Top MCP Servers

Provides an MCP server that interfaces with the Estonian e‑arveldaja (RIK e‑Financials) REST API, enabling AI assistants to create, modify, and query accounting records automatically.

Provides a turnkey, single‑container deployment of the Mem0 OpenMemory AI memory layer, bundling a FastAPI/MCP server, Qdrant vector store, and Next.js UI for easy self‑hosting on Unraid.

Provides a unified MCP server that lets AI agents read, write, and control Apple ecosystem apps and services through a rich set of native tools and safety primitives.

Enables AI clients to perform real‑time cybersecurity reconnaissance directly from a local server, automating WHOIS, DNS, port scanning, SSL inspection, header analysis, tech‑stack detection, CVE lookup and more.

Provides comprehensive integration with the Sauce Labs testing platform, enabling AI assistants to manage devices, test jobs, builds, storage, and tunnels through natural‑language conversations.

Retrieves Bilibili video subtitles, transcripts, metadata, chapters, popular comments and provides search capabilities for AI agents.

Provides AI agents with a composable toolbox of mathematical operations, delivering inspectable artifacts and independent verification for conjectures, counterexamples, exact computation, and formal proof.

Provides web automation capabilities through Selenium WebDriver, enabling AI assistants to navigate pages, interact with elements, capture screenshots, execute JavaScript, and manage browser state via MCP.

Creates and manages Model Context Protocol servers for Claude Desktop, providing commands to generate, update, register, and install dependencies for custom MCP servers via a simple CLI interface.

Provides a universal interface for AI agents to access AnalyticDB PostgreSQL, enabling metadata retrieval, SQL execution, graphRAG operations, and LLM memory management.

Provides a Model Context Protocol server that enables executing full MATLAB scripts or individual sections, preserving workspace state, capturing plots, and interfacing with Cline or other MCP‑compatible clients.

Provides secure access to Oura Ring health metrics via the Model Controller Protocol, enabling AI assistants to fetch, analyze, and visualize personal wellness data.

Connect AI agents to the Paradex trading platform, retrieve market data, manage accounts, and execute trades seamlessly with automated tools and real-time insights.

Enables exploration of KurrentDB data by reading, writing, and creating projections through a simple MCP server interface.

Provides evaluation capabilities for LLM assistants and agents by exposing Root Signals evaluators through the Model Context Protocol, enabling automated quality assessment of AI-generated responses.

Provides an MCP server that keeps .faf project DNA in perpetual sync with CLAUDE.md, delivering zero‑drift AI context for any LLM.

Retrieve token‑optimized, structured YouTube data—including video details, transcripts, channel statistics, trending lists, and comments—for direct consumption by large language models.

Enables AI assistants to search, retrieve, analyze, and summarize arXiv papers, offering author/category browsing, trend tracking, citation insights, and multi‑format exports.

Provides a markdown‑first Model Context Protocol server for Notion, consolidating dozens of REST endpoints into composite actions that are token‑efficient and ready for AI agents.

Builds a semantic graph of TypeScript codebases, enabling AI assistants to perform deep, cross‑file reasoning, impact analysis, and natural‑language queries.

Provides a Model Context Protocol server that connects AI agents to ERPNext instances, exposing 120 tools across 14 functional categories and seven interactive UI viewers for seamless data exploration and actions.

Manage translations across Next.js, React, and Expo/React Native projects with type‑safe TypeScript SDKs, CDN delivery, GitHub‑first workflow, and AI‑assisted translation.

A self‑updating local archive that bundles thousands of AI agent skills, dozens of Model Context Protocol (MCP) server implementations, IDE context rules, system prompt collections, AI API references, no‑code workflow platforms, and a curated directory of public APIs—all in one free, offline‑ready repository.

Automatically creates espresso profiles, analyzes shot data, and provides AI coaching through a web interface, REST API, and MQTT bridge, all packaged in a single Docker container.

Enables Claude Desktop to browse Hacker News, retrieve story details, and read comments through a set of MCP tools, presenting clean‑formatted content for better readability.

Provides AI‑callable tools for football, Formula 1, and cricket, enabling Monte Carlo World Cup bracket simulations, pit‑stop strategy recommendations, and constraint‑based Dream11 fantasy‑team optimisation.

Provides AI agents with a discovery layer to locate, evaluate, and install MCP servers from the Official Registry, Glama, and Smithery, delivering trust signals and ready‑to‑use configuration snippets.

An automated, self‑updating repository that harvests, scores, and stores AI‑related resources, exposing a queryable knowledge graph and an HTTP gateway for agents to inject contextual information without manual curation.

Provides a tiled, multi‑host terminal interface that runs entirely in a web browser, streaming real PTYs from any machine over WebSocket and allowing persistent sessions, AI agent interaction, and full‑screen TUI control.

Find and automatically fix code breaking changes introduced by the MCP 2026-07-28 specification revision.

A self‑hosted MCP server that makes an Obsidian/markdown vault searchable across text, PDFs, Office documents, images, and audio, enabling hybrid retrieval with sub‑second latency on corpora of tens of thousands of notes while keeping files in plain markdown.

Provides a Model Context Protocol server that exposes the full NextDNS API as AI‑compatible tools, enabling automated DNS profile management, analytics, and content‑list control through simple MCP calls.