title: "AI Code Review"
AI Code Review uses advanced language models to automatically review your pull requests, catching bugs, security issues, and code quality problems before they reach production.
Supported Providers
OpenCodeHub supports 10+ AI providers. Configure one or more in your .env file:
| Provider | Models | API Key Env Var |
|---|---|---|
| OpenAI | GPT-4, GPT-4o, GPT-4 Turbo | OPENAI_API_KEY |
| Anthropic | Claude 3.5 Sonnet, Claude 3 Opus | ANTHROPIC_API_KEY |
| Gemini 1.5 Pro, Gemini Flash | GOOGLE_AI_API_KEY |
|
| Groq | Llama 3, Mixtral (fast inference) | GROQ_API_KEY |
| OpenRouter | Multi-model gateway | OPENROUTER_API_KEY |
| Together | Llama, Mixtral, CodeLlama | TOGETHER_API_KEY |
| Bytez | Various models | BYTEZ_API_KEY |
| Ollama | Any local model (Llama, CodeLlama, etc.) | No key needed |
| External Agent | Custom webhook | EXTERNAL_AGENT_WEBHOOK_URL |
:::tip[Recommended]
For best results, use GPT-4o or Claude 3.5 Sonnet. For fast/cheap reviews, use Groq or Ollama with a local model.
:::
What AI Review Catches
Security Vulnerabilities
- SQL injection, XSS, CSRF
- Authentication/authorization bypasses
- Exposed secrets or credentials
- Insecure dependencies
Performance Issues
- N+1 database queries
- Inefficient algorithms
- Memory leaks
- Missing indexes
Code Quality
- Best practice violations
- Code smells (long functions, deep nesting)
- Incomplete error handling
- Missing input validation
Potential Bugs
- Null/undefined pointer exceptions
- Race conditions
- Off-by-one errors
- Type mismatches
How It Works
1. Developer opens/updates PR
↓
2. OpenCodeHub sends diff to AI provider
↓
3. AI analyzes code changes
↓
4. AI posts inline comments + summary
↓
5. Developer addresses feedback
Privacy note: Code is sent to the configured AI provider. Use Ollama or the external agent for sensitive codebases.
Setup
Step 1: Configure AI Provider
OpenAI:
OPENAI_API_KEY=sk-proj-xxxxxxxxxxxxx
Anthropic:
ANTHROPIC_API_KEY=sk-ant-xxxxxxxxxxxxx
Google Gemini:
GOOGLE_AI_API_KEY=xxxxxxxxxxxxx
Groq (fast, cheap):
GROQ_API_KEY=gsk_xxxxxxxxxxxxx
Ollama (local, private):
# No env var needed — configure in Settings → AI
# Just install Ollama: https://ollama.com
# Pull a model: ollama pull codellama:13b
Multiple providers: Configure all keys. The system picks the best available provider.
Step 2: Enable for Repository
Via Web UI:
- Go to Repository → Settings → AI Review
- Toggle Enable AI Code Review
- Configure trigger, severity threshold, and max files
- Click Save
Via API:
curl -X PATCH https://git.yourcompany.com/api/repos/OWNER/REPO/settings \
-H "Authorization: Bearer $TOKEN" \
-d '{ "aiReview": { "enabled": true } }'
Via CLI:
och repo config ai-review --enable
Using AI Review
Automatic Reviews
When enabled, AI reviews trigger automatically when PRs are opened or updated.
Manual Reviews
Web UI: Open PR page → Click "Request AI Review"
CLI:
och review ai <pr-number>
API:
curl -X POST https://git.yourcompany.com/api/repos/OWNER/REPO/pulls/125/ai-review \
-H "Authorization: Bearer $TOKEN"
Understanding Review Output
Severity Levels
| Severity | Meaning | Example |
|---|---|---|
| CRITICAL | Must fix — security/data loss | SQL injection, exposed key |
| WARNING | Should fix — perf/best practice | N+1 query, missing error handling |
| INFO | Consider — suggestion | Better variable name |
Summary Comment
AI posts an overall summary with statistics, critical issues, and recommendations.
Custom Rules
Create .opencodehub/ai-review.yml in your repo:
include:
- "src/**/*.ts"
exclude:
- "**/*.test.ts"
- "dist/**"
focus:
security: 10
performance: 8
bugs: 8
code_quality: 5
custom_rules:
- name: "No console.log in production"
pattern: 'console\.log\('
severity: warning
message: "Remove console.log before merging"
Or use Settings → AI Review Rules in the web UI.
Cost Considerations
| Provider | Approx Cost per Review |
|---|---|
| Groq | Free (rate limited) |
| Ollama | Free (local) |
| OpenAI GPT-4o | ~$0.02-0.10 |
| Anthropic Claude | ~$0.03-0.15 |
| Google Gemini | ~$0.01-0.05 |
Cost optimization:
- Keep PRs small and focused
- Skip test files in review config
- Use severity threshold to filter info-level comments
- Use Groq or Ollama for routine reviews, GPT-4/Claude for critical code
Troubleshooting
AI review taking too long: Large PR (many files). Split into smaller PRs.
AI review failed: Check API key is valid. Verify provider is configured in Settings → AI.
Too many false positives: Refine rules in Settings → AI Review Rules. Add custom instructions.
Missing obvious bugs: Add custom instructions describing your conventions and patterns.