Description
OpenQodex is an open-source AI code review tool designed to integrate seamlessly with various coding agents, including Claude Code, Codex, Cursor, and Cline. Its primary function is to perform comprehensive code reviews before code is pushed, helping developers identify and address potential issues early in the development cycle.
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The system operates by first running a suite of built-in scanners that are tailored to the changed files. These scanners identify potential findings, which are then retained on the specific lines of code that have been altered. Following the scanning phase, a fresh Claude Code or Codex process is initiated, devoid of any prior session memory, to act as a separate reviewer. This reviewer examines the changes, along with the surrounding code, and provides evidence for each candidate finding by quoting relevant lines. A script meticulously verifies every quoted line against the actual code to ensure accuracy.
Upon completion of the review, users receive a detailed receipt that includes a verdict (passed or blocked) and one line per finding. The integrated agent then prompts the user with options such as "Fix all, or tell me which?", allowing for selective application of fixes. OpenQodex also generates a comprehensive code graph, offering insights into the code's structure and relationships. This graph provides capabilities to find definitions, understand call hierarchies, identify importers and implementers, trace paths between points, and assess the impact of changes.
The tool supports a wide range of programming languages, including TypeScript, TSX, JavaScript, Python, Go, and Ruby, and offers framework plugins for Django, Rails, Express, React, Next.js, FastAPI, and Go net/http. It emphasizes privacy by design, running the reviewer on the user's existing Claude Code or Codex login without requiring its own account or API key. The built-in scanners do not transmit code, and the system explicitly states it collects no telemetry. For GitHub Actions, an Anthropic API key is required. OpenQodex is designed for macOS and Linux environments, with no tested support for Windows or WSL.
Performance benchmarks demonstrate its effectiveness, with Claude Code achieving an issue recall of 84.3% and precision of 97.3% to 100.0%, and Codex achieving 75.2% issue recall and 85.6% to 100.0% precision. The cost per review for Claude Code is measured at approximately $0.0870. The tool is open source under the Apache 2.0 license and is available at no cost (USD 0).
- CategoryAI Code Review & Testing
- Pricing ModelFree
- DeploymentRuns locally
- PlatformsmacOS, Linux
OpenQodex's Core Features
Open source AI code review
Integration with Claude Code, Codex, Cursor, and Cline
Pre-push code scanning and review
Built-in scanners for various file types
Separate reviewer process with fresh Claude Code or Codex sessions
Verification script for quoted code lines
Detailed review receipts with verdict and findings
Interactive agent prompts for fixing issues
Code graph and knowledge generation
Support for TypeScript, TSX, JavaScript, Python, Go, Ruby
Framework plugins for Django, Rails, Express, React, Next.js, FastAPI, Go net/http
No dedicated account or API key required (uses existing agent logins)
No telemetry collection
Private by default with local operation for scanners
GitHub Action support (requires Anthropic API key)
How to use OpenQodex?
Install OpenQodex: Run the one-line installation command to set up the tool on your system.
Configure Agents: Add the necessary entry for your coding agent (e.g., Claude Code, Codex CLI, Cline) to enable integration.
Run Scanners: OpenQodex automatically runs relevant scanners based on your changed files, identifying potential issues.
Initiate Review: Start a code review from your coding agent or terminal to have Claude Code or Codex analyze the changes.
Verify Findings: The reviewer identifies and verifies issues, providing a receipt with a verdict and specific findings.
Apply Fixes: Interact with your agent to choose which suggested fixes to apply to your code.
Explore Code Graph: Utilize the code graph tools to understand code structure, dependencies, and impact of changes.
OpenQodex's Use Cases
- Pre-Push Code Review
- Automated Code Quality Checks
- Code Graph Analysis
- Agent-Assisted Code Refactoring
- Continuous Integration with GitHub Actions
- Secure Code Development
- Multi-Language Project Review






