GitHub - Gentleman-Programming/gentleman-guardian-angel: 😇 Gentleman Guardian Angel (gga) - Provider-agnostic code review using AI. Use Claude, Gemini, Codex, Ollama to enforce your coding standards.

🤖 Gentleman Guardian Angel

Provider-agnostic code review using AI
Use Claude, Gemini, Codex, Ollama, or any AI to enforce your coding standards.
Zero dependencies. Pure Bash. Works everywhere.

Installation • Quick Start • Providers • Commands • Configuration • Caching • Development

Example

🎯 Why?

You have coding standards. Your team ignores them. Code reviews catch issues too late.

Gentleman Guardian Angel runs on every commit, validating your staged files against your project's AGENTS.md (or any rules file). It's like having a senior developer review every line before it hits the repo.

┌─────────────────┐     ┌──────────────┐     ┌─────────────────┐
│   git commit    │ ──▶ │  AI Review   │ ──▶ │  ✅ Pass/Fail   │
│  (staged files) │     │  (any LLM)   │     │  (with details) │
└─────────────────┘     └──────────────┘     └─────────────────┘

Key features:

🔌 Provider agnostic - Use whatever AI you have installed
📦 Zero dependencies - Pure Bash, no Node/Python/Go required
🪝 Git native - Installs as a standard pre-commit hook
⚙️ Highly configurable - File patterns, exclusions, custom rules
🚨 Strict mode - Fail CI on ambiguous responses
⚡ Smart caching - Skip unchanged files for faster reviews
🍺 Homebrew ready - One command install

📦 Installation

Homebrew (Recommended) 🍺

brew tap gentleman-programming/tap
brew install gga

Or in a single command:

brew install gentleman-programming/tap/gga

Manual Installation

git clone https://github.com/Gentleman-Programming/gentleman-guardian-angel.git
cd gga
./install.sh

Verify Installation

gga version
# Output: gga v2.2.0

🚀 Quick Start

# 1. Go to your project
cd ~/your-project

# 2. Initialize config
gga init

# 3. Create your rules file
touch AGENTS.md  # Add your coding standards

# 4. Install the git hook
gga install

# 5. Done! Now every commit gets reviewed 🎉

🎬 Real World Example

Let's walk through a complete example from setup to commit:

Step 1: Setup in your project

$ cd ~/projects/my-react-app

$ gga init

━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━
  Gentleman Guardian Angel v2.2.0
  Provider-agnostic code review using AI
━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━

✅ Created config file: .gga

ℹ️  Next steps:
  1. Edit .gga to set your preferred provider
  2. Create AGENTS.md with your coding standards
  3. Run: gga install

Step 2: Configure your provider

$ cat .gga

# AI Provider (required)
PROVIDER="claude"

# File patterns to include in review (comma-separated)
FILE_PATTERNS="*.ts,*.tsx,*.js,*.jsx"

# File patterns to exclude from review (comma-separated)
EXCLUDE_PATTERNS="*.test.ts,*.spec.ts,*.test.tsx,*.spec.tsx,*.d.ts"

# File containing code review rules
RULES_FILE="AGENTS.md"

# Strict mode: fail if AI response is ambiguous
STRICT_MODE="true"

Step 3: Create your coding standards

$ cat > AGENTS.md << 'EOF'
# Code Review Rules

## TypeScript
- No `any` types - use proper typing
- Use `const` over `let` when possible
- Prefer interfaces over type aliases for objects

## React  
- Use functional components with hooks
- No `import * as React` - use named imports like `import { useState }`
- All images must have alt text for accessibility

## Styling
- Use Tailwind CSS utilities only
- No inline styles or CSS-in-JS
- No hardcoded colors - use design system tokens
EOF

Step 4: Install the git hook

$ gga install

━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━
  Gentleman Guardian Angel v2.2.0
  Provider-agnostic code review using AI
━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━

✅ Installed pre-commit hook: /Users/dev/projects/my-react-app/.git/hooks/pre-commit

Step 5: Make some changes and commit

$ git add src/components/Button.tsx
$ git commit -m "feat: add new button component"

━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━
  Gentleman Guardian Angel v2.2.0
  Provider-agnostic code review using AI
━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━

ℹ️  Provider: claude
ℹ️  Rules file: AGENTS.md
ℹ️  File patterns: *.ts,*.tsx,*.js,*.jsx
ℹ️  Cache: enabled

Files to review:
  - src/components/Button.tsx

ℹ️  Sending to claude for review...

STATUS: FAILED

Violations found:

1. **src/components/Button.tsx:3** - TypeScript Rule
   - Issue: Using `any` type for props
   - Fix: Define proper interface for ButtonProps

2. **src/components/Button.tsx:15** - React Rule  
   - Issue: Using `import * as React`
   - Fix: Use `import { useState, useCallback } from 'react'`

3. **src/components/Button.tsx:22** - Styling Rule
   - Issue: Hardcoded color `#3b82f6`
   - Fix: Use Tailwind class `bg-blue-500` instead

❌ CODE REVIEW FAILED

Fix the violations listed above before committing.

Step 6: Fix issues and commit again

$ git add src/components/Button.tsx
$ git commit -m "feat: add new button component"

━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━
  Gentleman Guardian Angel v2.2.0
━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━

ℹ️  Provider: claude
ℹ️  Cache: enabled

Files to review:
  - src/components/Button.tsx

ℹ️  Sending to claude for review...

STATUS: PASSED

All files comply with the coding standards defined in AGENTS.md.

✅ CODE REVIEW PASSED

[main 4a2b3c1] feat: add new button component
 1 file changed, 45 insertions(+)
 create mode 100644 src/components/Button.tsx

📋 Commands

Command	Description	Example
`init`	Create sample `.gga` config file	`gga init`
`install`	Install git pre-commit hook in current repo	`gga install`
`uninstall`	Remove git pre-commit hook from current repo	`gga uninstall`
`run`	Run code review on staged files	`gga run`
`run --no-cache`	Run review ignoring cache	`gga run --no-cache`
`config`	Display current configuration and status	`gga config`
`cache status`	Show cache status for current project	`gga cache status`
`cache clear`	Clear cache for current project	`gga cache clear`
`cache clear-all`	Clear all cached data	`gga cache clear-all`
`help`	Show help message with all commands	`gga help`
`version`	Show installed version	`gga version`

Command Details

`gga init`

Creates a sample .gga configuration file in your project root with sensible defaults.

$ gga init
✅ Created config file: .gga

`gga install`

Installs a git pre-commit hook that automatically runs code review on every commit.

$ gga install
✅ Installed pre-commit hook: .git/hooks/pre-commit

If a pre-commit hook already exists, it will ask if you want to append to it.

`gga uninstall`

Removes the git pre-commit hook from your repository.

$ gga uninstall
✅ Removed pre-commit hook

`gga run [--no-cache]`

Runs code review on currently staged files. Uses intelligent caching by default to skip unchanged files.

$ git add src/components/Button.tsx
$ gga run
# Reviews the staged file (uses cache)

$ gga run --no-cache
# Forces review of all files, ignoring cache

`gga config`

Shows the current configuration, including where config files are loaded from and all settings.

$ gga config

Current Configuration:

Config Files:
  Global:  Not found
  Project: .gga

Values:
  PROVIDER:          claude
  FILE_PATTERNS:     *.ts,*.tsx,*.js,*.jsx
  EXCLUDE_PATTERNS:  *.test.ts,*.spec.ts
  RULES_FILE:        AGENTS.md
  STRICT_MODE:       true

Rules File: Found

⚡ Smart Caching

GGA includes intelligent caching to speed up reviews by skipping files that haven't changed.

How It Works

┌─────────────────────────────────────────────────────────────────┐
│                        Cache Logic                               │
├─────────────────────────────────────────────────────────────────┤
│  1. Hash AGENTS.md + .gga config                                │
│     └─► If changed → Invalidate ALL cache                       │
│                                                                  │
│  2. For each staged file:                                        │
│     └─► Hash file content                                        │
│         └─► If hash exists in cache with PASSED → Skip          │
│         └─► If not cached → Send to AI for review               │
│                                                                  │
│  3. After PASSED review:                                         │
│     └─► Store file hash in cache                                │
└─────────────────────────────────────────────────────────────────┘

Cache Invalidation

The cache automatically invalidates when:

Change	Effect
File content changes	Only that file is re-reviewed
`AGENTS.md` changes	All files are re-reviewed
`.gga` config changes	All files are re-reviewed

Cache Commands

# Check cache status
$ gga cache status

Cache Status:

  Cache directory: ~/.cache/gga/a1b2c3d4...
  Cache validity: Valid
  Cached files: 12
  Cache size: 4.0K

# Clear project cache
$ gga cache clear
✅ Cleared cache for current project

# Clear all cache (all projects)
$ gga cache clear-all
✅ Cleared all cache data

Bypass Cache

# Force review all files, ignoring cache
gga run --no-cache

Cache Location

~/.cache/gga/
├── <project-hash-1>/
│   ├── metadata          # Hash of AGENTS.md + .gga
│   └── files/
│       ├── <file-hash-a> # "PASSED"
│       └── <file-hash-b> # "PASSED"
└── <project-hash-2>/
    └── ...

🔌 Providers

Use whichever AI CLI you have installed:

Provider	Config Value	CLI Command Used	Installation
Claude	`claude`	`echo "prompt" \| claude --print`	claude.ai/code
Gemini	`gemini`	`echo "prompt" \| gemini`	github.com/google-gemini/gemini-cli
Codex	`codex`	`codex exec "prompt"`	`npm i -g @openai/codex`
Ollama	`ollama:<model>`	`ollama run <model> "prompt"`	ollama.ai

Provider Examples

# Use Claude (recommended - most reliable)
PROVIDER="claude"

# Use Google Gemini
PROVIDER="gemini"

# Use OpenAI Codex
PROVIDER="codex"

# Use Ollama with Llama 3.2
PROVIDER="ollama:llama3.2"

# Use Ollama with CodeLlama (optimized for code)
PROVIDER="ollama:codellama"

# Use Ollama with Qwen Coder
PROVIDER="ollama:qwen2.5-coder"

# Use Ollama with DeepSeek Coder
PROVIDER="ollama:deepseek-coder"

⚙️ Configuration

Config File: `.gga`

Create this file in your project root:

# AI Provider (required)
# Options: claude, gemini, codex, ollama:<model>
PROVIDER="claude"

# File patterns to review (comma-separated globs)
# Default: * (all files)
FILE_PATTERNS="*.ts,*.tsx,*.js,*.jsx"

# Patterns to exclude from review (comma-separated globs)
# Default: none
EXCLUDE_PATTERNS="*.test.ts,*.spec.ts,*.d.ts"

# File containing your coding standards
# Default: AGENTS.md
RULES_FILE="AGENTS.md"

# Fail if AI response is ambiguous (recommended for CI)
# Default: true
STRICT_MODE="true"

Configuration Options

Option	Required	Default	Description
`PROVIDER`	✅ Yes	-	AI provider to use
`FILE_PATTERNS`	No	`*`	Comma-separated file patterns to include
`EXCLUDE_PATTERNS`	No	-	Comma-separated file patterns to exclude
`RULES_FILE`	No	`AGENTS.md`	Path to your coding standards file
`STRICT_MODE`	No	`true`	Fail on ambiguous AI responses

Config Hierarchy (Priority Order)

Environment variable GGA_PROVIDER (highest priority)
Project config .gga (in project root)
Global config ~/.config/gga/config (lowest priority)

# Override provider for a single run
GGA_PROVIDER="gemini" gga run

# Or export for the session
export GGA_PROVIDER="ollama:llama3.2"

📝 Rules File (AGENTS.md)

The AI needs to know your standards. Create an AGENTS.md file:

# Code Review Rules

## TypeScript
- Use `const` and `let`, never `var`
- No `any` types - always use proper typing
- Prefer interfaces over type aliases for objects
- Use optional chaining (`?.`) and nullish coalescing (`??`)

## React
- Functional components only, no class components
- No `import * as React` - use named imports
- Use semantic HTML elements
- All images need alt text
- Interactive elements need aria labels

## Styling
- Use Tailwind CSS utilities
- No inline styles
- No hex colors - use design tokens

## Testing
- All new features need tests
- Test files must be co-located with source files
- Use descriptive test names that explain the behavior

💡 Pro tip: Your AGENTS.md can also serve as documentation for human reviewers!

🎨 Project Examples

TypeScript/React Project

# .gga
PROVIDER="claude"
FILE_PATTERNS="*.ts,*.tsx"
EXCLUDE_PATTERNS="*.test.ts,*.test.tsx,*.spec.ts,*.d.ts,*.stories.tsx"
RULES_FILE="AGENTS.md"

Python Project

# .gga
PROVIDER="ollama:codellama"
FILE_PATTERNS="*.py"
EXCLUDE_PATTERNS="*_test.py,test_*.py,conftest.py,__pycache__/*"
RULES_FILE=".coding-standards.md"

Go Project

# .gga
PROVIDER="gemini"
FILE_PATTERNS="*.go"
EXCLUDE_PATTERNS="*_test.go,mock_*.go,*_mock.go"

Full-Stack Monorepo

# .gga
PROVIDER="claude"
FILE_PATTERNS="*.ts,*.tsx,*.py,*.go"
EXCLUDE_PATTERNS="*.test.*,*_test.*,*.mock.*,*.d.ts,dist/*,build/*"

🔄 How It Works

git commit -m "feat: add feature"
    │
    ▼
┌───────────────────────────────────────┐
│  Pre-commit Hook (gga run) │
└───────────────────────────────────────┘
    │
    ├──▶ 1. Load config from .gga
    │
    ├──▶ 2. Validate provider is installed
    │
    ├──▶ 3. Check AGENTS.md exists
    │
    ├──▶ 4. Get staged files matching FILE_PATTERNS
    │       (excluding EXCLUDE_PATTERNS)
    │
    ├──▶ 5. Read coding rules from AGENTS.md
    │
    ├──▶ 6. Build prompt: rules + file contents
    │
    ├──▶ 7. Send to AI provider (claude/gemini/codex/ollama)
    │
    └──▶ 8. Parse response
            │
            ├── "STATUS: PASSED" ──▶ ✅ Commit proceeds
            │
            └── "STATUS: FAILED" ──▶ ❌ Commit blocked
                                       (shows violation details)

🚫 Bypass Review

Sometimes you need to commit without review:

# Skip pre-commit hook entirely
git commit --no-verify -m "wip: work in progress"

# Short form
git commit -n -m "hotfix: urgent fix"

🔗 Integrations

Gentleman Guardian Angel works standalone with native git hooks, but you can also integrate it with popular hook managers.

Native Git Hook (Default)

This is what gga install does automatically:

# .git/hooks/pre-commit
#!/usr/bin/env bash
gga run || exit 1

Husky (Node.js projects)

Husky is popular in JavaScript/TypeScript projects.

Setup with Husky v9+

# Install husky
npm install -D husky

# Initialize husky
npx husky init

Edit .husky/pre-commit:

#!/usr/bin/env bash

# Run Gentleman Guardian Angel
gga run || exit 1

# Your other checks (optional)
npm run lint
npm run typecheck

With lint-staged (review only staged files)

# Install dependencies
npm install -D husky lint-staged

package.json:

{
  "scripts": {
    "prepare": "husky"
  },
  "lint-staged": {
    "*.{ts,tsx,js,jsx}": [
      "eslint --fix",
      "prettier --write"
    ]
  }
}

.husky/pre-commit:

#!/usr/bin/env bash

# AI Review first (uses git staged files internally)
gga run || exit 1

# Then lint-staged for formatting
npx lint-staged

pre-commit (Python projects)

pre-commit is the standard for Python projects.

Setup

# Install pre-commit
pip install pre-commit

# Or with brew
brew install pre-commit

Create .pre-commit-config.yaml:

repos:
  # Gentleman Guardian Angel (runs first)
  - repo: local
    hooks:
      - id: gga
        name: Gentleman Guardian Angel
        entry: gga run
        language: system
        pass_filenames: false
        stages: [pre-commit]

  # Your other hooks
  - repo: https://github.com/psf/black
    rev: 24.4.2
    hooks:
      - id: black

  - repo: https://github.com/pycqa/flake8
    rev: 7.0.0
    hooks:
      - id: flake8

  - repo: https://github.com/pre-commit/mirrors-mypy
    rev: v1.10.0
    hooks:
      - id: mypy

Install the hooks:

Running manually

# Run all hooks
pre-commit run --all-files

# Run only AI review
pre-commit run gga

Lefthook (Fast, language-agnostic)

Lefthook is a fast Git hooks manager written in Go.

Setup

# Install
brew install lefthook

# Or with npm
npm install -D lefthook

Create lefthook.yml:

pre-commit:
  parallel: false
  commands:
    ai-review:
      run: gga run
      fail_text: "Gentleman Guardian Angel failed. Fix violations before committing."

    lint:
      glob: "*.{ts,tsx,js,jsx}"
      run: npm run lint

    typecheck:
      run: npm run typecheck

Install hooks:

CI/CD Integration

You can also run Gentleman Guardian Angel in your CI pipeline:

GitHub Actions

# .github/workflows/ai-review.yml
name: Gentleman Guardian Angel

on:
  pull_request:
    types: [opened, synchronize]

jobs:
  review:
    runs-on: ubuntu-latest
    steps:
      - uses: actions/checkout@v4
        with:
          fetch-depth: 0

      - name: Install Gentleman Guardian Angel
        run: |
          git clone https://github.com/Gentleman-Programming/gentleman-guardian-angel.git /tmp/gga
          chmod +x /tmp/gga/bin/gga
          echo "/tmp/gga/bin" >> $GITHUB_PATH

      - name: Install Claude CLI
        run: |
          # Install your preferred provider CLI
          npm install -g @anthropic-ai/claude-code
        env:
          ANTHROPIC_API_KEY: ${{ secrets.ANTHROPIC_API_KEY }}

      - name: Run AI Review
        run: |
          # Get changed files in PR
          git diff --name-only origin/${{ github.base_ref }}...HEAD > /tmp/changed_files.txt
          
          # Stage them for review
          cat /tmp/changed_files.txt | xargs git add
          
          # Run review
          gga run

GitLab CI

# .gitlab-ci.yml
gga:
  stage: test
  image: ubuntu:latest
  before_script:
    - apt-get update && apt-get install -y git curl
    - git clone https://github.com/Gentleman-Programming/gentleman-guardian-angel.git /opt/gga
    - export PATH="/opt/gga/bin:$PATH"
    # Install your provider CLI here
  script:
    - git diff --name-only $CI_MERGE_REQUEST_DIFF_BASE_SHA | xargs git add
    - gga run
  only:
    - merge_requests

🐛 Troubleshooting

"Provider not found"

# Check if your provider CLI is installed and in PATH
which claude   # Should show: /usr/local/bin/claude or similar
which gemini
which codex
which ollama

# Test if the provider works
echo "Say hello" | claude --print

"Rules file not found"

The tool requires a rules file to know what to check:

# Create your rules file
touch AGENTS.md

# Add your coding standards
echo "# My Coding Standards" > AGENTS.md
echo "- No console.log in production" >> AGENTS.md

"Ambiguous response" in Strict Mode

The AI must respond with STATUS: PASSED or STATUS: FAILED as the first line. If it doesn't:

Try Claude (most reliable at following instructions)
Check your rules file isn't confusing the AI
Temporarily disable strict mode: STRICT_MODE="false"

Slow reviews on large files

The tool sends full file contents. For better performance:

# Add large/generated files to exclude
EXCLUDE_PATTERNS="*.min.js,*.bundle.js,dist/*,build/*,*.generated.ts"

🧪 Development

Project Structure

gentleman-guardian-angel/
├── bin/
│   └── gga                    # Main CLI script
├── lib/
│   ├── providers.sh           # AI provider implementations
│   └── cache.sh               # Smart caching logic
├── spec/                      # ShellSpec test suite
│   ├── spec_helper.sh         # Test setup and helpers
│   ├── unit/
│   │   ├── cache_spec.sh      # Cache unit tests (27 tests)
│   │   └── providers_spec.sh  # Provider unit tests (13 tests)
│   └── integration/
│       └── commands_spec.sh   # CLI integration tests (28 tests)
├── Makefile                   # Development commands
├── .shellspec                 # Test runner config
├── install.sh                 # Manual installer
├── uninstall.sh               # Uninstaller
└── README.md

Running Tests

GGA uses ShellSpec for testing - a BDD-style testing framework for shell scripts.

# Install dependencies (once)
brew install shellspec shellcheck

# Run all tests (68 total)
make test

# Run specific test suites
make test-unit        # Unit tests only (40 tests)
make test-integration # Integration tests only (28 tests)

# Lint shell scripts with shellcheck
make lint

# Run all checks before commit (lint + tests)
make check

Test Coverage

Module	Tests	Description
`cache.sh`	27	Hash functions, cache validation, file caching
`providers.sh`	13	Provider parsing, validation, info display
CLI commands	28	init, install, uninstall, run, config, cache
Total	68	Full coverage of core functionality

Adding New Tests

# Create a new spec file
touch spec/unit/my_feature_spec.sh

# Run only your new tests
shellspec spec/unit/my_feature_spec.sh

📋 Changelog

v2.2.0 (Latest)

✅ Added comprehensive test suite with 68 tests
✅ Unit tests for cache.sh and providers.sh
✅ Integration tests for all CLI commands
✅ Added Makefile with test, lint, check targets
✅ Fixed shellcheck warnings

v2.1.0

✅ Smart caching system - skip unchanged files
✅ Auto-invalidation when AGENTS.md or .gga changes
✅ Cache commands: status, clear, clear-all
✅ --no-cache flag to bypass caching

v2.0.0

✅ Renamed to Gentleman Guardian Angel (gga)
✅ Auto-migration from legacy ai-code-review hooks
✅ Homebrew tap distribution

v1.0.0

✅ Initial release with Claude, Gemini, Codex, Ollama support
✅ File patterns and exclusions
✅ Strict mode for CI/CD

🤝 Contributing

Contributions are welcome! Some ideas:

Add more providers (Copilot, Codeium, etc.)
Support for .gga.yaml format
~~Caching to avoid re-reviewing unchanged files~~ ✅ Done in v2.1.0
~~Add test suite~~ ✅ Done in v2.2.0
GitHub Action version
Output formats (JSON, SARIF for IDE integration)

# Fork, clone, and submit PRs!
git clone https://github.com/Gentleman-Programming/gentleman-guardian-angel.git
cd gentleman-guardian-angel

# Run tests before submitting
make check

📄 License

_{Built with 🧉 by developers who got tired of repeating the same code review comments}

🤖 Gentleman Guardian Angel

Example

🎯 Why?

📦 Installation

Homebrew (Recommended) 🍺

Manual Installation

Verify Installation

🚀 Quick Start

🎬 Real World Example

Step 1: Setup in your project

Step 2: Configure your provider

Step 3: Create your coding standards

Step 4: Install the git hook

Step 5: Make some changes and commit

Step 6: Fix issues and commit again

📋 Commands

Command Details

gga init

gga install

gga uninstall

gga run [--no-cache]

gga config

⚡ Smart Caching

How It Works

Cache Invalidation

Cache Commands

Bypass Cache

Cache Location

🔌 Providers

Provider Examples

⚙️ Configuration

Config File: .gga

Configuration Options

Config Hierarchy (Priority Order)

📝 Rules File (AGENTS.md)

🎨 Project Examples

TypeScript/React Project

Python Project

Go Project

Full-Stack Monorepo

🔄 How It Works

🚫 Bypass Review

🔗 Integrations

Native Git Hook (Default)

Husky (Node.js projects)

Setup with Husky v9+

With lint-staged (review only staged files)

pre-commit (Python projects)

Setup

Running manually

Lefthook (Fast, language-agnostic)

Setup

CI/CD Integration

GitHub Actions

GitLab CI

🐛 Troubleshooting

"Provider not found"

"Rules file not found"

"Ambiguous response" in Strict Mode

Slow reviews on large files

🧪 Development

Project Structure

Running Tests

Test Coverage

Adding New Tests

📋 Changelog

v2.2.0 (Latest)

v2.1.0

v2.0.0

v1.0.0

🤝 Contributing

📄 License

`gga init`

`gga install`

`gga uninstall`

`gga run [--no-cache]`

`gga config`

Config File: `.gga`