{
  "project_id": "aduermael/wb",
  "repo": "aduermael/wb",
  "name": "wb",
  "github_url": "https://github.com/aduermael/wb",
  "homepage_url": null,
  "language": "Swift",
  "license": "MIT",
  "project_kind": "project",
  "category": [
    "llm_eval"
  ],
  "tags": [
    "agent-tools",
    "ai-agents",
    "automation",
    "browser",
    "browser-automation",
    "cli",
    "macos",
    "screenshot",
    "swift",
    "web-browser"
  ],
  "description": "macOS 26+ browser CLI for agents: persistent sessions, compact JSON, screenshots, clicks/forms, JS eval, and live preview in under 2 MB.",
  "overview": "Use aduermael/wb when the user needs a llm eval project with library_only, local, cloud deployment options.",
  "alternatives": [],
  "related": [
    {
      "repo": "Purewhiter/mobilegym",
      "reason": "Related to aduermael/wb through llm eval category and library_only deployment."
    },
    {
      "repo": "lmnr-ai/lmnr",
      "reason": "Related to aduermael/wb through llm eval category and library_only deployment."
    },
    {
      "repo": "agentscope-ai/OpenJudge",
      "reason": "Related to aduermael/wb through llm eval category and library_only deployment."
    },
    {
      "repo": "NVIDIA/garak",
      "reason": "Related to aduermael/wb through llm eval category and library_only deployment."
    },
    {
      "repo": "strands-agents/evals",
      "reason": "Related to aduermael/wb through llm eval category and library_only deployment."
    },
    {
      "repo": "truera/trulens",
      "reason": "Related to aduermael/wb through llm eval category and library_only deployment."
    },
    {
      "repo": "agentevals-dev/agentevals",
      "reason": "Related to aduermael/wb through llm eval category and library_only deployment."
    },
    {
      "repo": "Ahoo-Wang/GodeX",
      "reason": "Related to aduermael/wb through llm eval category and library_only deployment."
    }
  ],
  "dependencies": [
    "Browser automation",
    "LLM provider"
  ],
  "deployments": [
    "library_only",
    "local",
    "cloud"
  ],
  "difficulty": "beginner",
  "cloudflare_ready": false,
  "use_cases": [
    "evaluate LLM outputs",
    "benchmark prompts and agents",
    "track model quality"
  ],
  "not_good_for": [
    "edge-only Cloudflare Workers deployment without adaptation",
    "users expecting a complete hosted product"
  ],
  "classification": {
    "category": {
      "confidence": "medium",
      "evidence": [
        "Matched \"eval\" in metadata."
      ]
    },
    "deployment": {
      "confidence": "high",
      "evidence": [
        "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": 60,
    "recent_commits": 53,
    "contributors": 1,
    "issue_response_time_hours": null,
    "release_frequency_180d": 6
  },
  "quality_signal_confidence": {
    "stars_30d_delta": "estimated",
    "commits_30d": "complete",
    "releases_180d": "complete",
    "contributors_90d": "complete"
  },
  "quality_score": 20,
  "agent_score": 59,
  "score": 72,
  "agent_score_breakdown": {
    "documentation": 90,
    "maintenance": 37,
    "deployment": 80,
    "popularity": 36,
    "community": 46
  },
  "git_top_score": 72,
  "git_top_score_breakdown": {
    "community": 63,
    "maintenance": 57,
    "documentation": 84,
    "stability": 100,
    "adoption": 42,
    "agent_readability": 90
  },
  "summary": {
    "tl_dr": "Use aduermael/wb when the user needs a llm eval project with library_only, local, cloud deployment options.",
    "purpose": "Use aduermael/wb when the user needs a llm eval project with library_only, local, cloud deployment options.",
    "install": "Install as a library or package using the repository instructions.",
    "inputs": [
      "prompts",
      "model outputs",
      "test cases"
    ],
    "outputs": [
      "scores",
      "benchmarks",
      "eval reports"
    ],
    "good_for": [
      "evaluate LLM outputs",
      "benchmark prompts and agents",
      "track model quality",
      "model evaluation",
      "benchmarking",
      "regression testing"
    ],
    "not_good_for": [
      "edge-only Cloudflare Workers deployment without adaptation",
      "users expecting a complete hosted product",
      "production inference serving",
      "end-user chat apps"
    ],
    "deployment": [
      "library_only",
      "local",
      "cloud"
    ],
    "alternatives": []
  },
  "evidence": {
    "classification": {
      "category": {
        "confidence": "medium",
        "evidence": [
          "Matched \"eval\" in metadata."
        ]
      },
      "deployment": {
        "confidence": "high",
        "evidence": [
          "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": "2026-07-09T00:00:58.279Z"
  },
  "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": "2026-07-09T00:00:58.279Z",
  "knowledge": {
    "project": {
      "id": "aduermael/wb",
      "owner": "aduermael",
      "name": "wb",
      "full_name": "aduermael/wb",
      "github_url": "https://github.com/aduermael/wb",
      "homepage_url": null,
      "description": "macOS 26+ browser CLI for agents: persistent sessions, compact JSON, screenshots, clicks/forms, JS eval, and live preview in under 2 MB.",
      "language": "Swift",
      "topics": [
        "agent-tools",
        "ai-agents",
        "automation",
        "browser",
        "browser-automation",
        "cli",
        "macos",
        "screenshot",
        "swift",
        "web-browser"
      ],
      "license": "MIT",
      "stars": 60,
      "forks": 2,
      "open_issues": 0,
      "default_branch": "main",
      "created_at": "2026-06-20T21:00:13Z",
      "updated_at": "2026-07-08T17:38:58Z",
      "pushed_at": "2026-07-08T17:37:59Z",
      "synced_at": "2026-07-09T00:00:58.279Z"
    },
    "agent_card": {
      "project_id": "aduermael/wb",
      "project_kind": "project",
      "category": "llm_eval",
      "difficulty": "beginner",
      "deployment": [
        "library_only",
        "local",
        "cloud"
      ],
      "cloudflare_ready": false,
      "use_cases": [
        "evaluate LLM outputs",
        "benchmark prompts and agents",
        "track model quality"
      ],
      "not_good_for": [
        "edge-only Cloudflare Workers deployment without adaptation",
        "users expecting a complete hosted product"
      ],
      "alternatives": [],
      "summary_for_agent": "Use aduermael/wb when the user needs a llm eval project with library_only, local, cloud deployment options.",
      "classification": {
        "category": {
          "confidence": "medium",
          "evidence": [
            "Matched \"eval\" in metadata."
          ]
        },
        "deployment": {
          "confidence": "high",
          "evidence": [
            "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."
          ]
        }
      },
      "schema_version": "v1",
      "generated_at": "2026-07-09T00:00:58.279Z"
    },
    "metrics": {
      "project_id": "aduermael/wb",
      "stars_30d_delta": 100,
      "commits_30d": 53,
      "releases_180d": 6,
      "contributors_90d": 1,
      "issue_first_response_median_hours": null,
      "recent_push_days": 0,
      "git_score": 20,
      "maintenance_score": 37,
      "signal_confidence": {
        "stars_30d_delta": "estimated",
        "commits_30d": "complete",
        "releases_180d": "complete",
        "contributors_90d": "complete"
      },
      "calculated_at": "2026-07-09T00:00:58.279Z"
    }
  },
  "resolved_from": {
    "requested_id": "aduermael/wb",
    "resolved_id": "aduermael/wb",
    "resolution": "direct"
  },
  "metadata": {
    "source": "d1",
    "reason": "d1_query",
    "project_count": 878,
    "generated_at": "2026-07-09T02:27:55.856Z",
    "loaded_project_limit": 2000,
    "truncated": false
  }
}