{
  "project": {
    "project_id": "LittleYier/site-memory",
    "repo": "LittleYier/site-memory",
    "name": "site-memory",
    "github_url": "https://github.com/LittleYier/site-memory",
    "homepage_url": null,
    "language": "JavaScript",
    "license": "MIT",
    "project_kind": "project",
    "category": [
      "browser_agent"
    ],
    "tags": [],
    "description": "Persistent memory for browser automation AI Agents. Learns site knowledge automatically, updates after every visit, and gets better over time.",
    "overview": "Use LittleYier/site-memory when the user needs a browser agent project with vercel, serverless, local deployment options.",
    "alternatives": [],
    "related": [],
    "dependencies": [
      "Browser automation",
      "LLM provider"
    ],
    "deployments": [
      "vercel",
      "serverless",
      "local"
    ],
    "difficulty": "beginner",
    "cloudflare_ready": false,
    "use_cases": [
      "build browser automation agents",
      "operate web tasks with LLMs",
      "test web workflows"
    ],
    "not_good_for": [
      "edge-only Cloudflare Workers deployment without adaptation"
    ],
    "classification": {
      "category": {
        "confidence": "medium",
        "evidence": [
          "Matched \"browser automation\" 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": "low",
        "evidence": [
          "No Cloudflare deployment signal detected."
        ]
      }
    },
    "quality_signals": {
      "stars": 255,
      "recent_commits": 1,
      "contributors": 1,
      "issue_response_time_hours": null,
      "release_frequency_180d": 0
    },
    "quality_signal_confidence": {
      "stars_30d_delta": "estimated",
      "commits_30d": "complete",
      "releases_180d": "complete",
      "contributors_90d": "complete"
    },
    "quality_score": 7,
    "agent_score": 56,
    "score": 64,
    "agent_score_breakdown": {
      "documentation": 90,
      "maintenance": 17,
      "deployment": 80,
      "popularity": 48,
      "community": 46
    },
    "git_top_score": 64,
    "git_top_score_breakdown": {
      "community": 69,
      "maintenance": 12,
      "documentation": 92,
      "stability": 70,
      "adoption": 62,
      "agent_readability": 90
    },
    "summary": {
      "tl_dr": "Use LittleYier/site-memory when the user needs a browser agent project with vercel, serverless, local deployment options.",
      "purpose": "Use LittleYier/site-memory when the user needs a browser agent project with vercel, serverless, local deployment options.",
      "install": "Run the browser agent with the setup described in the repository README.",
      "inputs": [
        "URL or page task",
        "browser session",
        "navigation constraints"
      ],
      "outputs": [
        "browser actions",
        "page state",
        "extracted data"
      ],
      "good_for": [
        "build browser automation agents",
        "operate web tasks with LLMs",
        "test web workflows",
        "web automation",
        "browser tasks",
        "UI-driven workflows"
      ],
      "not_good_for": [
        "edge-only Cloudflare Workers deployment without adaptation",
        "backend-only jobs",
        "offline batch processing"
      ],
      "deployment": [
        "vercel",
        "serverless",
        "local"
      ],
      "alternatives": []
    },
    "evidence": {
      "classification": {
        "category": {
          "confidence": "medium",
          "evidence": [
            "Matched \"browser automation\" 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": "low",
          "evidence": [
            "No Cloudflare deployment signal detected."
          ]
        }
      },
      "quality_signal_confidence": {
        "stars_30d_delta": "estimated",
        "commits_30d": "complete",
        "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",
        "Low-confidence classification fields: cloudflareReady.",
        "Partial or estimated quality signals: stars30dDelta."
      ],
      "confidence_reason": "Evidence is incomplete; use this project as an exploration candidate until classification and quality signals are reviewed.",
      "last_verified_at": "2026-07-02T12:00:48.337Z"
    },
    "caveats": [
      "edge-only Cloudflare Workers deployment without adaptation",
      "Low-confidence classification fields: cloudflareReady.",
      "Partial or estimated quality signals: stars30dDelta."
    ],
    "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": "2026-07-02T12:00:48.337Z"
  },
  "related": [
    {
      "project_id": "vercel-labs/agent-browser",
      "repo": "vercel-labs/agent-browser",
      "name": "agent-browser",
      "github_url": "https://github.com/vercel-labs/agent-browser",
      "homepage_url": "https://agent-browser.dev",
      "language": "Rust",
      "license": "Apache-2.0",
      "project_kind": "project",
      "category": [
        "browser_agent"
      ],
      "tags": [],
      "description": "Browser automation CLI for AI agents",
      "overview": "Use vercel-labs/agent-browser when the user needs a browser agent project with vercel, serverless, library_only deployment options.",
      "alternatives": [],
      "related": [],
      "dependencies": [
        "Browser automation",
        "LLM provider"
      ],
      "deployments": [
        "vercel",
        "serverless",
        "library_only",
        "local"
      ],
      "difficulty": "intermediate",
      "cloudflare_ready": false,
      "use_cases": [
        "build browser automation agents",
        "operate web tasks with LLMs",
        "test web workflows"
      ],
      "not_good_for": [
        "edge-only Cloudflare Workers deployment without adaptation",
        "users expecting a complete hosted product"
      ],
      "classification": {
        "category": {
          "confidence": "medium",
          "evidence": [
            "Matched \"browser automation\" in metadata."
          ]
        },
        "deployment": {
          "confidence": "high",
          "evidence": [
            "Matched \"vercel\" in repository content.",
            "Matched \"npm install\" in repository content.",
            "Matched \"library\" in repository content.",
            "Local usage is assumed for open source repositories unless contradicted."
          ]
        },
        "difficulty": {
          "confidence": "medium",
          "evidence": [
            "No strong beginner or advanced signal found; defaulting to intermediate."
          ]
        },
        "cloudflare_ready": {
          "confidence": "low",
          "evidence": [
            "No Cloudflare deployment signal detected."
          ]
        }
      },
      "quality_signals": {
        "stars": 37993,
        "recent_commits": 22,
        "contributors": 100,
        "issue_response_time_hours": null,
        "release_frequency_180d": 92
      },
      "quality_signal_confidence": {
        "stars_30d_delta": "estimated",
        "commits_30d": "complete",
        "releases_180d": "complete",
        "contributors_90d": "partial"
      },
      "quality_score": 76,
      "agent_score": 86,
      "score": 90,
      "agent_score_breakdown": {
        "documentation": 90,
        "maintenance": 64,
        "deployment": 90,
        "popularity": 92,
        "community": 100
      },
      "git_top_score": 90,
      "git_top_score_breakdown": {
        "community": 100,
        "maintenance": 73,
        "documentation": 92,
        "stability": 90,
        "adoption": 100,
        "agent_readability": 90
      },
      "summary": {
        "tl_dr": "Use vercel-labs/agent-browser when the user needs a browser agent project with vercel, serverless, library_only deployment options.",
        "purpose": "Use vercel-labs/agent-browser when the user needs a browser agent project with vercel, serverless, library_only deployment options.",
        "install": "Install as a library or package using the repository instructions.",
        "inputs": [
          "URL or page task",
          "browser session",
          "navigation constraints"
        ],
        "outputs": [
          "browser actions",
          "page state",
          "extracted data"
        ],
        "good_for": [
          "build browser automation agents",
          "operate web tasks with LLMs",
          "test web workflows",
          "web automation",
          "browser tasks",
          "UI-driven workflows"
        ],
        "not_good_for": [
          "edge-only Cloudflare Workers deployment without adaptation",
          "users expecting a complete hosted product",
          "backend-only jobs",
          "offline batch processing"
        ],
        "deployment": [
          "vercel",
          "serverless",
          "library_only",
          "local"
        ],
        "alternatives": []
      },
      "evidence": {
        "classification": {
          "category": {
            "confidence": "medium",
            "evidence": [
              "Matched \"browser automation\" in metadata."
            ]
          },
          "deployment": {
            "confidence": "high",
            "evidence": [
              "Matched \"vercel\" in repository content.",
              "Matched \"npm install\" in repository content.",
              "Matched \"library\" in repository content.",
              "Local usage is assumed for open source repositories unless contradicted."
            ]
          },
          "difficulty": {
            "confidence": "medium",
            "evidence": [
              "No strong beginner or advanced signal found; defaulting to intermediate."
            ]
          },
          "cloudflare_ready": {
            "confidence": "low",
            "evidence": [
              "No Cloudflare deployment signal detected."
            ]
          }
        },
        "quality_signal_confidence": {
          "stars_30d_delta": "estimated",
          "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",
          "Low-confidence classification fields: cloudflareReady.",
          "Partial or estimated quality signals: stars30dDelta, contributors90d."
        ],
        "confidence_reason": "Evidence is incomplete; use this project as an exploration candidate until classification and quality signals are reviewed.",
        "last_verified_at": "2026-07-07T09:00:11.443Z"
      },
      "caveats": [
        "edge-only Cloudflare Workers deployment without adaptation",
        "users expecting a complete hosted product",
        "Low-confidence classification fields: cloudflareReady.",
        "Partial or estimated quality signals: stars30dDelta, contributors90d."
      ],
      "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": "2026-07-07T09:00:11.443Z"
    },
    {
      "project_id": "fitchmultz/pi-agent-browser-native",
      "repo": "fitchmultz/pi-agent-browser-native",
      "name": "pi-agent-browser-native",
      "github_url": "https://github.com/fitchmultz/pi-agent-browser-native",
      "homepage_url": null,
      "language": "TypeScript",
      "license": "MIT",
      "project_kind": "project",
      "category": [
        "browser_agent"
      ],
      "tags": [
        "agent-browser",
        "browser-automation",
        "npm-package",
        "pi",
        "pi-extension",
        "pi-package",
        "typescript"
      ],
      "description": "pi extension that exposes agent-browser as a native tool for browser automation",
      "overview": "Use fitchmultz/pi-agent-browser-native when the user needs a browser agent project with vercel, serverless, local deployment options.",
      "alternatives": [],
      "related": [],
      "dependencies": [
        "Browser automation",
        "LLM provider"
      ],
      "deployments": [
        "vercel",
        "serverless",
        "local"
      ],
      "difficulty": "beginner",
      "cloudflare_ready": false,
      "use_cases": [
        "build browser automation agents",
        "operate web tasks with LLMs",
        "test web workflows"
      ],
      "not_good_for": [
        "edge-only Cloudflare Workers deployment without adaptation"
      ],
      "classification": {
        "category": {
          "confidence": "medium",
          "evidence": [
            "Matched \"browser automation\" 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": "low",
          "evidence": [
            "No Cloudflare deployment signal detected."
          ]
        }
      },
      "quality_signals": {
        "stars": 139,
        "recent_commits": 77,
        "contributors": 3,
        "issue_response_time_hours": null,
        "release_frequency_180d": 64
      },
      "quality_signal_confidence": {
        "stars_30d_delta": "estimated",
        "commits_30d": "complete",
        "releases_180d": "complete",
        "contributors_90d": "complete"
      },
      "quality_score": 29,
      "agent_score": 64,
      "score": 80,
      "agent_score_breakdown": {
        "documentation": 90,
        "maintenance": 54,
        "deployment": 80,
        "popularity": 43,
        "community": 48
      },
      "git_top_score": 80,
      "git_top_score_breakdown": {
        "community": 72,
        "maintenance": 69,
        "documentation": 92,
        "stability": 100,
        "adoption": 57,
        "agent_readability": 90
      },
      "summary": {
        "tl_dr": "Use fitchmultz/pi-agent-browser-native when the user needs a browser agent project with vercel, serverless, local deployment options.",
        "purpose": "Use fitchmultz/pi-agent-browser-native when the user needs a browser agent project with vercel, serverless, local deployment options.",
        "install": "Run the browser agent with the setup described in the repository README.",
        "inputs": [
          "URL or page task",
          "browser session",
          "navigation constraints"
        ],
        "outputs": [
          "browser actions",
          "page state",
          "extracted data"
        ],
        "good_for": [
          "build browser automation agents",
          "operate web tasks with LLMs",
          "test web workflows",
          "web automation",
          "browser tasks",
          "UI-driven workflows"
        ],
        "not_good_for": [
          "edge-only Cloudflare Workers deployment without adaptation",
          "backend-only jobs",
          "offline batch processing"
        ],
        "deployment": [
          "vercel",
          "serverless",
          "local"
        ],
        "alternatives": []
      },
      "evidence": {
        "classification": {
          "category": {
            "confidence": "medium",
            "evidence": [
              "Matched \"browser automation\" 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": "low",
            "evidence": [
              "No Cloudflare deployment signal detected."
            ]
          }
        },
        "quality_signal_confidence": {
          "stars_30d_delta": "estimated",
          "commits_30d": "complete",
          "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",
          "Low-confidence classification fields: cloudflareReady.",
          "Partial or estimated quality signals: stars30dDelta."
        ],
        "confidence_reason": "Evidence is incomplete; use this project as an exploration candidate until classification and quality signals are reviewed.",
        "last_verified_at": "2026-07-01T23:01:01.662Z"
      },
      "caveats": [
        "edge-only Cloudflare Workers deployment without adaptation",
        "Low-confidence classification fields: cloudflareReady.",
        "Partial or estimated quality signals: stars30dDelta."
      ],
      "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": "2026-07-01T23:01:01.662Z"
    },
    {
      "project_id": "kunchenguid/chrome-devtools-axi",
      "repo": "kunchenguid/chrome-devtools-axi",
      "name": "chrome-devtools-axi",
      "github_url": "https://github.com/kunchenguid/chrome-devtools-axi",
      "homepage_url": null,
      "language": "TypeScript",
      "license": "MIT",
      "project_kind": "project",
      "category": [
        "browser_agent"
      ],
      "tags": [],
      "description": "The most agent-ergonomic browser automation",
      "overview": "Use kunchenguid/chrome-devtools-axi when the user needs a browser agent project with vercel, serverless, library_only deployment options.",
      "alternatives": [],
      "related": [],
      "dependencies": [
        "Browser automation",
        "LLM provider"
      ],
      "deployments": [
        "vercel",
        "serverless",
        "library_only",
        "local"
      ],
      "difficulty": "beginner",
      "cloudflare_ready": false,
      "use_cases": [
        "build browser automation agents",
        "operate web tasks with LLMs",
        "test web workflows"
      ],
      "not_good_for": [
        "edge-only Cloudflare Workers deployment without adaptation",
        "users expecting a complete hosted product"
      ],
      "classification": {
        "category": {
          "confidence": "medium",
          "evidence": [
            "Matched \"browser automation\" in metadata."
          ]
        },
        "deployment": {
          "confidence": "high",
          "evidence": [
            "Matched \"vercel\" 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": "low",
          "evidence": [
            "No Cloudflare deployment signal detected."
          ]
        }
      },
      "quality_signals": {
        "stars": 197,
        "recent_commits": 16,
        "contributors": 6,
        "issue_response_time_hours": null,
        "release_frequency_180d": 26
      },
      "quality_signal_confidence": {
        "stars_30d_delta": "estimated",
        "commits_30d": "complete",
        "releases_180d": "complete",
        "contributors_90d": "complete"
      },
      "quality_score": 23,
      "agent_score": 65,
      "score": 79,
      "agent_score_breakdown": {
        "documentation": 90,
        "maintenance": 45,
        "deployment": 90,
        "popularity": 46,
        "community": 51
      },
      "git_top_score": 79,
      "git_top_score_breakdown": {
        "community": 83,
        "maintenance": 55,
        "documentation": 92,
        "stability": 100,
        "adoption": 63,
        "agent_readability": 90
      },
      "summary": {
        "tl_dr": "Use kunchenguid/chrome-devtools-axi when the user needs a browser agent project with vercel, serverless, library_only deployment options.",
        "purpose": "Use kunchenguid/chrome-devtools-axi when the user needs a browser agent project with vercel, serverless, library_only deployment options.",
        "install": "Install as a library or package using the repository instructions.",
        "inputs": [
          "URL or page task",
          "browser session",
          "navigation constraints"
        ],
        "outputs": [
          "browser actions",
          "page state",
          "extracted data"
        ],
        "good_for": [
          "build browser automation agents",
          "operate web tasks with LLMs",
          "test web workflows",
          "web automation",
          "browser tasks",
          "UI-driven workflows"
        ],
        "not_good_for": [
          "edge-only Cloudflare Workers deployment without adaptation",
          "users expecting a complete hosted product",
          "backend-only jobs",
          "offline batch processing"
        ],
        "deployment": [
          "vercel",
          "serverless",
          "library_only",
          "local"
        ],
        "alternatives": []
      },
      "evidence": {
        "classification": {
          "category": {
            "confidence": "medium",
            "evidence": [
              "Matched \"browser automation\" in metadata."
            ]
          },
          "deployment": {
            "confidence": "high",
            "evidence": [
              "Matched \"vercel\" 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": "low",
            "evidence": [
              "No Cloudflare deployment signal detected."
            ]
          }
        },
        "quality_signal_confidence": {
          "stars_30d_delta": "estimated",
          "commits_30d": "complete",
          "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",
          "Low-confidence classification fields: cloudflareReady.",
          "Partial or estimated quality signals: stars30dDelta."
        ],
        "confidence_reason": "Evidence is incomplete; use this project as an exploration candidate until classification and quality signals are reviewed.",
        "last_verified_at": "2026-07-01T10:01:03.441Z"
      },
      "caveats": [
        "edge-only Cloudflare Workers deployment without adaptation",
        "users expecting a complete hosted product",
        "Low-confidence classification fields: cloudflareReady.",
        "Partial or estimated quality signals: stars30dDelta."
      ],
      "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": "2026-07-01T10:01:03.441Z"
    },
    {
      "project_id": "vercel/chatbot",
      "repo": "vercel/chatbot",
      "name": "chatbot",
      "github_url": "https://github.com/vercel/chatbot",
      "homepage_url": "https://chatbot.ai-sdk.dev",
      "language": "TypeScript",
      "license": "NOASSERTION",
      "project_kind": "project",
      "category": [
        "browser_agent"
      ],
      "tags": [
        "ai",
        "chatgpt",
        "nextjs",
        "react",
        "redis",
        "shadcn-ui",
        "vercel"
      ],
      "description": "A full-featured, hackable Next.js AI chatbot built by Vercel",
      "overview": "Use vercel/chatbot when the user needs a browser agent project with vercel, serverless, library_only deployment options.",
      "alternatives": [],
      "related": [],
      "dependencies": [
        "Browser automation",
        "LLM provider"
      ],
      "deployments": [
        "vercel",
        "serverless",
        "library_only",
        "local"
      ],
      "difficulty": "intermediate",
      "cloudflare_ready": false,
      "use_cases": [
        "build browser automation agents",
        "operate web tasks with LLMs",
        "test web workflows"
      ],
      "not_good_for": [
        "edge-only Cloudflare Workers deployment without adaptation",
        "users expecting a complete hosted product"
      ],
      "classification": {
        "category": {
          "confidence": "medium",
          "evidence": [
            "Matched \"playwright\" in repository content."
          ]
        },
        "deployment": {
          "confidence": "high",
          "evidence": [
            "Matched \"vercel\" in repository content.",
            "Matched \"serverless\" in repository content.",
            "Matched \"npm install\" in repository content.",
            "Local usage is assumed for open source repositories unless contradicted."
          ]
        },
        "difficulty": {
          "confidence": "medium",
          "evidence": [
            "No strong beginner or advanced signal found; defaulting to intermediate."
          ]
        },
        "cloudflare_ready": {
          "confidence": "high",
          "evidence": [
            "Runtime blocker: postgres.",
            "No Cloudflare deployment signal detected."
          ]
        }
      },
      "quality_signals": {
        "stars": 20589,
        "recent_commits": 9,
        "contributors": 76,
        "issue_response_time_hours": null,
        "release_frequency_180d": 0
      },
      "quality_signal_confidence": {
        "stars_30d_delta": "snapshot",
        "stars30d_window_days": 17,
        "commits_30d": "complete",
        "releases_180d": "complete",
        "contributors_90d": "complete"
      },
      "quality_score": 21,
      "agent_score": 78,
      "score": 77,
      "agent_score_breakdown": {
        "documentation": 90,
        "maintenance": 37,
        "deployment": 90,
        "popularity": 86,
        "community": 100
      },
      "git_top_score": 77,
      "git_top_score_breakdown": {
        "community": 100,
        "maintenance": 32,
        "documentation": 84,
        "stability": 70,
        "adoption": 100,
        "agent_readability": 90
      },
      "summary": {
        "tl_dr": "Use vercel/chatbot when the user needs a browser agent project with vercel, serverless, library_only deployment options.",
        "purpose": "Use vercel/chatbot when the user needs a browser agent project with vercel, serverless, library_only deployment options.",
        "install": "Install as a library or package using the repository instructions.",
        "inputs": [
          "URL or page task",
          "browser session",
          "navigation constraints"
        ],
        "outputs": [
          "browser actions",
          "page state",
          "extracted data"
        ],
        "good_for": [
          "build browser automation agents",
          "operate web tasks with LLMs",
          "test web workflows",
          "web automation",
          "browser tasks",
          "UI-driven workflows"
        ],
        "not_good_for": [
          "edge-only Cloudflare Workers deployment without adaptation",
          "users expecting a complete hosted product",
          "backend-only jobs",
          "offline batch processing"
        ],
        "deployment": [
          "vercel",
          "serverless",
          "library_only",
          "local"
        ],
        "alternatives": []
      },
      "evidence": {
        "classification": {
          "category": {
            "confidence": "medium",
            "evidence": [
              "Matched \"playwright\" in repository content."
            ]
          },
          "deployment": {
            "confidence": "high",
            "evidence": [
              "Matched \"vercel\" in repository content.",
              "Matched \"serverless\" in repository content.",
              "Matched \"npm install\" in repository content.",
              "Local usage is assumed for open source repositories unless contradicted."
            ]
          },
          "difficulty": {
            "confidence": "medium",
            "evidence": [
              "No strong beginner or advanced signal found; defaulting to intermediate."
            ]
          },
          "cloudflare_ready": {
            "confidence": "high",
            "evidence": [
              "Runtime blocker: postgres.",
              "No Cloudflare deployment signal detected."
            ]
          }
        },
        "quality_signal_confidence": {
          "stars_30d_delta": "snapshot",
          "stars30d_window_days": 17,
          "commits_30d": "complete",
          "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"
        ],
        "confidence_reason": "Evidence is usable for comparison, but agents should cite caveats before making a strong recommendation.",
        "last_verified_at": "2026-07-08T17:01:12.369Z"
      },
      "caveats": [
        "edge-only Cloudflare Workers deployment without adaptation",
        "users expecting a complete hosted product"
      ],
      "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": "2026-07-08T17:01:12.369Z"
    },
    {
      "project_id": "firecrawl/fireplexity",
      "repo": "firecrawl/fireplexity",
      "name": "fireplexity",
      "github_url": "https://github.com/firecrawl/fireplexity",
      "homepage_url": null,
      "language": "TypeScript",
      "license": null,
      "project_kind": "project",
      "category": [
        "browser_agent"
      ],
      "tags": [],
      "description": "🔥 Open Source Perplexity like AI search engine with real-time citations, streaming responses, and live data powered by Firecrawl ",
      "overview": "Use firecrawl/fireplexity when the user needs a browser agent project with vercel, serverless, library_only deployment options.",
      "alternatives": [],
      "related": [],
      "dependencies": [
        "Browser automation",
        "LLM provider"
      ],
      "deployments": [
        "vercel",
        "serverless",
        "library_only",
        "local"
      ],
      "difficulty": "beginner",
      "cloudflare_ready": false,
      "use_cases": [
        "build browser automation agents",
        "operate web tasks with LLMs",
        "test web workflows"
      ],
      "not_good_for": [
        "edge-only Cloudflare Workers deployment without adaptation",
        "users expecting a complete hosted product"
      ],
      "classification": {
        "category": {
          "confidence": "high",
          "evidence": [
            "Manual quality burn-down override for firecrawl/fireplexity."
          ]
        },
        "deployment": {
          "confidence": "high",
          "evidence": [
            "Matched \"vercel\" 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": "low",
          "evidence": [
            "No Cloudflare deployment signal detected."
          ]
        }
      },
      "quality_signals": {
        "stars": 1926,
        "recent_commits": 0,
        "contributors": 1,
        "issue_response_time_hours": null,
        "release_frequency_180d": 0
      },
      "quality_signal_confidence": {
        "stars_30d_delta": "snapshot",
        "stars30d_window_days": 13,
        "commits_30d": "complete",
        "releases_180d": "complete",
        "contributors_90d": "complete"
      },
      "quality_score": 4,
      "agent_score": 58,
      "score": 67,
      "agent_score_breakdown": {
        "documentation": 90,
        "maintenance": 6,
        "deployment": 90,
        "popularity": 66,
        "community": 46
      },
      "git_top_score": 67,
      "git_top_score_breakdown": {
        "community": 78,
        "maintenance": 4,
        "documentation": 92,
        "stability": 55,
        "adoption": 98,
        "agent_readability": 90
      },
      "summary": {
        "tl_dr": "Use firecrawl/fireplexity when the user needs a browser agent project with vercel, serverless, library_only deployment options.",
        "purpose": "Use firecrawl/fireplexity when the user needs a browser agent project with vercel, serverless, library_only deployment options.",
        "install": "Install as a library or package using the repository instructions.",
        "inputs": [
          "URL or page task",
          "browser session",
          "navigation constraints"
        ],
        "outputs": [
          "browser actions",
          "page state",
          "extracted data"
        ],
        "good_for": [
          "build browser automation agents",
          "operate web tasks with LLMs",
          "test web workflows",
          "web automation",
          "browser tasks",
          "UI-driven workflows"
        ],
        "not_good_for": [
          "edge-only Cloudflare Workers deployment without adaptation",
          "users expecting a complete hosted product",
          "backend-only jobs",
          "offline batch processing"
        ],
        "deployment": [
          "vercel",
          "serverless",
          "library_only",
          "local"
        ],
        "alternatives": []
      },
      "evidence": {
        "classification": {
          "category": {
            "confidence": "high",
            "evidence": [
              "Manual quality burn-down override for firecrawl/fireplexity."
            ]
          },
          "deployment": {
            "confidence": "high",
            "evidence": [
              "Matched \"vercel\" 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": "low",
            "evidence": [
              "No Cloudflare deployment signal detected."
            ]
          }
        },
        "quality_signal_confidence": {
          "stars_30d_delta": "snapshot",
          "stars30d_window_days": 13,
          "commits_30d": "complete",
          "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",
          "Low-confidence classification fields: cloudflareReady."
        ],
        "confidence_reason": "Evidence is usable for comparison, but agents should cite caveats before making a strong recommendation.",
        "last_verified_at": "2026-07-04T07:00:33.644Z"
      },
      "caveats": [
        "edge-only Cloudflare Workers deployment without adaptation",
        "users expecting a complete hosted product",
        "Low-confidence classification fields: cloudflareReady."
      ],
      "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": "2026-07-04T07:00:33.644Z"
    },
    {
      "project_id": "huggingface/huggingface.js",
      "repo": "huggingface/huggingface.js",
      "name": "huggingface.js",
      "github_url": "https://github.com/huggingface/huggingface.js",
      "homepage_url": "https://hf.co/docs/huggingface.js",
      "language": "TypeScript",
      "license": "MIT",
      "project_kind": "project",
      "category": [
        "browser_agent"
      ],
      "tags": [
        "api-client",
        "hub",
        "huggingface",
        "inference",
        "machine-learning"
      ],
      "description": "Use Hugging Face with JavaScript",
      "overview": "Use huggingface/huggingface.js when the user needs a browser agent project with serverless, library_only, local deployment options.",
      "alternatives": [],
      "related": [],
      "dependencies": [
        "Browser automation",
        "LLM provider"
      ],
      "deployments": [
        "serverless",
        "library_only",
        "local",
        "cloud"
      ],
      "difficulty": "beginner",
      "cloudflare_ready": false,
      "use_cases": [
        "build browser automation agents",
        "operate web tasks with LLMs",
        "test web workflows"
      ],
      "not_good_for": [
        "edge-only Cloudflare Workers deployment without adaptation",
        "users expecting a complete hosted product"
      ],
      "classification": {
        "category": {
          "confidence": "medium",
          "evidence": [
            "Matched \"playwright\" in repository content."
          ]
        },
        "deployment": {
          "confidence": "high",
          "evidence": [
            "Matched \"serverless\" in repository content.",
            "Matched \"npm install\" in repository content.",
            "Matched \"library\" in repository content.",
            "Local usage is assumed for open source repositories unless contradicted."
          ]
        },
        "difficulty": {
          "confidence": "medium",
          "evidence": [
            "Repository has under 10k stars, so complexity is treated conservatively."
          ]
        },
        "cloudflare_ready": {
          "confidence": "low",
          "evidence": [
            "No Cloudflare deployment signal detected."
          ]
        }
      },
      "quality_signals": {
        "stars": 2451,
        "recent_commits": 46,
        "contributors": 100,
        "issue_response_time_hours": null,
        "release_frequency_180d": 84
      },
      "quality_signal_confidence": {
        "stars_30d_delta": "snapshot",
        "stars30d_window_days": 15,
        "commits_30d": "complete",
        "releases_180d": "complete",
        "contributors_90d": "partial"
      },
      "quality_score": 39,
      "agent_score": 82,
      "score": 91,
      "agent_score_breakdown": {
        "documentation": 90,
        "maintenance": 68,
        "deployment": 90,
        "popularity": 68,
        "community": 100
      },
      "git_top_score": 91,
      "git_top_score_breakdown": {
        "community": 100,
        "maintenance": 78,
        "documentation": 92,
        "stability": 90,
        "adoption": 100,
        "agent_readability": 90
      },
      "summary": {
        "tl_dr": "Use huggingface/huggingface.js when the user needs a browser agent project with serverless, library_only, local deployment options.",
        "purpose": "Use huggingface/huggingface.js when the user needs a browser agent project with serverless, library_only, local deployment options.",
        "install": "Install as a library or package using the repository instructions.",
        "inputs": [
          "URL or page task",
          "browser session",
          "navigation constraints"
        ],
        "outputs": [
          "browser actions",
          "page state",
          "extracted data"
        ],
        "good_for": [
          "build browser automation agents",
          "operate web tasks with LLMs",
          "test web workflows",
          "web automation",
          "browser tasks",
          "UI-driven workflows"
        ],
        "not_good_for": [
          "edge-only Cloudflare Workers deployment without adaptation",
          "users expecting a complete hosted product",
          "backend-only jobs",
          "offline batch processing"
        ],
        "deployment": [
          "serverless",
          "library_only",
          "local",
          "cloud"
        ],
        "alternatives": []
      },
      "evidence": {
        "classification": {
          "category": {
            "confidence": "medium",
            "evidence": [
              "Matched \"playwright\" in repository content."
            ]
          },
          "deployment": {
            "confidence": "high",
            "evidence": [
              "Matched \"serverless\" in repository content.",
              "Matched \"npm install\" in repository content.",
              "Matched \"library\" in repository content.",
              "Local usage is assumed for open source repositories unless contradicted."
            ]
          },
          "difficulty": {
            "confidence": "medium",
            "evidence": [
              "Repository has under 10k stars, so complexity is treated conservatively."
            ]
          },
          "cloudflare_ready": {
            "confidence": "low",
            "evidence": [
              "No Cloudflare deployment signal detected."
            ]
          }
        },
        "quality_signal_confidence": {
          "stars_30d_delta": "snapshot",
          "stars30d_window_days": 15,
          "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",
          "Low-confidence classification fields: cloudflareReady.",
          "Partial or estimated quality signals: contributors90d."
        ],
        "confidence_reason": "Evidence is incomplete; use this project as an exploration candidate until classification and quality signals are reviewed.",
        "last_verified_at": "2026-07-06T12:00:28.987Z"
      },
      "caveats": [
        "edge-only Cloudflare Workers deployment without adaptation",
        "users expecting a complete hosted product",
        "Low-confidence classification fields: cloudflareReady.",
        "Partial or estimated quality signals: contributors90d."
      ],
      "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": "2026-07-06T12:00:28.987Z"
    },
    {
      "project_id": "apify/apify-sdk-python",
      "repo": "apify/apify-sdk-python",
      "name": "apify-sdk-python",
      "github_url": "https://github.com/apify/apify-sdk-python",
      "homepage_url": "https://docs.apify.com/sdk/python",
      "language": "Python",
      "license": "Apache-2.0",
      "project_kind": "project",
      "category": [
        "browser_agent"
      ],
      "tags": [
        "actor",
        "apify",
        "automation",
        "crawlee",
        "data-extraction",
        "proxy",
        "python",
        "scraping",
        "sdk",
        "web-crawling",
        "web-scraping"
      ],
      "description": "Apify SDK for Python—The official library for building Apify Actors: serverless cloud programs for web scraping, browser automation, data processing, and AI agents. Manages the Actor lifecycle, storages (datasets, key-value stores, request queues), events, proxies, and pay-per-event monetization. Built on top of the the Apify API Client.",
      "overview": "Use apify/apify-sdk-python when the user needs a browser agent project with docker, serverless, library_only deployment options.",
      "alternatives": [],
      "related": [],
      "dependencies": [
        "Vector database",
        "Browser automation",
        "LLM provider"
      ],
      "deployments": [
        "docker",
        "serverless",
        "library_only",
        "local",
        "cloud"
      ],
      "difficulty": "beginner",
      "cloudflare_ready": false,
      "use_cases": [
        "build browser automation agents",
        "operate web tasks with LLMs",
        "test web workflows"
      ],
      "not_good_for": [
        "edge-only Cloudflare Workers deployment without adaptation",
        "users expecting a complete hosted product"
      ],
      "classification": {
        "category": {
          "confidence": "medium",
          "evidence": [
            "Matched \"browser automation\" in metadata."
          ]
        },
        "deployment": {
          "confidence": "high",
          "evidence": [
            "Matched \"serverless\" in repository content.",
            "Matched \"pip install\" in repository content.",
            "Matched \"npm install\" in repository content.",
            "Matched \"library\" in repository content.",
            "Local usage is assumed for open source repositories unless contradicted."
          ]
        },
        "difficulty": {
          "confidence": "medium",
          "evidence": [
            "Repository has under 10k stars, so complexity is treated conservatively."
          ]
        },
        "cloudflare_ready": {
          "confidence": "high",
          "evidence": [
            "Runtime blocker: python.",
            "No Cloudflare deployment signal detected."
          ]
        }
      },
      "quality_signals": {
        "stars": 171,
        "recent_commits": 100,
        "contributors": 30,
        "issue_response_time_hours": null,
        "release_frequency_180d": 8
      },
      "quality_signal_confidence": {
        "stars_30d_delta": "estimated",
        "commits_30d": "partial",
        "releases_180d": "complete",
        "contributors_90d": "complete"
      },
      "quality_score": 30,
      "agent_score": 73,
      "score": 85,
      "agent_score_breakdown": {
        "documentation": 90,
        "maintenance": 55,
        "deployment": 100,
        "popularity": 45,
        "community": 75
      },
      "git_top_score": 85,
      "git_top_score_breakdown": {
        "community": 100,
        "maintenance": 69,
        "documentation": 92,
        "stability": 100,
        "adoption": 63,
        "agent_readability": 90
      },
      "summary": {
        "tl_dr": "Use apify/apify-sdk-python when the user needs a browser agent project with docker, serverless, library_only deployment options.",
        "purpose": "Use apify/apify-sdk-python when the user needs a browser agent project with docker, serverless, library_only deployment options.",
        "install": "Run with Docker using the repository's container instructions.",
        "inputs": [
          "URL or page task",
          "browser session",
          "navigation constraints"
        ],
        "outputs": [
          "browser actions",
          "page state",
          "extracted data"
        ],
        "good_for": [
          "build browser automation agents",
          "operate web tasks with LLMs",
          "test web workflows",
          "web automation",
          "browser tasks",
          "UI-driven workflows"
        ],
        "not_good_for": [
          "edge-only Cloudflare Workers deployment without adaptation",
          "users expecting a complete hosted product",
          "backend-only jobs",
          "offline batch processing"
        ],
        "deployment": [
          "docker",
          "serverless",
          "library_only",
          "local",
          "cloud"
        ],
        "alternatives": []
      },
      "evidence": {
        "classification": {
          "category": {
            "confidence": "medium",
            "evidence": [
              "Matched \"browser automation\" in metadata."
            ]
          },
          "deployment": {
            "confidence": "high",
            "evidence": [
              "Matched \"serverless\" in repository content.",
              "Matched \"pip install\" in repository content.",
              "Matched \"npm install\" in repository content.",
              "Matched \"library\" in repository content.",
              "Local usage is assumed for open source repositories unless contradicted."
            ]
          },
          "difficulty": {
            "confidence": "medium",
            "evidence": [
              "Repository has under 10k stars, so complexity is treated conservatively."
            ]
          },
          "cloudflare_ready": {
            "confidence": "high",
            "evidence": [
              "Runtime blocker: python.",
              "No Cloudflare deployment signal detected."
            ]
          }
        },
        "quality_signal_confidence": {
          "stars_30d_delta": "estimated",
          "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: stars30dDelta, commits30d."
        ],
        "confidence_reason": "Evidence is usable for comparison, but agents should cite caveats before making a strong recommendation.",
        "last_verified_at": "2026-07-01T10:01:05.415Z"
      },
      "caveats": [
        "edge-only Cloudflare Workers deployment without adaptation",
        "users expecting a complete hosted product",
        "Partial or estimated quality signals: stars30dDelta, commits30d."
      ],
      "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": "2026-07-01T10:01:05.415Z"
    },
    {
      "project_id": "browser-use/browser-use",
      "repo": "browser-use/browser-use",
      "name": "browser-use",
      "github_url": "https://github.com/browser-use/browser-use",
      "homepage_url": "https://browser-use.com",
      "language": "Python",
      "license": "MIT",
      "project_kind": "project",
      "category": [
        "browser_agent"
      ],
      "tags": [
        "ai-agents",
        "ai-tools",
        "browser-automation",
        "browser-use",
        "llm",
        "playwright",
        "python"
      ],
      "description": "🌐 Make websites accessible for AI agents. Automate tasks online with ease.",
      "overview": "Use browser-use/browser-use when the user needs a browser agent project with docker, library_only, local deployment options.",
      "alternatives": [],
      "related": [],
      "dependencies": [
        "Browser automation",
        "LLM provider"
      ],
      "deployments": [
        "docker",
        "library_only",
        "local",
        "cloud"
      ],
      "difficulty": "intermediate",
      "cloudflare_ready": false,
      "use_cases": [
        "build browser automation agents",
        "operate web tasks with LLMs",
        "test web workflows"
      ],
      "not_good_for": [
        "edge-only Cloudflare Workers deployment without adaptation",
        "users expecting a complete hosted product"
      ],
      "classification": {
        "category": {
          "confidence": "high",
          "evidence": [
            "Matched \"playwright\" in metadata.",
            "Matched \"browser-use\" in metadata."
          ]
        },
        "deployment": {
          "confidence": "high",
          "evidence": [
            "Found Docker configuration file.",
            "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, filesystem.",
            "No Cloudflare deployment signal detected."
          ]
        }
      },
      "quality_signals": {
        "stars": 101447,
        "recent_commits": 100,
        "contributors": 100,
        "issue_response_time_hours": null,
        "release_frequency_180d": 25
      },
      "quality_signal_confidence": {
        "stars_30d_delta": "snapshot",
        "stars30d_window_days": 13,
        "commits_30d": "partial",
        "releases_180d": "complete",
        "contributors_90d": "partial"
      },
      "quality_score": 84,
      "agent_score": 90,
      "score": 92,
      "agent_score_breakdown": {
        "documentation": 90,
        "maintenance": 76,
        "deployment": 90,
        "popularity": 100,
        "community": 100
      },
      "git_top_score": 92,
      "git_top_score_breakdown": {
        "community": 100,
        "maintenance": 84,
        "documentation": 92,
        "stability": 90,
        "adoption": 100,
        "agent_readability": 90
      },
      "summary": {
        "tl_dr": "Use browser-use/browser-use when the user needs a browser agent project with docker, library_only, local deployment options.",
        "purpose": "Use browser-use/browser-use when the user needs a browser agent project with docker, library_only, local deployment options.",
        "install": "Run with Docker using the repository's container instructions.",
        "inputs": [
          "URL or page task",
          "browser session",
          "navigation constraints"
        ],
        "outputs": [
          "browser actions",
          "page state",
          "extracted data"
        ],
        "good_for": [
          "build browser automation agents",
          "operate web tasks with LLMs",
          "test web workflows",
          "web automation",
          "browser tasks",
          "UI-driven workflows"
        ],
        "not_good_for": [
          "edge-only Cloudflare Workers deployment without adaptation",
          "users expecting a complete hosted product",
          "backend-only jobs",
          "offline batch processing"
        ],
        "deployment": [
          "docker",
          "library_only",
          "local",
          "cloud"
        ],
        "alternatives": []
      },
      "evidence": {
        "classification": {
          "category": {
            "confidence": "high",
            "evidence": [
              "Matched \"playwright\" in metadata.",
              "Matched \"browser-use\" in metadata."
            ]
          },
          "deployment": {
            "confidence": "high",
            "evidence": [
              "Found Docker configuration file.",
              "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, filesystem.",
              "No Cloudflare deployment signal detected."
            ]
          }
        },
        "quality_signal_confidence": {
          "stars_30d_delta": "snapshot",
          "stars30d_window_days": 13,
          "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": "2026-06-30T00:00:55.329Z"
      },
      "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": "2026-06-30T00:00:55.329Z"
    }
  ],
  "resolved_from": {
    "requested_id": "LittleYier/site-memory",
    "resolved_id": "LittleYier/site-memory",
    "resolution": "direct"
  },
  "metadata": {
    "source": "d1",
    "reason": "d1_query",
    "project_count": 862,
    "generated_at": "2026-07-08T17:08:52.085Z",
    "loaded_project_limit": 2000,
    "truncated": false
  }
}