juyterman1000/entroly — Entroly-Daemon: Self-Evolving Daemon.

Description and use

Entroly‑Daemon is an open‑source, self‑evolving service that compresses massive codebases (up to 2 million tokens) into a compact “Principal Engineer” context, reducing token usage by 85‑99% while preserving 100% accuracy as proven by live API benchmarks. It works seamlessly with major AI code‑completion providers such as Cursor, Claude, Opus, Codex, GPT, and custom back‑ends, offering both frontend and backend integration. The project is designed for developers who need ultra‑efficient, high‑fidelity context windows for large repositories.

Problem

juyterman1000/entroly helps connect AI assistants to real tools and data through a standard protocol.

Outcome

Medium: useful for prototypes or internal workflows, with dependency and maintenance checks before production.

Workflow

• connect AI agents to tools
• ship Model Context Protocol servers
• standardize integrations

Evidence

Entroly-Daemon: Self-Evolving Daemon. Compress 2M-token repos into a razor-sharp Principal Engineer's context. 85–99% fewer tokens, 100% accuracy retention (verified by live API benchmarks). Built for Cursor, Claude Code, Opus, Codex, GPT & Custom Providers.

Source