Design rigorous A/B tests with hypotheses, variants, metrics, and sample size calculations.
日本語の概要は準備中です。原文の説明を表示しています。
Use when the user asks to review pull requests, analyze code changes, check for security issues in PRs, or assess code quality of diffs.
インストールする前に、エージェントに与えられる指示の中身を確認できます。
Tier: POWERFUL Category: Engineering Domain: Code Review / Quality Assurance
Structured, systematic code review for GitHub PRs and GitLab MRs. Goes beyond style nits — this skill performs blast radius analysis, security scanning, breaking change detection, and test coverage delta calculation. Produces a reviewer-ready report with a 30+ item checklist and prioritized findings.
# View diff in terminal
gh pr diff <PR_NUMBER>
# Get PR metadata (title, body, labels, linked issues)
gh pr view <PR_NUMBER> --json title,body,labels,assignees,milestone
# List files changed
gh pr diff <PR_NUMBER> --name-only
# Check CI status
gh pr checks <PR_NUMBER>
# Download diff to file for analysis
gh pr diff <PR_NUMBER> > /tmp/pr-<PR_NUMBER>.diff
# View MR diff
glab mr diff <MR_IID>
# MR details as JSON
glab mr view <MR_IID> --output json
# List changed files
glab mr diff <MR_IID> --name-only
# Download diff
glab mr diff <MR_IID> > /tmp/mr-<MR_IID>.diff
PR=123
gh pr view $PR --json title,body,labels,milestone,assignees | jq .
gh pr diff $PR --name-only
gh pr diff $PR > /tmp/pr-$PR.diff
For each changed file, identify:
# Find all files importing a changed module
grep -r "from ['\"].*changed-module['\"]" src/ --include="*.ts" -l
grep -r "require(['\"].*changed-module" src/ --include="*.js" -l
# Python
grep -r "from changed_module import\|import changed_module" . --include="*.py" -l
# Check if changed files span multiple services (monorepo)
gh pr diff $PR --name-only | cut -d/ -f1-2 | sort -u
gh pr diff $PR --name-only | grep -E "types/|interfaces/|schemas/|models/"
Blast radius severity:
DIFF=/tmp/pr-$PR.diff
# SQL Injection — raw query string interpolation
grep -n "query\|execute\|raw(" $DIFF | grep -E '\$\{|f"|%s|format\('
# Hardcoded secrets
grep -nE "(password|secret|api_key|token|private_key)\s*=\s*['\"][^'\"]{8,}" $DIFF
# AWS key pattern
grep -nE "AKIA[0-9A-Z]{16}" $DIFF
# JWT secret in code
grep -nE "jwt\.sign\(.*['\"][^'\"]{20,}['\"]" $DIFF
# XSS vectors
grep -n "dangerouslySetInnerHTML\|innerHTML\s*=" $DIFF
# Auth bypass patterns
grep -n "bypass\|skip.*auth\|noauth\|TODO.*auth" $DIFF
# Insecure hash algorithms
grep -nE "md5\(|sha1\(|createHash\(['\"]md5|createHash\(['\"]sha1" $DIFF
# eval / exec
grep -nE "\beval\(|\bexec\(|\bsubprocess\.call\(" $DIFF
# Prototype pollution
grep -n "__proto__\|constructor\[" $DIFF
# Path traversal risk
grep -nE "path\.join\(.*req\.|readFile\(.*req\." $DIFF
# Count source vs test files changed
CHANGED_SRC=$(gh pr diff $PR --name-only | grep -vE "\.test\.|\.spec\.|__tests__")
CHANGED_TESTS=$(gh pr diff $PR --name-only | grep -E "\.test\.|\.spec\.|__tests__")
echo "Source files changed: $(echo "$CHANGED_SRC" | wc -w)"
echo "Test files changed: $(echo "$CHANGED_TESTS" | wc -w)"
# Lines of new logic vs new test lines
LOGIC_LINES=$(grep "^+" /tmp/pr-$PR.diff | grep -v "^+++" | wc -l)
echo "New lines added: $LOGIC_LINES"
# Run coverage locally
npm test -- --coverage --changedSince=main 2>/dev/null | tail -20
pytest --cov --cov-report=term-missing 2>/dev/null | tail -20
Coverage delta rules:
# OpenAPI/Swagger spec changes
grep -n "openapi\|swagger" /tmp/pr-$PR.diff | head -20
# REST route removals or renames
grep "^-" /tmp/pr-$PR.diff | grep -E "router\.(get|post|put|delete|patch)\("
# GraphQL schema removals
grep "^-" /tmp/pr-$PR.diff | grep -E "^-\s*(type |field |Query |Mutation )"
# TypeScript interface removals
grep "^-" /tmp/pr-$PR.diff | grep -E "^-\s*(export\s+)?(interface|type) "
# Migration files added
gh pr diff $PR --name-only | grep -E "migrations?/|alembic/|knex/"
# Destructive operations
grep -E "DROP TABLE|DROP COLUMN|ALTER.*NOT NULL|TRUNCATE" /tmp/pr-$PR.diff
# Index removals (perf regression risk)
grep "DROP INDEX\|remove_index" /tmp/pr-$PR.diff
# New env vars referenced in code (might be missing in prod)
grep "^+" /tmp/pr-$PR.diff | grep -oE "process\.env\.[A-Z_]+" | sort -u
# Removed env vars (could break running instances)
grep "^-" /tmp/pr-$PR.diff | grep -oE "process\.env\.[A-Z_]+" | sort -u
# N+1 query patterns (DB calls inside loops)
grep -n "\.find\|\.findOne\|\.query\|db\." /tmp/pr-$PR.diff | grep "^+" | head -20
# Then check surrounding context for forEach/map/for loops
# Heavy new dependencies
grep "^+" /tmp/pr-$PR.diff | grep -E '"[a-z@].*":\s*"[0-9^~]' | head -20
# Unbounded loops
grep -n "while (true\|while(true" /tmp/pr-$PR.diff | grep "^+"
# Missing await (accidentally sequential promises)
grep -n "await.*await" /tmp/pr-$PR.diff | grep "^+" | head -10
# Large in-memory allocations
grep -n "new Array([0-9]\{4,\}\|Buffer\.alloc" /tmp/pr-$PR.diff | grep "^+"
# Extract ticket references from PR body
gh pr view $PR --json body | jq -r '.body' | \
grep -oE "(PROJ-[0-9]+|[A-Z]+-[0-9]+|https://linear\.app/[^)\"]+)" | sort -u
# Verify Jira ticket exists (requires JIRA_API_TOKEN to be SET in the environment).
# Credentials are fed to curl via a config read from stdin (-K -) so the token
# never appears in argv — `ps aux` / /proc/*/cmdline can't see it, and nothing
# secret lands in shell history. Never paste the raw token on the command line.
TICKET="PROJ-123"
: "${JIRA_API_TOKEN:?JIRA_API_TOKEN must be set}"
curl -s -K - "https://your-org.atlassian.net/rest/api/3/issue/$TICKET" <<EOF | \
jq '{key, summary: .fields.summary, status: .fields.status.name}'
user = "user@company.com:$JIRA_API_TOKEN"
EOF
# Linear ticket — same pattern: the Authorization header goes through the
# stdin config, not a -H flag, to keep the key out of the process list.
LINEAR_ID="abc-123"
: "${LINEAR_API_KEY:?LINEAR_API_KEY must be set}"
curl -s -K - -H "Content-Type: application/json" \
--data "{\"query\": \"{ issue(id: \\\"$LINEAR_ID\\\") { title state { name } } }\"}" \
https://api.linear.app/graphql <<EOF | jq .
header = "Authorization: $LINEAR_API_KEY"
EOF
Security note: for repeated Jira use, prefer a
~/.netrcentry (machine your-org.atlassian.net login user@company.com password <token>,chmod 600 ~/.netrc) and callcurl -s --netrc …— no secret material in the command at all.
## Code Review Checklist
### Scope & Context
- [ ] PR title accurately describes the change
- [ ] PR description explains WHY, not just WHAT
- [ ] Linked Jira/Linear ticket exists and matches scope
- [ ] No unrelated changes (scope creep)
- [ ] Breaking changes documented in PR body
### Blast Radius
- [ ] Identified all files importing changed modules
- [ ] Cross-service dependencies checked
- [ ] Shared types/interfaces/schemas reviewed for breakage
- [ ] New env vars documented in .env.example
- [ ] DB migrations are reversible (have down() / rollback)
### Security
- [ ] No hardcoded secrets or API keys
- [ ] SQL queries use parameterized inputs (no string interpolation)
- [ ] User inputs validated/sanitized before use
- [ ] Auth/authorization checks on all new endpoints
- [ ] No XSS vectors (innerHTML, dangerouslySetInnerHTML)
- [ ] New dependencies checked for known CVEs
- [ ] No sensitive data in logs (PII, tokens, passwords)
- [ ] File uploads validated (type, size, content-type)
- [ ] CORS configured correctly for new endpoints
### Testing
- [ ] New public functions have unit tests
- [ ] Edge cases covered (empty, null, max values)
- [ ] Error paths tested (not just happy path)
- [ ] Integration tests for API endpoint changes
- [ ] No tests deleted without clear reason
- [ ] Test names clearly describe what they verify
### Breaking Changes
- [ ] No API endpoints removed without deprecation notice
- [ ] No required fields added to existing API responses
- [ ] No DB columns removed without two-phase migration plan
- [ ] No env vars removed that may be set in production
- [ ] Backward-compatible for external API consumers
### Performance
- [ ] No N+1 query patterns introduced
- [ ] DB indexes added for new query patterns
- [ ] No unbounded loops on potentially large datasets
- [ ] No heavy new dependencies without justification
- [ ] Async operations correctly awaited
- [ ] Caching considered for expensive repeated operations
### Code Quality
- [ ] No dead code or unused imports
- [ ] Error handling present (no bare empty catch blocks)
- [ ] Consistent with existing patterns and conventions
- [ ] Complex logic has explanatory comments
- [ ] No unresolved TODOs (or tracked in ticket)
Structure your review comment as:
## PR Review: [PR Title] (#NUMBER)
Blast Radius: HIGH — changes lib/auth used by 5 services
Security: 1 finding (medium severity)
Tests: Coverage delta +2%
Breaking Changes: None detected
--- MUST FIX (Blocking) ---
1. SQL Injection risk in src/db/users.ts:42
Raw string interpolation in WHERE clause.
Fix: db.query("SELECT * WHERE id = $1", [userId])
--- SHOULD FIX (Non-blocking) ---
2. Missing auth check on POST /api/admin/reset
No role verification before destructive operation.
--- SUGGESTIONS ---
3. N+1 pattern in src/services/reports.ts:88
findUser() called inside results.map() — batch with findManyUsers(ids)
--- LOOKS GOOD ---
- Test coverage for new auth flow is thorough
- DB migration has proper down() rollback method
- Error handling consistent with rest of codebase
まだレビューはありません。使ってみた感想をお寄せください。
概要と使いどころ
Design rigorous A/B tests with hypotheses, variants, metrics, and sample size calculations.
日本語の概要は準備中です。原文の説明を表示しています。
When the user wants to plan, design, or implement an A/B test or experiment, or build a growth experimentation program. Also use when the user mentions "A/B test," "split test," "experiment," "test this change," "variant copy," "multivariate test," "hypothesis," "should I test this," "which version is better," "test two versions," "statistical significance," "how long should I run this test," "growth experiments," "experiment velocity," "experiment backlog," "ICE score," "experimentation program," or "experiment playbook." Use this whenever someone is comparing two approaches and wants to measure which performs better, or when they want to build a systematic experimentation practice. For tracking implementation, see analytics. For page-level conversion optimization, see cro.
日本語の概要は準備中です。原文の説明を表示しています。
Format CVs for academic positions with publications, grants, and teaching
日本語の概要は準備中です。原文の説明を表示しています。
Conduct a comprehensive accessibility audit against WCAG guidelines with severity ratings and remediation steps.
日本語の概要は準備中です。原文の説明を表示しています。
Create accessibility testing plans covering assistive technologies and WCAG criteria.
日本語の概要は準備中です。原文の説明を表示しています。
When the user wants to generate, iterate, or scale ad creative — headlines, descriptions, primary text, or full ad variations — for any paid advertising platform. Also use when the user mentions 'ad copy variations,' 'ad creative,' 'generate headlines,' 'RSA headlines,' 'bulk ad copy,' 'ad iterations,' 'creative testing,' 'ad performance optimization,' 'write me some ads,' 'Facebook ad copy,' 'Google ad headlines,' 'LinkedIn ad text,' or 'I need more ad variations.' Use this whenever someone needs to produce ad copy at scale or iterate on existing ads. For campaign strategy and targeting, see ads. For landing page copy, see copywriting.
日本語の概要は準備中です。原文の説明を表示しています。