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: 178

Official

Official MiniMax MCP server: text to speech, voice cloning and design, image and video generation

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

Minutes

minutes

Official

A local-first MCP server for meeting memory: on-device recording and transcription into Markdown, searchable from Claude Code, Codex, Cursor and any MCP client

Medium risk1.5KRepository stars
Official

Vybe's remote MCP server for Solana data: browse the API schema and make live calls to on-chain and market analytics

High risk1.4KRepository stars
Official

An MCP memory server for trading agents: keeps decisions and outcomes with a tamper-evident SHA-256 journal

Medium risk1.4KRepository stars
Official

A local browser automation platform: MCP server, CLI and skills so an agent can drive Chrome, fill forms and pull data from pages

High risk1.4KRepository stars
Official

An MCP server for voice conversations with Claude Code and other MCP agents: speech recognition and voice synthesis, local or cloud

Medium risk1.4KRepository stars

Wenyan MCP

文颜 MCP Server

Official

An MCP server that formats Markdown with ready themes and saves the article to a WeChat official account draft

High 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
Official

MCP server for Facebook and Instagram ads: campaigns, creatives, budgets and analytics through a conversation with the agent

High risk1.3KRepository stars

Burp Suite MCP Server

Burp Suite MCP Server Extension

Official

PortSwigger's official extension that exposes Burp Suite to AI clients over MCP for working with web traffic during testing

High risk1.2KRepository stars
Official

Ref's MCP server: documentation search for APIs and libraries that hands the agent only the relevant parts of pages

Medium risk1.2KRepository stars
Official

An MCP server and CLI that lets an agent query and provision cloud, SaaS and API resources with plain SQL

High risk1KRepository stars
Official

A PDF-reading MCP server: structured text, tables, OCR, visual crops and page-level citations

Medium risk959Repository stars
Official

An MCP server and CLI for code research: search and understand your project and all of GitHub with fewer tokens

Medium risk945Repository stars
Official

An open macOS app for code context engineering: an MCP server and agent orchestrator that helps agents understand a project before editing

Medium risk938Repository stars
Official

A free, two-way Figma MCP server: turns designs into framework-aware code and pushes code back to the canvas

Medium risk925Repository stars
Official

MCP server and skills for product analytics: user paths, funnels, segments and transition graphs over event logs

Medium risk919Repository stars

iai-memory

iai-memory (Personal Memory Engine)

Official

A local long-term memory MCP server for agents: keeps conversations verbatim and returns the right context at the start of a session

Medium risk895Repository stars
Official

A local memory MCP server for coding agents: records issues, attempts, fixes and decisions and warns before repeating a failed approach

Medium risk846Repository stars
Official

An MCP server built on Docling: converts PDFs into structured documents, builds new ones and feeds them to RAG

Medium risk763Repository stars

KeyID agent-kit

@keyid/agent-kit

Official

An MCP server that gives an agent a real email address: 27 tools for sending, replying, inbox search and contacts

High risk660Repository stars
Official

Google's MCP server for deploying apps to Cloud Run from an agent, with service listing and log reading

High risk631Repository stars
Official

The official MCP server for the Chroma vector database: collections, documents, semantic and full-text search

Medium risk599Repository 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.