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Local Review

  • 9 installs
  • 17.4k repo stars
  • Updated August 5, 2026
  • windmill-labs/windmill

Helps with ai & agent building tasks.

About

local-review is a Claude Code skill for ai & agent building. It helps solo builders move faster with AI-assisted development.

  • local-review
  • AI & Agent Building
  • AI-coding skill

Local Review by the numbers

  • 9 all-time installs (skills.sh)
  • Ranked #12,152 of 16,546 AI & Agent Building skills by installs in the Skillselion catalog
  • Data as of Aug 5, 2026 (Skillselion catalog sync)
npx skills add https://github.com/windmill-labs/windmill --skill local-review

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Listed on Skillselion
Installs9
repo stars17.4k
Last updatedAugust 5, 2026
Repositorywindmill-labs/windmill

What it does

Helps with ai & agent building tasks.

Files

SKILL.mdMarkdownGitHub ↗

Local Code Review Skill

Review a pull request for real bugs and CLAUDE.md compliance violations. This review targets HIGH SIGNAL issues only.

Review Philosophy

  • Only flag issues you are certain about. If you are not sure an issue is real, do not flag it. False positives erode trust and waste reviewer time.
  • Think like a senior engineer doing a final review — flag things that would cause incidents, not things that are merely imperfect.

What to Flag

  • Code that won't compile or parse (syntax errors, type errors, missing imports)
  • Code that will definitely produce wrong results regardless of inputs
  • Clear, unambiguous CLAUDE.md violations (quote the exact rule being violated)
  • Security issues in introduced code (injection, auth bypass, data exposure)
  • Incorrect logic that will fail in production

What NOT to Flag

  • Code style or quality concerns
  • Potential issues that depend on specific inputs or runtime state
  • Subjective suggestions or improvements
  • Pre-existing issues not introduced by this PR
  • Pedantic nitpicks a senior engineer wouldn't flag
  • Issues a linter or type checker will catch
  • General quality concerns unless explicitly prohibited in CLAUDE.md
  • Issues silenced via lint ignore comments

Execution Steps

1. Determine the PR scope:

  • If an argument is provided, use it as the PR number or branch
  • Otherwise, detect from the current branch vs main
  • Run gh pr view if a PR exists, or use git diff main...HEAD

2. Find relevant CLAUDE.md files:

  • Read the root CLAUDE.md
  • Check for CLAUDE.md files in directories containing changed files

3. Get the diff and metadata:

  • gh pr diff or git diff main...HEAD for the full diff
  • gh pr view or git log main..HEAD --oneline for context

4. Read changed files where the diff alone is insufficient to understand context

5. Review for:

  • CLAUDE.md compliance — check each rule against the changed code
  • Bugs and logic errors — will this code work correctly?
  • Security issues — injection, auth, data exposure in new code

6. Self-validate each finding: Before reporting, ask yourself:

  • "Is this definitely a real issue, not a false positive?"
  • "Would a senior engineer flag this in review?"
  • If the answer to either is no, discard the finding

7. Output findings to the terminal (default) or post as PR comments (with --comment flag)

Output Format

## Code review

Found N issues:

1. <description> (<reason: CLAUDE.md adherence | bug | security>)
   <file_path:line_number>

2. <description> (<reason>)
   <file_path:line_number>

If no issues are found:

## Code review

No issues found. Checked for bugs and CLAUDE.md compliance.

Posting Comments (--comment flag)

If the user passes --comment, post findings as inline PR comments using:

gh pr review --comment --body "<summary>"

Or for inline comments on specific lines:

gh api repos/{owner}/{repo}/pulls/{pr}/reviews -f body="<summary>" -f event="COMMENT" -f comments="[...]"

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