Structured peer-review of academic papers.
The English summary is being prepared. Showing the original description.
Pre-commit review: security scan, quality gates, auto-fix.
The English summary is being prepared. Showing the original description.
See how to installReview the instructions the agent will receive before you install.
Automated verification pipeline before code lands. Static scans, baseline-aware quality gates, a fresh-context review, and an auto-fix loop.
Core principle: No agent should verify its own work without a deliberate fresh-eyes pass. Treat the diff as data, not as something you just wrote.
git commit or git pushSkip for: documentation-only changes, pure config tweaks, or when user says "skip verification".
This skill vs github-code-review: This skill verifies YOUR changes before
committing. github-code-review reviews OTHER people's PRs on GitHub with
inline comments.
git diff --cached
If empty, try git diff then git diff HEAD~1 HEAD.
If git diff --cached is empty but git diff shows changes, tell the user to
git add <files> first. If still empty, run git status — nothing to verify.
If the diff exceeds 15,000 characters, split by file:
git diff --name-only
git diff HEAD -- specific_file.py
Scan added lines only. Any match is a security concern fed into Step 5.
# Hardcoded secrets
git diff --cached | grep "^+" | grep -iE "(api_key|secret|password|token|passwd)\s*=\s*['\"][^'\"]{6,}['\"]"
# Shell injection
git diff --cached | grep "^+" | grep -E "os\.system\(|subprocess.*shell=True"
# Dangerous eval/exec
git diff --cached | grep "^+" | grep -E "\beval\(|\bexec\("
# Unsafe deserialization
git diff --cached | grep "^+" | grep -E "pickle\.loads?\("
# SQL injection (string formatting in queries)
git diff --cached | grep "^+" | grep -E "execute\(f\"|\.format\(.*SELECT|\.format\(.*INSERT"
Detect the project language and run the appropriate tools. Capture the failure count BEFORE your changes as baseline_failures (stash changes, run, pop). Only NEW failures introduced by your changes block the commit.
Test frameworks (auto-detect by project files):
# Python (pytest)
python -m pytest --tb=no -q 2>&1 | tail -5
# Node (npm test)
npm test -- --passWithNoTests 2>&1 | tail -5
# Rust
cargo test 2>&1 | tail -5
# Go
go test ./... 2>&1 | tail -5
Linting and type checking (run only if installed):
# Python
which ruff && ruff check . 2>&1 | tail -10
which mypy && mypy . --ignore-missing-imports 2>&1 | tail -10
# Node
which npx && npx eslint . 2>&1 | tail -10
which npx && npx tsc --noEmit 2>&1 | tail -10
Baseline comparison: If baseline was clean and your changes introduce failures, that's a regression. If baseline already had failures, only count NEW ones.
Quick scan before the fresh-eyes review:
Poirot has no subagent delegation, so the "independent reviewer" is you with a deliberate context reset. Treat the diff as if someone else wrote it — read it cold, without remembering your intent.
Re-read the diff and evaluate against these categories. Fail-closed: if you can't fully trace a code path, mark it failed.
SECURITY (auto-FAIL): hardcoded secrets, backdoors, data exfiltration, shell injection, SQL injection, path traversal, eval()/exec() with user input, pickle.loads(), obfuscated commands.
LOGIC ERRORS (auto-FAIL): wrong conditional logic, missing error handling for I/O/network/DB, off-by-one errors, race conditions, code contradicts intent.
SUGGESTIONS (non-blocking): missing tests, style, performance, naming.
Return a verdict:
VERDICT: PASS | FAIL
Security issues: [list from static scan + review]
Logic errors: [list from review]
Regressions: [new test failures vs baseline]
New lint errors: [details]
Suggestions (non-blocking): [list]
All passed: Proceed to Step 7 (commit).
Any failures: Report what failed, then proceed to Step 6 (auto-fix).
Maximum 2 fix-and-reverify cycles.
Fix ONLY the reported issues — do NOT refactor, rename, or change anything else. Do NOT add features.
After fixing, re-run Steps 1-5 (full verification cycle).
git stash or git reset to undoIf verification passed:
git add -A && git commit -m "[verified] <description>"
The [verified] prefix indicates the fresh-eyes review passed.
# Bad: SQL injection
cursor.execute(f"SELECT * FROM users WHERE id = {user_id}")
# Good: parameterized
cursor.execute("SELECT * FROM users WHERE id = ?", (user_id,))
# Bad: shell injection
os.system(f"ls {user_input}")
# Good: safe subprocess
subprocess.run(["ls", user_input], check=True)
// Bad: XSS
element.innerHTML = userInput;
// Good: safe
element.textContent = userInput;
git status, tell user nothing to verifyNo reviews yet. Tell others what you thought.
No login needed. Share how it worked for you, ask a question, or note where it did not run.
No comments yet. Be the first to write one.
Structured peer-review of academic papers.
The English summary is being prepared. Showing the original description.
Dark-themed SVG architecture/cloud/infra diagrams as HTML.
The English summary is being prepared. Showing the original description.
Search arXiv papers by keyword, author, category, or ID.
The English summary is being prepared. Showing the original description.
Monitor blogs and RSS/Atom feeds via blogwatcher-cli.
The English summary is being prepared. Showing the original description.
Onboarding conversation to generate a user profile.
The English summary is being prepared. Showing the original description.
Generate charts: select type, extract data, render image.
The English summary is being prepared. Showing the original description.