Open Source Context Engineering

# Your AI is Blind.
Fix it in 30 seconds.

AI coding tools often see only a slice of your codebase. Entroly gives compatible tools broader selected context — with 70-95% fewer tokens.

$ pip install entroly[full] && entroly go Click to copy
Works with Cursor · Claude Code · Windsurf · Cline
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See Entroly cut up to 95% of tokens while your AI sees 100% of the code.

70-95%
Token Reduction
100%
Code Visibility
<8ms
Engine Latency
436
Tests Passing
The Problem

## RAG isn't enough for coding.

### Standard Context

Files visible 5-10 files
Visibility~5%
Tokens used 186,420 (Raw)
Cost / 1K Req$560.00
Quality Hallucination risk

### With Entroly

Files visible ALL 847 files
Visibility 100%
Tokens used 9,300 - 55,000
Cost / 1K Req$28 - $168
Quality Dependency Aware
Features

## Context Engineering, Automated.

📦

### Zero-Config Install

One command auto-detects your IDE, language, and project structure. No manual prompt engineering required.

🦀

### Rust Performance

A high-performance Rust core (via PyO3) processes your entire codebase in under 10ms. Scale to millions of lines.

🧠

### PRISM Optimizer

Reinforcement Learning adjusts context weights based on AI response quality. Gets smarter every time you code.

🔒

### Built-in Security

55 SAST rules catch hardcoded secrets and SQL injection before they reach the AI. Security by design.

📊

### Health Scoring

Get an A-F grade for your codebase health. Detect god files, dead code, and cross-module clones automatically.

🤖

### Agent Native

First-class support for Multi-Agent systems. Nash bargaining for token budgets between sub-agents.

## Stop paying for boilerplate.

Free your AI from context blindness today.

View on GitHub
pip install entroly && entroly go