{
  "projects": [
    {
      "repo": "upnorthmedia/ScreenshotMCP",
      "stars": 61,
      "agent": false,
      "local": true,
      "cloud": true,
      "cloudflare": false,
      "docker": false,
      "maintenance_score": 6,
      "quality_score": 4,
      "agent_score": 51,
      "best_for": [
        "connect agents to tools",
        "expose APIs through MCP"
      ]
    },
    {
      "repo": "affaan-m/ECC",
      "stars": 260215,
      "agent": true,
      "local": true,
      "cloud": true,
      "cloudflare": false,
      "docker": false,
      "maintenance_score": 65,
      "quality_score": 78,
      "agent_score": 85,
      "best_for": [
        "connect agents to tools",
        "expose APIs through MCP"
      ]
    },
    {
      "repo": "Pinvou/pinvou-agent",
      "stars": 1959,
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      "local": true,
      "cloud": true,
      "cloudflare": false,
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      "quality_score": 60,
      "agent_score": 68,
      "best_for": [
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        "expose APIs through MCP"
      ]
    },
    {
      "repo": "cobusgreyling/loop-engineering",
      "stars": 11237,
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      "cloud": true,
      "cloudflare": false,
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      "quality_score": 43,
      "agent_score": 74,
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    }
  ],
  "winner": "affaan-m/ECC",
  "reasoning": "affaan-m/ECC has the strongest combined agent score and maintenance profile in this comparison.",
  "summary": "affaan-m/ECC leads 4 compared projects. Review the decision matrix before treating it as the default recommendation.",
  "stats": {
    "candidate_count": 4,
    "cloudflare_ready_count": 0,
    "docker_ready_count": 0,
    "local_ready_count": 4,
    "highest_agent_score": 85,
    "highest_quality_score": 78
  },
  "decision_matrix": [
    {
      "repo": "upnorthmedia/ScreenshotMCP",
      "strengths": [
        "Useful baseline candidate for comparison."
      ],
      "tradeoffs": [
        "Maintenance score is 6/100."
      ],
      "next_step": "Use as an alternative or fallback candidate."
    },
    {
      "repo": "affaan-m/ECC",
      "strengths": [
        "Leads this comparison context.",
        "Strong agent score at 85/100.",
        "Strong quality score at 78/100."
      ],
      "tradeoffs": [],
      "next_step": "Inspect score and graph before adopting."
    },
    {
      "repo": "Pinvou/pinvou-agent",
      "strengths": [
        "Useful baseline candidate for comparison."
      ],
      "tradeoffs": [],
      "next_step": "Use as an alternative or fallback candidate."
    },
    {
      "repo": "cobusgreyling/loop-engineering",
      "strengths": [
        "Useful baseline candidate for comparison."
      ],
      "tradeoffs": [
        "Maintenance score is 42/100."
      ],
      "next_step": "Use as an alternative or fallback candidate."
    }
  ],
  "next_actions": [
    {
      "label": "Open winning project",
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      "kind": "project"
    },
    {
      "label": "Inspect graph",
      "href": "/graph/affaan-m/ECC",
      "kind": "graph"
    },
    {
      "label": "Find alternatives",
      "href": "/alternatives/affaan-m/ECC",
      "kind": "alternatives"
    },
    {
      "label": "Explain score",
      "href": "/score/affaan-m/ECC",
      "kind": "score"
    },
    {
      "label": "Get recommendations",
      "href": "/api/recommend?limit=5",
      "kind": "recommend"
    }
  ],
  "context": {},
  "project_ids": [
    "upnorthmedia/ScreenshotMCP",
    "affaan-m/ECC",
    "Pinvou/pinvou-agent",
    "cobusgreyling/loop-engineering"
  ],
  "requested_repos": [
    "upnorthmedia/ScreenshotMCP",
    "affaan-m/ECC",
    "Pinvou/pinvou-agent",
    "cobusgreyling/loop-engineering"
  ],
  "resolved_repos": [
    {
      "requested_id": "upnorthmedia/ScreenshotMCP",
      "resolved_id": "upnorthmedia/ScreenshotMCP",
      "resolution": "direct"
    },
    {
      "requested_id": "affaan-m/ECC",
      "resolved_id": "affaan-m/ECC",
      "resolution": "direct"
    },
    {
      "requested_id": "Pinvou/pinvou-agent",
      "resolved_id": "Pinvou/pinvou-agent",
      "resolution": "direct"
    },
    {
      "requested_id": "cobusgreyling/loop-engineering",
      "resolved_id": "cobusgreyling/loop-engineering",
      "resolution": "direct"
    }
  ],
  "order": "input",
  "metadata": {
    "source": "d1",
    "reason": "d1_query",
    "project_count": 1213,
    "generated_at": "2026-09-18T02:45:36.436Z",
    "snapshot_id": "d1:1213:2026-09-18T02:30:54.714Z",
    "latest_synced_at": "2026-09-18T02:30:54.714Z",
    "schema_version": "git-top.knowledge.v1",
    "loaded_project_limit": 2000,
    "truncated": false
  }
}