code-review

Automated code review for pull requests using multiple specialized agents

1.50x

Quality

55%

Does it follow best practices?

Impact

99%

1.50x

Average score across 3 eval scenarios

Securityby

Advisory

Suggest reviewing before use

Optimize this skill with Tessl

npx tessl skill review --optimize ./.claude/skills/code-review/SKILL.md

Evaluation results

100%

Code Review: Order Fulfillment Service PR

High-signal issue filtering

Criteria

Without context

With context

Flags delivery window bug

100%

Flags unimplemented function

100%

No style flag

100%

No speculative flag

100%

Suggestion block for simple fix

100%

No suggestion block for throw

100%

No duplicate comments

100%

No uncertain language

100%

Exactly two issues

100%

File attribution

100%

22%

Prepare GitHub Inline Review Comments

Comment format and CLAUDE.md scoping

Criteria

Without context

With context

Full SHA in links

100%

Correct link format

100%

Correct repo name in links

100%

Context lines in range

100%

CLAUDE.md link in violation comment

100%

Suggestion block for small fix

100%

No suggestion block for complex fix

100%

One comment per issue

100%

Path-scoped CLAUDE.md citation

100%

Rule text referenced

100%

97%

77%

Design an Automated PR Code Review Pipeline

Multi-agent orchestration workflow

Criteria

Without context

With context

Lightweight eligibility check

37%

100%

Early exit conditions

100%

Claude PRs not excluded

100%

Lightweight CLAUDE.md discovery

100%

Mid-tier PR summary agent

100%

Four parallel review agents

100%

Sonnet for CLAUDE.md compliance

100%

Opus for bug detection

100%

Validation step for bugs

50%

100%

Opus validates bugs, sonnet validates CLAUDE.md

37%

62%

PR context passed to subagents

25%

100%

CLAUDE.md path scoping

87%

100%

Repository: pipecat-ai/pipecat
Commit: ea296ba

Evaluated: 2 months ago
Agent: Claude Code
Model: Claude Sonnet 4.6

Table of Contents

Code Review: Order Fulfillment Service PR Prepare GitHub Inline Review Comments Design an Automated PR Code Review Pipeline

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