MCP server that exposes all Tapir commands to AI models through autogenerated tools

MCP-native collaboration server for AI agent teams — real-time messaging, task management, and web dashboard with just 1 npm dependency

Persistent memory graph for AI agents. Facts, decisions, entities, and relationships that survive across sessions, tools, and providers. MCP server — works with Claude, Cursor, ChatGPT, and any MCP client.

GoHighLevel MCP Server — 520+ tools across 40 categories. Voice AI, Proposals, Contacts, Calendars, Conversations, Opportunities, Invoices, Payments, Workflows, Social Media, and more. MCP SDK 1.26, Streamable HTTP, tool annotations.

SUMO-MCP 是一个连接大语言模型 (LLM) 与 Eclipse SUMO 交通仿真的中间件。通过 Model Context Protocol (MCP)，它允许 AI 智能体（如 Claude, Cursor, TRAE等）直接调用 SUMO 的核心功能，实现从OpenStreetMap 数据获取、路网生成、需求建模到仿真运行与信号优化的全流程自动化。

mermaid mcp

Amazon Ads MCP - Model Context Protocol server for Amazon Advertising API

A plugin that provide simple MCP service for Siyuan-note

Universal MCP server for AI agents to interact with any* blockchain via natural language and plugins. Supports swaps, bridges, gas, staking, lending, and more across Ethereum, Arbitrum, Base, Polygon, BSC, and testnets.

Midnight MCP server giving AI assistants access to Midnight blockchain — search contracts, analyze code, explore docs

mcp-probe-kit is a protocol-level toolkit designed for developers who want AI to truly understand their project's intent. It's not just a collection of 22 tools—it's a context-aware system that helps AI agents grasp what you're building.

This MCP server offers a basic functionality to perform a search on Solr servers.

basilisk-ai/squad-mcp)** – Product‑discovery and strategy platform integration. Create, query and update opportunities, solutions, outcomes, requirements and feedback from any MCP‑aware LLM.

📚MCP service for Google Scholar that filters only complete abstracts and seamlessly integrates with Cherry Studio.

Resources and examples to learn how to use and make MCP servers for data and analytics.

OCTAVE protocol - structured AI communication with 3-20x token reduction. MCP server with lenient-to-canonical pipeline and schema validation.

Evernote MCP server - allows LLMs that support MCP (like Claude Desktop) to query your notes in Evernote

Human-driven multi-agent dashboard for Claude Code, Codex, Gemini & OpenCode. Web UI, project wiki, shared content, and MCP-based agent messaging — see every agent, coordinate manually, intervene instantly.

A lightweight and security-focused Python implementation of OpenClaw.

Web of Science skills for Claude Code — search, browse, export, download academic papers via Chrome DevTools MCP

MetaOntology OS MCP Plugin ? All agent environments evolve toward ontology-structured forms

MCP server bridging AI assistants to Unreal Engine 5 editor

CLI for Tana integration - query, create, sync, and manage Tana workspaces with semantic search and MCP Server

CLI-first semantic code search with MCP integration. Modern, fast, and intelligent code search powered by ChromaDB and AST parsing.