Top MCP Servers

Acts as a bridge between Arduino/ESP32 hardware and AI models, enabling AI-driven control of LEDs, buzzers, motors, servos, fans, relays, and sensors through the Model Context Protocol.

Enables AI‑powered interactions with CircleCI via the Model Context Protocol, allowing natural‑language commands to list projects, retrieve logs, trigger pipelines, and perform other CI/CD operations.

Queries multiple Ollama models, combines their perspectives, and synthesizes a comprehensive answer for a single question, enabling a council‑of‑advisors style interaction.

Retrieve PDF documents and other S3 objects through Model Context Protocol resources, enabling LLMs to pull data directly from AWS S3 buckets.

Provides a Model Context Protocol server exposing read‑only VictoriaMetrics APIs, enabling seamless monitoring, observability, and automation through AI‑driven assistants.

Provides zero‑config, AI‑managed end‑to‑end testing and live session monitoring for web applications.

A bridge that connects Keboola projects with AI agents, exposing storage, component configurations, SQL transformations, job execution, workflow orchestration, and Data Apps through the Model Context Protocol.

A Model Context Protocol (MCP) server implementation connecting Claude Desktop with DeepSeek's language models (R1/V3)

Provides a Model Context Protocol server that wraps the Discogs API, enabling music catalog operations, search, and collection management through MCP clients.

Provides a bridge that lets AI assistants manage MikroTik RouterOS devices through natural‑language commands, covering VLANs, DHCP, firewall, NAT, DNS, user accounts, backups, and more.

Install, manage, and run MCP servers in isolated containers, automatically configure popular AI coding assistants, and connect them to AI agents through a unified UI and CLI.

Connect AI agents to human intelligence via the Rapidata API, enabling real-time free‑text responses, image classification, image ranking, and text comparison from actual people.

Generates spoken audio from text, outputting MP3 files locally and optionally uploading them to Amazon S3.

Enables AI assistants to perform web, news, and image searches through the Bing Search API, handling rate limiting and errors.

Provides Deepseek model's chain‑of‑thought reasoning to MCP‑enabled AI clients, supporting both OpenAI API mode and local Ollama mode.

Interact with Google Calendar to list, create, update, delete events and find free time slots via Claude.

Generate images from text prompts using the Z‑Image‑Turbo model via a command‑line interface, a modern web UI, or an MCP server, with automatic GPU acceleration for NVIDIA CUDA, Apple Silicon MPS, and AMD ROCm.

Provides programmatic access to Fantasy Premier League statistics, team information, gameweeks, and analysis tools via a Model Context Protocol server.

Integrates the LLDB debugger with Claude's Model Context Protocol, enabling AI‑driven control and interaction with debugging sessions.

Enables large language models to manage and operate Heroku platform resources directly through the Heroku CLI, exposing a set of tools for app, dyno, add‑on, pipeline, database, and team operations.

Enables AI models to access, render, and extract clean, structured data from any website through a single API.

Enables AI‑driven automation of the PlayCanvas Editor using language‑model commands through an MCP server.

Enables Large Language Models to perform CRUD operations and browse data across multiple Nextcloud apps such as Notes, Calendar, Files (WebDAV), Contacts, Deck, and Tables.

Enables LLMs to create, search, and filter Raindrop.io bookmarks through MCP, supporting operations such as adding new links, querying by tags, and organizing collections.

Create, manage, and publish X/Twitter posts directly through Claude chat.

Send emails with multiple recipients, support attachments, and search for files in a specified directory using secure SMTP via an MCP server.

Enables Claude and other MCP‑compatible interfaces to query a rich set of blockchain, crypto market, and web3 tools through the Heurist Mesh API, supporting both SSE and stdio transports.

Provides AI-powered financial research and analysis by integrating with the Octagon Market Intelligence API, enabling extraction of insights from public filings, earnings call transcripts, financial metrics, stock market data, and private market transactions within Claude Desktop and other popular MCP clients.

Enables AI assistants to perform PDF creation, editing, conversion, digital signing, OCR, redaction, and other document operations through the Nutrient DWS Processor API.

Provides real-time and historical stock market data through MCP endpoints for LLMs and agentic workflows, enabling seamless access to comprehensive financial information.

Provides an MCP server that connects Reaper projects to MCP clients, enabling queries about project contents via tools like find_reaper_projects and parse_reaper_project.

Provides a TypeScript SDK that bridges AI agents with DeFi protocols, offering a unified, secure interface for lending, borrowing, liquidity provision, and cross‑chain operations.