Top MCP Servers

Orchestrates multiple AI agents locally to plan, implement, test, review, and iterate on code while enforcing TDD and integrating SonarQube, all without incurring per‑token API fees.

Offers full‑text (FTS5) and semantic vector search over a directory of Markdown files, with front‑matter‑aware indexing, incremental reindexing, and read/write tools exposed through the Model Context Protocol.

Provides a comprehensive catalog of MCP servers covering APIs from emerging markets across Brazil, MENA, Gulf, Southeast Asia, Africa, CIS, and Iran, enabling seamless integration with non‑Western services.

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 an MCP server for SAP ABAP Development Tools (ADT) that enables full CRUD operations, JWT/XSUAA and service‑key authentication across SAP BTP ABAP Cloud and on‑premise ECC/S/4HANA systems.

Render GLB/glTF avatars directly in the browser, attach an LLM‑driven brain with memory, emotions and tool use, register the agent on‑chain, and embed it anywhere as a lightweight web component or widget without requiring plugins or server‑side uploads.

Control and program a Commodore 64 – either real C64 Ultimate hardware or the VICE emulator – from an AI client using a unified MCP interface that exposes memory, graphics, sound, disk, printer and system operations.

A quality‑ranked directory of AI coding skills, plugins, MCP servers and agents for Claude Code, Codex, Gemini CLI and other platforms, enabling rapid discovery and integration.

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.

Aggregates and indexes curated AI coding resources—MCP servers, skills, rules, and prompts—enabling one‑command search and installation across multiple AI coding platforms.

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 a workflow‑oriented debug server that parses compile and simulation logs, discovers simulation artifacts, builds testbench hierarchies, and analyzes FSDB/VCD waveforms to pinpoint failure causes.