{
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    "project_id": "microsoft/semantic-kernel-starters",
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    "alternatives": [
      {
        "repo": "microsoft/semantic-kernel",
        "reason": "Similar ai app template with local/cloud deployment overlap."
      },
      {
        "repo": "open-webui/open-webui",
        "reason": "Similar ai app template with local/cloud deployment overlap."
      },
      {
        "repo": "MervinPraison/PraisonAI",
        "reason": "Similar ai app template with local/cloud deployment overlap."
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      "category": {
        "confidence": "medium",
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          "Matched \"starter\" in metadata."
        ]
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      "deployment": {
        "confidence": "medium",
        "evidence": [
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        ]
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        "confidence": "high",
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          "Runtime blocker: python.",
          "No Cloudflare deployment signal detected.",
          "No wrangler.toml found in inspected repository files."
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      "recent_commits": 0,
      "contributors": 17,
      "issue_response_time_hours": null,
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    "agent_score": 55,
    "score": 68,
    "agent_score_breakdown": {
      "documentation": 90,
      "maintenance": 10,
      "deployment": 70,
      "popularity": 52,
      "community": 62
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      "maintenance": 7,
      "documentation": 92,
      "stability": 55,
      "adoption": 79,
      "agent_readability": 90
    },
    "summary": {
      "tl_dr": "Use microsoft/semantic-kernel-starters when the user needs an ai app template project with local, cloud deployment options.",
      "purpose": "Use microsoft/semantic-kernel-starters when the user needs an ai app template project with local, cloud deployment options.",
      "install": "Use the template bootstrap instructions from the repository.",
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        "starter config",
        "app requirements"
      ],
      "outputs": [
        "project scaffold",
        "starter app",
        "template structure"
      ],
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        "bootstrap an AI app",
        "start a production-ready template",
        "learn app architecture patterns",
        "new AI applications",
        "starter projects",
        "reference implementations"
      ],
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        "edge-only Cloudflare Workers deployment without adaptation",
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        "runtime infrastructure"
      ],
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        "cloud"
      ],
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        {
          "repo": "microsoft/semantic-kernel",
          "reason": "Similar ai app template with local/cloud deployment overlap."
        },
        {
          "repo": "open-webui/open-webui",
          "reason": "Similar ai app template with local/cloud deployment overlap."
        },
        {
          "repo": "MervinPraison/PraisonAI",
          "reason": "Similar ai app template with local/cloud deployment overlap."
        }
      ]
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        "category": {
          "confidence": "medium",
          "evidence": [
            "Matched \"starter\" in metadata."
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        "deployment": {
          "confidence": "medium",
          "evidence": [
            "Local usage is assumed for open source repositories unless contradicted."
          ]
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        "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."
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      "quality_signal_confidence": {
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        "edge-only Cloudflare Workers deployment without adaptation"
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      "last_verified_at": "2026-08-03T14:30:19.545Z"
    },
    "caveats": [
      "edge-only Cloudflare Workers deployment without adaptation"
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      "project.topics",
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    {
      "project_id": "streamlit/streamlit",
      "repo": "streamlit/streamlit",
      "name": "streamlit",
      "github_url": "https://github.com/streamlit/streamlit",
      "homepage_url": "https://streamlit.io",
      "language": "Python",
      "license": "Apache-2.0",
      "project_kind": "project",
      "category": [
        "ai_app_template"
      ],
      "tags": [
        "data-analysis",
        "data-science",
        "data-visualization",
        "deep-learning",
        "developer-tools",
        "machine-learning",
        "python",
        "streamlit"
      ],
      "description": "Streamlit — A faster way to build and share data apps.",
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      "alternatives": [
        {
          "repo": "open-webui/open-webui",
          "reason": "Similar ai app template with library_only/local deployment overlap."
        },
        {
          "repo": "microsoft/genaiops-promptflow-template",
          "reason": "Similar ai app template with library_only/local deployment overlap."
        },
        {
          "repo": "mozilla-ai/otari",
          "reason": "Similar ai app template with library_only/local deployment overlap."
        }
      ],
      "related": [],
      "dependencies": [],
      "deployments": [
        "library_only",
        "local",
        "cloud"
      ],
      "difficulty": "intermediate",
      "cloudflare_ready": false,
      "use_cases": [
        "bootstrap an AI app",
        "start a production-ready template",
        "learn app architecture patterns"
      ],
      "not_good_for": [
        "edge-only Cloudflare Workers deployment without adaptation",
        "users expecting a complete hosted product"
      ],
      "classification": {
        "category": {
          "confidence": "medium",
          "evidence": [
            "Matched \"template\" in repository content."
          ]
        },
        "deployment": {
          "confidence": "high",
          "evidence": [
            "Matched \"pip install\" in repository content.",
            "Local usage is assumed for open source repositories unless contradicted."
          ]
        },
        "difficulty": {
          "confidence": "medium",
          "evidence": [
            "No strong beginner or advanced signal found; defaulting to intermediate."
          ]
        },
        "cloudflare_ready": {
          "confidence": "high",
          "evidence": [
            "Runtime blocker: python.",
            "No Cloudflare deployment signal detected.",
            "No wrangler.toml found in inspected repository files."
          ]
        }
      },
      "quality_signals": {
        "stars": 45449,
        "recent_commits": 100,
        "contributors": 100,
        "issue_response_time_hours": null,
        "release_frequency_180d": 9
      },
      "quality_signal_confidence": {
        "stars_30d_delta": "snapshot",
        "stars30d_window_days": 32,
        "commits_30d": "partial",
        "releases_180d": "complete",
        "contributors_90d": "partial"
      },
      "quality_score": 49,
      "agent_score": 85,
      "score": 92,
      "agent_score_breakdown": {
        "documentation": 90,
        "maintenance": 70,
        "deployment": 80,
        "popularity": 93,
        "community": 100
      },
      "git_top_score": 92,
      "git_top_score_breakdown": {
        "community": 100,
        "maintenance": 80,
        "documentation": 92,
        "stability": 90,
        "adoption": 100,
        "agent_readability": 90
      },
      "summary": {
        "tl_dr": "Use streamlit/streamlit when the user needs an ai app template project with library-only, local, cloud deployment options.",
        "purpose": "Use streamlit/streamlit when the user needs an ai app template project with library-only, local, cloud deployment options.",
        "install": "Install as a library or package using the repository instructions.",
        "inputs": [
          "starter config",
          "app requirements"
        ],
        "outputs": [
          "project scaffold",
          "starter app",
          "template structure"
        ],
        "good_for": [
          "bootstrap an AI app",
          "start a production-ready template",
          "learn app architecture patterns",
          "new AI applications",
          "starter projects",
          "reference implementations"
        ],
        "not_good_for": [
          "edge-only Cloudflare Workers deployment without adaptation",
          "users expecting a complete hosted product",
          "drop-in libraries",
          "runtime infrastructure"
        ],
        "deployment": [
          "library_only",
          "local",
          "cloud"
        ],
        "alternatives": [
          {
            "repo": "open-webui/open-webui",
            "reason": "Similar ai app template with library_only/local deployment overlap."
          },
          {
            "repo": "microsoft/genaiops-promptflow-template",
            "reason": "Similar ai app template with library_only/local deployment overlap."
          },
          {
            "repo": "mozilla-ai/otari",
            "reason": "Similar ai app template with library_only/local deployment overlap."
          }
        ]
      },
      "evidence": {
        "classification": {
          "category": {
            "confidence": "medium",
            "evidence": [
              "Matched \"template\" in repository content."
            ]
          },
          "deployment": {
            "confidence": "high",
            "evidence": [
              "Matched \"pip install\" in repository content.",
              "Local usage is assumed for open source repositories unless contradicted."
            ]
          },
          "difficulty": {
            "confidence": "medium",
            "evidence": [
              "No strong beginner or advanced signal found; defaulting to intermediate."
            ]
          },
          "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": 32,
          "commits_30d": "partial",
          "releases_180d": "complete",
          "contributors_90d": "partial"
        },
        "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"
        ],
        "caveats": [
          "edge-only Cloudflare Workers deployment without adaptation",
          "users expecting a complete hosted product",
          "Partial or estimated quality signals: commits30d, contributors90d."
        ],
        "confidence_reason": "Evidence is usable for comparison, but agents should cite caveats before making a strong recommendation.",
        "last_verified_at": "2026-08-02T15:00:27.503Z"
      },
      "caveats": [
        "edge-only Cloudflare Workers deployment without adaptation",
        "users expecting a complete hosted product",
        "Partial or estimated quality signals: commits30d, contributors90d."
      ],
      "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"
      ],
      "last_verified_at": "2026-08-02T15:00:27.503Z"
    },
    {
      "project_id": "microsoft/onnxruntime-genai",
      "repo": "microsoft/onnxruntime-genai",
      "name": "onnxruntime-genai",
      "github_url": "https://github.com/microsoft/onnxruntime-genai",
      "homepage_url": null,
      "language": "C++",
      "license": "MIT",
      "project_kind": "project",
      "category": [
        "ai_app_template"
      ],
      "tags": [],
      "description": "Generative AI extensions for onnxruntime",
      "overview": "Use microsoft/onnxruntime-genai when the user needs an ai app template project with library-only, local, cloud deployment options.",
      "alternatives": [
        {
          "repo": "open-webui/open-webui",
          "reason": "Similar ai app template with library_only/local deployment overlap."
        },
        {
          "repo": "lobehub/lobehub",
          "reason": "Similar ai app template with library_only/local deployment overlap."
        },
        {
          "repo": "MervinPraison/PraisonAI",
          "reason": "Similar ai app template with library_only/local deployment overlap."
        }
      ],
      "related": [],
      "dependencies": [],
      "deployments": [
        "library_only",
        "local",
        "cloud"
      ],
      "difficulty": "beginner",
      "cloudflare_ready": false,
      "use_cases": [
        "bootstrap an AI app",
        "start a production-ready template",
        "learn app architecture patterns"
      ],
      "not_good_for": [
        "edge-only Cloudflare Workers deployment without adaptation",
        "users expecting a complete hosted product"
      ],
      "classification": {
        "category": {
          "confidence": "medium",
          "evidence": [
            "Matched \"template\" 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, cuda, gpu.",
            "No Cloudflare deployment signal detected.",
            "No wrangler.toml found in inspected repository files."
          ]
        }
      },
      "quality_signals": {
        "stars": 1095,
        "recent_commits": 60,
        "contributors": 100,
        "issue_response_time_hours": null,
        "release_frequency_180d": 8
      },
      "quality_signal_confidence": {
        "stars_30d_delta": "snapshot",
        "stars30d_window_days": 34,
        "commits_30d": "complete",
        "releases_180d": "complete",
        "contributors_90d": "partial"
      },
      "quality_score": 36,
      "agent_score": 78,
      "score": 89,
      "agent_score_breakdown": {
        "documentation": 90,
        "maintenance": 62,
        "deployment": 80,
        "popularity": 61,
        "community": 100
      },
      "git_top_score": 89,
      "git_top_score_breakdown": {
        "community": 100,
        "maintenance": 74,
        "documentation": 92,
        "stability": 90,
        "adoption": 92,
        "agent_readability": 90
      },
      "summary": {
        "tl_dr": "Use microsoft/onnxruntime-genai when the user needs an ai app template project with library-only, local, cloud deployment options.",
        "purpose": "Use microsoft/onnxruntime-genai when the user needs an ai app template project with library-only, local, cloud deployment options.",
        "install": "Install as a library or package using the repository instructions.",
        "inputs": [
          "starter config",
          "app requirements"
        ],
        "outputs": [
          "project scaffold",
          "starter app",
          "template structure"
        ],
        "good_for": [
          "bootstrap an AI app",
          "start a production-ready template",
          "learn app architecture patterns",
          "new AI applications",
          "starter projects",
          "reference implementations"
        ],
        "not_good_for": [
          "edge-only Cloudflare Workers deployment without adaptation",
          "users expecting a complete hosted product",
          "drop-in libraries",
          "runtime infrastructure"
        ],
        "deployment": [
          "library_only",
          "local",
          "cloud"
        ],
        "alternatives": [
          {
            "repo": "open-webui/open-webui",
            "reason": "Similar ai app template with library_only/local deployment overlap."
          },
          {
            "repo": "lobehub/lobehub",
            "reason": "Similar ai app template with library_only/local deployment overlap."
          },
          {
            "repo": "MervinPraison/PraisonAI",
            "reason": "Similar ai app template with library_only/local deployment overlap."
          }
        ]
      },
      "evidence": {
        "classification": {
          "category": {
            "confidence": "medium",
            "evidence": [
              "Matched \"template\" 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, cuda, gpu.",
              "No Cloudflare deployment signal detected.",
              "No wrangler.toml found in inspected repository files."
            ]
          }
        },
        "quality_signal_confidence": {
          "stars_30d_delta": "snapshot",
          "stars30d_window_days": 34,
          "commits_30d": "complete",
          "releases_180d": "complete",
          "contributors_90d": "partial"
        },
        "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"
        ],
        "caveats": [
          "edge-only Cloudflare Workers deployment without adaptation",
          "users expecting a complete hosted product",
          "Partial or estimated quality signals: contributors90d."
        ],
        "confidence_reason": "Evidence is usable for comparison, but agents should cite caveats before making a strong recommendation.",
        "last_verified_at": "2026-08-03T09:30:24.825Z"
      },
      "caveats": [
        "edge-only Cloudflare Workers deployment without adaptation",
        "users expecting a complete hosted product",
        "Partial or estimated quality signals: contributors90d."
      ],
      "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"
      ],
      "last_verified_at": "2026-08-03T09:30:24.825Z"
    },
    {
      "project_id": "abetlen/llama-cpp-python",
      "repo": "abetlen/llama-cpp-python",
      "name": "llama-cpp-python",
      "github_url": "https://github.com/abetlen/llama-cpp-python",
      "homepage_url": "https://llama-cpp-python.readthedocs.io",
      "language": "Python",
      "license": "MIT",
      "project_kind": "project",
      "category": [
        "ai_app_template"
      ],
      "tags": [],
      "description": "Python bindings for llama.cpp",
      "overview": "Use abetlen/llama-cpp-python when the user needs an ai app template project with docker, library-only, local deployment options.",
      "alternatives": [
        {
          "repo": "open-webui/open-webui",
          "reason": "Similar ai app template with docker/library_only deployment overlap."
        },
        {
          "repo": "MervinPraison/PraisonAI",
          "reason": "Similar ai app template with docker/library_only deployment overlap."
        },
        {
          "repo": "lobehub/lobehub",
          "reason": "Similar ai app template with docker/library_only deployment overlap."
        }
      ],
      "related": [],
      "dependencies": [],
      "deployments": [
        "docker",
        "library_only",
        "local",
        "cloud"
      ],
      "difficulty": "intermediate",
      "cloudflare_ready": false,
      "use_cases": [
        "bootstrap an AI app",
        "start a production-ready template",
        "learn app architecture patterns"
      ],
      "not_good_for": [
        "edge-only Cloudflare Workers deployment without adaptation",
        "users expecting a complete hosted product"
      ],
      "classification": {
        "category": {
          "confidence": "medium",
          "evidence": [
            "Matched \"template\" 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": [
            "No strong beginner or advanced signal found; defaulting to intermediate."
          ]
        },
        "cloudflare_ready": {
          "confidence": "high",
          "evidence": [
            "Runtime blocker: python, cuda, gpu.",
            "No Cloudflare deployment signal detected.",
            "No wrangler.toml found in inspected repository files."
          ]
        }
      },
      "quality_signals": {
        "stars": 10524,
        "recent_commits": 4,
        "contributors": 100,
        "issue_response_time_hours": null,
        "release_frequency_180d": 100
      },
      "quality_signal_confidence": {
        "stars_30d_delta": "snapshot",
        "stars30d_window_days": 34,
        "commits_30d": "complete",
        "releases_180d": "partial",
        "contributors_90d": "partial"
      },
      "quality_score": 36,
      "agent_score": 83,
      "score": 87,
      "agent_score_breakdown": {
        "documentation": 90,
        "maintenance": 62,
        "deployment": 90,
        "popularity": 80,
        "community": 100
      },
      "git_top_score": 87,
      "git_top_score_breakdown": {
        "community": 100,
        "maintenance": 57,
        "documentation": 92,
        "stability": 90,
        "adoption": 100,
        "agent_readability": 90
      },
      "summary": {
        "tl_dr": "Use abetlen/llama-cpp-python when the user needs an ai app template project with docker, library-only, local deployment options.",
        "purpose": "Use abetlen/llama-cpp-python when the user needs an ai app template project with docker, library-only, local deployment options.",
        "install": "Run with Docker using the repository's container instructions.",
        "inputs": [
          "starter config",
          "app requirements"
        ],
        "outputs": [
          "project scaffold",
          "starter app",
          "template structure"
        ],
        "good_for": [
          "bootstrap an AI app",
          "start a production-ready template",
          "learn app architecture patterns",
          "new AI applications",
          "starter projects",
          "reference implementations"
        ],
        "not_good_for": [
          "edge-only Cloudflare Workers deployment without adaptation",
          "users expecting a complete hosted product",
          "drop-in libraries",
          "runtime infrastructure"
        ],
        "deployment": [
          "docker",
          "library_only",
          "local",
          "cloud"
        ],
        "alternatives": [
          {
            "repo": "open-webui/open-webui",
            "reason": "Similar ai app template with docker/library_only deployment overlap."
          },
          {
            "repo": "MervinPraison/PraisonAI",
            "reason": "Similar ai app template with docker/library_only deployment overlap."
          },
          {
            "repo": "lobehub/lobehub",
            "reason": "Similar ai app template with docker/library_only deployment overlap."
          }
        ]
      },
      "evidence": {
        "classification": {
          "category": {
            "confidence": "medium",
            "evidence": [
              "Matched \"template\" 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": [
              "No strong beginner or advanced signal found; defaulting to intermediate."
            ]
          },
          "cloudflare_ready": {
            "confidence": "high",
            "evidence": [
              "Runtime blocker: python, cuda, gpu.",
              "No Cloudflare deployment signal detected.",
              "No wrangler.toml found in inspected repository files."
            ]
          }
        },
        "quality_signal_confidence": {
          "stars_30d_delta": "snapshot",
          "stars30d_window_days": 34,
          "commits_30d": "complete",
          "releases_180d": "partial",
          "contributors_90d": "partial"
        },
        "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"
        ],
        "caveats": [
          "edge-only Cloudflare Workers deployment without adaptation",
          "users expecting a complete hosted product",
          "Partial or estimated quality signals: releases180d, contributors90d."
        ],
        "confidence_reason": "Evidence is usable for comparison, but agents should cite caveats before making a strong recommendation.",
        "last_verified_at": "2026-08-03T09:30:19.868Z"
      },
      "caveats": [
        "edge-only Cloudflare Workers deployment without adaptation",
        "users expecting a complete hosted product",
        "Partial or estimated quality signals: releases180d, contributors90d."
      ],
      "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"
      ],
      "last_verified_at": "2026-08-03T09:30:19.868Z"
    },
    {
      "project_id": "ai-driven-dev/framework",
      "repo": "ai-driven-dev/framework",
      "name": "framework",
      "github_url": "https://github.com/ai-driven-dev/framework",
      "homepage_url": "https://www.ai-driven-dev.fr/",
      "language": "TypeScript",
      "license": "MIT",
      "project_kind": "project",
      "category": [
        "ai_app_template"
      ],
      "tags": [
        "agent",
        "agentic",
        "ai",
        "ai-driven-dev",
        "ai-driven-development",
        "commands",
        "context-engineering",
        "harness-engineering",
        "hooks",
        "marketplace",
        "plugins",
        "rules",
        "sdlc",
        "skills"
      ],
      "description": "Marketplace Framework AI-Driven Dev : Context Engineering, Plugins, Agents, Skills, Hooks, Templates, SDLC",
      "overview": "Use ai-driven-dev/framework when the user needs an ai app template project with local, cloud deployment options.",
      "alternatives": [
        {
          "repo": "open-webui/open-webui",
          "reason": "Similar ai app template with local/cloud deployment overlap."
        },
        {
          "repo": "lobehub/lobehub",
          "reason": "Similar ai app template with local deployment overlap."
        },
        {
          "repo": "MervinPraison/PraisonAI",
          "reason": "Same ai app template intent with agent_memory overlap."
        }
      ],
      "related": [],
      "dependencies": [
        "LLM provider"
      ],
      "deployments": [
        "local",
        "cloud"
      ],
      "difficulty": "beginner",
      "cloudflare_ready": false,
      "use_cases": [
        "bootstrap an AI app",
        "start a production-ready template",
        "learn app architecture patterns"
      ],
      "not_good_for": [
        "edge-only Cloudflare Workers deployment without adaptation"
      ],
      "classification": {
        "category": {
          "confidence": "medium",
          "evidence": [
            "Matched \"template\" in metadata."
          ]
        },
        "deployment": {
          "confidence": "medium",
          "evidence": [
            "Local usage is assumed for open source repositories unless contradicted."
          ]
        },
        "difficulty": {
          "confidence": "medium",
          "evidence": [
            "Repository has under 10k stars, so complexity is treated conservatively."
          ]
        },
        "cloudflare_ready": {
          "confidence": "high",
          "evidence": [
            "No Cloudflare deployment signal detected.",
            "No wrangler.toml found in inspected repository files."
          ]
        }
      },
      "quality_signals": {
        "stars": 378,
        "recent_commits": 100,
        "contributors": 7,
        "issue_response_time_hours": null,
        "release_frequency_180d": 100
      },
      "quality_signal_confidence": {
        "stars_30d_delta": "snapshot",
        "stars30d_window_days": 32,
        "commits_30d": "partial",
        "releases_180d": "partial",
        "contributors_90d": "complete"
      },
      "quality_score": 37,
      "agent_score": 65,
      "score": 85,
      "agent_score_breakdown": {
        "documentation": 90,
        "maintenance": 57,
        "deployment": 70,
        "popularity": 52,
        "community": 52
      },
      "git_top_score": 85,
      "git_top_score_breakdown": {
        "community": 89,
        "maintenance": 71,
        "documentation": 84,
        "stability": 100,
        "adoption": 71,
        "agent_readability": 100
      },
      "summary": {
        "tl_dr": "Use ai-driven-dev/framework when the user needs an ai app template project with local, cloud deployment options.",
        "purpose": "Use ai-driven-dev/framework when the user needs an ai app template project with local, cloud deployment options.",
        "install": "Use the template bootstrap instructions from the repository.",
        "inputs": [
          "starter config",
          "app requirements"
        ],
        "outputs": [
          "project scaffold",
          "starter app",
          "template structure"
        ],
        "good_for": [
          "bootstrap an AI app",
          "start a production-ready template",
          "learn app architecture patterns",
          "new AI applications",
          "starter projects",
          "reference implementations"
        ],
        "not_good_for": [
          "edge-only Cloudflare Workers deployment without adaptation",
          "drop-in libraries",
          "runtime infrastructure"
        ],
        "deployment": [
          "local",
          "cloud"
        ],
        "alternatives": [
          {
            "repo": "open-webui/open-webui",
            "reason": "Similar ai app template with local/cloud deployment overlap."
          },
          {
            "repo": "lobehub/lobehub",
            "reason": "Similar ai app template with local deployment overlap."
          },
          {
            "repo": "MervinPraison/PraisonAI",
            "reason": "Same ai app template intent with agent_memory overlap."
          }
        ]
      },
      "evidence": {
        "classification": {
          "category": {
            "confidence": "medium",
            "evidence": [
              "Matched \"template\" in metadata."
            ]
          },
          "deployment": {
            "confidence": "medium",
            "evidence": [
              "Local usage is assumed for open source repositories unless contradicted."
            ]
          },
          "difficulty": {
            "confidence": "medium",
            "evidence": [
              "Repository has under 10k stars, so complexity is treated conservatively."
            ]
          },
          "cloudflare_ready": {
            "confidence": "high",
            "evidence": [
              "No Cloudflare deployment signal detected.",
              "No wrangler.toml found in inspected repository files."
            ]
          }
        },
        "quality_signal_confidence": {
          "stars_30d_delta": "snapshot",
          "stars30d_window_days": 32,
          "commits_30d": "partial",
          "releases_180d": "partial",
          "contributors_90d": "complete"
        },
        "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"
        ],
        "caveats": [
          "edge-only Cloudflare Workers deployment without adaptation",
          "Partial or estimated quality signals: commits30d, releases180d."
        ],
        "confidence_reason": "Evidence is incomplete; use this project as an exploration candidate until classification and quality signals are reviewed.",
        "last_verified_at": "2026-08-03T05:30:19.136Z"
      },
      "caveats": [
        "edge-only Cloudflare Workers deployment without adaptation",
        "Partial or estimated quality signals: commits30d, releases180d."
      ],
      "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"
      ],
      "last_verified_at": "2026-08-03T05:30:19.136Z"
    },
    {
      "project_id": "CopilotKit/aimock",
      "repo": "CopilotKit/aimock",
      "name": "aimock",
      "github_url": "https://github.com/CopilotKit/aimock",
      "homepage_url": "http://aimock.copilotkit.dev/",
      "language": "TypeScript",
      "license": "MIT",
      "project_kind": "project",
      "category": [
        "ai_app_template"
      ],
      "tags": [
        "ai-testing",
        "aimock",
        "llm",
        "mcp",
        "mock-server",
        "openai"
      ],
      "description": "Mock everything your AI app talks to — LLM APIs, MCP, A2A, AG-UI, vector DBs, search. One package, one port, zero dependencies.",
      "overview": "Use CopilotKit/aimock when the user needs an ai app template project with docker, kubernetes, library-only deployment options.",
      "alternatives": [
        {
          "repo": "open-webui/open-webui",
          "reason": "Same ai app template intent with mcp overlap."
        },
        {
          "repo": "lobehub/lobehub",
          "reason": "Same ai app template intent with mcp overlap."
        },
        {
          "repo": "microsoft/semantic-kernel",
          "reason": "Similar ai app template with library_only/local deployment overlap."
        }
      ],
      "related": [],
      "dependencies": [
        "MCP",
        "LLM provider"
      ],
      "deployments": [
        "docker",
        "kubernetes",
        "library_only",
        "local",
        "cloud"
      ],
      "difficulty": "beginner",
      "cloudflare_ready": false,
      "use_cases": [
        "bootstrap an AI app",
        "start a production-ready template",
        "learn app architecture patterns"
      ],
      "not_good_for": [
        "edge-only Cloudflare Workers deployment without adaptation",
        "users expecting a complete hosted product"
      ],
      "classification": {
        "category": {
          "confidence": "high",
          "evidence": [
            "Manual product trust override for CopilotKit/aimock."
          ]
        },
        "deployment": {
          "confidence": "high",
          "evidence": [
            "Found Docker configuration file.",
            "Matched \"helm chart\" in repository content.",
            "Matched \"npm install\" in repository content.",
            "Local usage is assumed for open source repositories unless contradicted."
          ]
        },
        "difficulty": {
          "confidence": "medium",
          "evidence": [
            "Repository has under 10k stars, so complexity is treated conservatively."
          ]
        },
        "cloudflare_ready": {
          "confidence": "high",
          "evidence": [
            "Runtime blocker: python, filesystem.",
            "No Cloudflare deployment signal detected.",
            "No wrangler.toml found in inspected repository files."
          ]
        }
      },
      "quality_signals": {
        "stars": 664,
        "recent_commits": 100,
        "contributors": 19,
        "issue_response_time_hours": null,
        "release_frequency_180d": 64
      },
      "quality_signal_confidence": {
        "stars_30d_delta": "snapshot",
        "stars30d_window_days": 34,
        "commits_30d": "partial",
        "releases_180d": "complete",
        "contributors_90d": "complete"
      },
      "quality_score": 33,
      "agent_score": 75,
      "score": 90,
      "agent_score_breakdown": {
        "documentation": 90,
        "maintenance": 61,
        "deployment": 100,
        "popularity": 56,
        "community": 64
      },
      "git_top_score": 90,
      "git_top_score_breakdown": {
        "community": 100,
        "maintenance": 73,
        "documentation": 92,
        "stability": 100,
        "adoption": 79,
        "agent_readability": 100
      },
      "summary": {
        "tl_dr": "Use CopilotKit/aimock when the user needs an ai app template project with docker, kubernetes, library-only deployment options.",
        "purpose": "Use CopilotKit/aimock when the user needs an ai app template project with docker, kubernetes, library-only deployment options.",
        "install": "Run with Docker using the repository's container instructions.",
        "inputs": [
          "starter config",
          "app requirements"
        ],
        "outputs": [
          "project scaffold",
          "starter app",
          "template structure"
        ],
        "good_for": [
          "bootstrap an AI app",
          "start a production-ready template",
          "learn app architecture patterns",
          "new AI applications",
          "starter projects",
          "reference implementations"
        ],
        "not_good_for": [
          "edge-only Cloudflare Workers deployment without adaptation",
          "users expecting a complete hosted product",
          "drop-in libraries",
          "runtime infrastructure"
        ],
        "deployment": [
          "docker",
          "kubernetes",
          "library_only",
          "local",
          "cloud"
        ],
        "alternatives": [
          {
            "repo": "open-webui/open-webui",
            "reason": "Same ai app template intent with mcp overlap."
          },
          {
            "repo": "lobehub/lobehub",
            "reason": "Same ai app template intent with mcp overlap."
          },
          {
            "repo": "microsoft/semantic-kernel",
            "reason": "Similar ai app template with library_only/local deployment overlap."
          }
        ]
      },
      "evidence": {
        "classification": {
          "category": {
            "confidence": "high",
            "evidence": [
              "Manual product trust override for CopilotKit/aimock."
            ]
          },
          "deployment": {
            "confidence": "high",
            "evidence": [
              "Found Docker configuration file.",
              "Matched \"helm chart\" in repository content.",
              "Matched \"npm install\" in repository content.",
              "Local usage is assumed for open source repositories unless contradicted."
            ]
          },
          "difficulty": {
            "confidence": "medium",
            "evidence": [
              "Repository has under 10k stars, so complexity is treated conservatively."
            ]
          },
          "cloudflare_ready": {
            "confidence": "high",
            "evidence": [
              "Runtime blocker: python, filesystem.",
              "No Cloudflare deployment signal detected.",
              "No wrangler.toml found in inspected repository files."
            ]
          }
        },
        "quality_signal_confidence": {
          "stars_30d_delta": "snapshot",
          "stars30d_window_days": 34,
          "commits_30d": "partial",
          "releases_180d": "complete",
          "contributors_90d": "complete"
        },
        "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"
        ],
        "caveats": [
          "edge-only Cloudflare Workers deployment without adaptation",
          "users expecting a complete hosted product",
          "Partial or estimated quality signals: commits30d."
        ],
        "confidence_reason": "Classification evidence and quality signals are strong enough for shortlist reasoning when metadata is current.",
        "last_verified_at": "2026-08-04T10:30:17.171Z"
      },
      "caveats": [
        "edge-only Cloudflare Workers deployment without adaptation",
        "users expecting a complete hosted product",
        "Partial or estimated quality signals: commits30d."
      ],
      "confidence_reason": "Classification evidence and quality signals are strong enough for shortlist reasoning when metadata is current.",
      "source_fields": [
        "project.description",
        "project.topics",
        "project.language",
        "project.license",
        "agent_card.summary_for_agent",
        "agent_card.use_cases",
        "agent_card.deployment",
        "agent_card.classification",
        "metrics"
      ],
      "last_verified_at": "2026-08-04T10:30:17.171Z"
    },
    {
      "project_id": "apache/answer",
      "repo": "apache/answer",
      "name": "answer",
      "github_url": "https://github.com/apache/answer",
      "homepage_url": "https://answer.apache.org",
      "language": "Go",
      "license": "Apache-2.0",
      "project_kind": "project",
      "category": [
        "ai_app_template"
      ],
      "tags": [
        "community",
        "forum",
        "go",
        "golang",
        "hacktoberfest",
        "q-and-a",
        "question",
        "react",
        "typescript"
      ],
      "description": "A Q&A platform software for teams at any scales. Whether it's a community forum, help center, or knowledge management platform, you can always count on Apache Answer.",
      "overview": "Use apache/answer when the user needs an ai app template project with docker, local, cloud deployment options.",
      "alternatives": [
        {
          "repo": "wasp-lang/open-saas",
          "reason": "Similar ai app template with local/cloud deployment overlap."
        },
        {
          "repo": "open-webui/open-webui",
          "reason": "Similar ai app template with docker/local deployment overlap."
        },
        {
          "repo": "lobehub/lobehub",
          "reason": "Similar ai app template with docker/local deployment overlap."
        }
      ],
      "related": [],
      "dependencies": [],
      "deployments": [
        "docker",
        "local",
        "cloud"
      ],
      "difficulty": "intermediate",
      "cloudflare_ready": false,
      "use_cases": [
        "bootstrap an AI app",
        "start a production-ready template",
        "learn app architecture patterns"
      ],
      "not_good_for": [
        "edge-only Cloudflare Workers deployment without adaptation"
      ],
      "classification": {
        "category": {
          "confidence": "high",
          "evidence": [
            "Manual quality burn-down override for apache/answer."
          ]
        },
        "deployment": {
          "confidence": "high",
          "evidence": [
            "Found Docker configuration file.",
            "Local usage is assumed for open source repositories unless contradicted."
          ]
        },
        "difficulty": {
          "confidence": "medium",
          "evidence": [
            "No strong beginner or advanced signal found; defaulting to intermediate."
          ]
        },
        "cloudflare_ready": {
          "confidence": "high",
          "evidence": [
            "No Cloudflare deployment signal detected.",
            "No wrangler.toml found in inspected repository files."
          ]
        }
      },
      "quality_signals": {
        "stars": 15633,
        "recent_commits": 27,
        "contributors": 100,
        "issue_response_time_hours": null,
        "release_frequency_180d": 7
      },
      "quality_signal_confidence": {
        "stars_30d_delta": "snapshot",
        "stars30d_window_days": 33,
        "commits_30d": "complete",
        "releases_180d": "complete",
        "contributors_90d": "partial"
      },
      "quality_score": 32,
      "agent_score": 80,
      "score": 88,
      "agent_score_breakdown": {
        "documentation": 90,
        "maintenance": 53,
        "deployment": 80,
        "popularity": 84,
        "community": 100
      },
      "git_top_score": 88,
      "git_top_score_breakdown": {
        "community": 100,
        "maintenance": 68,
        "documentation": 84,
        "stability": 90,
        "adoption": 100,
        "agent_readability": 90
      },
      "summary": {
        "tl_dr": "Use apache/answer when the user needs an ai app template project with docker, local, cloud deployment options.",
        "purpose": "Use apache/answer when the user needs an ai app template project with docker, local, cloud deployment options.",
        "install": "Run with Docker using the repository's container instructions.",
        "inputs": [
          "starter config",
          "app requirements"
        ],
        "outputs": [
          "project scaffold",
          "starter app",
          "template structure"
        ],
        "good_for": [
          "bootstrap an AI app",
          "start a production-ready template",
          "learn app architecture patterns",
          "new AI applications",
          "starter projects",
          "reference implementations"
        ],
        "not_good_for": [
          "edge-only Cloudflare Workers deployment without adaptation",
          "drop-in libraries",
          "runtime infrastructure"
        ],
        "deployment": [
          "docker",
          "local",
          "cloud"
        ],
        "alternatives": [
          {
            "repo": "wasp-lang/open-saas",
            "reason": "Similar ai app template with local/cloud deployment overlap."
          },
          {
            "repo": "open-webui/open-webui",
            "reason": "Similar ai app template with docker/local deployment overlap."
          },
          {
            "repo": "lobehub/lobehub",
            "reason": "Similar ai app template with docker/local deployment overlap."
          }
        ]
      },
      "evidence": {
        "classification": {
          "category": {
            "confidence": "high",
            "evidence": [
              "Manual quality burn-down override for apache/answer."
            ]
          },
          "deployment": {
            "confidence": "high",
            "evidence": [
              "Found Docker configuration file.",
              "Local usage is assumed for open source repositories unless contradicted."
            ]
          },
          "difficulty": {
            "confidence": "medium",
            "evidence": [
              "No strong beginner or advanced signal found; defaulting to intermediate."
            ]
          },
          "cloudflare_ready": {
            "confidence": "high",
            "evidence": [
              "No Cloudflare deployment signal detected.",
              "No wrangler.toml found in inspected repository files."
            ]
          }
        },
        "quality_signal_confidence": {
          "stars_30d_delta": "snapshot",
          "stars30d_window_days": 33,
          "commits_30d": "complete",
          "releases_180d": "complete",
          "contributors_90d": "partial"
        },
        "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"
        ],
        "caveats": [
          "edge-only Cloudflare Workers deployment without adaptation",
          "Partial or estimated quality signals: contributors90d."
        ],
        "confidence_reason": "Classification evidence and quality signals are strong enough for shortlist reasoning when metadata is current.",
        "last_verified_at": "2026-08-03T20:30:19.445Z"
      },
      "caveats": [
        "edge-only Cloudflare Workers deployment without adaptation",
        "Partial or estimated quality signals: contributors90d."
      ],
      "confidence_reason": "Classification evidence and quality signals are strong enough for shortlist reasoning when metadata is current.",
      "source_fields": [
        "project.description",
        "project.topics",
        "project.language",
        "project.license",
        "agent_card.summary_for_agent",
        "agent_card.use_cases",
        "agent_card.deployment",
        "agent_card.classification",
        "metrics"
      ],
      "last_verified_at": "2026-08-03T20:30:19.445Z"
    },
    {
      "project_id": "Azure-Samples/azure-search-openai-demo",
      "repo": "Azure-Samples/azure-search-openai-demo",
      "name": "azure-search-openai-demo",
      "github_url": "https://github.com/Azure-Samples/azure-search-openai-demo",
      "homepage_url": "https://azure.microsoft.com/products/search",
      "language": "Python",
      "license": "MIT",
      "project_kind": "project",
      "category": [
        "ai_app_template"
      ],
      "tags": [
        "ai-azd-templates",
        "azd-templates",
        "azure",
        "azure-ai-search",
        "azurecognitivesearch",
        "azureopenai",
        "chatgpt",
        "openai"
      ],
      "description": "A sample app for the Retrieval-Augmented Generation pattern running in Azure, using Azure AI Search for retrieval and Azure OpenAI large language models  to power ChatGPT-style and Q&A experiences.",
      "overview": "Use Azure-Samples/azure-search-openai-demo when the user needs an ai app template project with docker, serverless, local deployment options.",
      "alternatives": [
        {
          "repo": "open-webui/open-webui",
          "reason": "Same ai app template intent with rag overlap."
        },
        {
          "repo": "MervinPraison/PraisonAI",
          "reason": "Same ai app template intent with rag overlap."
        },
        {
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        "popularity": 78,
        "community": 100
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        "maintenance": 68,
        "documentation": 92,
        "stability": 90,
        "adoption": 100,
        "agent_readability": 100
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      "summary": {
        "tl_dr": "Use Azure-Samples/azure-search-openai-demo when the user needs an ai app template project with docker, serverless, local deployment options.",
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          "app requirements"
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          "start a production-ready template",
          "learn app architecture patterns",
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          "cloud"
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            "repo": "open-webui/open-webui",
            "reason": "Same ai app template intent with rag overlap."
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            "reason": "Same ai app template intent with rag overlap."
          },
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          }
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            "evidence": [
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            ]
          },
          "cloudflare_ready": {
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            "evidence": [
              "Runtime blocker: python.",
              "No Cloudflare deployment signal detected.",
              "No wrangler.toml found in inspected repository files."
            ]
          }
        },
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          "stars_30d_delta": "snapshot",
          "stars30d_window_days": 33,
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        "ai-agents",
        "ai-coding",
        "apple",
        "claude-code",
        "claude-skills",
        "deepseek",
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      "overview": "Use pcliangx/AppGenesisForge when the user needs an ai app template project with docker, library-only, local deployment options.",
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          "repo": "open-webui/open-webui",
          "reason": "Similar ai app template with docker/library_only deployment overlap."
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        {
          "repo": "MervinPraison/PraisonAI",
          "reason": "Similar ai app template with docker/library_only deployment overlap."
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        {
          "repo": "vstorm-co/full-stack-ai-agent-template",
          "reason": "Similar ai app template with docker/library_only deployment overlap."
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        "cloudflare_ready": {
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            "No Cloudflare deployment signal detected.",
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        "recent_commits": 100,
        "contributors": 1,
        "issue_response_time_hours": null,
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        "stars30d_window_days": 32,
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        "documentation": 92,
        "stability": 100,
        "adoption": 69,
        "agent_readability": 100
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          {
            "repo": "MervinPraison/PraisonAI",
            "reason": "Similar ai app template with docker/library_only deployment overlap."
          },
          {
            "repo": "vstorm-co/full-stack-ai-agent-template",
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            "evidence": [
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