Context Protocol Python Packages

mcp-bifrost

An MCP server that delegates mechanical code edits to a cheap worker model, validates them through a chain of gates, and applies them atomically. Supports PHP & Python.

agentsmcp

Context-sync protocol for AI agents. Persistent memory, async messaging, codebase indexing. One-command setup.

mmcp-core

Multi-Model Collaboration Pipeline — orchestrate AI models as a DAG. RL routing, multi-verifier voting, agent mesh, self-improving. Works with OpenAI, Anthropic, Gemini, DeepSeek. npm install mmcp-core | pip install mmcp-core

harbor-sdk

Open-source agent middleware — shared memory, credential isolation, and schema learning for AI agents. What one agent learns, every agent knows.