Discover Awesome MCP Servers

BRAHM

Enables automating materials science research workflows through a multi-agent AI platform, including literature discovery, knowledge extraction, simulation, and document generation.

costwright

Static worst-case token-budget analysis for LLM-agent workflows using AST analysis to identify certifiable, default-dependent, non-certifiable, and runaway units, with optional signed budget certificates.

MCP Playground

Research and analysis toolkit offering real-time data access via MCP, including web search, stock prices, YouTube transcription, weather, and Toronto crime statistics.

iconnect-mcp

MCP server for the entire Apple ecosystem — 150+ tools across 17 modules including Notes, Reminders, Calendar, Mail, Messages, Music, Maps, Screen Capture, and Apple Intelligence. macOS only.

figma-ui-mcp

Enables MCP clients to read design structure, take screenshots, create nodes, and edit UI directly on Figma canvas via a bridge between MCP and Figma Desktop.

Atoms MCP Server

Manage agents, debug calls, and view analytics for the Atoms voice AI platform directly from your IDE.

MCP Hacker News

A Model Context Protocol server that enables AI tools like Claude and Cursor to fetch and interact with live Hacker News data (posts, comments, users) via standardized MCP endpoints.

a11y-mcp

An MCP (Model Context Protocol) server for performing accessibility audits on webpages using axe-core. Use the results in an agentic loop with your favorite AI assistants (Cline/Cursor/GH Copilot) and let them fix a11y issues for you!

Quickchat AI MCP server

Allows users to integrate their custom Quickchat AI Agents into various AI applications (Claude Desktop, Cursor, VS Code, etc.) through the Model Context Protocol, enabling AI-to-AI interactions.

mcp-elevenreader

MCP server for ElevenReader TTS service. Enables document management, URL/ebook upload, voice configuration, and progress tracking.

Lattice MCP Server

An MCP server that exposes the Lattice Talent API as tools, enabling AI assistants like Claude to read and manage people data, goals, feedback, reviews, and more.

utel-mcp

An MCP server that wraps the UTEL IP-telephony REST API as MCP tools, enabling LLM agents to make authenticated HTTP requests to the UTEL API via a simple tool interface.

swiftsign-mcp

E-signature for AI agents. One unauthenticated call returns a sandbox API key (no account, no browser), then the agent can send documents for signature, check status, and download the sealed PDF plus Certificate of Completion.

UNITARES

Runtime governance for AI-agent fleets that continuously monitors agent health, confidence, and behavior through check-ins, and returns verdicts to enable self-correction before failures occur.

url-metadata-api

Provides URL metadata extraction (title, description, image, site name) from OpenGraph and meta tags for link previews.

Hyperliquid MCP Server

A Model Context Protocol server providing comprehensive tools to access real-time market data, trading information, user positions, and analytics for the Hyperliquid perpetual futures exchange.

CommerceOps MCP Server

CommerceOps MCP Server is an AI-native Model Context Protocol server for e-commerce operations, enabling AI agents to autonomously diagnose and resolve operational exceptions such as stuck orders, missed payment webhooks, warehouse delays, and oversold inventory, with built-in safety guardrails and audit logging.

nvim-mcp

Make Neovim feel like Cursor. This MCP server gives an agent full control over the Neovim session it is running inside, including buffers, windows, diagnostics, LSP language intelligence, and terminals.

ima-mcp

MCP server for Tencent IMA OpenAPI, enabling notes and knowledge base management through tools like search, create, and list.

bankstatementparser-mcp

Model Context Protocol server exposing the bankstatementparser library as first-class agent tools for reading bank statements.

umami-mcp-server

Enables natural-language analytics against Umami, including traffic stats, time series, sessions, custom events, and filtered breakdowns, plus self-hosted admin CRUD for websites, users, and teams, and client onboarding.

MCP_WolframAlpha

MCP\_WolframAlpha

Limetest MCP Server

A Model Context Protocol server that enables automated end-to-end testing with LLMs using Playwright's accessibility tree rather than pixel-based inputs.

MCP Server for Snowflake

Enables read-only querying of Snowflake databases through Claude, supporting multiple authentication methods and SQL operations like SELECT, SHOW, DESCRIBE.

MiMo Multimodal Understanding MCP Server

Integrates Xiaomi MiMo's multimodal API to enable understanding of images, audio, and video through natural language prompts.

Pacioli

MCP server that connects Claude Code to the Holded API for natural language financial, accounting, and invoicing queries, with built-in Spanish PGC context.

speclib-mcp

An MCP server that enables AI agents to search, discover, and retrieve technical specifications from a SpecLib instance. It provides tools for full-text search, scope listing, and reading specs as markdown content.

mcp-prose-memory

Persistent memory server for MCP clients that stores structured facts as JSON across sessions, enabling atomic add, remove, replace, and view operations.

Databricks MCP Server

Enables AI assistants like Claude to interact with Databricks workspaces through custom prompts and tools. Supports cluster management, SQL execution, and workspace operations with OAuth authentication.

Atlassian Bitbucket MCP Server

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