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AI & ML

Embeddings, Vector DBs, and machine learning tools

15,691 servers in this category

Mem0 (Long-Term Memory)

626

A long-term memory MCP server using Mem0 and PostgreSQL vector storage to provide AI agents with persistent, semantic memory capabilities.

3 tools

obsidian-mcp

616

An MCP server for Obsidian.md with tools for searching, reading, writing, and organizing notes.

12 tools

Cloudflare Workers

616

A CLI and bridge that translates Cloudflare Worker TypeScript methods into MCP tools, enabling LLMs to execute code and access Cloudflare's developer platform at the network edge.

1 tool

dingo

614

Dingo is a production-grade AI data quality evaluation platform that provides over 70 metrics to assess machine learning datasets, LLM training data, and RAG systems using rules, LLMs, and agents.

claude-config-composer

Needs Setup
589

A CLI tool and MCP server that generates and merges production-ready Claude Code configurations, including specialized agents, commands, and hooks for modern web frameworks and tools.

10 tools

OpenAPI Link

589

A gateway MCP server that dynamically transforms any OpenAPI V3 specification into MCP tools, enabling AI agents to interact with RESTful APIs without custom adapter code.

vibe

588

The Vibe MCP server provides intelligent assistance for the monday.com design system, helping developers discover component APIs, usage examples, and design best practices.

Wax

585

🍯 Memory layer for on-device AI Agents. Replace complex RAG pipelines with a serverless, single-file memory layer.

mcp-server-elasticsearch

585

A specialized MCP server that enables LLMs to interact with Elasticsearch clusters using natural language to list indices, inspect mappings, and execute search queries or ES|QL.

5 tools

mcp_excalidraw

582

An MCP server that enables AI agents to create and manipulate Excalidraw diagrams in real-time, featuring Mermaid diagram support and a live web-based canvas.

13 tools

yargi-mcp

581

A comprehensive MCP server providing access to Turkish legal databases including Supreme Courts, Constitutional Court, and various regulatory authorities with optimized Markdown retrieval.

22 tools

Blueprint

575

Blueprint is an MCP server that generates technical diagrams from text descriptions or code analysis using Nano Banana Pro, featuring asynchronous job management for high-quality architectural visualization.

3 tools

app-builder

572

A comprehensive SDK for building AI-native applications on Baidu Cloud's Qianfan AppBuilder, offering tools for RAG, workflow orchestration, and high-performance AI components like OCR and document parsing.

21 tools

Open Web Search

560

A multi-engine web search MCP server that provides structured search results and article extraction from platforms like GitHub, CSDN, and Juejin without requiring API keys.

5 tools

flow-like

560

Flow-Like is a visual, type-safe workflow automation engine built in Rust that enables users to create complex, observable data pipelines and AI-powered automations with detailed audit trails.

VoiceMode

558

VoiceMode enables natural voice conversations with Claude by integrating OpenAI-compatible Speech-to-Text and Text-to-Speech services, supporting both cloud and local offline modes.

mcp-pointer

557

A bridging tool that allows AI coding agents to 'see' specific DOM elements selected by the user in a browser via an Option+Click shortcut. It converts visual selections into rich textual context including CSS, React components, and HTML attributes.

1 tool

Spotify

553

This MCP server enables LLMs to control Spotify playback and manage music libraries, allowing for music search, playback control, and playlist management.

MCP-Nest

545

A NestJS module to effortlessly create Model Context Protocol (MCP) servers for exposing AI tools, resources, and prompts.

1 tool

google-search

525

A Playwright-powered MCP server that executes local Google searches while bypassing anti-scraping mechanisms, providing AI assistants with real-time web search capabilities without API keys.

1 tool

Wren Engine

524

Wren Engine is a semantic layer for MCP clients that provides a standardized way for AI agents to understand and query complex enterprise data sources with business context.

WHartTest

523

An AI-driven test automation platform built on Django REST Framework that utilizes the Model Context Protocol (MCP) to automate high-quality test case generation and knowledge base management.

Data Exploration

521

An MCP server designed for interactive data exploration and visualization of CSV datasets using pandas and matplotlib, acting as a personal data scientist assistant.

2 tools

multimodal-agents-course

520

A specialized MCP server designed for multimodal video processing, enabling AI agents to search, analyze, and understand video, image, and audio data using Pixeltable and FastMCP.

paper-search-mcp

519

A Model Context Protocol server for searching and downloading academic papers from multiple sources including arXiv, PubMed, bioRxiv, and Google Scholar.

2 tools

mcp-for-security

519

MCP for Security: A collection of Model Context Protocol servers for popular security tools like SQLMap, FFUF, NMAP, Masscan and more. Integrate security testing and penetration testing into AI workflows.

22 tools

pgmcp

516

A PostgreSQL Model Context Protocol server that allows AI assistants to interact with databases using natural language, providing safe read-only access and automatic SQL generation.

3 tools

LINE

510

Integrates the LINE Messaging API to connect an AI Agent to the LINE Official Account.

11 tools

mcpcan

510

MCPCAN is an open-source integration platform that provides centralized management, protocol conversion (SSE/STDIO/HTTP), and secure containerized deployment for MCP services using Kubernetes.

Obsidian Tools

510

This MCP server bridges Obsidian with AI applications like Claude Desktop, enabling secure vault access, semantic search via Smart Connections, and template execution.