Top MCP Servers

Exposes GraphQL schema information to LLMs through specialized tools, enabling exploration of queries, mutations, subscriptions, types, and searchable patterns.

Provides a TypeScript‑based MCP server that enables seamless interaction with ArangoDB through a set of tools for querying, inserting, updating, removing, backing up data, and managing collections.

Provides JSON-RPC functionality via OpenRPC, exposing rpc_call and rpc_discover utilities for interacting with MCP servers through stdio.

Provides an embeddable integration platform that exposes Paragon ActionKit capabilities through a Model Context Protocol server, enabling AI agents to invoke SaaS services such as Google Calendar, Salesforce, and Slack.

Provides searchable access to Powertools for AWS Lambda documentation, enabling LLM agents to retrieve relevant examples and guidance directly from the toolkit's reference material.

Generate Whimsical diagrams from Mermaid markup via a Model Context Protocol server, returning both the diagram URL and a base64‑encoded image for iterative client workflows.

Provides AI assistants with real‑time and historical weather data through 17 dedicated tools, covering forecasts, alerts, air quality, marine conditions, lightning, rivers, wildfires and more—without requiring API keys or sign‑up.

Enables Large Language Model clients to read, search, create, and update pages on any MediaWiki wiki through a set of defined tools.

Provides a Model Context Protocol (MCP) server that enables MCP‑compatible clients to access, search, and manage Kibana APIs using natural language or programmatic requests.

Transforms a local Logseq OG graph into an autonomous, high‑token‑density workspace by continuously indexing notes with a local LLM and applying agentic enhancements, all while staying fully offline.

Provides real‑time, context‑friendly access to Uptime Kuma v2 metrics, monitors, heartbeats, notifications and settings via stdio or streamable HTTP transports, optimized for LLM consumption.

Provides samples, tools, and resources for building and integrating Model Context Protocol servers on Azure across C#, Python, Java, and JavaScript.

An implementation of the Model Context Protocol for the World Bank open data API

Provides flight search capabilities via natural language interfaces using the Amadeus Flight Offers Search API and the Model Context Protocol.

Enables AI agents to manage RabbitMQ brokers and interact with queues/messages through Model Context Protocol tools, wrapping admin APIs and providing Pika‑based message operations.

Enables AI assistants to list, view, trigger, cancel, and rerun GitHub Actions workflows through a Model Context Protocol server.

Enables AI platforms to run YepCode processes, execute code, manage environment variables, and handle storage directly through the Model Context Protocol, turning workflows into AI‑ready tools.

Enables agents to execute stock and cryptocurrency trades, query linked brokerage accounts, and retrieve market data through plain‑English requests over the MCP protocol.

Enables LLMs to query and analyze Honeycomb observability data across multiple environments via the Model Context Protocol, providing real‑time insights into datasets, SLOs, triggers, and more.

Provides a Model Context Protocol server that enables AI assistants to interact with the esa.io knowledge base, allowing reading, creating, updating, and managing posts, comments, tags, categories, and attachments via standardized tools.

Enables a one‑command setup that configures Claude Code environments, auto‑generates stack‑aware agents, slash commands, enforcement hooks, and integrates MCP servers for any tech stack.

Provides AI‑powered analysis of images and videos using Google Gemini or Vertex AI, supporting URLs, local files, and base64 inputs, and returning detailed descriptions, comparisons, object detection with annotated output, and video summarization.

Provides RDS service operations via OpenAPI, exposing tools for managing instances, querying metrics, and executing read‑only SQL through an MCP server.

Connects to HashiCorp Nomad and exposes Model Context Protocol endpoints for job, deployment, node, allocation, variable, volume, ACL, Sentinel, and cluster management via a Go‑based server.

Provides MCP endpoints to retrieve mid prices, historical candlestick snapshots, and L2 order‑book data from the Hyperliquid exchange.

Provides vector database capabilities through Chroma, enabling semantic document search, metadata filtering, and persistent storage for documents.

Provides realistic browser-like HTTP request capabilities with accurate TLS/JA3/JA4 fingerprints, enabling LLMs to bypass anti-bot measures and retrieve web content, plus conversion of PDF and HTML to Markdown for easier LLM processing.

Retrieves information from Pinecone Assistant via an MCP server, offering configurable result limits and easy Docker deployment.

Enables AI assistants to interact with Anki for creating, editing, reviewing, and managing flashcards through a Model Context Protocol server.

Provides instant, AI‑native access to the full text of 47 EU regulations, enabling developers and compliance professionals to query articles, recitals, and definitions directly from Claude, Cursor, or any MCP‑compatible client.

Provides a free, no‑auth REST endpoint that aggregates real‑time cryptocurrency news from 200+ sources, supports historical archive queries, multi‑language translation, AI‑powered analysis, and embeddable widgets.

Enables AI‑powered music creation, lyric generation, cover/remix production, and audio project management through Ace Data Cloud, exposing a rich set of Model Context Protocol tools for Claude, VS Code, and other compatible clients.