Skip to content

Since the last run

Overall +30 points

comfyanonymous/ComfyUI (opens in a new tab)

A heavyweight AI tool with strong community presence, but setup and navigation have real friction for newcomers.

Pythonโ˜… 117,0984,130 open issuesGNU General Public License v3.0
Overall score: 72 out of 100
Holding

Readiness lenses

The same repo, two ways: how ready it is for an AI coding agent, and for a human newcomer. Switch lenses to see each one's score and checks.

How ready the repo is for an AI coding agent to read, build, and operate it.

72 / 100

6 of 16 checks passed across 6 categories.

  • First Impression

    82

    Clear purpose and scope, but lacks a direct quickstart in the README itself.

    Reasoning available in the full report.
  • Getting Running

    55

    Installation paths exist but lack explicit, deterministic steps; dependencies are unpinned.

    Reasoning available in the full report.
  • Finding Your Way

    65

    Directory structure is sprawling; architecture and module boundaries are unclear from the snapshot.

    Reasoning available in the full report.
  • Path to Contribute

    58

    CONTRIBUTING.md exists but is lightweight; no dev setup guide, no beginner issues tagged, no PR template for core contributions.

    Reasoning available in the full report.
  • Signs of Life

    82

    Active maintenance, high stars, recent commits, and clear release cadence signal a healthy project.

    Reasoning available in the full report.
  • Open Door

    85

    GPL v3 license is clear; Discord and Matrix communities are welcoming; no code of conduct visible but community channels are active.

    Reasoning available in the full report.
  • Machine Orientation

    1 check passed2 problems found

    3 more checks in the full report.

  • Reproducible Setup

    0 checks passed3 problems found

    2 more checks in the full report.

  • Code Navigability

    1 check passed0 problems found

  • Verification Surface

    1 check passed2 problems found

    4 more checks in the full report.

  • Agent Safety

    1 check passed2 problems found

    4 more checks in the full report.

  • Context Economy

    2 checks passed1 problem found

    1 more check in the full report.

Where the grip slips

  1. 7 more issues found โ€” each with a concrete fix.

Unlock the full report

See all 8 issues with concrete fixes and the reasoning behind every score. One-off, tied to your account so it works on every device โ€” sign in with GitHub to buy. The score and badge stay free.

Show your score

Latch badge
[![Latch score](https://latch.fyi/api/badge/dd2c740a-f887-4ccf-9014-ee897f7bce01)](https://latch.fyi/comfyanonymous/comfyui)

Share this analysis

https://latch.fyi/comfyanonymous/comfyui

Fixed some issues? Re-analyze to measure your progress โ†’

Copy the whole report

Grab the entire verdict in one go โ€” a Markdown block for a README or an issue, plain text, or a prompt you can paste straight into an LLM.

Was this verdict fair?

One tap helps โ€” or tell us more.