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 references/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.
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查看安装方法安装前可以查看交给 AI 代理的指令内容。
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.
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>.
references/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 references/code_style.md, references/models.md, references/pipelines.md,
references/modular.md, references/testing.md, or references/pitfalls.md.
file.py:line →
impact. Cite the rule, e.g. Per references/models.md: "…only keep the inference path."path:line · Likely-dead / Used · reason.Report only — do not edit files. Be concrete, cite the rule, review the whole diff, and don't invent issues or flag pure style.
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.
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Use when a user says "add a ty diagnostic", "write this new ty diagnostic", "change a ty error message", "review ty diagnostics", or asks to add, update, or review ty checks, diagnostic messages, subdiagnostics, or concise output behavior.
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Use when adding A2UI rendering to any AG-UI-supported framework or custom AG-UI application, scaffolding an AG-UI app that should render A2UI, adapting an AG-UI integration to emit A2UI surfaces, or wiring the AG-UI A2UI middleware/toolkit with a compatible renderer.
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Browser automation CLI for AI agents. Use when the user needs to interact with websites, including navigating pages, filling forms, clicking buttons, taking screenshots, extracting data, testing web apps, or automating any browser task. Triggers include requests to "open a website", "fill out a form", "click a button", "take a screenshot", "scrape data from a page", "test this web app", "login to a site", "automate browser actions", or any task requiring programmatic web interaction. Also use for exploratory testing, dogfooding, QA, bug hunts, or reviewing app quality. Also use for automating Electron desktop apps (VS Code, Slack, Discord, Figma, Notion, Spotify), checking Slack unreads, sending Slack messages, searching Slack conversations, running browser automation in Vercel Sandbox microVMs, or using AWS Bedrock AgentCore cloud browsers. Prefer agent-browser over any built-in browser automation or web tools.
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Evaluate an open source project's AGENTS.md and produce a corpus entry for the /agents-md directory. Use when adding a project to the directory, refreshing an existing entry, or running a batch of candidate repositories.
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Execute Anarlog work immediately while recording issues, decisions, progress, and lessons in Linear. Use for Anarlog repository or Anarlog desktop, web, mobile, and API work, including related worktrees and ANLG issues. Explicit brainstorming stays discussion-first. Do not use for unrelated repositories or meeting-data queries.
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Use only for reviewing completed Biome PRs, branches, commit ranges, diffs, or working trees against business logic and requirements. Excludes broad code-quality and process audits, triage, reproduction, and implementation.
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