openclaude-improved
OpenClaude is an open-source CLI coding agent that runs on any platform and supports a wide range of LLM providers, offering the same tools and workflows as Claude Code.
它直接解决了单模型代理编码的结构性盲点——确保编写代码的模型永远不会批准自己的成果,从而减少相关误差和自我评估偏差。
Two frontier models, one job each. The model that wrote the diff never grades it.
A Claude Code skill for multi-model AI coding: Claude writes the brief and reviews the real diff, while GPT-5.6 Sol writes the code through the OpenAI Codex CLI.
🚀 Get started · Why this exists · How it works · A real run · Setup · FAQ
1. Install. /sol drives the Codex CLI, so that goes first:
npm i -g @openai/codex && codex login
Then the skill, in Claude Code:
/plugin marketplace add ozankasikci/claude-plugins
/plugin install sol
2. Use it. In any repo, on a clean tree:
/sol add rate limiting to the upload endpoint
Claude writes the brief → Sol implements → Claude reviews the real diff and re-runs your tests before telling you it worked.
Other hosts (Cursor, Copilot, Gemini CLI, ~50 more): npx skills add ozankasikci/sol-skill -g. Requirements, a preflight check, and all install surfaces are in Setup. Expect it to be slow: xhigh reasoning took 8m02s for the one-file change documented below.
Single-model agentic coding has a structural blind spot: the model that wrote the code also decides whether the code is good. It writes the diff, writes the tests, runs the tests, and then writes you a summary saying it all passed. You are reading a self-assessment from the author.
That is not a small bias. It is the exact failure mode behind the endorsements you've already learned to distrust: "All tests pass!" (it didn't run them), "Fixed!" (it changed the test), "Done, fully working" (one path works). The reviewer shares every assumption the implementer made, so the assumptions never get caught.
/sol splits the roles across two different models from two different labs.
| Model | Job | Never does | |
|---|---|---|---|
| Planner / reviewer | Claude (your Claude Code session) | Writes the brief, reviews the real diff, re-runs the checks i |
Claude Code skill that delegates implementation to GPT-5.6 Sol via Codex CLI — Claude plans and reviews the diff, Sol writes the code. Multi-model AI coding where the model that wrote the diff never grades it.
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OpenClaude is an open-source CLI coding agent that runs on any platform and supports a wide range of LLM providers, offering the same tools and workflows as Claude Code.

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