mcpbeat

Self Review

huggingface/self-review

> Use before opening a PR, or whenever asked to self-review a diffusers contribution. Applies the same rubric as the `@claude` CI (checks the diff against .ai/review-rules.md, traces call paths for dead code). Reports findings grouped by severity, flagging what to fix before submitting (blocking issues + dead code) vs what to leave for the actual review. Report-only — does not edit files.

697 tokens
context cost
the whole folder, loaded on every use
1
files
instructions only
0
copies elsewhere
how many repositories repackaged it
34228
stars on the repo
on the repository, not the skill itself

Install

one command, takes just this skill from the repository
npx skills add https://github.com/huggingface/diffusers --skill self-review

The instruction itself

5 sections, as written by the author

Self-review

Runs the same rubric as the @claude CI reviewer, so you catch issues before a

maintainer does — but over your whole PR diff. (The CI scopes itself to

src/diffusers/, tests/, and .ai/; for your own PR, also review your docs

and scripts.) You're already on the branch with the conventions loaded, so: get

the

diff → review it against the rubric → report → iterate with the contributor

until it's ready, then remind them to share the final notes on the PR.

1. Get the diff

git diff main...HEAD          # use your target branch if not main

If the branch trails main and the diff looks polluted with unrelated merged

files, scope to your own commits: git log main..HEAD --oneline, then

git show <commit>.

2. Read the rubric

.ai/review-rules.md is the canonical rubric (the CI pins it from main) — read

it and review against it; don't rely on a remembered copy. For the areas you

touched, also read .ai/models.md, .ai/pipelines.md, or .ai/modular.md.

3. Report

  • Blocking issues — numbered. Each: title → explanation → file.py:line

impact. Cite the rule, e.g. *Per .ai/models.md: "…only keep the inference path."*

  • Non-blocking issues — same format, lower severity.
  • Dead code (advisory) — a table: path:line · Likely-dead / Used · reason.
  • Summary — short synthesis and a verdict (READY / NEEDS CHANGES),

spelling out:

  • Fix before submitting — all blocking issues, and remove the flagged dead code.
  • Leave for the actual review — non-blocking issues that aren't obviously

correct; raise these with the reviewer rather than guessing at them now.

Report only — do not edit files. Be concrete, cite the rule, review the whole

diff, and don't invent issues or flag pure style.

4. Iterate until ready, then share

Expect several rounds: the contributor addresses findings, you review again.

Keep working with them to fix as much as possible until the verdict is

READY — the Leave for the actual review items are the only ones that

should reach the reviewer unresolved. End the final round's report by

reminding the contributor to share it on the PR (description or a comment) —

it saves the reviewer a few rounds of back-and-forth. Never commit the notes as

part of the diff.

How to use it

Copy the folder

Take huggingface/self-review from the repository into ~/.claude/skills for personal use, or into .claude/skills inside a project.

Check the name does not clash

The agent identifies a skill by the name field in its header. Two skills with the same name cannot sit side by side — one of them will be ignored.