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AI & ML

Embeddings, Vector DBs, and machine learning tools

15,691 servers in this category

Gemini Nanobanana (Image Generation)

12

A text-to-image generation server for Claude that utilizes Google's Gemini 2.5 Flash API to create, edit, compose, and style images with automatic file saving.

ContextStream MCP Server

Needs Setup
12

A shared memory and intelligence layer for AI development that provides semantic code search, dependency graph analysis, and persistent session context across various AI tools.

13 tools

arxiv-mcp-server

12

MCP server for arXiv.org - Search, analyze, and export academic papers with AI assistants. Features advanced paper discovery, citation analysis, trend tracking, and multi-format exports.

11 tools

Google Calendar

12

A TypeScript-based MCP server that provides comprehensive Google Calendar integration, allowing AI assistants to manage calendars and schedule events using OAuth 2.0 with persistent authentication.

6 tools

@nicepkg/vsync

Needs Setup
12

Sync MCP servers, Skills, Agents & Commands across Claude Code, Cursor, OpenCode, Codex. One config, all tools.

Frontapp

12

MCP (Model Context Protocol) Server. Integrates Claude with Front customer communication platform, enabling AI to manage conversations, contacts, and accounts directly through the Front API with webhook support for real-time event handling.

2 tools

Pega DX API

12

A comprehensive MCP server enabling conversational workflow automation and case management by bridging Pega Infinity's DX APIs with natural language AI interfaces.

67 tools

memory-visualizer

12

Interactive visualizer for Anthropic's Memory MCP knowledge graphs. Instantly explore, debug, and analyze entities, relations, and observations from memory.json files in the Model Context Protocol.

BinAssist (Binary Ninja)

12

BinAssistMCP integrates Binary Ninja with LLMs to provide advanced reverse engineering capabilities, including decompilation, multi-level intermediate representation analysis, and automated symbol management.

46 tools

porkbun-mcp-server

12

MCP server implementation for managing domains, DNS, and SSL via the Porkbun API.

19 tools

mcp-meme-sticky

12

Create AI generated memes using MCP Meme Sticky. Can converted generated memes into stickers for Telegram or WhatsApp (WA coming soon). ✨ no APIs required ✨.

Payload CMS

11

A comprehensive MCP server for Payload CMS that provides authenticated REST API operations to manage collections, global documents, and localization across instances.

5 tools

Nano Banana Pro (Gemini)

11

An MCP server that integrates Google's Gemini API to allow AI agents to generate, edit, and describe images using models like Gemini 3 Pro and Gemini 2.5 Flash.

3 tools

@kajidog/mcp-tts-voicevox

Needs Setup
11

A VOICEVOX engine integration for MCP that enables AI assistants to perform high-quality Japanese text-to-speech with multi-character support and low-latency streaming.

7 tools

data-commons-search

11

The EOSC Data Commons Search server provides natural language search capabilities over open-access datasets using OpenSearch and LLM-assisted discovery via the Model Context Protocol.

2 tools

smartlead-mcp-server

11

🚀 Premier Model Context Protocol server for SmartLead cold email marketing automation. Complete API integration with 113 tools for campaign management, lead tracking, deliverability optimization, and analytics. Works with Claude Desktop, Cursor, Windsurf, Continue.dev. Zero-config NPX installation.

122 tools

docs-mcp

11

A hierarchically-aware RAG system and MCP server for Vaadin documentation, enabling intelligent search and navigation across Flow (Java) and Hilla (React) frameworks.

3 tools

peta-core

11

Peta core: The Control Plane for MCP — secure vault, managed runtime, audit trail, and policy-based approvals.

MarkItDown (NPX Wrapper)

11

An NPX-compatible wrapper for Microsoft's MarkItDown that converts documents, images, and audio into markdown without requiring Docker.

1 tool

Local History

11

MCP server for accessing VS Code/Cursor's Local History.

6 tools

mcp-chat-widget

11

Configure, host and embed MCP-enabled chat widgets for your website or product. Lightweight and extensible Chatbase clone to remotely configure and embed your agents anywhere.

uk-case-law-mcp-server

11

MCP server for UK case law using The National Archives API. Enables LLMs to search, retrieve, and cite UK legal judgments.

2 tools

cli-agent-mcp

11

A unified MCP server that orchestrates multiple CLI agents including Codex, Gemini, Claude, and OpenCode, featuring image generation capabilities and a real-time GUI dashboard for task monitoring.

7 tools

llms-txt-generator

11

The ultimate AI-powered generator for llms.txt and llms-full.txt files.

1 tool

Unity-AI-Animation

11

AI-powered tools for Unity animation workflow. Create and modify AnimationClips and AnimatorControllers directly through natural language commands.

6 tools

OpenSearch

11

A Model Context Protocol server that facilitates natural language interaction with OpenSearch clusters for index management, document searching, and cluster health monitoring.

6 tools

token-optimizer-mcp

Validated
11

A token optimization server designed to reduce token usage by over 95% through intelligent caching and compression techniques.

67 tools

Teamwork

11

The official Teamwork.com MCP server provides a standardized interface for AI agents to interact with Teamwork projects, tasks, and productivity tools using both HTTP and STDIO transports.

openwebui-mcp-setup

11

Universal MCPO/MCP bridge for Open Web UI with AI-powered configuration. Automated setup generation, Docker support, beginner-friendly. Any AI assistant can instantly convert MCP configs to working Open Web UI integrations.

@uarlouski/ssh-mcp-server

Failed
11

A comprehensive MCP server enabling AI assistants to securely manage remote infrastructure via SSH, featuring SFTP file transfers, port forwarding, and parameterized command templates with strict allowlist security.

12 tools