{
  "query": {
    "use_case": "choose projects for Browser AI Ecosystem",
    "deployment": "cloudflare",
    "category": "browser_agent"
  },
  "recommendations": [
    {
      "project_id": "cloudflare/browser-run",
      "repo": "cloudflare/browser-run",
      "name": "browser-run",
      "github_url": "https://github.com/cloudflare/browser-run",
      "homepage_url": "https://developers.cloudflare.com/browser-run",
      "language": "TypeScript",
      "license": "Apache-2.0",
      "project_kind": "project",
      "category": [
        "browser_agent"
      ],
      "tags": [
        "browser-run",
        "cloudflare",
        "workers"
      ],
      "description": "Monorepo including libraries and examples for Cloudflare's Browser Run powered by Workers",
      "overview": "Use cloudflare/browser-run when the user needs a browser agent project with cloudflare, serverless, local deployment options. It is marked Cloudflare-ready.",
      "alternatives": [
        {
          "repo": "browserbase/stagehand",
          "reason": "Same browser agent intent with browser_automation, workflow overlap."
        },
        {
          "repo": "huggingface/huggingface.js",
          "reason": "Same browser agent intent with browser_automation, workflow overlap."
        },
        {
          "repo": "kunchenguid/chrome-devtools-axi",
          "reason": "Same browser agent intent with browser_automation, workflow overlap."
        }
      ],
      "related": [],
      "dependencies": [
        "Cloudflare Workers",
        "Browser automation",
        "LLM provider"
      ],
      "deployments": [
        "cloudflare",
        "serverless",
        "local"
      ],
      "difficulty": "beginner",
      "cloudflare_ready": true,
      "use_cases": [
        "build browser automation agents",
        "operate web tasks with LLMs",
        "test web workflows"
      ],
      "not_good_for": [],
      "classification": {
        "category": {
          "confidence": "high",
          "evidence": [
            "Matched \"browser automation\" in repository content.",
            "Matched \"playwright\" in repository content."
          ]
        },
        "deployment": {
          "confidence": "high",
          "evidence": [
            "Matched \"cloudflare workers\" in repository content.",
            "Local usage is assumed for open source repositories unless contradicted."
          ]
        },
        "difficulty": {
          "confidence": "medium",
          "evidence": [
            "Cloudflare deployment path suggests a guided serverless setup."
          ]
        },
        "cloudflare_ready": {
          "confidence": "high",
          "evidence": [
            "Cloudflare signal: cloudflare workers.",
            "Runtime blocker: none detected."
          ]
        }
      },
      "quality_signals": {
        "stars": 381,
        "recent_commits": 14,
        "contributors": 100,
        "issue_response_time_hours": null,
        "release_frequency_180d": 9
      },
      "quality_signal_confidence": {
        "stars_30d_delta": "snapshot",
        "stars30d_window_days": 28,
        "commits_30d": "complete",
        "releases_180d": "complete",
        "contributors_90d": "partial"
      },
      "quality_score": 32,
      "agent_score": 79,
      "score": 38,
      "agent_score_breakdown": {
        "documentation": 90,
        "maintenance": 57,
        "deployment": 100,
        "popularity": 52,
        "community": 100
      },
      "git_top_score": 85,
      "git_top_score_breakdown": {
        "community": 100,
        "maintenance": 62,
        "documentation": 92,
        "stability": 100,
        "adoption": 74,
        "agent_readability": 90
      },
      "verification": {
        "schema_version": "git-top.verification.v1",
        "overall_status": "partial",
        "observed_at": "2026-11-10T21:30:21.988Z",
        "signals": {
          "activity": {
            "status": "observed",
            "source": "github_metadata",
            "evidence": [
              "project.pushed_at",
              "metrics.recent_push_days"
            ]
          },
          "license": {
            "status": "observed",
            "source": "github_metadata",
            "evidence": [
              "project.license"
            ]
          },
          "documentation": {
            "status": "observed",
            "source": "github_metadata",
            "evidence": [
              "project.description"
            ]
          },
          "runtime": {
            "status": "inferred",
            "source": "git_top_heuristic",
            "evidence": [
              "agent_card.deployment",
              "agent_card.cloudflare_ready"
            ]
          },
          "install": {
            "status": "not_run",
            "source": "git_top_runtime",
            "evidence": [
              "installation/build probe is not enabled"
            ]
          },
          "security": {
            "status": "not_run",
            "source": "git_top_runtime",
            "evidence": [
              "dependency/security scan is not enabled"
            ]
          },
          "mcp": {
            "status": "not_applicable",
            "source": "git_top_runtime",
            "evidence": [
              "project is not classified as mcp_server"
            ]
          }
        },
        "coverage": {
          "observed": 3,
          "inferred": 1,
          "not_run": 2,
          "unknown": 0
        },
        "next_steps": [
          "Run an installation/build probe before production adoption.",
          "Run a dependency and security scan before treating the score as a trust claim."
        ]
      },
      "summary": {
        "tl_dr": "Use cloudflare/browser-run when the user needs a browser agent project with cloudflare, serverless, local deployment options.",
        "purpose": "Use cloudflare/browser-run when the user needs a browser agent project with cloudflare, serverless, local deployment options. It is marked Cloudflare-ready.",
        "install": "Deploy on Cloudflare Workers using the repository's deployment 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": [
          "backend-only jobs",
          "offline batch processing"
        ],
        "deployment": [
          "cloudflare",
          "serverless",
          "local"
        ],
        "alternatives": [
          {
            "repo": "browserbase/stagehand",
            "reason": "Same browser agent intent with browser_automation, workflow overlap."
          },
          {
            "repo": "huggingface/huggingface.js",
            "reason": "Same browser agent intent with browser_automation, workflow overlap."
          },
          {
            "repo": "kunchenguid/chrome-devtools-axi",
            "reason": "Same browser agent intent with browser_automation, workflow overlap."
          }
        ]
      },
      "evidence": {
        "classification": {
          "category": {
            "confidence": "high",
            "evidence": [
              "Matched \"browser automation\" in repository content.",
              "Matched \"playwright\" in repository content."
            ]
          },
          "deployment": {
            "confidence": "high",
            "evidence": [
              "Matched \"cloudflare workers\" in repository content.",
              "Local usage is assumed for open source repositories unless contradicted."
            ]
          },
          "difficulty": {
            "confidence": "medium",
            "evidence": [
              "Cloudflare deployment path suggests a guided serverless setup."
            ]
          },
          "cloudflare_ready": {
            "confidence": "high",
            "evidence": [
              "Cloudflare signal: cloudflare workers.",
              "Runtime blocker: none detected."
            ]
          }
        },
        "quality_signal_confidence": {
          "stars_30d_delta": "snapshot",
          "stars30d_window_days": 28,
          "commits_30d": "complete",
          "releases_180d": "complete",
          "contributors_90d": "partial"
        },
        "verification": {
          "schema_version": "git-top.verification.v1",
          "overall_status": "partial",
          "observed_at": "2026-11-10T21:30:21.988Z",
          "signals": {
            "activity": {
              "status": "observed",
              "source": "github_metadata",
              "evidence": [
                "project.pushed_at",
                "metrics.recent_push_days"
              ]
            },
            "license": {
              "status": "observed",
              "source": "github_metadata",
              "evidence": [
                "project.license"
              ]
            },
            "documentation": {
              "status": "observed",
              "source": "github_metadata",
              "evidence": [
                "project.description"
              ]
            },
            "runtime": {
              "status": "inferred",
              "source": "git_top_heuristic",
              "evidence": [
                "agent_card.deployment",
                "agent_card.cloudflare_ready"
              ]
            },
            "install": {
              "status": "not_run",
              "source": "git_top_runtime",
              "evidence": [
                "installation/build probe is not enabled"
              ]
            },
            "security": {
              "status": "not_run",
              "source": "git_top_runtime",
              "evidence": [
                "dependency/security scan is not enabled"
              ]
            },
            "mcp": {
              "status": "not_applicable",
              "source": "git_top_runtime",
              "evidence": [
                "project is not classified as mcp_server"
              ]
            }
          },
          "coverage": {
            "observed": 3,
            "inferred": 1,
            "not_run": 2,
            "unknown": 0
          },
          "next_steps": [
            "Run an installation/build probe before production adoption.",
            "Run a dependency and security scan before treating the score as a trust claim."
          ]
        },
        "source_fields": [
          "agent_card.classification",
          "agent_card.deployment",
          "agent_card.summary_for_agent",
          "agent_card.use_cases",
          "metrics",
          "project.description",
          "project.language",
          "project.license",
          "project.topics",
          "recommendation.constraints",
          "recommendation.query",
          "recommendation.ranking_signals",
          "verification.signals"
        ],
        "caveats": [
          "Independent installation, security, or runtime probes have not been run for this project.",
          "Low recommendation confidence; use as a discovery lead, not a final choice.",
          "Partial or estimated quality signals: contributors90d."
        ],
        "recommendation_reasons": [
          "Use cloudflare/browser-run when the user needs a browser agent project with cloudflare, serverless, local deployment options. It is marked Cloudflare-ready.",
          "Use-case match is 40/100 for \"choose projects for Browser AI Ecosystem\".",
          "It matches the requested cloudflare deployment target.",
          "It is classified as browser_agent.",
          "Ranking signals: community 32/100, maintenance 57/100."
        ],
        "ranking_signals": {
          "use_case_match": 40,
          "community": 32,
          "maintenance": 57,
          "readiness": 60,
          "license_fit": 0
        },
        "matched_constraints": {
          "deployment": "cloudflare",
          "category": "browser_agent"
        },
        "unmatched_constraints": {},
        "confidence_reason": "Low confidence because the recommendation score is 38/100, use-case match is 40/100, or constraints are weakly matched; Classification evidence and quality signals are strong enough for shortlist reasoning when metadata is current.",
        "last_verified_at": "2026-11-10T21:30:21.988Z"
      },
      "caveats": [
        "Independent installation, security, or runtime probes have not been run for this project.",
        "Low recommendation confidence; use as a discovery lead, not a final choice.",
        "Partial or estimated quality signals: contributors90d."
      ],
      "confidence_reason": "Low confidence because the recommendation score is 38/100, use-case match is 40/100, or constraints are weakly matched; Classification evidence and quality signals are strong enough for shortlist reasoning when metadata is current.",
      "source_fields": [
        "agent_card.classification",
        "agent_card.deployment",
        "agent_card.summary_for_agent",
        "agent_card.use_cases",
        "metrics",
        "project.description",
        "project.language",
        "project.license",
        "project.topics",
        "recommendation.constraints",
        "recommendation.query",
        "recommendation.ranking_signals",
        "verification.signals"
      ],
      "last_verified_at": "2026-11-10T21:30:21.988Z",
      "reason": "Use cloudflare/browser-run when the user needs a browser agent project with cloudflare, serverless, local deployment options. It is marked Cloudflare-ready. Use-case match is 40/100 for \"choose projects for Browser AI Ecosystem\". It matches the requested cloudflare deployment target. It is classified as browser_agent. Ranking signals: community 32/100, maintenance 57/100.",
      "reasons": [
        "Use cloudflare/browser-run when the user needs a browser agent project with cloudflare, serverless, local deployment options. It is marked Cloudflare-ready.",
        "Use-case match is 40/100 for \"choose projects for Browser AI Ecosystem\".",
        "It matches the requested cloudflare deployment target.",
        "It is classified as browser_agent.",
        "Ranking signals: community 32/100, maintenance 57/100."
      ],
      "decision_summary": "cloudflare/browser-run is an exploration candidate for \"choose projects for Browser AI Ecosystem\": recommendation score 38/100 with matched constraints, but quality and maturity signals need review.",
      "fit_profile": {
        "primary_fit": "Partial use-case overlap for \"choose projects for Browser AI Ecosystem\"; validate the target workflow.",
        "deployment_fit": "Matches requested cloudflare deployment.",
        "maturity": "Moderate maturity signal; maintenance is acceptable but compare community adoption.",
        "agent_readiness": "Agent-readable summary and use cases are available."
      },
      "adoption_plan": [
        "Open /projects/cloudflare/browser-run to verify license, language, classification evidence, and quality signal confidence.",
        "Inspect /graph/cloudflare/browser-run for dependencies, related projects, deployment targets, and alternatives.",
        "Use the matched constraints (deployment, category) as the initial acceptance checklist.",
        "Prototype the cloudflare deployment path before committing to a migration.",
        "Compare against /alternatives/cloudflare/browser-run before final selection."
      ],
      "risk_flags": [
        "Low recommendation confidence; use as a discovery lead, not a final choice."
      ],
      "tradeoffs": [],
      "next_actions": [
        {
          "label": "Open project knowledge",
          "href": "/projects/cloudflare/browser-run",
          "kind": "project"
        },
        {
          "label": "Inspect graph",
          "href": "/graph/cloudflare/browser-run",
          "kind": "graph"
        },
        {
          "label": "Find alternatives",
          "href": "/alternatives/cloudflare/browser-run",
          "kind": "alternatives"
        },
        {
          "label": "Explain score",
          "href": "/score/cloudflare/browser-run",
          "kind": "score"
        },
        {
          "label": "Compare shortlist",
          "href": "/compare/cloudflare/browser-run",
          "kind": "compare"
        }
      ],
      "matched_constraints": {
        "deployment": "cloudflare",
        "category": "browser_agent"
      },
      "unmatched_constraints": {},
      "ranking_signals": {
        "use_case_match": 40,
        "community": 32,
        "maintenance": 57,
        "readiness": 60,
        "license_fit": 0
      },
      "confidence": "low",
      "project": {
        "id": "cloudflare/browser-run",
        "owner": "cloudflare",
        "name": "browser-run",
        "full_name": "cloudflare/browser-run",
        "github_url": "https://github.com/cloudflare/browser-run",
        "homepage_url": "https://developers.cloudflare.com/browser-run",
        "description": "Monorepo including libraries and examples for Cloudflare's Browser Run powered by Workers",
        "language": "TypeScript",
        "topics": [
          "browser-run",
          "cloudflare",
          "workers"
        ],
        "license": "Apache-2.0",
        "stars": 381,
        "forks": 59,
        "open_issues": 13,
        "default_branch": "main",
        "created_at": "2023-04-21T20:08:59Z",
        "updated_at": "2026-11-09T16:17:52Z",
        "pushed_at": "2026-11-10T15:07:52Z",
        "synced_at": "2026-11-10T21:30:21.988Z"
      },
      "agent_card": {
        "project_id": "cloudflare/browser-run",
        "project_kind": "project",
        "category": "browser_agent",
        "difficulty": "beginner",
        "deployment": [
          "cloudflare",
          "serverless",
          "local"
        ],
        "cloudflare_ready": true,
        "use_cases": [
          "build browser automation agents",
          "operate web tasks with LLMs",
          "test web workflows"
        ],
        "not_good_for": [],
        "alternatives": [
          {
            "project_id": "browserbase/stagehand",
            "reason": "Same browser agent intent with browser_automation, workflow overlap."
          },
          {
            "project_id": "huggingface/huggingface.js",
            "reason": "Same browser agent intent with browser_automation, workflow overlap."
          },
          {
            "project_id": "kunchenguid/chrome-devtools-axi",
            "reason": "Same browser agent intent with browser_automation, workflow overlap."
          }
        ],
        "summary_for_agent": "Use cloudflare/browser-run when the user needs a browser agent project with cloudflare, serverless, local deployment options. It is marked Cloudflare-ready.",
        "classification": {
          "category": {
            "confidence": "high",
            "evidence": [
              "Matched \"browser automation\" in repository content.",
              "Matched \"playwright\" in repository content."
            ]
          },
          "deployment": {
            "confidence": "high",
            "evidence": [
              "Matched \"cloudflare workers\" in repository content.",
              "Local usage is assumed for open source repositories unless contradicted."
            ]
          },
          "difficulty": {
            "confidence": "medium",
            "evidence": [
              "Cloudflare deployment path suggests a guided serverless setup."
            ]
          },
          "cloudflare_ready": {
            "confidence": "high",
            "evidence": [
              "Cloudflare signal: cloudflare workers.",
              "Runtime blocker: none detected."
            ]
          }
        },
        "schema_version": "v1",
        "generated_at": "2026-11-10T21:30:21.988Z"
      },
      "metrics": {
        "project_id": "cloudflare/browser-run",
        "stars_30d_delta": 5,
        "commits_30d": 14,
        "releases_180d": 9,
        "contributors_90d": 100,
        "issue_first_response_median_hours": null,
        "recent_push_days": 0,
        "git_score": 32,
        "maintenance_score": 57,
        "signal_confidence": {
          "stars_30d_delta": "snapshot",
          "stars30d_window_days": 28,
          "commits_30d": "complete",
          "releases_180d": "complete",
          "contributors_90d": "partial"
        },
        "calculated_at": "2026-11-10T21:30:21.988Z"
      }
    }
  ],
  "metadata": {
    "source": "d1",
    "reason": "d1_query",
    "project_count": 1226,
    "generated_at": "2026-11-11T00:56:09.597Z",
    "snapshot_id": "d1:1226:2026-11-11T00:30:28.057Z",
    "latest_synced_at": "2026-11-11T00:30:28.057Z",
    "schema_version": "git-top.knowledge.v1",
    "loaded_project_limit": 2000,
    "truncated": false
  }
}