Superior Coding Agent Experience
CodeOptiX Logo

CodeOptiX

🚀 Agentic Code Optimization & Deep Evaluation

The universal code optimization engine for AI coding agents.
Powered by 🧬 GEPA • 🌸 Bloom • 🔌 ACP

🤖 Claude Code💻 Codex✨ Gemini CLI🔧 Custom Agents
Get Started GitHub Docs
~ terminal
$
Core Technologies

⚡ Powered By

Three revolutionary technologies that make CodeOptiX the ultimate coding agent optimizer

🧬

GEPA

Genetic-Pareto Evolution

Advanced optimization algorithm that automatically improves agent prompts through evolutionary techniques.

🌸

Bloom

Scenario Generation Engine

Intelligent test case creation that generates comprehensive scenarios for thorough evaluation.

🔌

ACP

Agent Client Protocol

Quality bridge for editors - Zed, JetBrains, Neovim, VS Code. Multi-agent orchestration & routing.

The Challenge

😰 The AI Code Quality Challenge

AI coding agents are impressive, but their output often hides critical issues

🤔

Should You Ship That AI Code?

AI agents generate impressive code, but how do you know it's secure, well-tested, and meets your requirements?

🔓

Hidden Security Vulnerabilities

SQL injection, XSS, hardcoded secrets - AI-generated code often contains security issues that slip past review.

🧪

Tests That Test Nothing

Empty assertions, trivial tests, missing edge cases - AI agents often write tests that always pass but catch nothing.

📋

Requirements Drift

The code looks good but doesn't match the plan. Features are missing, APIs don't match, architecture deviates.

Capabilities

🚀 Key Capabilities

Everything you need for superior coding agent experience

🔍

Deep Behavioral Evaluation

Comprehensive testing against security, reliability, and quality behaviors

🧬

GEPA Optimization Engine

Genetic-Pareto Evolution for automatic agent improvement

🌸

Bloom Scenario Generation

Intelligent test case creation for thorough evaluation

🎯

Multi-Agent Support

Works with Claude Code, Codex, Gemini CLI, and custom agents

🔧

Multi-Provider LLM Support

OpenAI, Anthropic, Google, and Ollama (local models included!)

⚡

CI/CD Integration

Automated quality gates and GitHub Actions support

Built-in Behaviors

🛡️ 3 Built-in Behaviors

Detect security vulnerabilities, test quality issues, and requirements drift out of the box

🔒
insecure-code

Security Vulnerabilities

Detects security issues in AI-generated code

✅ Detects:

  • Hardcoded secrets & API keys
  • SQL injection vulnerabilities
  • XSS vulnerabilities
  • Insecure authentication
  • Exposed credentials
$ codeoptix eval --behaviors insecure-code
🧪
vacuous-tests

Test Quality Analysis

Identifies low-quality and vacuous tests

✅ Detects:

  • Tests with no assertions
  • Trivial tests that always pass
  • Missing edge cases
  • Incomplete coverage
  • Meaningless test cases
$ codeoptix eval --behaviors vacuous-tests
📐
plan-drift

Requirements Alignment

Detects deviations from planning artifacts

✅ Detects:

  • Missing planned features
  • Unaddressed requirements
  • API contract violations
  • Architecture mismatches
  • Spec deviations
$ codeoptix eval --behaviors plan-drift --context plan.json
Workflow

🔄 How It Works

A continuous cycle of observation, evaluation, reflection, and evolution

1
👁️

Observe

Capture agent behavior - code, tests, and traces

2
📊

Evaluate

Measure against configurable specifications

3
💭

Reflect

Generate actionable insights on failures

4
⚡

Evolve

Optimize prompts using GEPA

Features

✨ Key Features

Comprehensive capabilities for every coding agent workflow

🤖

Agent-Agnostic

Works with any coding agent

  • Claude Code
  • Codex (GPT-5.2)
  • Gemini CLI
  • ACP-compatible agents
  • Custom agents
🎯

Behavior-Agnostic

Modular behavior specifications

  • insecure-code - Security
  • vacuous-tests - Test quality
  • plan-drift - Requirements
  • Custom behaviors
🔄

Self-Improving

Evolves agent prompts using GEPA

  • Automatic optimization
  • Iterative improvement
  • Performance tracking
  • Reflective mutation
📊

Deep Evaluations

Comprehensive behavioral analysis

  • Multi-modal evaluation
  • Bloom-style scenarios
  • Root cause analysis
  • Actionable insights
🔌

Multiple Usage Modes

Use CodeOptiX how you want

  • Local Check
  • CI/CD Mode
  • ACP Integration
  • Standalone API
📈

Reproducible

All evaluations are versioned

  • Results tracking
  • Reflection reports
  • Evolution history
  • Artifact management
Demo Video

🎥 See CodeOptiX in Action

Watch how CodeOptiX evaluates, optimizes, and improves AI-generated code quality in real-time.

Audience

👥 Who Uses CodeOptiX?

Built for developers and teams who demand quality from AI coding agents

👨‍💻

Solo Developers

💬 "I generated code with AI. Should I ship it?"

✅ Solution:

  • Quick quality checks
  • Security scanning
  • Test validation
  • Multi-LLM critique
Usage
codeoptix eval --agent claude-code --behaviors insecure-code
👥

Engineering Teams

💬 "We need consistent quality gates for AI code"

✅ Solution:

  • Automated CI/CD gates
  • PR-level enforcement
  • Team-wide standards
  • Behavioral optimization
Usage
codeoptix ci --agent codex --behaviors insecure-code --fail-on-failure
🔒

Security Teams

💬 "We need automated security validation"

✅ Solution:

  • Security scanning
  • Behavior testing
  • Agent optimization
  • Metrics & reporting
Usage
codeoptix ci --agent claude-code --behaviors insecure-code,vacuous-tests
Why CodeOptiX

💚 Why CodeOptiX?

The Agent Experience tool that makes AI coding agents reliable

🎯

Agentic Code Optimizer

Automatically evaluates, tests, and optimizes code from any coding agent using GEPA and Bloom.

🔄

When You're Ready

Run CodeOptiX after completing a feature. No need to integrate into every step.

🤝

Works with Any Agent

Don't lock yourself in. Works with Claude Code, Codex, Gemini CLI, and any ACP agent.

📈

Continuous Improvement

Evolve your agent prompts automatically using GEPA for better results over time.

Quick Start

⚡ Get Started in 30 Seconds

No API key required with Ollama! 🎉

🟣

Option A: Ollama (Free, No API Key!)

Perfect for local development and privacy-conscious teams.

Terminal
# Start Ollama
ollama serve
# Install and run CodeOptiX
pip install codeoptix
codeoptix eval --agent basic --behaviors insecure-code --llm-provider ollama
☁️

Option B: Cloud Provider

Use more powerful models from OpenAI, Anthropic, or Google.

Terminal
# Set your API key
export OPENAI_API_KEY="sk-your-key"
# Install and run CodeOptiX
pip install codeoptix
codeoptix eval --agent basic --behaviors insecure-code --llm-provider openai

🔌 Supported LLM Providers:

🟢 OpenAI🟠 Anthropic🔵 Google🟣 Ollama
Agent Client Protocol

🔌 ACP Integration

Quality bridge for editors - Zed, JetBrains, Neovim, VS Code and more

🌉 Quality Bridge

Terminal
# Start the quality bridge
codeoptix acp bridge \
  --agent-name claude-code \
  --auto-eval \
  --behaviors "insecure-code,vacuous-tests,plan-drift"
  • Automatic code extraction
  • Real-time quality evaluation
  • Quality reports with scores
  • Recommendations

⚖️ Multi-Agent Judge

Terminal
# Use different agents for generation vs judgment
codeoptix acp judge \
  --generate-agent claude-code \
  --judge-agent grok \
  --prompt "Write a secure API endpoint"
  • Separate generation & judgment
  • Code extraction from both
  • Combined evaluation
  • Intelligent orchestration
Enterprise

🏢 CodeOptiX Enterprise

Custom behaviors and integrations for your team. Make your coding agents safe, reliable, and secure.

🆓 Open Source

Free and open source on GitHub

3 Built-in Behaviors:

  • 🔒insecure-code - Security vulnerabilities
  • 🧪vacuous-tests - Test quality issues
  • 📐plan-drift - Requirements alignment
View on GitHub

🚀 Enterprise

Custom behaviors and integrations for your team

🔐

Enterprise Security

Custom security behaviors

🔧

Custom Integrations

Seamless tool integration

👥

Expert Support

Dedicated consulting

📊

Advanced Analytics

Detailed reporting

Get Quote

🔗 Enterprise Integrations

🚀 DevOps

Jenkins, GitHub, GitLab CI, CircleCI

📋 Project Mgmt

Jira, Monday.com

💬 Communication

Slack, Teams, Discord

📈 Monitoring

DataDog, New Relic, Grafana

🔀 Version Control

GitHub Enterprise, GitLab, Bitbucket

🔐 Secure Your AI Future Today

Stop shipping insecure, untested, off-plan code. Let CodeOptiX ensure your AI coding agents deliver quality.

Explore Open Source Request Enterprise Quote

Built by Superagentic AI - Advancing AI agent optimization and autonomous systems.