Top MCP Servers

Provides an interactive UI popup for user input, file and image attachment, and emits a structured tag‑based output that AI agents can consume directly.

Provides market research, TAM/SAM calculations, industry analysis, and business intelligence through 28 integrated tools and eight economic data sources.

Enables natural‑language querying, creation, and updating of Fibery workspace entities via an MCP‑compatible LLM client.

Extracts text and performs OCR on images, PDFs, and Microsoft Office documents, converts documents to Markdown, and retrieves structured key information in JSON format.

Provides fast, local‑first code indexing and search across dozens of programming languages, enabling LLMs and developers to retrieve symbols, definitions, and code snippets with sub‑100 ms latency.

Provides dual‑perspective analysis that alternates between actor (creative/empathic) and critic (analytical/evaluative) viewpoints, delivering balanced performance assessments and actionable feedback.

Exposes iFlytek AI workflow capabilities through an MCP server, enabling MCP clients to call and orchestrate workflows programmatically.

Extract, search, and retrieve comprehensive metadata from PDF files with customizable options, async processing, and built‑in file size protection.

Provides a unified MCP endpoint that queries public SearXNG instances, parses HTML results, and returns them as a clean JSON array.

Provides fast, reliable retrieval‑augmented generation and semantic search via the Model Context Protocol, allowing agents to query Vectara corpora and receive generated answers together with source passages.

Manage OPNsense firewalls through conversational AI, providing network configuration, device discovery, DNS filtering, HAProxy setup, and backup/restore via simple commands.

Edit images in GIMP via natural‑language commands, enabling AI agents to drive GIMP operations through the MCP interface.

Enables natural‑language interaction with SingleStore services through an MCP server, handling OAuth authentication automatically and exposing a rich set of tools for organization, workspace, SQL, notebook, and job management.

Provides programmatic creation, editing, and exporting of Microsoft Visio diagrams through a standardized API using Python and the COM interface.

Enables interaction with Algolia APIs through experimental Model Context Protocol servers written in Go.

Provides a standardized interface for AI agents to manage DataWorks cloud resources via the Model Context Protocol.

Provides an interface to interact with Descope Management APIs for searching, retrieving, and managing project‑related data directly from Claude Desktop.

Provides an MCP server that exposes Redis operations as resources and tools for LLM integration, enabling caching, key‑value storage, list, hash, set, and Pub/Sub interactions with automatic reconnection handling.

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.