ouroboros
Agent OS: Stop prompting. Start specifying. A Socratic interview gates the spec on an ambiguity score, then one command drives execution, a 3-stage evaluation …
AI & MLouroboros is a community MCP server that connects AI assistants like Claude to agent os: stop prompting. start specifying. a socratic interview gates the spec on an ambiguity score, then one command drives execution, a 3-stage evaluation …. It runs locally on your machine, keeping your data private and giving you full control over the connection. AI engineers can use it to chain models and pipelines into more powerful workflows.
About ouroboros
Overview
Agent OS: Stop prompting. Start specifying. A Socratic interview gates the spec on an ambiguity score, then one command drives execution, a 3-stage evaluation gate, and a budgeted evolution loop. MCP server, 13 runtimes: Claude Code, Codex CLI, Gemini CLI, OpenCode, Copilot, Kiro and more.
Links
Topics
agent-os, agentic-ai, ai-agent, ai-coding-agent, claude, claude-code, cli, codex, developer-tools, github-copilot, llm-evaluation, llm-orchestration, llm-runtime, mcp, mcp-server, opencode, prompt-engineering, python, socratic-method, spec-driven-development
Who Should Use ouroboros?
- 1Manage repositories, issues, and pull requests through Claude
- 2Chain AI models and pipelines through a unified MCP interface
- 3Let Claude orchestrate other AI tools and models
- 4Integrate embeddings, image generation, or speech APIs into your workflow