this project."
        ],
        "confidence_reason": "Evidence is usable for comparison, but agents should cite caveats before making a strong recommendation.",
        "last_verified_at": "2026-11-10T09:30:30.613Z"
      },
      "caveats": [
        "edge-only Cloudflare Workers deployment without adaptation",
        "Partial or estimated quality signals: commits30d, releases180d, contributors90d.",
        "Independent installation, security, or runtime probes have not been run for this project."
      ],
      "confidence_reason": "Evidence is usable for comparison, but agents should cite caveats before making a strong recommendation.",
      "source_fields": [
        "project.description",
        "project.topics",
        "project.language",
        "project.license",
        "agent_card.summary_for_agent",
        "agent_card.use_cases",
        "agent_card.deployment",
        "agent_card.classification",
        "metrics",
        "verification.signals"
      ],
      "last_verified_at": "2026-11-10T09:30:30.613Z"
    },
    {
      "project_id": "crmne/ruby_llm",
      "repo": "crmne/ruby_llm",
      "name": "ruby_llm",
      "github_url": "https://github.com/crmne/ruby_llm",
      "homepage_url": "https://rubyllm.com/",
      "language": "Ruby",
      "license": "MIT",
      "project_kind": "project",
      "category": [
        "prompt_tooling"
      ],
      "tags": [
        "agent-framework",
        "agentic-ai",
        "agents",
        "ai",
        "ai-agents",
        "ai-framework",
        "anthropic",
        "embeddings",
        "gemini",
        "generative-ai",
        "large-language-models",
        "llm",
        "multimodal",
        "ollama",
        "openai",
        "rag",
        "rails",
        "ruby",
        "structured-output",
        "tool-calling"
      ],
      "description": "The Ruby AI framework.",
      "overview": "Use crmne/ruby_llm when the user needs a prompt tooling project with local, cloud deployment options.",
      "alternatives": [
        {
          "repo": "future-agi/future-agi",
          "reason": "Same prompt tooling intent with rag, workflow overlap."
        },
        {
          "repo": "theopenco/llmgateway",
          "reason": "Same prompt tooling intent with workflow overlap."
        },
        {
          "repo": "superagent-ai/superagent",
          "reason": "Same prompt tooling intent with rag, workflow overlap."
        }
      ],
      "related": [],
      "dependencies": [
        "Vector database",
        "LLM provider"
      ],
      "deployments": [
        "local",
        "cloud"
      ],
      "difficulty": "beginner",
      "cloudflare_ready": false,
      "use_cases": [
        "manage prompts",
        "version prompt workflows",
        "improve prompt iteration"
      ],
      "not_good_for": [
        "edge-only Cloudflare Workers deployment without adaptation"
      ],
      "classification": {
        "category": {
          "confidence": "medium",
          "evidence": [
            "Matched \"prompt\" in repository content."
          ]
        },
        "deployment": {
          "confidence": "medium",
          "evidence": [
            "Local usage is assumed for open source repositories unless contradicted."
          ]
        },
        "difficulty": {
          "confidence": "medium",
          "evidence": [
            "Repository has under 10k stars, so complexity is treated conservatively."
          ]
        },
        "cloudflare_ready": {
          "confidence": "high",
          "evidence": [
            "Runtime blocker: python, gpu.",
            "No Cloudflare deployment signal detected.",
            "No wrangler.toml found in inspected repository files."
          ]
        }
      },
      "quality_signals": {
        "stars": 4497,
        "recent_commits": 100,
        "contributors": 100,
        "issue_response_time_hours": null,
        "release_frequency_180d": 8
      },
      "quality_signal_confidence": {
        "stars_30d_delta": "snapshot",
        "stars30d_window_days": 33,
        "commits_30d": "partial",
        "releases_180d": "complete",
        "contributors_90d": "partial"
      },
      "quality_score": 41,
      "agent_score": 79,
      "score": 93,
      "agent_score_breakdown": {
        "documentation": 90,
        "maintenance": 68,
        "deployment": 70,
        "popularity": 73,
        "community": 100
      },
      "git_top_score": 93,
      "git_top_score_breakdown": {
        "community": 100,
        "maintenance": 78,
        "documentation": 84,
        "stability": 100,
        "adoption": 100,
        "agent_readability": 100
      },
      "verification": {
        "schema_version": "git-top.verification.v1",
        "overall_status": "partial",
        "observed_at": "2026-11-07T01:30:19.531Z",
        "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 crmne/ruby_llm when the user needs a prompt tooling project with local, cloud deployment options.",
        "purpose": "Use crmne/ruby_llm when the user needs a prompt tooling project with local, cloud deployment options.",
        "install": "Follow the repository's library or CLI setup instructions.",
        "inputs": [
          "prompt templates",
          "schemas",
          "constraints"
        ],
        "outputs": [
          "structured prompts",
          "validated generations",
          "prompt tooling artifacts"
        ],
        "good_for": [
          "manage prompts",
          "version prompt workflows",
          "improve prompt iteration",
          "structured output",
          "prompt engineering",
          "format enforcement"
        ],
        "not_good_for": [
          "edge-only Cloudflare Workers deployment without adaptation",
          "raw inference serving",
          "database workloads"
        ],
        "deployment": [
          "local",
          "cloud"
        ],
        "alternatives": [
          {
            "repo": "future-agi/future-agi",
            "reason": "Same prompt tooling intent with rag, workflow overlap."
          },
          {
            "repo": "theopenco/llmgateway",
            "reason": "Same prompt tooling intent with workflow overlap."
          },
          {
            "repo": "superagent-ai/superagent",
            "reason": "Same prompt tooling intent with rag, workflow overlap."
          }
        ]
      },
      "evidence": {
        "classification": {
          "category": {
            "confidence": "medium",
            "evidence": [
              "Matched \"prompt\" in repository content."
            ]
          },
          "deployment": {
            "confidence": "medium",
            "evidence": [
              "Local usage is assumed for open source repositories unless contradicted."
            ]
          },
          "difficulty": {
            "confidence": "medium",
            "evidence": [
              "Repository has under 10k stars, so complexity is treated conservatively."
            ]
          },
          "cloudflare_ready": {
            "confidence": "high",
            "evidence": [
              "Runtime blocker: python, gpu.",
              "No Cloudflare deployment signal detected.",
              "No wrangler.toml found in inspected repository files."
            ]
          }
        },
        "quality_signal_confidence": {
          "stars_30d_delta": "snapshot",
          "stars30d_window_days": 33,
          "commits_30d": "partial",
          "releases_180d": "complete",
          "contributors_90d": "partial"
        },
        "verification": {
          "schema_version": "git-top.verification.v1",
          "overall_status": "partial",
          "observed_at": "2026-11-07T01:30:19.531Z",
          "signals": {
            "activity": {
              "status": "observed",
              "source": "github_metadata",
              "evidence": [
                "project.pushed_at",
                "metrics.recent_push_days"
              ]
            },
            "license": {
              "status": "observed",
              "source": "github_metadata",
              "evidence": [
                "project.license"
              ]
            },
            "documentation": {
              "status": "observed",
              "source": "github_metadata",
              "evidence": [
                "project.description"
              ]
            },
            "runtime": {
              "status": "inferred",
              "source": "git_top_heuristic",
              "evidence": [
                "agent_card.deployment",
                "agent_card.cloudflare_ready"
              ]
            },
            "install": {
              "status": "not_run",
              "source": "git_top_runtime",
              "evidence": [
                "installation/build probe is not enabled"
              ]
            },
            "security": {
              "status": "not_run",
              "source": "git_top_runtime",
              "evidence": [
                "dependency/security scan is not enabled"
              ]
            },
            "mcp": {
              "status": "not_applicable",
              "source": "git_top_runtime",
              "evidence": [
                "project is not classified as mcp_server"
              ]
            }
          },
          "coverage": {
            "observed": 3,
            "inferred": 1,
            "not_run": 2,
            "unknown": 0
          },
          "next_steps": [
            "Run an installation/build probe before production adoption.",
            "Run a dependency and security scan before treating the score as a trust claim."
          ]
        },
        "source_fields": [
          "project.description",
          "project.topics",
          "project.language",
          "project.license",
          "agent_card.summary_for_agent",
          "agent_card.use_cases",
          "agent_card.deployment",
          "agent_card.classification",
          "metrics",
          "verification.signals"
        ],
        "caveats": [
          "edge-only Cloudflare Workers deployment without adaptation",
          "Partial or estimated quality signals: commits30d, contributors90d.",
          "Independent installation, security, or runtime probes have not been run for this project."
        ],
        "confidence_reason": "Evidence is incomplete; use this project as an exploration candidate until classification and quality signals are reviewed.",
        "last_verified_at": "2026-11-07T01:30:19.531Z"
      },
      "caveats": [
        "edge-only Cloudflare Workers deployment without adaptation",
        "Partial or estimated quality signals: commits30d, contributors90d.",
        "Independent installation, security, or runtime probes have not been run for this project."
      ],
      "confidence_reason": "Evidence is incomplete; use this project as an exploration candidate until classification and quality signals are reviewed.",
      "source_fields": [
        "project.description",
        "project.topics",
        "project.language",
        "project.license",
        "agent_card.summary_for_agent",
        "agent_card.use_cases",
        "agent_card.deployment",
        "agent_card.classification",
        "metrics",
        "verification.signals"
      ],
      "last_verified_at": "2026-11-07T01:30:19.531Z"
    },
    {
      "project_id": "mozilla-ai/otari",
      "repo": "mozilla-ai/otari",
      "name": "otari",
      "github_url": "https://github.com/mozilla-ai/otari",
      "homepage_url": "https://otari.ai/",
      "language": "Python",
      "license": "Apache-2.0",
      "project_kind": "project",
      "category": [
        "coding_agent"
      ],
      "tags": [
        "ai",
        "ai-gateway",
        "anthropic",
        "api-key-management",
        "budgets",
        "cost-tracking",
        "gateway",
        "litellm-alternative",
        "llm",
        "llm-gateway",
        "llm-proxy",
        "llm-routing",
        "llmops",
        "multi-provider",
        "open-source",
        "openai",
        "openai-compatible",
        "python",
        "self-hosted"
      ],
      "description": "Open-source AI gateway you run yourself. One endpoint for 40+ providers, with virtual keys, budgets, and usage tracking.",
      "overview": "Use mozilla-ai/otari when the user needs a coding agent project with docker, local, cloud deployment options.",
      "alternatives": [
        {
          "repo": "github/spec-kit",
          "reason": "Same coding agent intent with coding_agent, workflow overlap."
        },
        {
          "repo": "OpenHands/OpenHands",
          "reason": "Same coding agent intent with coding_agent, workflow overlap."
        },
        {
          "repo": "sgl-project/sglang",
          "reason": "Same coding agent intent with coding_agent, workflow overlap."
        }
      ],
      "related": [],
      "dependencies": [
        "LLM provider"
      ],
      "deployments": [
        "docker",
        "local",
        "cloud"
      ],
      "difficulty": "beginner",
      "cloudflare_ready": false,
      "use_cases": [
        "build AI coding assistants",
        "automate developer workflows",
        "integrate codebase-aware agents"
      ],
      "not_good_for": [
        "edge-only Cloudflare Workers deployment without adaptation"
      ],
      "classification": {
        "category": {
          "confidence": "medium",
          "evidence": [
            "Matched \"ide\" 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: python, postgres.",
            "No Cloudflare deployment signal detected.",
            "No wrangler.toml found in inspected repository files."
          ]
        }
      },
      "quality_signals": {
        "stars": 856,
        "recent_commits": 100,
        "contributors": 49,
        "issue_response_time_hours": null,
        "release_frequency_180d": 50
      },
      "quality_signal_confidence": {
        "stars_30d_delta": "snapshot",
        "stars30d_window_days": 33,
        "commits_30d": "partial",
        "releases_180d": "complete",
        "contributors_90d": "complete"
      },
      "quality_score": 48,
      "agent_score": 78,
      "score": 89,
      "agent_score_breakdown": {
        "documentation": 90,
        "maintenance": 68,
        "deployment": 80,
        "popularity": 59,
        "community": 94
      },
      "git_top_score": 89,
      "git_top_score_breakdown": {
        "community": 100,
        "maintenance": 78,
        "documentation": 84,
        "stability": 90,
        "adoption": 85,
        "agent_readability": 100
      },
      "verification": {
        "schema_version": "git-top.verification.v1",
        "overall_status": "partial",
        "observed_at": "2026-11-06T22:30:18.386Z",
        "signals": {
          "activity": {
            "status": "observed",
            "source": "github_metadata",
            "evidence": [
              "project.pushed_at",
              "metrics.recent_push_days"
            ]
          },
          "license": {
            "status": "observed",
            "source": "github_metadata",
            "evidence": [
              "project.license"
            ]
          },
          "documentation": {
            "status": "observed",
            "source": "github_metadata",
            "evidence": [
              "project.description"
            ]
          },
          "runtime": {
            "status": "inferred",
            "source": "git_top_heuristic",
            "evidence": [
              "agent_card.deployment",
              "agent_card.cloudflare_ready"
            ]
          },
          "install": {
            "status": "not_run",
            "source": "git_top_runtime",
            "evidence": [
              "installation/build probe is not enabled"
            ]
          },
          "security": {
            "status": "not_run",
            "source": "git_top_runtime",
            "evidence": [
              "dependency/security scan is not enabled"
            ]
          },
          "mcp": {
            "status": "not_applicable",
            "source": "git_top_runtime",
            "evidence": [
              "project is not classified as mcp_server"
            ]
          }
        },
        "coverage": {
          "observed": 3,
          "inferred": 1,
          "not_run": 2,
          "unknown": 0
        },
        "next_steps": [
          "Run an installation/build probe before production adoption.",
          "Run a dependency and security scan before treating the score as a trust claim."
        ]
      },
      "summary": {
        "tl_dr": "Use mozilla-ai/otari when the user needs a coding agent project with docker, local, cloud deployment options.",
        "purpose": "Use mozilla-ai/otari when the user needs a coding agent project with docker, local, cloud deployment options.",
        "install": "Run with Docker using the repository's container instructions.",
        "inputs": [
          "coding task",
          "repo context",
          "tool permissions"
        ],
        "outputs": [
          "code changes",
          "patches",
          "developer assistant actions"
        ],
        "good_for": [
          "build AI coding assistants",
          "automate developer workflows",
          "integrate codebase-aware agents",
          "software engineering tasks",
          "code editing",
          "repo automation"
        ],
        "not_good_for": [
          "edge-only Cloudflare Workers deployment without adaptation",
          "static documentation sites",
          "non-code workflows"
        ],
        "deployment": [
          "docker",
          "local",
          "cloud"
        ],
        "alternatives": [
          {
            "repo": "github/spec-kit",
            "reason": "Same coding agent intent with coding_agent, workflow overlap."
          },
          {
            "repo": "OpenHands/OpenHands",
            "reason": "Same coding agent intent with coding_agent, workflow overlap."
          },
          {
            "repo": "sgl-project/sglang",
            "reason": "Same coding agent intent with coding_agent, workflow overlap."
          }
        ]
      },
      "evidence": {
        "classification": {
          "category": {
            "confidence": "medium",
            "evidence": [
              "Matched \"ide\" 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: python, postgres.",
              "No Cloudflare deployment signal detected.",
              "No wrangler.toml found in inspected repository files."
            ]
          }
        },
        "quality_signal_confidence": {
          "stars_30d_delta": "snapshot",
          "stars30d_window_days": 33,
          "commits_30d": "partial",
          "releases_180d": "complete",
          "contributors_90d": "complete"
        },
        "verification": {
          "schema_version": "git-top.verification.v1",
          "overall_status": "partial",
          "observed_at": "2026-11-06T22:30:18.386Z",
          "signals": {
            "activity": {
              "status": "observed",
              "source": "github_metadata",
              "evidence": [
                "project.pushed_at",
                "metrics.recent_push_days"
              ]
            },
            "license": {
              "status": "observed",
              "source": "github_metadata",
              "evidence": [
                "project.license"
              ]
            },
            "documentation": {
              "status": "observed",
              "source": "github_metadata",
              "evidence": [
                "project.description"
              ]
            },
            "runtime": {
              "status": "inferred",
              "source": "git_top_heuristic",
              "evidence": [
                "agent_card.deployment",
                "agent_card.cloudflare_ready"
              ]
            },
            "install": {
              "status": "not_run",
              "source": "git_top_runtime",
              "evidence": [
                "installation/build probe is not enabled"
              ]
            },
            "security": {
              "status": "not_run",
              "source": "git_top_runtime",
              "evidence": [
                "dependency/security scan is not enabled"
              ]
            },
            "mcp": {
              "status": "not_applicable",
              "source": "git_top_runtime",
              "evidence": [
                "project is not classified as mcp_server"
              ]
            }
          },
          "coverage": {
            "observed": 3,
            "inferred": 1,
            "not_run": 2,
            "unknown": 0
          },
          "next_steps": [
            "Run an installation/build probe before production adoption.",
            "Run a dependency and security scan before treating the score as a trust claim."
          ]
        },
        "source_fields": [
          "project.description",
          "project.topics",
          "project.language",
          "project.license",
          "agent_card.summary_for_agent",
          "agent_card.use_cases",
          "agent_card.deployment",
          "agent_card.classification",
          "metrics",
          "verification.signals"
        ],
        "caveats": [
          "edge-only Cloudflare Workers deployment without adaptation",
          "Partial or estimated quality signals: commits30d.",
          "Independent installation, security, or runtime probes have not been run for this project."
        ],
        "confidence_reason": "Evidence is usable for comparison, but agents should cite caveats before making a strong recommendation.",
        "last_verified_at": "2026-11-06T22:30:18.386Z"
      },
      "caveats": [
        "edge-only Cloudflare Workers deployment without adaptation",
        "Partial or estimated quality signals: commits30d.",
        "Independent installation, security, or runtime probes have not been run for this project."
      ],
      "confidence_reason": "Evidence is usable for comparison, but agents should cite caveats before making a strong recommendation.",
      "source_fields": [
        "project.description",
        "project.topics",
        "project.language",
        "project.license",
        "agent_card.summary_for_agent",
        "agent_card.use_cases",
        "agent_card.deployment",
        "agent_card.classification",
        "metrics",
        "verification.signals"
      ],
      "last_verified_at": "2026-11-06T22:30:18.386Z"
    },
    {
      "project_id": "hassancs91/SimplerLLM",
      "repo": "hassancs91/SimplerLLM",
      "name": "SimplerLLM",
      "github_url": "https://github.com/hassancs91/SimplerLLM",
      "homepage_url": "https://simplerllm.com",
      "language": "Python",
      "license": "MIT",
      "project_kind": "project",
      "category": [
        "prompt_tooling"
      ],
      "tags": [
        "ai",
        "ai-agents",
        "anthropic",
        "deepseek",
        "embeddings",
        "gemini",
        "llm",
        "llm-agent",
        "llm-framework",
        "llm-router",
        "ollama",
        "openai",
        "openrouter",
        "pydantic",
        "python",
        "structured-output",
        "vector-search"
      ],
      "description": "Python library for building with LLMs. One interface across 11 providers (OpenAI, Anthropic, Gemini, DeepSeek, Ollama and more), automatic failover, Pydantic-validated structured output, embeddings with vector search, and an AI-powered router. pip install simplerllm",
      "overview": "Use hassancs91/SimplerLLM when the user needs a prompt tooling project with library-only, local, cloud deployment options.",
      "alternatives": [
        {
          "repo": "future-agi/future-agi",
          "reason": "Same prompt tooling intent with workflow overlap."
        },
        {
          "repo": "guardrails-ai/guardrails",
          "reason": "Same prompt tooling intent with workflow overlap."
        },
        {
          "repo": "DataFog/datafog-python",
          "reason": "Same prompt tooling intent with workflow overlap."
        }
      ],
      "related": [],
      "dependencies": [
        "LLM provider"
      ],
      "deployments": [
        "library_only",
        "local",
        "cloud"
      ],
      "difficulty": "beginner",
      "cloudflare_ready": false,
      "use_cases": [
        "manage prompts",
        "version prompt workflows",
        "improve prompt iteration"
      ],
      "not_good_for": [
        "edge-only Cloudflare Workers deployment without adaptation",
        "users expecting a complete hosted product"
      ],
      "classification": {
        "category": {
          "confidence": "medium",
          "evidence": [
            "Matched \"prompt\" in repository content."
          ]
        },
        "deployment": {
          "confidence": "high",
          "evidence": [
            "Matched \"pip install\" in repository content.",
            "Matched \"library\" in repository content.",
            "Local usage is assumed for open source repositories unless contradicted."
          ]
        },
        "difficulty": {
          "confidence": "medium",
          "evidence": [
            "Repository has under 10k stars, so complexity is treated conservatively."
          ]
        },
        "cloudflare_ready": {
          "confidence": "high",
          "evidence": [
            "Runtime blocker: python.",
            "No Cloudflare deployment signal detected.",
            "No wrangler.toml found in inspected repository files."
          ]
        }
      },
      "quality_signals": {
        "stars": 230,
        "recent_commits": 0,
        "contributors": 2,
        "issue_response_time_hours": null,
        "release_frequency_180d": 0
      },
      "quality_signal_confidence": {
        "stars_30d_delta": "snapshot",
        "stars30d_window_days": 33,
        "commits_30d": "complete",
        "releases_180d": "complete",
        "contributors_90d": "complete"
      },
      "quality_score": 4,
      "agent_score": 53,
      "score": 64,
      "agent_score_breakdown": {
        "documentation": 90,
        "maintenance": 7,
        "deployment": 80,
        "popularity": 47,
        "community": 47
      },
      "git_top_score": 64,
      "git_top_score_breakdown": {
        "community": 72,
        "maintenance": 5,
        "documentation": 92,
        "stability": 55,
        "adoption": 73,
        "agent_readability": 100
      },
      "verification": {
        "schema_version": "git-top.verification.v1",
        "overall_status": "partial",
        "observed_at": "2026-11-09T16:00:21.884Z",
        "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 hassancs91/SimplerLLM when the user needs a prompt tooling project with library-only, local, cloud deployment options.",
        "purpose": "Use hassancs91/SimplerLLM when the user needs a prompt tooling project with library-only, local, cloud deployment options.",
        "install": "Install as a library or package using the repository instructions.",
        "inputs": [
          "prompt templates",
          "schemas",
          "constraints"
        ],
        "outputs": [
          "structured prompts",
          "validated generations",
          "prompt tooling artifacts"
        ],
        "good_for": [
          "manage prompts",
          "version prompt workflows",
          "improve prompt iteration",
          "structured output",
          "prompt engineering",
          "format enforcement"
        ],
        "not_good_for": [
          "edge-only Cloudflare Workers deployment without adaptation",
          "users expecting a complete hosted product",
          "raw inference serving",
          "database workloads"
        ],
        "deployment": [
          "library_only",
          "local",
          "cloud"
        ],
        "alternatives": [
          {
            "repo": "future-agi/future-agi",
            "reason": "Same prompt tooling intent with workflow overlap."
          },
          {
            "repo": "guardrails-ai/guardrails",
            "reason": "Same prompt tooling intent with workflow overlap."
          },
          {
            "repo": "DataFog/datafog-python",
            "reason": "Same prompt tooling intent with workflow overlap."
          }
        ]
      },
      "evidence": {
        "classification": {
          "category": {
            "confidence": "medium",
            "evidence": [
              "Matched \"prompt\" in repository content."
            ]
          },
          "deployment": {
            "confidence": "high",
            "evidence": [
              "Matched \"pip install\" in repository content.",
              "Matched \"library\" in repository content.",
              "Local usage is assumed for open source repositories unless contradicted."
            ]
          },
          "difficulty": {
            "confidence": "medium",
            "evidence": [
              "Repository has under 10k stars, so complexity is treated conservatively."
            ]
          },
          "cloudflare_ready": {
            "confidence": "high",
            "evidence": [
              "Runtime blocker: python.",
              "No Cloudflare deployment signal detected.",
              "No wrangler.toml found in inspected repository files."
            ]
          }
        },
        "quality_signal_confidence": {
          "stars_30d_delta": "snapshot",
          "stars30d_window_days": 33,
          "commits_30d": "complete",
          "releases_180d": "complete",
          "contributors_90d": "complete"
        },
        "verification": {
          "schema_version": "git-top.verification.v1",
          "overall_status": "partial",
          "observed_at": "2026-11-09T16:00:21.884Z",
          "signals": {
            "activity": {
              "status": "observed",
              "source": "github_metadata",
              "evidence": [
                "project.pushed_at",
                "metrics.recent_push_days"
              ]
            },
            "license": {
              "status": "observed",
              "source": "github_metadata",
              "evidence": [
                "project.license"
              ]
            },
            "documentation": {
              "status": "observed",
              "source": "github_metadata",
              "evidence": [
                "project.description"
              ]
            },
            "runtime": {
              "status": "inferred",
              "source": "git_top_heuristic",
              "evidence": [
                "agent_card.deployment",
                "agent_card.cloudflare_ready"
              ]
            },
            "install": {
              "status": "not_run",
              "source": "git_top_runtime",
              "evidence": [
                "installation/build probe is not enabled"
              ]
            },
            "security": {
              "status": "not_run",
              "source": "git_top_runtime",
              "evidence": [
                "dependency/security scan is not enabled"
              ]
            },
            "mcp": {
              "status": "not_applicable",
              "source": "git_top_runtime",
              "evidence": [
                "project is not classified as mcp_server"
              ]
            }
          },
          "coverage": {
            "observed": 3,
            "inferred": 1,
            "not_run": 2,
            "unknown": 0
          },
          "next_steps": [
            "Run an installation/build probe before production adoption.",
            "Run a dependency and security scan before treating the score as a trust claim."
          ]
        },
        "source_fields": [
          "project.description",
          "project.topics",
          "project.language",
          "project.license",
          "agent_card.summary_for_agent",
          "agent_card.use_cases",
          "agent_card.deployment",
          "agent_card.classification",
          "metrics",
          "verification.signals"
        ],
        "caveats": [
          "edge-only Cloudflare Workers deployment without adaptation",
          "users expecting a complete hosted product",
          "Independent installation, security, or runtime probes have not been run for this project."
        ],
        "confidence_reason": "Evidence is usable for comparison, but agents should cite caveats before making a strong recommendation.",
        "last_verified_at": "2026-11-09T16:00:21.884Z"
      },
      "caveats": [
        "edge-only Cloudflare Workers deployment without adaptation",
        "users expecting a complete hosted product",
        "Independent installation, security, or runtime probes have not been run for this project."
      ],
      "confidence_reason": "Evidence is usable for comparison, but agents should cite caveats before making a strong recommendation.",
      "source_fields": [
        "project.description",
        "project.topics",
        "project.language",
        "project.license",
        "agent_card.summary_for_agent",
        "agent_card.use_cases",
        "agent_card.deployment",
        "agent_card.classification",
        "metrics",
        "verification.signals"
      ],
      "last_verified_at": "2026-11-09T16:00:21.884Z"
    },
    {
      "project_id": "guardrails-ai/guardrails",
      "repo": "guardrails-ai/guardrails",
      "name": "guardrails",
      "github_url": "https://github.com/guardrails-ai/guardrails",
      "homepage_url": "https://www.guardrailsai.com/docs",
      "language": "Python",
      "license": "Apache-2.0",
      "project_kind": "project",
      "category": [
        "prompt_tooling"
      ],
      "tags": [
        "ai",
        "foundation-model",
        "gpt-3",
        "llm",
        "openai"
      ],
      "description": "Adding guardrails to large language models.",
      "overview": "Use guardrails-ai/guardrails when the user needs a prompt tooling project with docker, library-only, local deployment options.",
      "alternatives": [
        {
          "repo": "theopenco/llmgateway",
          "reason": "Same prompt tooling intent with workflow overlap."
        },
        {
          "repo": "arena-ai/structured-logprobs",
          "reason": "Same prompt tooling intent with workflow overlap."
        },
        {
          "repo": "ndcorder/outputguard",
          "reason": "Same prompt tooling intent with workflow overlap."
        }
      ],
      "related": [],
      "dependencies": [
        "LLM provider"
      ],
      "deployments": [
        "docker",
        "library_only",
        "local",
        "cloud"
      ],
      "difficulty": "beginner",
      "cloudflare_ready": false,
      "use_cases": [
        "manage prompts",
        "version prompt workflows",
        "improve prompt iteration"
      ],
      "not_good_for": [
        "edge-only Cloudflare Workers deployment without adaptation",
        "users expecting a complete hosted product"
      ],
      "classification": {
        "category": {
          "confidence": "medium",
          "evidence": [
            "Matched \"guardrails\" in metadata."
          ]
        },
        "deployment": {
          "confidence": "high",
          "evidence": [
            "Matched \"pip install\" in repository content.",
            "Local usage is assumed for open source repositories unless contradicted."
          ]
        },
        "difficulty": {
          "confidence": "medium",
          "evidence": [
            "Repository has under 10k stars, so complexity is treated conservatively."
          ]
        },
        "cloudflare_ready": {
          "confidence": "high",
          "evidence": [
            "Runtime blocker: python.",
            "No Cloudflare deployment signal detected.",
            "No wrangler.toml found in inspected repository files."
          ]
        }
      },
      "quality_signals": {
        "stars": 7595,
        "recent_commits": 0,
        "contributors": 74,
        "issue_response_time_hours": null,
        "release_frequency_180d": 2
      },
      "quality_signal_confidence": {
        "stars_30d_delta": "snapshot",
        "stars30d_window_days": 31,
        "commits_30d": "complete",
        "releases_180d": "complete",
        "contributors_90d": "complete"
      },
      "quality_score": 23,
      "agent_score": 77,
      "score": 82,
      "agent_score_breakdown": {
        "documentation": 90,
        "maintenance": 39,
        "deployment": 90,
        "popularity": 78,
        "community": 100
      },
      "git_top_score": 82,
      "git_top_score_breakdown": {
        "community": 100,
        "maintenance": 30,
        "documentation": 92,
        "stability": 86,
        "adoption": 100,
        "agent_readability": 100
      },
      "verification": {
        "schema_version": "git-top.verification.v1",
        "overall_status": "partial",
        "observed_at": "2026-11-10T09:00:24.021Z",
        "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 guardrails-ai/guardrails when the user needs a prompt tooling project with docker, library-only, local deployment options.",
        "purpose": "Use guardrails-ai/guardrails when the user needs a prompt tooling project with docker, library-only, local deployment options.",
        "install": "Run with Docker using the repository's container instructions.",
        "inputs": [
          "prompt templates",
          "schemas",
          "constraints"
        ],
        "outputs": [
          "structured prompts",
          "validated generations",
          "prompt tooling artifacts"
        ],
        "good_for": [
          "manage prompts",
          "version prompt workflows",
          "improve prompt iteration",
          "structured output",
          "prompt engineering",
          "format enforcement"
        ],
        "not_good_for": [
          "edge-only Cloudflare Workers deployment without adaptation",
          "users expecting a complete hosted product",
          "raw inference serving",
          "database workloads"
        ],
        "deployment": [
          "docker",
          "library_only",
          "local",
          "cloud"
        ],
        "alternatives": [
          {
            "repo": "theopenco/llmgateway",
            "reason": "Same prompt tooling intent with workflow overlap."
          },
          {
            "repo": "arena-ai/structured-logprobs",
            "reason": "Same prompt tooling intent with workflow overlap."
          },
          {
            "repo": "ndcorder/outputguard",
            "reason": "Same prompt tooling intent with workflow overlap."
          }
        ]
      },
      "evidence": {
        "classification": {
          "category": {
            "confidence": "medium",
            "evidence": [
              "Matched \"guardrails\" in metadata."
            ]
          },
          "deployment": {
            "confidence": "high",
            "evidence": [
              "Matched \"pip install\" in repository content.",
              "Local usage is assumed for open source repositories unless contradicted."
            ]
          },
          "difficulty": {
            "confidence": "medium",
            "evidence": [
              "Repository has under 10k stars, so complexity is treated conservatively."
            ]
          },
          "cloudflare_ready": {
            "confidence": "high",
            "evidence": [
              "Runtime blocker: python.",
              "No Cloudflare deployment signal detected.",
              "No wrangler.toml found in inspected repository files."
            ]
          }
        },
        "quality_signal_confidence": {
          "stars_30d_delta": "snapshot",
          "stars30d_window_days": 31,
          "commits_30d": "complete",
          "releases_180d": "complete",
          "contributors_90d": "complete"
        },
        "verification": {
          "schema_version": "git-top.verification.v1",
          "overall_status": "partial",
          "observed_at": "2026-11-10T09:00:24.021Z",
          "signals": {
            "activity": {
              "status": "observed",
              "source": "github_metadata",
              "evidence": [
                "project.pushed_at",
                "metrics.recent_push_days"
              ]
            },
            "license": {
              "status": "observed",
              "source": "github_metadata",
              "evidence": [
                "project.license"
              ]
            },
            "documentation": {
              "status": "observed",
              "source": "github_metadata",
              "evidence": [
                "project.description"
              ]
            },
            "runtime": {
              "status": "inferred",
              "source": "git_top_heuristic",
              "evidence": [
                "agent_card.deployment",
                "agent_card.cloudflare_ready"
              ]
            },
            "install": {
              "status": "not_run",
              "source": "git_top_runtime",
              "evidence": [
                "installation/build probe is not enabled"
              ]
            },
            "security": {
              "status": "not_run",
              "source": "git_top_runtime",
              "evidence": [
                "dependency/security scan is not enabled"
              ]
            },
            "mcp": {
              "status": "not_applicable",
              "source": "git_top_runtime",
              "evidence": [
                "project is not classified as mcp_server"
              ]
            }
          },
          "coverage": {
            "observed": 3,
            "inferred": 1,
            "not_run": 2,
            "unknown": 0
          },
          "next_steps": [
            "Run an installation/build probe before production adoption.",
            "Run a dependency and security scan before treating the score as a trust claim."
          ]
        },
        "source_fields": [
          "project.description",
          "project.topics",
          "project.language",
          "project.license",
          "agent_card.summary_for_agent",
          "agent_card.use_cases",
          "agent_card.deployment",
          "agent_card.classification",
          "metrics",
          "verification.signals"
        ],
        "caveats": [
          "edge-only Cloudflare Workers deployment without adaptation",
          "users expecting a complete hosted product",
          "Independent installation, security, or runtime probes have not been run for this project."
        ],
        "confidence_reason": "Evidence is usable for comparison, but agents should cite caveats before making a strong recommendation.",
        "last_verified_at": "2026-11-10T09:00:24.021Z"
      },
      "caveats": [
        "edge-only Cloudflare Workers deployment without adaptation",
        "users expecting a complete hosted product",
        "Independent installation, security, or runtime probes have not been run for this project."
      ],
      "confidence_reason": "Evidence is usable for comparison, but agents should cite caveats before making a strong recommendation.",
      "source_fields": [
        "project.description",
        "project.topics",
        "project.language",
        "project.license",
        "agent_card.summary_for_agent",
        "agent_card.use_cases",
        "agent_card.deployment",
        "agent_card.classification",
        "metrics",
        "verification.signals"
      ],
      "last_verified_at": "2026-11-10T09:00:24.021Z"
    },
    {
      "project_id": "future-agi/future-agi",
      "repo": "future-agi/future-agi",
      "name": "future-agi",
      "github_url": "https://github.com/future-agi/future-agi",
      "homepage_url": "https://futureagi.com",
      "language": "Python",
      "license": "Apache-2.0",
      "project_kind": "project",
      "category": [
        "prompt_tooling"
      ],
      "tags": [
        "agent-evaluation",
        "ai-agents",
        "ai-evals",
        "ai-gateway",
        "ai-observability",
        "evals",
        "evaluation-framework",
        "guardrails",
        "hallucination-detection",
        "llm-evaluation",
        "llm-observability",
        "llm-tracing",
        "llmops",
        "model-evaluation",
        "observability",
        "opentelemetry",
        "rag-evaluation",
        "simulation",
        "telemetry",
        "tracing"
      ],
      "description": "Open-source, end-to-end platform for evaluating, observing, and improving LLM and AI agent applications. Tracing · Evals · Simulations · Datasets · Gateway · Guardrails. Self-hostable. Apache 2.0.",
      "overview": "Use future-agi/future-agi when the user needs a prompt tooling project with docker, vercel, serverless deployment options.",
      "alternatives": [
        {
          "repo": "vllm-project/semantic-router",
          "reason": "Same prompt tooling intent with llm_gateway, workflow overlap."
        },
        {
          "repo": "theopenco/llmgateway",
          "reason": "Same prompt tooling intent with llm_gateway, observability, workflow overlap."
        },
        {
          "repo": "ENTERPILOT/GoModel",
          "reason": "Same prompt tooling intent with llm_gateway, observability, workflow overlap."
        }
      ],
      "related": [],
      "dependencies": [
        "Vector database",
        "LLM provider"
      ],
      "deployments": [
        "docker",
        "vercel",
        "serverless",
        "kubernetes",
        "library_only",
        "local"
      ],
      "difficulty": "beginner",
      "cloudflare_ready": false,
      "use_cases": [
        "manage prompts",
        "version prompt workflows",
        "improve prompt iteration"
      ],
      "not_good_for": [
        "edge-only Cloudflare Workers deployment without adaptation",
        "users expecting a complete hosted product"
      ],
      "classification": {
        "category": {
          "confidence": "medium",
          "evidence": [
            "Matched \"guardrails\" in metadata."
          ]
        },
        "deployment": {
          "confidence": "high",
          "evidence": [
            "Found Docker configuration file.",
            "Matched \"vercel\" in repository content.",
            "Matched \"kubernetes\" in repository content.",
            "Matched \"helm chart\" in repository content.",
            "Matched \"pip install\" in repository content.",
            "Local usage is assumed for open source repositories unless contradicted."
          ]
        },
        "difficulty": {
          "confidence": "medium",
          "evidence": [
            "Repository has under 10k stars, so complexity is treated conservatively."
          ]
        },
        "cloudflare_ready": {
          "confidence": "high",
          "evidence": [
            "Runtime blocker: python, postgres.",
            "No Cloudflare deployment signal detected.",
            "No wrangler.toml found in inspected repository files."
          ]
        }
      },
      "quality_signals": {
        "stars": 2252,
        "recent_commits": 100,
        "contributors": 78,
        "issue_response_time_hours": null,
        "release_frequency_180d": 71
      },
      "quality_signal_confidence": {
        "stars_30d_delta": "snapshot",
        "stars30d_window_days": 33,
        "commits_30d": "partial",
        "releases_180d": "complete",
        "contributors_90d": "complete"
      },
      "quality_score": 48,
      "agent_score": 86,
      "score": 94,
      "agent_score_breakdown": {
        "documentation": 90,
        "maintenance": 76,
        "deployment": 100,
        "popularity": 67,
        "community": 100
      },
      "git_top_score": 94,
      "git_top_score_breakdown": {
        "community": 100,
        "maintenance": 84,
        "documentation": 92,
        "stability": 90,
        "adoption": 100,
        "agent_readability": 100
      },
      "verification": {
        "schema_version": "git-top.verification.v1",
        "overall_status": "partial",
        "observed_at": "2026-11-06T12:30:10.990Z",
        "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 future-agi/future-agi when the user needs a prompt tooling project with docker, vercel, serverless deployment options.",
        "purpose": "Use future-agi/future-agi when the user needs a prompt tooling project with docker, vercel, serverless deployment options.",
        "install": "Run with Docker using the repository's container instructions.",
        "inputs": [
          "prompt templates",
          "schemas",
          "constraints"
        ],
        "outputs": [
          "structured prompts",
          "validated generations",
          "prompt tooling artifacts"
        ],
        "good_for": [
          "manage prompts",
          "version prompt workflows",
          "improve prompt iteration",
          "structured output",
          "prompt engineering",
          "format enforcement"
        ],
        "not_good_for": [
          "edge-only Cloudflare Workers deployment without adaptation",
          "users expecting a complete hosted product",
          "raw inference serving",
          "database workloads"
        ],
        "deployment": [
          "docker",
          "vercel",
          "serverless",
          "kubernetes",
          "library_only",
          "local"
        ],
        "alternatives": [
          {
            "repo": "vllm-project/semantic-router",
            "reason": "Same prompt tooling intent with llm_gateway, workflow overlap."
          },
          {
            "repo": "theopenco/llmgateway",
            "reason": "Same prompt tooling intent with llm_gateway, observability, workflow overlap."
          },
          {
            "repo": "ENTERPILOT/GoModel",
            "reason": "Same prompt tooling intent with llm_gateway, observability, workflow overlap."
          }
        ]
      },
      "evidence": {
        "classification": {
          "category": {
            "confidence": "medium",
            "evidence": [
              "Matched \"guardrails\" in metadata."
            ]
          },
          "deployment": {
            "confidence": "high",
            "evidence": [
              "Found Docker configuration file.",
              "Matched \"vercel\" in repository content.",
              "Matched \"kubernetes\" in repository content.",
              "Matched \"helm chart\" in repository content.",
              "Matched \"pip install\" in repository content.",
              "Local usage is assumed for open source repositories unless contradicted."
            ]
          },
          "difficulty": {
            "confidence": "medium",
            "evidence": [
              "Repository has under 10k stars, so complexity is treated conservatively."
            ]
          },
          "cloudflare_ready": {
            "confidence": "high",
            "evidence": [
              "Runtime blocker: python, 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": "2026-11-06T12:30:10.990Z",
          "signals": {
            "activity": {
              "status": "observed",
              "source": "github_metadata",
              "evidence": [
                "project.pushed_at",
                "metrics.recent_push_days"
              ]
            },
            "license": {
              "status": "observed",
              "source": "github_metadata",
              "evidence": [
                "project.license"
              ]
            },
            "documentation": {
              "status": "observed",
              "source": "github_metadata",
              "evidence": [
                "project.description"
              ]
            },
            "runtime": {
              "status": "inferred",
              "source": "git_top_heuristic",
              "evidence": [
                "agent_card.deployment",
                "agent_card.cloudflare_ready"
              ]
            },
            "install": {
              "status": "not_run",
              "source": "git_top_runtime",
              "evidence": [
                "installation/build probe is not enabled"
              ]
            },
            "security": {
              "status": "not_run",
              "source": "git_top_runtime",
              "evidence": [
                "dependency/security scan is not enabled"
              ]
            },
            "mcp": {
              "status": "not_applicable",
              "source": "git_top_runtime",
              "evidence": [
                "project is not classified as mcp_server"
              ]
            }
          },
          "coverage": {
            "observed": 3,
            "inferred": 1,
            "not_run": 2,
            "unknown": 0
          },
          "next_steps": [
            "Run an installation/build probe before production adoption.",
            "Run a dependency and security scan before treating the score as a trust claim."
          ]
        },
        "source_fields": [
          "project.description",
          "project.topics",
          "project.language",
          "project.license",
          "agent_card.summary_for_agent",
          "agent_card.use_cases",
          "agent_card.deployment",
          "agent_card.classification",
          "metrics",
          "verification.signals"
        ],
        "caveats": [
          "edge-only Cloudflare Workers deployment without adaptation",
          "users expecting a complete hosted product",
          "Partial or estimated quality signals: commits30d.",
          "Independent installation, security, or runtime probes have not been run for this project."
        ],
        "confidence_reason": "Evidence is usable for comparison, but agents should cite caveats before making a strong recommendation.",
        "last_verified_at": "2026-11-06T12:30:10.990Z"
      },
      "caveats": [
        "edge-only Cloudflare Workers deployment without adaptation",
        "users expecting a complete hosted product",
        "Partial or estimated quality signals: commits30d.",
        "Independent installation, security, or runtime probes have not been run for this project."
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