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Most MCP server examples are single-user, stdio-only demos. The moment you want to put one on the internet — so that each user connects their own account from claude.

A Model Context Protocol (MCP) server for the FreeAgent accounting API. Enables LLMs to manage contacts, invoices, estimates, bills, expenses, timeslips, projects, tasks, bank accounts, and more.

A Model Context Protocol (MCP) server implementation that provides Excel file manipulation capabilities without requiring Microsoft Excel installation.

A comprehensive MCP server providing helpful tools for AI agents like Cursor

Practical MCP server for large BigQuery datasets. Supports vector search. Keep LLM context small while staying fast and allowing only safe read-only actions.

Canvas LMS MCP server — read courses, assignments, submissions, rubrics, quizzes; grade and comment from any AI agent

MCP server for Langflow — gives AI assistants full access to Langflow workflow automation (93 tools, consolidated mode)

MCP server for Everything Search integration

Model Context Protocol (MCP) server that connects an Emby media server to an AI client such as Claude Desktop.

A Model Context Protocol (MCP) server that provides tools for interacting with Trello boards. This server enables seamless integration with Trello's API while handling rate limiting, type safety, and...

mcp for nano banana using openrouter.ai

MCP server and mineru-cloud CLI for the MinerU document parsing API, with complete artifact retention, durable operations, and portable PDF bundles.

An update version of qgis_mcp from jjsantos01/qgis_mcp repository

Use Codex from Claude Code, or Claude Code from Codex, through the subscriptions you already have. Multi-turn consultations between agent CLIs with no provider API key, a validated response envelope,...

MCP server for growth marketing - campaign design, retention analysis, churn prediction, A/B testing

Professional Binance MCP Server for Claude Desktop

A security-conscious Discord MCP server for Claude and other MCP clients. It can read and send messages, files, stickers, reactions, DMs, and optional ElevenLabs-generated Discord voice messages.

for symbolic computation and mathematical calculations, especially quantum computing

MCP server for philosophy texts — PhilPapers/PhilArchive scholarship plus public-domain classics (Gutenberg, Internet Archive, Wikisource), open-access books (DOAB), modern editions (Open Library),...

A remote Model Context Protocol (MCP) server for Sevalla, so AI agents like Claude Code, Cursor and Codex can work with the applications, databases and static sites in your Sevalla company.

The purpose of this repo is to demonstrate how easy it is to leverage workflows as tools for MCP servers by taking modelcontext.

A lightweight CLI alternative is available at semantic-scholar-cli. It is designed for LLM tool-use workflows with strict typed inputs, stable JSON envelopes, and small default payloads — usable...

A structured data reader and writer like 'jq' and 'yq' for AI Agents

Model context protocol server for distance at sea.