jmanhype

Ace Adaptive Code Evolution — AI skill for Claude Code

AI community

ACE (Adaptive Code Evolution) is an AI-powered system for code analysis and optimization.

How to install Ace Adaptive Code Evolution

This entry records only its repository, not the path inside it, so there is no exact command to give. Open jmanhype/ace-adaptive-code-evolution and copy the folder into ~/.claude/skills/, or the file into ~/.claude/agents/.

What Ace Adaptive Code Evolution does

ACE (Adaptive Code Evolution) is an AI-powered system for code analysis and optimization.

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README

ACE: Adaptive Code Evolution

Elixir application that uses LLMs to analyze code, identify optimization opportunities, generate improved implementations, and apply them. Includes a Phoenix web dashboard.

What It Does

Analyzes source files to find optimization opportunities (performance, maintainability, security, reliability)
Sends code to an LLM (Groq, OpenAI, or Anthropic) to generate optimized versions
Evaluates optimizations via compilation, tests, and benchmarks
Applies successful optimizations to the codebase

Stack

Component	Technology
Language	Elixir 1.14+
Web	Phoenix 1.7, LiveView 0.20, LiveDashboard
Database	PostgreSQL (Ecto)
LLM providers	Groq (default), OpenAI, Anthropic -- via Finch HTTP
GraphQL	Absinthe
Frontend	esbuild, Tailwind
CLI	escript

Supported Languages

Language	Support Level
Elixir	Primary
JavaScript	Partial
Python	Partial
Ruby	Partial
Go	Partial

Project Structure

lib/
  ace/
    core/         # Analysis, Opportunity, Optimization, Evaluation, Experiment
    analysis/     # Analysis service
    optimization/ # Optimization service
    evaluation/   # Evaluation service
    infrastructure/ai/  # LLM provider abstraction (Groq, etc.)
    telemetry.ex  # Function tracing
    cli.ex        # Escript CLI entry point
assets/           # JS (esbuild), node_modules
config/           # Environment configs

Setup

git clone https://github.com/jmanhype/ace-adaptive-code-evolution.git
cd ace-adaptive-code-evolution
mix deps.get
mix ecto.setup

# Set at least one LLM API key:
export GROQ_API_KEY=your_key
# Or: OPENAI_API_KEY, ANTHROPIC_API_KEY

CLI Usage

mix escript.build  # Builds the 'ace' CLI

ace init                              # Initialize config
ace analyze lib/my_module.ex          # Analyze a file
ace analyze-project --dir ./project   # Analyze a