# raye-deng/open-code-review [Health: Active] **Category:** 💻 Developer Tools **Repository:** https://github.com/raye-deng/open-code-review **GitHub Stars:** 37 **npm Downloads (last month):** 118 **Views:** 1 **Installs:** 0 **Upvotes:** 0 **Directory Page:** https://allmcps.com/mcp/raye-deng-open-code-review ## Description AI code quality gate detecting hallucinated packages, phantom dependencies, stale APIs, and AI-specific code defects. MCP Server + CLI + CI/CD integration. ## Claude Desktop Quick Installation Install path detected from listing signals. Uses `npx` (confidence: high): ```json "mcpServers": { "open-code-review": { "command": "npx", "args": ["-y","@opencodereview/cli"] } } ``` ## Documentation & README # Open Code Review > **The first open-source CI/CD quality gate built specifically for AI-generated code.** > Detects hallucinated imports, stale APIs, over-engineering, and security anti-patterns — powered by local LLMs and any OpenAI-compatible provider. > Free. Self-hostable. 6 languages. ![Open Code Review](https://raw.githubusercontent.com/raye-deng/open-code-review/HEAD/.github/social-preview.png) [![npm version](https://img.shields.io/npm/v/@opencodereview/cli?style=flat-square&label=v2.1.0)](https://www.npmjs.com/package/@opencodereview/cli) [![npm version](https://img.shields.io/npm/v/@opencodereview/mcp-server?style=flat-square&label=mcp-server)](https://www.npmjs.com/package/@opencodereview/mcp-server) [![npm downloads](https://img.shields.io/npm/dw/@opencodereview/cli?style=flat-square)](https://www.npmjs.com/package/@opencodereview/cli) [![License: BUSL-1.1](https://img.shields.io/badge/License-BUSL--1.1-blue.svg)](LICENSE) [![CI](https://github.com/raye-deng/open-code-review/actions/workflows/ci.yml/badge.svg)](https://github.com/raye-deng/open-code-review/actions/workflows/ci.yml) [![GitHub Stars](https://img.shields.io/github/stars/raye-deng/open-code-review?style=social)](https://github.com/raye-deng/open-code-review) [![PRs Welcome](https://img.shields.io/badge/PRs-welcome-brightgreen.svg)](http://makeapullrequest.com) ## Works With ![Cursor](https://img.shields.io/badge/Cursor-000?logo=cursor&logoColor=white&style=flat-square) ![GitHub Copilot](https://img.shields.io/badge/GitHub_Copilot-181717?logo=githubcopilot&logoColor=white&style=flat-square) ![Claude Code](https://img.shields.io/badge/Claude_Code-D97757?logo=anthropic&logoColor=white&style=flat-square) ![Windsurf](https://img.shields.io/badge/Windsurf-38bdf8?style=flat-square) ![Codex](https://img.shields.io/badge/Codex-10a37f?logo=openai&logoColor=white&style=flat-square) ![Augment Code](https://img.shields.io/badge/Augment_Code-6C5CE7?style=flat-square) ![Supermaven](https://img.shields.io/badge/Supermaven-F24E1E?style=flat-square) ![Aider](https://img.shields.io/badge/Aider-333333?style=flat-square) > Any AI tool that generates code — if it writes it, OCR reviews it. ## What AI Linters Miss AI coding assistants (Copilot, Cursor, Claude) generate code with **defects that traditional tools miss entirely**: | Defect | Example | ESLint / SonarQube | |--------|---------|-------------------| | **Hallucinated imports** | `import { x } from 'non-existent-pkg'` | ❌ Miss | | **Stale APIs** | Using deprecated APIs from training data | ❌ Miss | | **Context window artifacts** | Logic contradictions across files | ❌ Miss | | **Over-engineered patterns** | Unnecessary abstractions, dead code | ❌ Miss | | **Security anti-patterns** | Hardcoded example secrets, `eval()` | ❌ Partial | Open Code Review detects all of them — across **6 languages**, for **free**. ## Demo ![L2 HTML Report Screenshot](https://raw.githubusercontent.com/raye-deng/open-code-review/HEAD/docs/images/l2-html-report-screenshot.png) 📄 [View full interactive HTML report](https://github.com/raye-deng/open-code-review/blob/HEAD/docs/demo-reports/v4-l2/self-scan.html) ### Quick Preview ```bash $ ocr scan src/ --sla L3 ╔══════════════════════════════════════════════════════════════╗ ║ Open Code Review — Deep Scan Report ║ ╚══════════════════════════════════════════════════════════════╝ Project: packages/core/src SLA: L3 Deep — Structural + Embedding + LLM Analysis 112 issues found in 110 files Overall Score: 67/100 D Threshold: 70 | Status: FAILED Files Scanned: 110 | Languages: typescript | Duration: 12.3s ``` ## Deep Scan (L3) — How It Works L3 combines three analysis layers for maximum coverage: ``` Layer 1: Structural Detection Layer 2: Semantic Analysis Layer 3: LLM Deep Scan ├── Hallucinated imports (npm/PyPI) ├── Embedding similarity recall ├── Cross-file coherence check ├── Stale API detection ├── Risk scoring ├── Logic bug detection ├── Security patterns ├── Context window artifacts ├── Confidence scoring ├── Over-engineering metrics └── Enhanced severity ranking └── AI-powered fix suggestions └── A+ → F quality scoring ``` **Powered by local LLMs or any OpenAI-compatible API.** Run Ollama for 100% local analysis, or connect to any remote LLM provider — the interface is the same. ```bash # Local analysis (Ollama) ocr scan src/ --sla L3 --provider ollama --model qwen3-coder # Any OpenAI-compatible provider ocr scan src/ --sla L3 --provider openai-compatible \ --api-base https://your-llm-endpoint/v1 --model your-model --api-key YOUR_KEY ``` ## AI Auto-Fix — `ocr heal` Let AI automatically fix the issues it finds. Review changes before applying. ```bash # Preview fixes without changing files ocr heal src/ --dry-run # Apply fixes + generate IDE rules ocr heal src/ --provider ollama --model qwen3-coder --setup-ide # Only generate IDE rules (Cursor, Copilot, Augment) ocr setup src/ ``` ## Multi-Language Detection Language-specific detectors for **6 languages**, plus hallucinated package databases (npm, PyPI, Maven, Go modules): | Language | Specific Detectors | |----------|-------------------| | **TypeScript / JavaScript** | Hallucinated imports (npm), stale APIs, over-engineering | | **Python** | Bare `except`, `eval()`, mutable default args, hallucinated imports (PyPI) | | **Java** | `System.out.println` leaks, deprecated `Date/Calendar`, hallucinated imports (Maven) | | **Go** | Unhandled errors, deprecated `ioutil`, `panic` in library code | | **Kotlin** | `!!` abuse, `println` leaks, null-safety anti-patterns | ## How It Compares | | Open Code Review | Claude Code Review | CodeRabbit | GitHub Copilot | |---|---|---|---|---| | **Price** | **Free** | $15–25/PR | $24/mo/seat | $10–39/mo | | **Open Source** | ✅ | ❌ | ❌ | ❌ | | **Self-hosted** | ✅ | ❌ | Enterprise | ❌ | | **AI Hallucination Detection** | ✅ | ❌ | ❌ | ❌ | | **Stale API Detection** | ✅ | ❌ | ❌ | ❌ | | **Deep LLM Analysis** | ✅ | ❌ | ❌ | ❌ | | **AI Auto-Fix** | ✅ | ❌ | ❌ | ❌ | | **Multi-Language** | ✅ 6 langs | ❌ | JS/TS | JS/TS | | **Registry Verification** | ✅ npm/PyPI/Maven | ❌ | ❌ | ❌ | | **Unicode Security Detection** | ✅ | ❌ | ❌ | ❌ | | **SARIF Output** | ✅ | ❌ | ❌ | ❌ | | **GitHub + GitLab** | ✅ Both | GitHub only | Both | GitHub only | | **Data Privacy** | ✅ 100% local | ❌ Cloud | ❌ Cloud | ❌ Cloud | ## Quick Start ```bash # Install npm install -g @opencodereview/cli # Fast scan — no AI needed ocr scan src/ # Deep scan — with local LLM (Ollama) ocr scan src/ --sla L3 --provider ollama --model qwen3-coder # Deep scan — with any OpenAI-compatible provider ocr scan src/ --sla L3 --provider openai-compatible \ --api-base https://your-provider/v1 --model your-model --api-key YOUR_KEY ``` ## CI/CD Integration ### GitHub Actions (30 seconds) ```yaml name: Code Review on: [pull_request] jobs: review: runs-on: ubuntu-latest steps: - uses: actions/checkout@v4 - uses: raye-deng/open-code-review@v1 with: sla: L1 threshold: 60 github-token: ${{ secrets.GITHUB_TOKEN }} ``` ### GitLab CI ```yaml code-review: script: - npx @opencodereview/cli scan src/ --sla L1 --threshold 60 --format json --output ocr-report.json artifacts: reports: codequality: ocr-report.json ``` ### Output Formats ```bash ocr scan src/ --format terminal # Pretty terminal output ocr scan src/ --format json # JSON for CI pipelines ocr scan src/ --format sarif # SARIF for GitHub Code Scanning ocr scan src/ --format html # Interactive HTML report ``` ### Configuration ```yaml # .ocrrc.yml sla: L3 ai: embedding: provider: ollama model: nomic-embed-text baseUrl: http://localhost:11434 llm: provider: ollama model: qwen3-coder endpoint: http://localhost:11434 # Or use any OpenAI-compatible provider: # provider: openai-compatible # apiBase: https://your-llm-endpoint/v1 # model: your-model ``` ## MCP Server — Use in Claude Desktop, Cursor, Windsurf Integrate Open Code Review directly into your AI IDE via the [Model Context Protocol](https://modelcontextprotocol.io/): ```bash npx @opencodereview/mcp-server ``` **Claude Desktop** (`claude_desktop_config.json`): ```json { "mcpServers": { "open-code-review": { "command": "npx", "args": ["-y", "@opencodereview/mcp-server"] } } } ``` **Cursor / Windsurf / VS Code Copilot**: Add the same configuration in your MCP settings. **Available MCP Tools**: `ocr_scan` (quality gate scan), `ocr_heal` (AI auto-fix), `ocr_explain` (issue explanation). > 💡 **Chrome DevTools MCP Compatible**: The OCR MCP Server follows the standard [Model Context Protocol](https://modelcontextprotocol.io/). Pair it with Google's [Chrome DevTools MCP Server](https://developer.chrome.com/docs/devtools/mcp) for a complete AI-native dev workflow — one inspects your running app, the other inspects your source code. ## Project Structure ``` packages/ core/ # Detection engine + scoring (@opencodereview/core) cli/ # CLI tool — ocr command (@opencodereview/cli) mcp-server/ # MCP Server for AI IDEs (@opencodereview/mcp-server) github-action/ # GitHub Action wrapper ``` ## Who Is This For? - **Teams using AI coding assistants** — Copilot, Cursor, Claude Code, Codex, or any LLM-based tool that generates production code - **Open-source maintainers** — Review AI-generated PRs for hallucinated imports, stale APIs, and security anti-patterns before merging - **DevOps / Platform engineers** — Add a quality gate to CI/CD pipelines without sending code to cloud services - **Security-conscious teams** — Run everything locally (Ollama), keep your code on your machines - **Solo developers** — Free, fast, and works with zero configuration (`npx @opencodereview/cli scan src/`) ## Featured On Product Hunt ## License [BSL-1.1](https://github.com/raye-deng/open-code-review/blob/HEAD/LICENSE) — Free for personal and non-commercial use. Converts to Apache 2.0 on 2030-03-11. Commercial use requires a [Team or Enterprise license](https://codes.evallab.ai/pricing). --- **Star this repo if you find it useful — it helps more than you think!**