Code quality

Code Quality & Verification

Three complementary tools for ensuring code quality at different stages of development:

Mode	When	Tool	What it does
Codebase Metrics	Explore/adopt a repo	pygount	Analyze LOC, language breakdown, code-vs-comment ratios
Simplify Code	After implementing changes	3 parallel subagents	Clean up recent changes for reuse, quality, efficiency
Pre-Commit Verification	Before git commit	Automated pipeline	Security scan, quality gates, independent reviewer, auto-fix

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Section 1: Codebase Metrics (pygount)

Analyze repositories for lines of code, language breakdown, file counts, and code-vs-comment ratios.

When to Use

• User asks for LOC (lines of code) count
• User wants a language breakdown of a repo
• User asks about codebase size or composition
• General "how big is this repo" questions

Prerequisites

pip install --break-system-packages pygount 2>/dev/null || pip install pygount

Basic Summary

cd /path/to/repo
pygount --format=summary \
  --folders-to-skip=".git,node_modules,venv,.venv,__pycache__,.cache,dist,build,.next,.tox,.eggs,*.egg-info" \
  .

IMPORTANT: Always use --folders-to-skip to exclude dependency/build directories, otherwise pygount will crawl them and hang.

Common Folder Exclusions

# Python projects
--folders-to-skip=".git,venv,.venv,__pycache__,.cache,dist,build,.tox,.eggs,.mypy_cache"

# JavaScript/TypeScript projects
--folders-to-skip=".git,node_modules,dist,build,.next,.cache,.turbo,coverage"

Filter by Language

# Only count Python files
pygount --suffix=py --format=summary .

# Only count Python and YAML
pygount --suffix=py,yaml,yml --format=summary .

Output Formats

pygount --format=summary .        # Summary table
pygount --format=json .           # JSON for programmatic use

Interpreting Results

The summary table columns: Language, Files, Code (executable lines), Comment (documentation lines), % (percentage of total).

Special pseudo-languages: __empty__ (empty files), __binary__ (binary), __generated__ (auto-generated), __duplicate__ (identical content), __unknown__ (unrecognized types).

Pitfalls

1. Always exclude .git, node_modules, venv — without --folders-to-skip, pygount crawls everything and may hang
2. Markdown shows 0 code lines — pygount classifies all Markdown as comments, not code (expected)
3. JSON files show low code counts — use wc -l for accurate JSON line counts
4. Large monorepos — use --suffix to target specific languages rather than scanning everything

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Section 2: Simplify Code — Parallel Review & Cleanup

Review recent code changes with three focused reviewers running in parallel, aggregate findings, and apply fixes.

Core principle: Three narrow reviewers beat one broad reviewer. Each deeply searches the codebase for a single class of problem.

When to Use

• "simplify" / "simplify my changes" / "review my code"
• "/simplify" (Claude Code habit)

Optional modifiers: Focus (reuse/quality/efficiency), Dry run (report only), Scope (last commit / staged / specific file)

Phase 1 — Identify Changes

# Default: uncommitted working-tree changes
git diff

# If empty, include staged
git diff HEAD

# Scoped variants:
git diff --staged              # staged changes
git diff HEAD~1                # last commit
git diff main...HEAD           # this branch/PR
git diff -- src/foo.py         # specific file

Phase 2 — Launch Three Reviewers

Use delegate_task batch mode — pass all three tasks in one tasks array:

Reviewer 1 — Code Reuse: Search for code that duplicates existing functionality. Check utility modules, shared helpers, adjacent files for existing functions to reuse.

Reviewer 2 — Code Quality: Look for redundant state, parameter sprawl, copy-paste-with-variation, leaky abstractions, stringly-typed code.

Reviewer 3 — Efficiency: Look for unnecessary work, missed concurrency, hot-path bloat, TOCTOU anti-patterns, memory issues, overly broad reads.

Each gets the complete diff plus repo path and toolsets [terminal, file, search].

Phase 3 — Aggregate and Apply

1. Merge findings, dedup overlaps
2. Discard false positives
3. Resolve conflicts: correctness > user's focus > readability > micro-perf
4. Apply fixes with patch/write_file (or dry run)
5. Verify: run targeted tests + linter
6. Summarize what changed and what was skipped

Pitfalls

• Don't fan out wider than ~3 reviewers
• Give the WHOLE diff to each reviewer
• Require file:line evidence from reviewers
• Keep edits scoped to what the diff touched
• Check AGENTS.md / CLAUDE.md for project conventions

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Section 3: Pre-Commit Verification

Automated verification pipeline before code lands. Static scans, baseline-aware quality gates, an independent reviewer subagent, and an auto-fix loop.

Core principle: No agent should verify its own work. Fresh context finds what you miss.

When to Use

• After implementing a feature or bug fix, before git commit or git push
• When user says "commit", "push", "ship", "done", "verify", or "review before merge"
• After completing a task with 2+ file edits in a git repo

Skip for: documentation-only changes, pure config tweaks, or explicit "skip verification".

Step 1 — Get the Diff

git diff --cached

If empty, try git diff then git diff HEAD~1 HEAD. If diff exceeds 15K chars, split by file.

Step 2 — Static Security Scan

Scan added lines for hardcoded secrets, shell injection, dangerous eval/exec, unsafe deserialization, SQL injection:

git diff --cached | grep "^+" | grep -iE "(api_key|secret|password|token|passwd)\s*=\s*['\"][^'\"]{6,}['\"]"
git diff --cached | grep "^+" | grep -E "os\.system\(|subprocess.*shell=True"
git diff --cached | grep "^+" | grep -E "\beval\(|\bexec\("
git diff --cached | grep "^+" | grep -E "pickle\.loads?\("
git diff --cached | grep "^+" | grep -E "execute\(f\"|\.format\(.*SELECT|\.format\(.*INSERT"

Step 3 — Baseline Tests and Linting

Detect the project language and run appropriate tools. Capture baseline BEFORE changes (stash changes, run, pop). Only NEW failures block commit.

Test frameworks (auto-detect):

python -m pytest --tb=no -q 2>&1 | tail -5
npm test -- --passWithNoTests 2>&1 | tail -5
cargo test 2>&1 | tail -5
go test ./... 2>&1 | tail -5