{
  "schema_version": "2.1",
  "slug": "aidc-ai-comfyui-copilot",
  "name": "AIDC-AI/ComfyUI-Copilot",
  "agent_url": "https://github.com/AIDC-AI/ComfyUI-Copilot",
  "repo_url": "https://github.com/AIDC-AI/ComfyUI-Copilot",
  "category": "Image & Design",
  "run_id": "run-aidc-ai-comfyui-copilot-repotrack-2026-07-16",
  "run_at": "2026-07-16T13:13:26Z",
  "source": "hlido-repo-track",
  "review_track": "repo-surface",
  "evidence_tier": "repo-surface",
  "methodology_note": "Repo-surface track: this product is distributed as a repository (library/CLI) with no web product surface, so the score derives ONLY from measurable public-repository signals — documentation, licensing, maintenance activity, releases, traction, agent-consumability. Each checklist item carries its evidence. Score ceiling 82/100: VITAL requires hands-on behavioral testing that repo signals cannot provide. Replaces a 2026-06/07 stub that carried a default score with no evidence.",
  "checklist": [
    {
      "id": "repo_reachable",
      "task": "Repository is publicly reachable",
      "required": true,
      "pass": true,
      "evidence": "GH API 200 for AIDC-AI/ComfyUI-Copilot"
    },
    {
      "id": "readme_present",
      "task": "README documents the product (≥500 chars)",
      "required": true,
      "pass": true,
      "evidence": "README length 11145"
    },
    {
      "id": "license_present",
      "task": "License declared",
      "required": true,
      "pass": true,
      "evidence": "MIT"
    },
    {
      "id": "install_documented",
      "task": "Install/usage instructions present",
      "required": true,
      "pass": true,
      "evidence": "install/usage section found in README"
    },
    {
      "id": "active_12mo",
      "task": "Maintained: pushed within 12 months and not archived",
      "required": true,
      "pass": true,
      "evidence": "last push 100d ago"
    },
    {
      "id": "releases_present",
      "task": "Tagged releases exist",
      "required": false,
      "pass": true,
      "evidence": "latest v2.0"
    },
    {
      "id": "community_traction",
      "task": "Community traction (≥50 stars)",
      "required": false,
      "pass": true,
      "evidence": "5375 stars"
    },
    {
      "id": "ci_or_tests",
      "task": "CI workflows present",
      "required": false,
      "pass": true,
      "evidence": "1 workflow file(s)"
    },
    {
      "id": "recent_commit_90d",
      "task": "Actively developed (push within 90 days)",
      "required": false,
      "pass": false,
      "evidence": "last push 100d ago"
    },
    {
      "id": "agent_consumable",
      "task": "Agent-consumable surface documented (MCP config or CLI install)",
      "required": false,
      "pass": true,
      "evidence": "CLI install line in README"
    }
  ],
  "repo_metrics": {
    "stars": 5375,
    "forks": 350,
    "open_issues": 49,
    "archived": false,
    "pushed_at": "2026-04-07T04:23:08Z",
    "license": "MIT",
    "language": "TypeScript"
  },
  "evidence_urls": [
    "https://github.com/AIDC-AI/ComfyUI-Copilot",
    "https://api.github.com/repos/AIDC-AI/ComfyUI-Copilot",
    "https://github.com/AIDC-AI/ComfyUI-Copilot/releases"
  ],
  "laddoo_score": 82,
  "score": 82,
  "tier": "STEADY",
  "confidence": "medium",
  "summary": "AIDC-AI/ComfyUI-Copilot — An AI-powered custom node for ComfyUI designed to enhance workflow automation and provide intelligent assistance. Repo-surface review: measured from the public repository (5375 stars, MIT, last push 2026-04-07); not hands-on tested.",
  "staleness_after": "2026-10-14",
  "editor": "Hlido Editor",
  "editorial_method": "repo-surface-track+editorial-narrative-v2",
  "hlido_opinion": {
    "headline": "A mature, MIT-licensed AI copilot for ComfyUI with real traction and a v2 release — but a ~100-day quiet stretch is the signal to watch.",
    "body": "By repository signals this is a credible, adoptable addition to a ComfyUI image pipeline: 5.4k stars, an MIT license, a reached v2.0 release, TypeScript with CI present, and a documented install. It targets a real and popular host (ComfyUI), which grounds its usefulness. The one caution the repo surface raises is momentum — the last push was roughly 100 days ago, just outside the 90-day active-development window, so confirm it still tracks the current ComfyUI before depending on it. Repo-surface read; the quality of the in-canvas assistance itself is not something we tested hands-on.",
    "voice": "Hlido Editor",
    "as_of": "2026-07-23",
    "editor_signature_pending": true
  },
  "tier_rationale": "STEADY (82, repo-surface ceiling). MIT licensing, a v2.0 release, CI, documented install and strong traction against a popular host clear STEADY. VITAL is withheld because repo signals cannot verify functional quality, and the ~100-day gap since the last push flags cooling momentum.",
  "what_it_does_well": [
    "MIT-licensed with strong traction (5.4k stars)",
    "Reached a v2.0 release — a maturity signal",
    "CI present and install documented",
    "Targets a real, widely-used host (ComfyUI), grounding its utility"
  ],
  "what_it_fails_at": [
    "~100 days since last push — momentum cooling, just outside the active-development window",
    "Agent-consumability is via a ComfyUI node, not a general agent interface",
    "Functional quality unverified from the repo surface"
  ],
  "best_for": [
    "ComfyUI users wanting in-canvas AI assistance",
    "Image/design workflows already standardized on ComfyUI"
  ],
  "not_recommended_for": [
    "Teams needing a guarantee of active maintenance",
    "Non-ComfyUI stacks",
    "Agent pipelines needing a standalone programmatic API"
  ],
  "red_flags": [],
  "compared_to": [],
  "agent_relevance": {
    "has_api": false,
    "has_cli": true,
    "has_mcp": false,
    "has_webhook": false,
    "has_sdk": false,
    "behavioral_testable": false,
    "agent_integration_path": "Runs as a ComfyUI custom node; consumable inside a ComfyUI-hosted workflow rather than as a standalone agent API. No hands-on behavioral test performed.",
    "agent_friendly_score": 4
  },
  "enriched_at": "2026-07-23",
  "enriched_by": "R-publish",
  "marking_signal": {
    "marking_statement": false,
    "detection_tool": false,
    "cop_signatory": null,
    "evidence_url": null,
    "checked_at": "2026-07-27",
    "source": "engine-browser-marking-retrofit"
  },
  "evidence_images": {
    "run_id": "run-92ff746a354c7f7a-github-com",
    "base": "https://images.hlido.eu/reviews/aidc-ai-comfyui-copilot/run-92ff746a354c7f7a-github-com",
    "files": [
      "home.png"
    ],
    "urls": [
      "https://images.hlido.eu/reviews/aidc-ai-comfyui-copilot/run-92ff746a354c7f7a-github-com/home.png"
    ],
    "verified_at": "2026-07-31T09:31:38.348Z",
    "verified_count": 1,
    "note": "Screenshots captured by the Hlido engine during the reviewed run, served from R2. Every URL here was HEAD-verified at the timestamp above. `run_id` is the ENGINE run id — it differs from `scorecard.run_id` and is the only one these keys resolve under."
  }
}