Evolve Router — AI skill for Claude Code
A local-first LLM routing gateway that thinks before it routes — a decision model (Jev / laya) picks the most suitable model for every request.
How to install Evolve Router
This entry records only its repository, not the path inside it, so there is no
exact command to give. Open holny/evolve-router and copy the folder into
~/.claude/skills/, or the file into ~/.claude/agents/.
What Evolve Router does
A local-first LLM routing gateway that thinks before it routes — a decision model (Jev / laya) picks the most suitable model for every request. Self-evolving flywheel learns from every outcome. Scientific formula, fully auditable. One 6.7 MB Rust binary, zero cloud. Supports opencode, Claude Code, Codex, Pi, openclaw, hermes — OpenAI & Anthropic.
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README
EvolveRouter
**A local LLM routing gateway with a decision model at its core. It evolves with every request.**
[](LICENSE) [](https://www.rust-lang.org) [](#development)
[English](README.md) | [中文](README.zh-CN.md)
**Not the best model — the right one, for every request.**
A local-first LLM routing gateway: a decision model judges every request's task profile, a flywheel learns from every outcome, and a scientific formula keeps every decision traceable. **Your data never leaves your machine.**

**EvolveRouter** is a local-first routing gateway that sits between your Agent and every LLM provider you use. It doesn't ship every request to the "best" model — it routes each one to the **most suitable** one, judged on the fly by a **decision model** (any System-One-compatible backend — cloud or self-hosted — plus a multilingual heuristic second opinion, take-conservative fusion) against what the task actually needs and what your providers can afford right now. Every request feeds the flywheel, so the routing gets sharper the more you use it.
What makes it different: every decision is **local, transparent, and auditable** — JSONL event log, response headers (`x-ev-model / x-ev-reason / x-ev-decision-id`), zero-build dashboard. User data never leaves the host. And when the decision model is unavailable, the heuristic takes over and **routing never blocks**.
Why not another proxy
| EvolveRouter | LiteLLM / OpenRouter | RouteLLM | |
|---|---|---|---|
| Routing decision | Decision model judges every request (8 signals) + heuristic second opinion, fail-open | Config/prefix rules, or model-based router trained offline | Trained router models, offline |
| **Self-evolutio |
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