{
  "query": {
    "use_case": "build Cloudflare-ready AI agents",
    "deployment": "vercel",
    "category": "prompt_tooling"
  },
  "recommendations": [
    {
      "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": 40,
      "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": [
          "agent_card.classification",
          "agent_card.deployment",
          "agent_card.summary_for_agent",
          "agent_card.use_cases",
          "metrics",
          "project.description",
          "project.language",
          "project.license",
          "project.topics",
          "recommendation.constraints",
          "recommendation.query",
          "recommendation.ranking_signals",
          "verification.signals"
        ],
        "caveats": [
          "edge-only Cloudflare Workers deployment without adaptation",
          "Independent installation, security, or runtime probes have not been run for this project.",
          "Low recommendation confidence; use as a discovery lead, not a final choice.",
          "Partial or estimated quality signals: commits30d.",
          "Use-case overlap is weak in indexed text.",
          "users expecting a complete hosted product"
        ],
        "recommendation_reasons": [
          "Use future-agi/future-agi when the user needs a prompt tooling project with docker, vercel, serverless deployment options.",
          "Use-case match is 25/100 for \"build Cloudflare-ready AI agents\".",
          "It matches the requested vercel deployment target.",
          "It is classified as prompt_tooling.",
          "Ranking signals: community 48/100, maintenance 76/100."
        ],
        "ranking_signals": {
          "use_case_match": 25,
          "community": 48,
          "maintenance": 76,
          "readiness": 60,
          "license_fit": 0
        },
        "matched_constraints": {
          "deployment": "vercel",
          "category": "prompt_tooling"
        },
        "unmatched_constraints": {},
        "confidence_reason": "Low confidence because the recommendation score is 40/100, use-case match is 25/100, or constraints are weakly matched; Evidence is usable for comparison, but agents should cite caveats before making a strong recommendation.",
        "last_verified_at": "2026-11-06T12:30:10.990Z"
      },
      "caveats": [
        "edge-only Cloudflare Workers deployment without adaptation",
        "Independent installation, security, or runtime probes have not been run for this project.",
        "Low recommendation confidence; use as a discovery lead, not a final choice.",
        "Partial or estimated quality signals: commits30d.",
        "Use-case overlap is weak in indexed text.",
        "users expecting a complete hosted product"
      ],
      "confidence_reason": "Low confidence because the recommendation score is 40/100, use-case match is 25/100, or constraints are weakly matched; Evidence is usable for comparison, but agents should cite caveats before making a strong recommendation.",
      "source_fields": [
        "agent_card.classification",
        "agent_card.deployment",
        "agent_card.summary_for_agent",
        "agent_card.use_cases",
        "metrics",
        "project.description",
        "project.language",
        "project.license",
        "project.topics",
        "recommendation.constraints",
        "recommendation.query",
        "recommendation.ranking_signals",
        "verification.signals"
      ],
      "last_verified_at": "2026-11-06T12:30:10.990Z",
      "reason": "Use future-agi/future-agi when the user needs a prompt tooling project with docker, vercel, serverless deployment options. Use-case match is 25/100 for \"build Cloudflare-ready AI agents\". It matches the requested vercel deployment target. It is classified as prompt_tooling. Ranking signals: community 48/100, maintenance 76/100.",
      "reasons": [
        "Use future-agi/future-agi when the user needs a prompt tooling project with docker, vercel, serverless deployment options.",
        "Use-case match is 25/100 for \"build Cloudflare-ready AI agents\".",
        "It matches the requested vercel deployment target.",
        "It is classified as prompt_tooling.",
        "Ranking signals: community 48/100, maintenance 76/100."
      ],
      "decision_summary": "future-agi/future-agi is an exploration candidate for \"build Cloudflare-ready AI agents\": recommendation score 40/100 with matched constraints, but quality and maturity signals need review.",
      "fit_profile": {
        "primary_fit": "Weak indexed use-case overlap for \"build Cloudflare-ready AI agents\"; inspect graph and README evidence.",
        "deployment_fit": "Matches requested vercel deployment.",
        "maturity": "Moderate maturity signal; maintenance is acceptable but compare community adoption.",
        "agent_readiness": "Agent-readable summary and use cases are available."
      },
      "adoption_plan": [
        "Open /projects/future-agi/future-agi to verify license, language, classification evidence, and quality signal confidence.",
        "Inspect /graph/future-agi/future-agi for dependencies, related projects, deployment targets, and alternatives.",
        "Use the matched constraints (deployment, category) as the initial acceptance checklist.",
        "Prototype the vercel deployment path before committing to a migration.",
        "Compare against /alternatives/future-agi/future-agi before final selection."
      ],
      "risk_flags": [
        "Low recommendation confidence; use as a discovery lead, not a final choice.",
        "Use-case overlap is weak in indexed text."
      ],
      "tradeoffs": [
        "edge-only Cloudflare Workers deployment without adaptation",
        "users expecting a complete hosted product"
      ],
      "next_actions": [
        {
          "label": "Open project knowledge",
          "href": "/projects/future-agi/future-agi",
          "kind": "project"
        },
        {
          "label": "Inspect graph",
          "href": "/graph/future-agi/future-agi",
          "kind": "graph"
        },
        {
          "label": "Find alternatives",
          "href": "/alternatives/future-agi/future-agi",
          "kind": "alternatives"
        },
        {
          "label": "Explain score",
          "href": "/score/future-agi/future-agi",
          "kind": "score"
        },
        {
          "label": "Compare shortlist",
          "href": "/compare/future-agi/future-agi",
          "kind": "compare"
        }
      ],
      "matched_constraints": {
        "deployment": "vercel",
        "category": "prompt_tooling"
      },
      "unmatched_constraints": {},
      "ranking_signals": {
        "use_case_match": 25,
        "community": 48,
        "maintenance": 76,
        "readiness": 60,
        "license_fit": 0
      },
      "confidence": "low",
      "project": {
        "id": "future-agi/future-agi",
        "owner": "future-agi",
        "name": "future-agi",
        "full_name": "future-agi/future-agi",
        "github_url": "https://github.com/future-agi/future-agi",
        "homepage_url": "https://futureagi.com",
        "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.",
        "language": "Python",
        "topics": [
          "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"
        ],
        "license": "Apache-2.0",
        "stars": 2252,
        "forks": 711,
        "open_issues": 967,
        "default_branch": "main",
        "created_at": "2026-04-23T14:11:31Z",
        "updated_at": "2026-11-06T07:26:46Z",
        "pushed_at": "2026-11-06T12:29:01Z",
        "synced_at": "2026-11-06T12:30:10.990Z"
      },
      "agent_card": {
        "project_id": "future-agi/future-agi",
        "project_kind": "project",
        "category": "prompt_tooling",
        "difficulty": "beginner",
        "deployment": [
          "docker",
          "vercel",
          "serverless",
          "kubernetes",
          "library_only",
          "local"
        ],
        "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"
        ],
        "alternatives": [
          {
            "project_id": "vllm-project/semantic-router",
            "reason": "Same prompt tooling intent with llm_gateway, workflow overlap."
          },
          {
            "project_id": "theopenco/llmgateway",
            "reason": "Same prompt tooling intent with llm_gateway, observability, workflow overlap."
          },
          {
            "project_id": "ENTERPILOT/GoModel",
            "reason": "Same prompt tooling intent with llm_gateway, observability, workflow overlap."
          }
        ],
        "summary_for_agent": "Use future-agi/future-agi when the user needs a prompt tooling project with docker, vercel, serverless deployment options.",
        "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."
            ]
          }
        },
        "schema_version": "v1",
        "generated_at": "2026-11-06T12:30:10.990Z"
      },
      "metrics": {
        "project_id": "future-agi/future-agi",
        "stars_30d_delta": 145,
        "commits_30d": 100,
        "releases_180d": 71,
        "contributors_90d": 78,
        "issue_first_response_median_hours": null,
        "recent_push_days": 0,
        "git_score": 48,
        "maintenance_score": 76,
        "signal_confidence": {
          "stars_30d_delta": "snapshot",
          "stars30d_window_days": 33,
          "commits_30d": "partial",
          "releases_180d": "complete",
          "contributors_90d": "complete"
        },
        "calculated_at": "2026-11-06T12:30:10.990Z"
      }
    },
    {
      "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": 40,
      "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": [
          "agent_card.classification",
          "agent_card.deployment",
          "agent_card.summary_for_agent",
          "agent_card.use_cases",
          "metrics",
          "project.description",
          "project.language",
          "project.license",
          "project.topics",
          "recommendation.constraints",
          "recommendation.query",
          "recommendation.ranking_signals",
          "verification.signals"
        ],
        "caveats": [
          "edge-only Cloudflare Workers deployment without adaptation",
          "Independent installation, security, or runtime probes have not been run for this project.",
          "Low recommendation confidence; use as a discovery lead, not a final choice.",
          "Partial or estimated quality signals: commits30d, releases180d, contributors90d.",
          "Use-case overlap is weak in indexed text."
        ],
        "recommendation_reasons": [
          "Use BoundaryML/baml when the user needs a prompt tooling project with docker, vercel, serverless deployment options.",
          "Use-case match is 25/100 for \"build Cloudflare-ready AI agents\".",
          "It matches the requested vercel deployment target.",
          "It is classified as prompt_tooling.",
          "Ranking signals: community 47/100, maintenance 76/100."
        ],
        "ranking_signals": {
          "use_case_match": 25,
          "community": 47,
          "maintenance": 76,
          "readiness": 60,
          "license_fit": 0
        },
        "matched_constraints": {
          "deployment": "vercel",
          "category": "prompt_tooling"
        },
        "unmatched_constraints": {},
        "confidence_reason": "Low confidence because the recommendation score is 40/100, use-case match is 25/100, or constraints are weakly matched; Evidence is usable for comparison, but agents should cite caveats before making a strong recommendation.",
        "last_verified_at": "2026-11-10T09:30:30.613Z"
      },
      "caveats": [
        "edge-only Cloudflare Workers deployment without adaptation",
        "Independent installation, security, or runtime probes have not been run for this project.",
        "Low recommendation confidence; use as a discovery lead, not a final choice.",
        "Partial or estimated quality signals: commits30d, releases180d, contributors90d.",
        "Use-case overlap is weak in indexed text."
      ],
      "confidence_reason": "Low confidence because the recommendation score is 40/100, use-case match is 25/100, or constraints are weakly matched; Evidence is usable for comparison, but agents should cite caveats before making a strong recommendation.",
      "source_fields": [
        "agent_card.classification",
        "agent_card.deployment",
        "agent_card.summary_for_agent",
        "agent_card.use_cases",
        "metrics",
        "project.description",
        "project.language",
        "project.license",
        "project.topics",
        "recommendation.constraints",
        "recommendation.query",
        "recommendation.ranking_signals",
        "verification.signals"
      ],
      "last_verified_at": "2026-11-10T09:30:30.613Z",
      "reason": "Use BoundaryML/baml when the user needs a prompt tooling project with docker, vercel, serverless deployment options. Use-case match is 25/100 for \"build Cloudflare-ready AI agents\". It matches the requested vercel deployment target. It is classified as prompt_tooling. Ranking signals: community 47/100, maintenance 76/100.",
      "reasons": [
        "Use BoundaryML/baml when the user needs a prompt tooling project with docker, vercel, serverless deployment options.",
        "Use-case match is 25/100 for \"build Cloudflare-ready AI agents\".",
        "It matches the requested vercel deployment target.",
        "It is classified as prompt_tooling.",
        "Ranking signals: community 47/100, maintenance 76/100."
      ],
      "decision_summary": "BoundaryML/baml is an exploration candidate for \"build Cloudflare-ready AI agents\": recommendation score 40/100 with matched constraints, but quality and maturity signals need review.",
      "fit_profile": {
        "primary_fit": "Weak indexed use-case overlap for \"build Cloudflare-ready AI agents\"; inspect graph and README evidence.",
        "deployment_fit": "Matches requested vercel deployment.",
        "maturity": "Moderate maturity signal; maintenance is acceptable but compare community adoption.",
        "agent_readiness": "Agent-readable summary and use cases are available."
      },
      "adoption_plan": [
        "Open /projects/BoundaryML/baml to verify license, language, classification evidence, and quality signal confidence.",
        "Inspect /graph/BoundaryML/baml for dependencies, related projects, deployment targets, and alternatives.",
        "Use the matched constraints (deployment, category) as the initial acceptance checklist.",
        "Prototype the vercel deployment path before committing to a migration.",
        "Compare against /alternatives/BoundaryML/baml before final selection."
      ],
      "risk_flags": [
        "Low recommendation confidence; use as a discovery lead, not a final choice.",
        "Use-case overlap is weak in indexed text."
      ],
      "tradeoffs": [
        "edge-only Cloudflare Workers deployment without adaptation"
      ],
      "next_actions": [
        {
          "label": "Open project knowledge",
          "href": "/projects/BoundaryML/baml",
          "kind": "project"
        },
        {
          "label": "Inspect graph",
          "href": "/graph/BoundaryML/baml",
          "kind": "graph"
        },
        {
          "label": "Find alternatives",
          "href": "/alternatives/BoundaryML/baml",
          "kind": "alternatives"
        },
        {
          "label": "Explain score",
          "href": "/score/BoundaryML/baml",
          "kind": "score"
        },
        {
          "label": "Compare shortlist",
          "href": "/compare/BoundaryML/baml",
          "kind": "compare"
        }
      ],
      "matched_constraints": {
        "deployment": "vercel",
        "category": "prompt_tooling"
      },
      "unmatched_constraints": {},
      "ranking_signals": {
        "use_case_match": 25,
        "community": 47,
        "maintenance": 76,
        "readiness": 60,
        "license_fit": 0
      },
      "confidence": "low",
      "project": {
        "id": "BoundaryML/baml",
        "owner": "BoundaryML",
        "name": "baml",
        "full_name": "BoundaryML/baml",
        "github_url": "https://github.com/BoundaryML/baml",
        "homepage_url": "https://boundaryml.com/explore",
        "description": "The programming language for agents",
        "language": "Rust",
        "topics": [
          "boundaryml",
          "guardrails",
          "llm",
          "programming-language",
          "structured-data"
        ],
        "license": "Apache-2.0",
        "stars": 9500,
        "forks": 515,
        "open_issues": 368,
        "default_branch": "canary",
        "created_at": "2023-10-06T18:57:41Z",
        "updated_at": "2026-11-10T05:46:28Z",
        "pushed_at": "2026-11-10T09:17:15Z",
        "synced_at": "2026-11-10T09:30:30.613Z"
      },
      "agent_card": {
        "project_id": "BoundaryML/baml",
        "project_kind": "project",
        "category": "prompt_tooling",
        "difficulty": "beginner",
        "deployment": [
          "docker",
          "vercel",
          "serverless",
          "local"
        ],
        "cloudflare_ready": false,
        "use_cases": [
          "manage prompts",
          "version prompt workflows",
          "improve prompt iteration"
        ],
        "not_good_for": [
          "edge-only Cloudflare Workers deployment without adaptation"
        ],
        "alternatives": [
          {
            "project_id": "future-agi/future-agi",
            "reason": "Same prompt tooling intent with workflow overlap."
          },
          {
            "project_id": "vllm-project/semantic-router",
            "reason": "Same prompt tooling intent with workflow overlap."
          },
          {
            "project_id": "api7/aisix",
            "reason": "Same prompt tooling intent with workflow overlap."
          }
        ],
        "summary_for_agent": "Use BoundaryML/baml when the user needs a prompt tooling project with docker, vercel, serverless deployment options.",
        "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."
            ]
          }
        },
        "schema_version": "v1",
        "generated_at": "2026-11-10T09:30:30.613Z"
      },
      "metrics": {
        "project_id": "BoundaryML/baml",
        "stars_30d_delta": 115,
        "commits_30d": 100,
        "releases_180d": 100,
        "contributors_90d": 100,
        "issue_first_response_median_hours": null,
        "recent_push_days": 0,
        "git_score": 47,
        "maintenance_score": 76,
        "signal_confidence": {
          "stars_30d_delta": "snapshot",
          "stars30d_window_days": 31,
          "commits_30d": "partial",
          "releases_180d": "partial",
          "contributors_90d": "partial"
        },
        "calculated_at": "2026-11-10T09:30:30.613Z"
      }
    },
    {
      "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": 35,
      "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": [
          "agent_card.classification",
          "agent_card.deployment",
          "agent_card.summary_for_agent",
          "agent_card.use_cases",
          "metrics",
          "project.description",
          "project.language",
          "project.license",
          "project.topics",
          "recommendation.constraints",
          "recommendation.query",
          "recommendation.ranking_signals",
          "verification.signals"
        ],
        "caveats": [
          "edge-only Cloudflare Workers deployment without adaptation",
          "Independent installation, security, or runtime probes have not been run for this project.",
          "Low recommendation confidence; use as a discovery lead, not a final choice.",
          "Partial or estimated quality signals: commits30d.",
          "Use-case overlap is weak in indexed text."
        ],
        "recommendation_reasons": [
          "Use ENTERPILOT/GoModel when the user needs a prompt tooling project with docker, vercel, serverless deployment options.",
          "Use-case match is 25/100 for \"build Cloudflare-ready AI agents\".",
          "It matches the requested vercel deployment target.",
          "It is classified as prompt_tooling.",
          "Ranking signals: community 38/100, maintenance 64/100."
        ],
        "ranking_signals": {
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        "last_verified_at": "2026-11-07T19:30:18.930Z"
      },
      "caveats": [
        "edge-only Cloudflare Workers deployment without adaptation",
        "Independent installation, security, or runtime probes have not been run for this project.",
        "Low recommendation confidence; use as a discovery lead, not a final choice.",
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      "confidence_reason": "Low confidence because the recommendation score is 35/100, use-case match is 25/100, or constraints are weakly matched; Evidence is usable for comparison, but agents should cite caveats before making a strong recommendation.",
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      "reason": "Use ENTERPILOT/GoModel when the user needs a prompt tooling project with docker, vercel, serverless deployment options. Use-case match is 25/100 for \"build Cloudflare-ready AI agents\". It matches the requested vercel deployment target. It is classified as prompt_tooling. Ranking signals: community 38/100, maintenance 64/100.",
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        "Use ENTERPILOT/GoModel when the user needs a prompt tooling project with docker, vercel, serverless deployment options.",
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        "agent_readiness": "Agent-readable summary and use cases are available."
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      "adoption_plan": [
        "Open /projects/ENTERPILOT/GoModel to verify license, language, classification evidence, and quality signal confidence.",
        "Inspect /graph/ENTERPILOT/GoModel for dependencies, related projects, deployment targets, and alternatives.",
        "Use the matched constraints (deployment, category) as the initial acceptance checklist.",
        "Prototype the vercel deployment path before committing to a migration.",
        "Compare against /alternatives/ENTERPILOT/GoModel before final selection."
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          "href": "/score/ENTERPILOT/GoModel",
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        "forks": 125,
        "open_issues": 101,
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        "updated_at": "2026-11-07T14:39:40Z",
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              "Matched \"vercel\" in repository content.",
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          },
          "cloudflare_ready": {
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            "evidence": [
              "Runtime blocker: postgres.",
              "No Cloudflare deployment signal detected.",
              "No wrangler.toml found in inspected repository files."
            ]
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        "schema_version": "v1",
        "generated_at": "2026-11-07T19:30:18.930Z"
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    },
    {
      "project_id": "openai/openai-guardrails-python",
      "repo": "openai/openai-guardrails-python",
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      "project_kind": "project",
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        {
          "repo": "microsoft/markitdown",
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        },
        {
          "repo": "NVIDIA-NeMo/Guardrails",
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        {
          "repo": "dottxt-ai/outlines",
          "reason": "Same prompt tooling intent with workflow overlap."
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            "Runtime blocker: python.",
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            "No wrangler.toml found in inspected repository files."
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        "recent_commits": 12,
        "contributors": 14,
        "issue_response_time_hours": null,
        "release_frequency_180d": 6
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      "quality_signal_confidence": {
        "stars_30d_delta": "snapshot",
        "stars30d_window_days": 31,
        "commits_30d": "complete",
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      "score": 14,
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          "Run a dependency and security scan before treating the score as a trust claim."
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      },
      "summary": {
        "tl_dr": "Use openai/openai-guardrails-python when the user needs a prompt tooling project with docker, vercel, serverless deployment options.",
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          "validated generations",
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          "improve prompt iteration",
          "structured output",
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          "format enforcement"
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          "users expecting a complete hosted product",
          "raw inference serving",
          "database workloads"
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            "repo": "microsoft/markitdown",
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          {
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              "Matched \"pip install\" in repository content.",
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              "No Cloudflare deployment signal detected.",
              "No wrangler.toml found in inspected repository files."
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        },
        "quality_signal_confidence": {
          "stars_30d_delta": "snapshot",
          "stars30d_window_days": 31,
          "commits_30d": "complete",
          "releases_180d": "complete",
          "contributors_90d": "complete"
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            "runtime": {
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            "install": {
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            }
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            "unknown": 0
          },
          "next_steps": [
            "Run an installation/build probe before production adoption.",
            "Run a dependency and security scan before treating the score as a trust claim."
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        },
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          "agent_card.deployment",
          "agent_card.summary_for_agent",
          "agent_card.use_cases",
          "metrics",
          "project.description",
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          "project.license",
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          "recommendation.constraints",
          "recommendation.query",
          "recommendation.ranking_signals",
          "verification.signals"
        ],
        "caveats": [
          "edge-only Cloudflare Workers deployment without adaptation",
          "Independent installation, security, or runtime probes have not been run for this project.",
          "Low recommendation confidence; use as a discovery lead, not a final choice.",
          "Maintenance signal is weak; inspect recent commits, releases, and issues.",
          "Use-case overlap is weak in indexed text.",
          "users expecting a complete hosted product"
        ],
        "recommendation_reasons": [
          "Use openai/openai-guardrails-python when the user needs a prompt tooling project with docker, vercel, serverless deployment options.",
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          "It matches the requested vercel deployment target.",
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          "readiness": 60,
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        },
        "matched_constraints": {
          "deployment": "vercel",
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        "unmatched_constraints": {},
        "confidence_reason": "Low confidence because the recommendation score is 14/100, use-case match is 0/100, or constraints are weakly matched; Evidence is usable for comparison, but agents should cite caveats before making a strong recommendation.",
        "last_verified_at": "2026-11-10T17:30:25.729Z"
      },
      "caveats": [
        "edge-only Cloudflare Workers deployment without adaptation",
        "Independent installation, security, or runtime probes have not been run for this project.",
        "Low recommendation confidence; use as a discovery lead, not a final choice.",
        "Maintenance signal is weak; inspect recent commits, releases, and issues.",
        "Use-case overlap is weak in indexed text.",
        "users expecting a complete hosted product"
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      "reasons": [
        "Use openai/openai-guardrails-python when the user needs a prompt tooling project with docker, vercel, serverless deployment options.",
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        "deployment_fit": "Matches requested vercel deployment.",
        "maturity": "Early or uneven maturity signal; review maintenance history before adoption.",
        "agent_readiness": "Agent-readable summary and use cases are available."
      },
      "adoption_plan": [
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        "Inspect /graph/openai/openai-guardrails-python for dependencies, related projects, deployment targets, and alternatives.",
        "Use the matched constraints (deployment, category) as the initial acceptance checklist.",
        "Prototype the vercel deployment path before committing to a migration.",
        "Compare against /alternatives/openai/openai-guardrails-python before final selection."
      ],
      "risk_flags": [
        "Low recommendation confidence; use as a discovery lead, not a final choice.",
        "Maintenance signal is weak; inspect recent commits, releases, and issues.",
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      ],
      "tradeoffs": [
        "edge-only Cloudflare Workers deployment without adaptation",
        "users expecting a complete hosted product"
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      "next_actions": [
        {
          "label": "Open project knowledge",
          "href": "/projects/openai/openai-guardrails-python",
          "kind": "project"
        },
        {
          "label": "Inspect graph",
          "href": "/graph/openai/openai-guardrails-python",
          "kind": "graph"
        },
        {
          "label": "Find alternatives",
          "href": "/alternatives/openai/openai-guardrails-python",
          "kind": "alternatives"
        },
        {
          "label": "Explain score",
          "href": "/score/openai/openai-guardrails-python",
          "kind": "score"
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        {
          "label": "Compare shortlist",
          "href": "/compare/openai/openai-guardrails-python",
          "kind": "compare"
        }
      ],
      "matched_constraints": {
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          "manage prompts",
          "version prompt workflows",
          "improve prompt iteration"
        ],
        "not_good_for": [
          "edge-only Cloudflare Workers deployment without adaptation",
          "users expecting a complete hosted product"
        ],
        "alternatives": [
          {
            "project_id": "microsoft/markitdown",
            "reason": "Same prompt tooling intent with workflow overlap."
          },
          {
            "project_id": "NVIDIA-NeMo/Guardrails",
            "reason": "Same prompt tooling intent with workflow overlap."
          },
          {
            "project_id": "dottxt-ai/outlines",
            "reason": "Same prompt tooling intent with workflow overlap."
          }
        ],
        "summary_for_agent": "Use openai/openai-guardrails-python when the user needs a prompt tooling project with docker, vercel, serverless deployment options.",
        "classification": {
          "category": {
            "confidence": "medium",
            "evidence": [
              "Matched \"guardrails\" in metadata."
            ]
          },
          "deployment": {
            "confidence": "high",
            "evidence": [
              "Matched \"vercel\" 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.",
              "No Cloudflare deployment signal detected.",
              "No wrangler.toml found in inspected repository files."
            ]
          }
        },
        "schema_version": "v1",
        "generated_at": "2026-11-10T17:30:25.729Z"
      },
      "metrics": {
        "project_id": "openai/openai-guardrails-python",
        "stars_30d_delta": 6,
        "commits_30d": 12,
        "releases_180d": 6,
        "contributors_90d": 14,
        "issue_first_response_median_hours": null,
        "recent_push_days": 0,
        "git_score": 15,
        "maintenance_score": 34,
        "signal_confidence": {
          "stars_30d_delta": "snapshot",
          "stars30d_window_days": 31,
          "commits_30d": "complete",
          "releases_180d": "complete",
          "contributors_90d": "complete"
        },
        "calculated_at": "2026-11-10T17:30:25.729Z"
      }
    },
    {
      "project_id": "langfuse/skills",
      "repo": "langfuse/skills",
      "name": "skills",
      "github_url": "https://github.com/langfuse/skills",
      "homepage_url": "https://langfuse.com/docs/api-and-data-platform/features/agent-skill",
      "language": "Python",
      "license": "MIT",
      "project_kind": "project",
      "category": [
        "prompt_tooling"
      ],
      "tags": [
        "evaluation",
        "langfuse",
        "skill",
        "skills",
        "tracing"
      ],
      "description": "Agent Skills for Langfuse, the open source LLM engineering platform for tracing, prompt management, and evaluation",
      "overview": "Use langfuse/skills when the user needs a prompt tooling project with vercel, serverless, local deployment options.",
      "alternatives": [
        {
          "repo": "future-agi/future-agi",
          "reason": "Same prompt tooling intent with observability, workflow overlap."
        },
        {
          "repo": "dottxt-ai/outlines",
          "reason": "Same prompt tooling intent with workflow overlap."
        },
        {
          "repo": "guardrails-ai/guardrails",
          "reason": "Same prompt tooling intent with workflow overlap."
        }
      ],
      "related": [],
      "dependencies": [
        "LLM provider"
      ],
      "deployments": [
        "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": "high",
          "evidence": [
            "Matched \"prompt\" in metadata.",
            "Matched \"prompt management\" 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: python.",
            "No Cloudflare deployment signal detected.",
            "No wrangler.toml found in inspected repository files."
          ]
        }
      },
      "quality_signals": {
        "stars": 338,
        "recent_commits": 17,
        "contributors": 19,
        "issue_response_time_hours": null,
        "release_frequency_180d": 0
      },
      "quality_signal_confidence": {
        "stars_30d_delta": "snapshot",
        "stars30d_window_days": 31,
        "commits_30d": "complete",
        "releases_180d": "complete",
        "contributors_90d": "complete"
      },
      "quality_score": 10,
      "agent_score": 61,
      "score": 10,
      "agent_score_breakdown": {
        "documentation": 90,
        "maintenance": 24,
        "deployment": 80,
        "popularity": 51,
        "community": 64
      },
      "git_top_score": 74,
      "git_top_score_breakdown": {
        "community": 100,
        "maintenance": 30,
        "documentation": 84,
        "stability": 70,
        "adoption": 72,
        "agent_readability": 100
      },
      "verification": {
        "schema_version": "git-top.verification.v1",
        "overall_status": "partial",
        "observed_at": "2026-11-10T19:00:35.435Z",
        "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 langfuse/skills when the user needs a prompt tooling project with vercel, serverless, local deployment options.",
        "purpose": "Use langfuse/skills when the user needs a prompt tooling project with vercel, serverless, local 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": [
          "vercel",
          "serverless",
          "local"
        ],
        "alternatives": [
          {
            "repo": "future-agi/future-agi",
            "reason": "Same prompt tooling intent with observability, workflow overlap."
          },
          {
            "repo": "dottxt-ai/outlines",
            "reason": "Same prompt tooling intent with workflow overlap."
          },
          {
            "repo": "guardrails-ai/guardrails",
            "reason": "Same prompt tooling intent with workflow overlap."
          }
        ]
      },
      "evidence": {
        "classification": {
          "category": {
            "confidence": "high",
            "evidence": [
              "Matched \"prompt\" in metadata.",
              "Matched \"prompt management\" 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: 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": "2026-11-10T19:00:35.435Z",
          "signals": {
            "activity": {
              "status": "observed",
              "source": "github_metadata",
              "evidence": [
                "project.pushed_at",
                "metrics.recent_push_days"
              ]
            },
            "license": {
              "status": "observed",
              "source": "github_metadata",
              "evidence": [
                "project.license"
              ]
            },
            "documentation": {
              "status": "observed",
              "source": "github_metadata",
              "evidence": [
                "project.description"
              ]
            },
            "runtime": {
              "status": "inferred",
              "source": "git_top_heuristic",
              "evidence": [
                "agent_card.deployment",
                "agent_card.cloudflare_ready"
              ]
            },
            "install": {
              "status": "not_run",
              "source": "git_top_runtime",
              "evidence": [
                "installation/build probe is not enabled"
              ]
            },
            "security": {
              "status": "not_run",
              "source": "git_top_runtime",
              "evidence": [
                "dependency/security scan is not enabled"
              ]
            },
            "mcp": {
              "status": "not_applicable",
              "source": "git_top_runtime",
              "evidence": [
                "project is not classified as mcp_server"
              ]
            }
          },
          "coverage": {
            "observed": 3,
            "inferred": 1,
            "not_run": 2,
            "unknown": 0
          },
          "next_steps": [
            "Run an installation/build probe before production adoption.",
            "Run a dependency and security scan before treating the score as a trust claim."
          ]
        },
        "source_fields": [
          "agent_card.classification",
          "agent_card.deployment",
          "agent_card.summary_for_agent",
          "agent_card.use_cases",
          "metrics",
          "project.description",
          "project.language",
          "project.license",
          "project.topics",
          "recommendation.constraints",
          "recommendation.query",
          "recommendation.ranking_signals",
          "verification.signals"
        ],
        "caveats": [
          "edge-only Cloudflare Workers deployment without adaptation",
          "Independent installation, security, or runtime probes have not been run for this project.",
          "Low recommendation confidence; use as a discovery lead, not a final choice.",
          "Maintenance signal is weak; inspect recent commits, releases, and issues.",
          "Use-case overlap is weak in indexed text."
        ],
        "recommendation_reasons": [
          "Use langfuse/skills when the user needs a prompt tooling project with vercel, serverless, local deployment options.",
          "Use-case match is 0/100 for \"build Cloudflare-ready AI agents\".",
          "It matches the requested vercel deployment target.",
          "It is classified as prompt_tooling.",
          "Ranking signals: community 10/100, maintenance 24/100."
        ],
        "ranking_signals": {
          "use_case_match": 0,
          "community": 10,
          "maintenance": 24,
          "readiness": 60,
          "license_fit": 0
        },
        "matched_constraints": {
          "deployment": "vercel",
          "category": "prompt_tooling"
        },
        "unmatched_constraints": {},
        "confidence_reason": "Low confidence because the recommendation score is 10/100, use-case match is 0/100, or constraints are weakly matched; Classification evidence and quality signals are strong enough for shortlist reasoning when metadata is current.",
        "last_verified_at": "2026-11-10T19:00:35.435Z"
      },
      "caveats": [
        "edge-only Cloudflare Workers deployment without adaptation",
        "Independent installation, security, or runtime probes have not been run for this project.",
        "Low recommendation confidence; use as a discovery lead, not a final choice.",
        "Maintenance signal is weak; inspect recent commits, releases, and issues.",
        "Use-case overlap is weak in indexed text."
      ],
      "confidence_reason": "Low confidence because the recommendation score is 10/100, use-case match is 0/100, or constraints are weakly matched; Classification evidence and quality signals are strong enough for shortlist reasoning when metadata is current.",
      "source_fields": [
        "agent_card.classification",
        "agent_card.deployment",
        "agent_card.summary_for_agent",
        "agent_card.use_cases",
        "metrics",
        "project.description",
        "project.language",
        "project.license",
        "project.topics",
        "recommendation.constraints",
        "recommendation.query",
        "recommendation.ranking_signals",
        "verification.signals"
      ],
      "last_verified_at": "2026-11-10T19:00:35.435Z",
      "reason": "Use langfuse/skills when the user needs a prompt tooling project with vercel, serverless, local deployment options. Use-case match is 0/100 for \"build Cloudflare-ready AI agents\". It matches the requested vercel deployment target. It is classified as prompt_tooling. Ranking signals: community 10/100, maintenance 24/100.",
      "reasons": [
        "Use langfuse/skills when the user needs a prompt tooling project with vercel, serverless, local deployment options.",
        "Use-case match is 0/100 for \"build Cloudflare-ready AI agents\".",
        "It matches the requested vercel deployment target.",
        "It is classified as prompt_tooling.",
        "Ranking signals: community 10/100, maintenance 24/100."
      ],
      "decision_summary": "langfuse/skills is an exploration candidate for \"build Cloudflare-ready AI agents\": recommendation score 10/100 with matched constraints, but quality and maturity signals need review.",
      "fit_profile": {
        "primary_fit": "Weak indexed use-case overlap for \"build Cloudflare-ready AI agents\"; inspect graph and README evidence.",
        "deployment_fit": "Matches requested vercel deployment.",
        "maturity": "Early or uneven maturity signal; review maintenance history before adoption.",
        "agent_readiness": "Agent-readable summary and use cases are available."
      },
      "adoption_plan": [
        "Open /projects/langfuse/skills to verify license, language, classification evidence, and quality signal confidence.",
        "Inspect /graph/langfuse/skills for dependencies, related projects, deployment targets, and alternatives.",
        "Use the matched constraints (deployment, category) as the initial acceptance checklist.",
        "Prototype the vercel deployment path before committing to a migration.",
        "Compare against /alternatives/langfuse/skills before final selection."
      ],
      "risk_flags": [
        "Low recommendation confidence; use as a discovery lead, not a final choice.",
        "Maintenance signal is weak; inspect recent commits, releases, and issues.",
        "Use-case overlap is weak in indexed text."
      ],
      "tradeoffs": [
        "edge-only Cloudflare Workers deployment without adaptation"
      ],
      "next_actions": [
        {
          "label": "Open project knowledge",
          "href": "/projects/langfuse/skills",
          "kind": "project"
        },
        {
          "label": "Inspect graph",
          "href": "/graph/langfuse/skills",
          "kind": "graph"
        },
        {
          "label": "Find alternatives",
          "href": "/alternatives/langfuse/skills",
          "kind": "alternatives"
        },
        {
          "label": "Explain score",
          "href": "/score/langfuse/skills",
          "kind": "score"
        },
        {
          "label": "Compare shortlist",
          "href": "/compare/langfuse/skills",
          "kind": "compare"
        }
      ],
      "matched_constraints": {
        "deployment": "vercel",
        "category": "prompt_tooling"
      },
      "unmatched_constraints": {},
      "ranking_signals": {
        "use_case_match": 0,
        "community": 10,
        "maintenance": 24,
        "readiness": 60,
        "license_fit": 0
      },
      "confidence": "low",
      "project": {
        "id": "langfuse/skills",
        "owner": "langfuse",
        "name": "skills",
        "full_name": "langfuse/skills",
        "github_url": "https://github.com/langfuse/skills",
        "homepage_url": "https://langfuse.com/docs/api-and-data-platform/features/agent-skill",
        "description": "Agent Skills for Langfuse, the open source LLM engineering platform for tracing, prompt management, and evaluation",
        "language": "Python",
        "topics": [
          "evaluation",
          "langfuse",
          "skill",
          "skills",
          "tracing"
        ],
        "license": "MIT",
        "stars": 338,
        "forks": 46,
        "open_issues": 11,
        "default_branch": "main",
        "created_at": "2026-01-23T10:44:20Z",
        "updated_at": "2026-11-10T13:54:05Z",
        "pushed_at": "2026-11-10T13:54:01Z",
        "synced_at": "2026-11-10T19:00:35.435Z"
      },
      "agent_card": {
        "project_id": "langfuse/skills",
        "project_kind": "project",
        "category": "prompt_tooling",
        "difficulty": "beginner",
        "deployment": [
          "vercel",
          "serverless",
          "local"
        ],
        "cloudflare_ready": false,
        "use_cases": [
          "manage prompts",
          "version prompt workflows",
          "improve prompt iteration"
        ],
        "not_good_for": [
          "edge-only Cloudflare Workers deployment without adaptation"
        ],
        "alternatives": [
          {
            "project_id": "future-agi/future-agi",
            "reason": "Same prompt tooling intent with observability, workflow overlap."
          },
          {
            "project_id": "dottxt-ai/outlines",
            "reason": "Same prompt tooling intent with workflow overlap."
          },
          {
            "project_id": "guardrails-ai/guardrails",
            "reason": "Same prompt tooling intent with workflow overlap."
          }
        ],
        "summary_for_agent": "Use langfuse/skills when the user needs a prompt tooling project with vercel, serverless, local deployment options.",
        "classification": {
          "category": {
            "confidence": "high",
            "evidence": [
              "Matched \"prompt\" in metadata.",
              "Matched \"prompt management\" 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: python.",
              "No Cloudflare deployment signal detected.",
              "No wrangler.toml found in inspected repository files."
            ]
          }
        },
        "schema_version": "v1",
        "generated_at": "2026-11-10T19:00:35.435Z"
      },
      "metrics": {
        "project_id": "langfuse/skills",
        "stars_30d_delta": 37,
        "commits_30d": 17,
        "releases_180d": 0,
        "contributors_90d": 19,
        "issue_first_response_median_hours": null,
        "recent_push_days": 0,
        "git_score": 10,
        "maintenance_score": 24,
        "signal_confidence": {
          "stars_30d_delta": "snapshot",
          "stars30d_window_days": 31,
          "commits_30d": "complete",
          "releases_180d": "complete",
          "contributors_90d": "complete"
        },
        "calculated_at": "2026-11-10T19:00:35.435Z"
      }
    }
  ],
  "metadata": {
    "source": "d1",
    "reason": "d1_query",
    "project_count": 1226,
    "generated_at": "2026-11-11T04:03:38.662Z",
    "snapshot_id": "d1:1226:2026-11-11T04:00:38.121Z",
    "latest_synced_at": "2026-11-11T04:00:38.121Z",
    "schema_version": "git-top.knowledge.v1",
    "loaded_project_limit": 2000,
    "truncated": false
  }
}