MCP servers

An MCP server connects an agent to external data and tools over a single protocol: files, databases, APIs and services. This section lists servers with their transport, auth method and environment variables, an install command and an honest read on the risks.

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Found: 95

data.gouv.fr MCP

data.gouv.fr MCP Server

Official

Official MCP server for France's open data portal: search, explore and query datasets straight from a chat with the agent

Medium risk1.6KRepository stars

MCP Server for WinDbg

MCP Server for WinDbg Crash Analysis

An MCP server that hands the agent the Windows debuggers: crash dump analysis, remote and kernel debugging in natural language

Medium risk1.6KRepository stars

Qdrant MCP Server

mcp-server-qdrant

Official

Qdrant's official MCP server: semantic memory for agents on a vector database, storing and retrieving by meaning

Medium risk1.5KRepository stars

MCP server for Apple's official developer docs: search frameworks, APIs, code samples and WWDC sessions from your agent

Medium risk1.4KRepository stars

A self-hosted MCP server for long-term agent memory: structured records, versioned rollback and a visual dashboard

Medium risk1.4KRepository stars

Search and drop in icons from 150+ Iconify collections as an MCP server, CLI and skill, writing SVG straight into the project

Medium risk1.3KRepository stars
Official

Datalayer's MCP server for Jupyter: the agent opens notebooks, edits cells and runs code in a live JupyterLab session

High risk1.3KRepository stars

An MCP bridge to control your browser from a coding agent: a Chrome extension and a set of tab and page automation tools

High risk1.3KRepository stars

mcpdoc

MCP LLMS-TXT Documentation Server

An MCP server from LangChain that serves docs from the llms.txt files you choose, with auditable tool calls

Medium risk1KRepository stars

Neo4j Labs MCP servers: Cypher queries on a graph, graph memory for agents, Aura management and data modeling

High risk986Repository stars

MCP server for Kubernetes: the agent reads cluster state, diagnoses pod failures and runs operations through kubectl

High risk961Repository stars

An MCP server for a project memory bank: the agent stores and reads memory files through one service instead of inside the project

Medium risk921Repository stars

An MCP server that checks whether the agent is really done: drives the real app and returns pass, fail or couldn't tell with the file and line

Medium risk915Repository stars

Local shared project memory for coding agents: facts, decisions and commits available through MCP, CLI and hooks in any agent

Medium risk816Repository stars

A local MCP server and CLI for agents: semantic code search, call graphs and change-impact analysis

Medium risk745Repository stars

An MCP server that lets an agent read and edit Figma designs: colors, typography, components and export

Medium risk665Repository stars

An MCP server plus a Chrome extension: pick a DOM element by Option-click and the agent gets its text, styles and selector

Medium risk597Repository stars

An MCP server for AutoCAD, GstarCAD and ZWCAD: draw, edit and inspect drawings in plain language

Medium risk574Repository stars

An MCP server for Prometheus: the agent runs PromQL queries, discovers metrics and checks scrape targets

Medium risk518Repository stars

An MCP server for Unity: control the scene, objects, components, builds and profiling from an agent

Medium risk485Repository stars

A self-hosted MCP server for Odoo: read and gated writes of ERP data through an agent, any edition and version

High risk418Repository stars
Russian stack

A single-binary Go MCP server: the agent sees 1C metadata, searches code, runs read-only queries and writes accurate BSL

High risk235Repository stars
Russian stack

An MCP server for analyzing large 1C codebases with less context: the agent runs scripts server-side and gets only a compact result

Medium risk199Repository stars

An MCP server that builds a code graph once and serves the answer to the agent instead of re-reading files

Medium risk182Repository stars

Frequently asked questions

What is an MCP server?

An MCP server connects an agent to external data and tools over a single protocol: files, databases, APIs and services. The agent calls its tools while it works.

How do I connect an MCP server to an agent?

The entry lists how to run it (npx, uvx, docker or a remote URL) and the environment variables. A config snippet goes into the agent settings.

Do I need a key or a paid account?

It depends on the server. Each entry states the auth method and requirements, including paid accounts, in the limitations block.