PyPI

Build effective agents with Model Context Protocol (MCP) using simple, composable patterns.

Memory Vault MCP Server — Markdown + SQLite knowledge store with bidirectional [[wikilinks]] for AI agents

Full Stack MCP framework for python, build MCP agents, clients, and servers.

MCP server exposing spark-advisor tools for Claude Desktop and other MCP clients

MCP server for Empirica epistemic framework

MCP server for Lingua Universale protocol verification -- verify AI agent communication with session types

Sablier MCP — plug Wall Street-grade portfolio analytics, stress-testing, and SEC filing intelligence into any AI assistant. What takes quants & analysts weeks, done in 2 minutes.

MCP server for FOLIO, the Federated Open Legal Information Ontology

Neo Memory Cortex — Standalone Memory Server

Full Creative Cloud automation for Claude via the Model Context Protocol

Codesteward MCP Graph Server — structural code graph queries over HTTP+SSE or stdio

MCP server for Ascend Profiler (msprof) analysis

Flet MCP server for LLM agents

MCP server for Music Assistant – control playback, browse libraries, and manage queues via AI assistants

A proxy tool that converts normal MCP servers to use lazy-loading pattern with meta-tools

AI Space: Agents-MCP-Hackathon/web-search-mcp

Selenium WebDriver MCP server for AI agents and LLM-powered browser automation

Fênix Cloud MCP server implemented in Python

飞书消息监控与文档处理MCP服务器