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AI & ML

Embeddings, Vector DBs, and machine learning tools

15,691 servers in this category

wealthy-mcp

26

A comprehensive MCP server for the Wealthy trading platform that allows users to execute trades, manage portfolios, and source market research through natural language interfaces in Claude or Cursor.

14 tools

mcpresso

26

A TypeScript framework and CLI toolkit for building production-ready MCP servers with built-in OAuth 2.1 authentication and database integration.

Vectara

26

Query Vectara's trusted RAG-as-a-service platform.

6 tools

mcp-lsp-bridge

26

A bridge server that exposes Language Server Protocol (LSP) capabilities as MCP tools, enabling LLMs to perform code analysis, navigation, and refactoring across 20+ programming languages.

Vanta MCP Server

26

A specialized MCP server for interacting with Vanta's security compliance platform, providing tools to monitor automated tests, manage security controls, track risk scenarios, and access audit evidence across various compliance frameworks.

14 tools

Fast Playwright MCP

26

A high-performance browser automation MCP server using Playwright that uses accessibility trees and batch execution to reduce token usage by 70-95% compared to vision-based models.

32 tools

Website Screenshot Fast

26

A fast MCP server optimized for AI vision workflows that captures web pages as 1072x1072 pixel tiles and supports animated screencasts with intelligent browser management.

2 tools

Rime Text-to-Speech

25

A text-to-speech MCP server that utilizes the Rime API to generate high-quality voice synthesis and plays it directly through the system's native audio output.

1 tool

Yandex Search MCP Server

25

Enables AI assistants to perform real-time web searches and retrieve AI-generated answers using the Yandex Search API and Yazeka model. It provides both summarized content and raw search results with source citations for up-to-date information retrieval.

5 tools

PentestThinking

25

A specialized reasoning engine for penetration testing that uses Beam Search and Monte Carlo Tree Search to automate attack path planning, vulnerability chaining, and tool recommendation.

Interactive Feedback

25

A human-in-the-loop workflow server that enables AI assistants to request user feedback and command execution through a real-time web interface, reducing speculative tool calls.

1 tool

PAMPA

25

PAMPA is a semantic code search and retrieval server that transforms codebases into queryable memory graphs using intelligent chunking, hybrid search (BM25 + Vector), and an adaptive learning system.

5 tools

Unity Editor

25

A comprehensive MCP server for Unity that enables AI agents to interact with the Unity Editor, perform multimodal vision tasks like screenshots, analyze code using the Unity compiler, and manage project assets and scenes.

18 tools

OMOP MCP

25

Map clinical terminology to OMOP concepts using LLMs for healthcare data standardization.

1 tool

Gyazo

25

Search, fetch, upload, and interact with Gyazo images, including metadata and OCR data.

4 tools

claude-additional-models-mcp

25

Reduce Claude Desktop consumption by 10x - Integrate Google's Gemini or Z.ai's GLM-5 (744B params) with Claude via MCP for intelligent task delegation

Alibaba Cloud DataWorks

25

A Model Context Protocol (MCP) server that provides tools for AI, allowing it to interact with the DataWorks Open API through a standardized interface. This implementation is based on the Alibaba Cloud Open API and enables AI agents to perform cloud resources operations seamlessly.

1 tool

SearXNG Meta Search

25

A privacy-focused MCP server that integrates with SearXNG to provide customizable meta-search results across multiple engines and categories without user tracking.

1 tool

Amazing-Marvin-MCP

25

Model Context Provider for Amazing Marvin productivity app - Access your tasks, projects, and categories in AI assistants

31 tools

Notion

25

A high-performance MCP server that integrates Notion into AI workflows, enabling agents to create, update, and search Notion pages and databases.

mcp-simple-timeserver

25

Simple solution to give Claude ability to check current time via MCP

2 tools

JustCall MCP Server

25

A comprehensive MCP server enabling LLMs to interact with JustCall's telephony services, including making voice calls, sending SMS/WhatsApp messages, managing CRM contacts, and accessing AI call analysis through the Model Context Protocol.

67 tools

symfony-mcp-server

25

A Symfony package designed for building secure servers based on the Model Context Protocol, utilizing Server-Sent Events (SSE) and/or StreamableHTTP for real-time communication. It offers a scalable tool system tailored for enterprise-grade applications.

10 tools

taskflow-mcp

25

A task management Model Context Protocol (MCP) server that helps AI assistants break down user requests into manageable tasks with subtasks, dependencies, and notes. Enforces a structured workflow with user approval steps.

24 tools

DollhouseMCP

Needs Setup
25

DollhouseMCP is an open-source framework for personalizing AI through custom Personas, Skills, Templates, Agents, and Memories, featuring a community-driven collection and local portfolio management.

19 tools

deep-research-mcp

25

A Model Context Protocol (MCP) compliant server designed for comprehensive web research. It uses Tavily's Search and Crawl APIs to gather detailed information on a given topic, then structures this data in a format perfect for LLMs to create high-quality markdown documents.

2 tools

WebSearch (Google)

25

A Google-style web search MCP server that provides real-time information retrieval via a crawler service, featuring domain filtering and Cloudflare bypass capabilities.

1 tool

turn-based-game-mcp

25

A turn-based games app built with Next.js and TypeScript that features Tic-Tac-Toe and Rock Paper Scissors games with AI opponents powered by the Model Context Protocol (MCP), offering three difficulty levels.

6 tools

Gemini DeepSearch

25

An automated web research agent that uses Google Gemini models and LangGraph to conduct multi-step searches and synthesize comprehensive, citation-indexed answers.

1 tool

gRPC Bridge

25

MCP (Model Context Protocol) Server. Bridges AI assistants to gRPC backends by dynamically exposing service methods as tools through server reflection or pre-compiled protocol buffer descriptors.