Top MCP Servers

Provides up-to-date football match information—including live scores, lineups, events, odds, and league metadata—accessible through natural‑language queries via MCP‑enabled clients.

Interact with Couchbase clusters through a Model Context Protocol (MCP) server, enabling LLMs to perform CRUD operations, run SQL++ queries, and retrieve metadata directly from buckets, scopes, and collections.

Provides an MCP interface for retrieving and managing repositories, issues, pull requests, workflows, and user data from GitHub Enterprise, GitHub.com, and GitHub Enterprise Cloud, enabling seamless integration with AI tools such as Cursor and Claude Desktop.

Provides AI assistants access to Gyazo images through Model Context Protocol, exposing image resources, search, fetch, and upload tools.

Build, manage, and query relational graphs from CSV/Parquet, convert natural language to PQL, and obtain predictions, evaluations, and explanations from KumoRFM without any training.

Provides a security‑first MCP server that enables AI agents to orchestrate Ghidra, Radare2, and YARA for fully automated reverse‑engineering and malware‑analysis workflows.

Provides an intelligent home automation control service that bridges MCP‑compatible AI assistants with Aqara smart home devices, enabling natural language device control, status queries, scene execution, and scheduled automation.

Provides natural‑language access to TON blockchain data, enabling balance checks, transaction lookups, trend detection, and forensic analysis through an MCP server.

Provides a Model Context Protocol server that lets large language models perform natural‑language driven operations on YDB databases.

Provides a Model Context Protocol server that interfaces with Label Studio to programmatically manage projects, tasks, and predictions via the label‑studio‑sdk.

Provides a universal interface for AI agents to retrieve Hologres database metadata and execute SQL operations, including queries, DML, DDL, and procedure calls.

Enables AI assistants to query PortOne's developer and help center documentation, retrieve channel lists, add test channels, view sub‑store information, and obtain payment histories through the Model Context Protocol.

Provides a Model Context Protocol server for the Qwen Max language model, enabling seamless integration with Claude Desktop and other MCP‑compatible clients.

Provides access to Microsoft SQL Server databases via a Model Context Protocol server, enabling language models to inspect schemas and execute SQL queries through a standardized API.

Provides a collection of tools and protocols that enable AI agents to interact with Atlan services, offering asset search and retrieval capabilities via the Model Context Protocol.

Provides query capabilities for events, venues, and attractions through the Ticketmaster Discovery API.

Enables AI agents to send plain‑text or HTML emails, attach files, and manage CC/BCC via configurable SMTP settings.

Enables Claude to access, permanently cache, and semantically search your Substack and Medium essays, delivering contextual assistance for writing tasks.

Creates a virtual travel environment where an avatar moves along Google Maps routes, generates street‑view images, overlays a customizable avatar, and can report progress to Bluesky SNS—all controllable via LLM prompts.

Capture high‑quality screenshots and retrieve browser console logs from any web page using Playwright, exposed via an MCP server for AI agents.

Provides video generation and status checking via the json2video API for seamless integration with LLMs, agents, and other MCP‑compatible clients.

Provides AI assistants with a secure and structured interface to list tables, read data, and execute SQL queries on GreptimeDB.

Provides a standardized MCP interface to Futu OpenAPI, exposing real‑time market data, historical K‑lines, subscription streams, account queries, and trading operations for AI models.

Run generated Python code to query and manage AWS resources through boto3, with sandboxed execution and containerization for safe interaction.

Provides author disambiguation, institution resolution, work retrieval, citation analysis, and ORCID matching via the OpenAlex API, delivering streamlined, structured responses optimized for AI‑agent consumption.

Provides a task management API that integrates with AI agents via the Model Context Protocol and persists data in Valkey, supporting multiple transport protocols and rich Markdown‑formatted notes.

Executes token swaps on the Solana blockchain using Jupiter's Ultra API, handling routing, RFQ, slippage, priority fees, and transaction landing.

Provides an AI-driven interface to Malware Bazaar, delivering real-time threat intelligence and sample metadata for authorized cybersecurity research workflows.

Provides college football statistics via a Model Context Protocol server for Claude Desktop, enabling natural‑language queries of game results, player stats, rankings, win probabilities, and more.

Provides MCP‑compatible access to Lightdash's API, enabling AI assistants to interact with Lightdash data through a standardized interface.

Enables Claude and other LLMs to interact with the EduBase e‑learning platform via the Model Context Protocol, allowing automated quiz creation, exam scheduling, and result analysis.

Provides a Model Context Protocol server that connects AI models to FalkorDB graph databases, translating queries and formatting responses according to the MCP standard.