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AI & ML

Embeddings, Vector DBs, and machine learning tools

15,691 servers in this category

Terragrunt Documentation

17

MCP (Model Context Protocol) Server. Provides direct access to Terragrunt documentation and GitHub issues through a Deno/TypeScript server that fetches content from the official repository with fuzzy matching and normalized responses.

5 tools

Reddit

17

A read-only Reddit MCP server that allows users to search subreddits, retrieve posts, and analyze comments using reliable PRAW-powered tools.

6 tools

mcp-chat-studio

17

A powerful MCP testing tool with multi-provider LLM support (Ollama, OpenAI, Claude, Gemini). Test, debug, and develop MCP servers with a modern UI.

Datawrapper

17

An MCP server that enables AI assistants to create, update, and publish Datawrapper charts and visualizations using the Datawrapper Python library.

mcp-agent

17

Lightweight, focused utilities to manage connections and execute MCP tools with minimal integration effort. Use it to directly call tools or build simple agents within your current architecture.

VRChat OSC

17

MCP (Model Context Protocol) Server. Provides a bridge between AI assistants and VRChat, enabling direct avatar parameter manipulation, movement control, and interaction through WebSocket and OSC protocols.

10 tools

Memory Bank

17

A project context management server that maintains persistent documentation through a structured memory bank of markdown files tracking goals, decisions, and progress.

3 tools

holoviz-mcp

17

✨A MCP server that provides intelligent access to the HoloViz ecosystem for humans and AIs.

LMStudio Toolpack

17

A versatile MCP toolpack for local LLMs providing web search capabilities via DuckDuckGo, a sandboxed Python environment for mathematical computations, and persistent markdown-based long-term memory.

Spiral Writer

17

A robust MCP server for the Spiral API that provides tools for text generation, file content processing, and automated web article extraction using AI models.

4 tools

mcp-copilot

17

A meta MCP server that seamlessly scales LLMs to 1000+ MCP servers through automatic routing.

3 tools

Knowledge Graph Memory

17

A robust knowledge graph memory system for AI agents that manages entities, relations, and observations with strict validation and weighted search capabilities.

9 tools

extend-ai-toolkit

17

A python implementation of Extend's spend management APIs, allowing AI agents to manage virtual cards, credit cards, transactions, and expense receipts.

17 tools

@awesome-ai/elasticsearch-mcp

Needs Setup
17

A comprehensive MCP server that enables natural language interaction with Elasticsearch clusters, supporting index management, health checks, data search, and template operations.

11 tools

TitanMind WhatsApp

17

A comprehensive WhatsApp Business integration server that manages 24-hour free-form messaging windows, template-based marketing campaigns, and real-time conversation history via the Titanmind platform.

6 tools

mcpx

17

Token-efficient MCP client: TypeScript schemas instead of JSON, LLM-friendly syntax, batch calls, TOON output. Built for Claude/GPT automations.

11 tools

Linear

17

MCP (Model Context Protocol) Server. Integrates with Linear's issue tracking system to enable creating, updating, and searching issues, managing teams, and organizing workflow states directly from conversations.

@cablate/mcp-doc-forge

Validated
17

A comprehensive document processing MCP server capable of reading, converting, and manipulating various file formats including PDF, DOCX, HTML, and CSV.

16 tools

mcp-web-scraper

Failed
17

A powerful web scraping MCP server that enables AI agents to scrape content as Markdown, bypass geo-restrictions using specific IP locations, and retrieve parsed data from Google, Amazon, and Reddit.

5 tools

GitLab

17

A comprehensive MCP server for GitLab that enables detailed repository management, CI/CD control, and merge request workflows for both cloud and self-hosted instances.

MCP Streamable HTTP Server Template

17

A dual-runtime template for building Model Context Protocol servers compatible with Node.js and Cloudflare Workers. It features integrated OAuth, encrypted token storage, and multi-tenant session management to simplify the creation of secure tool, resource, and prompt interfaces.

AskUserQuestionPlus

17

A MCP server (Streamable HTTP) for asking user questions via a web interface, inspired by the Claude Code AskUserQuestion Tool.

1 tool

Swagger API Client Generator

17

MCP (Model Context Protocol) Server. Generates strongly-typed API clients and TypeScript types from Swagger/OpenAPI specifications, streamlining REST API integration with template-based code generation for different client frameworks.

8 tools

YaraFlux

17

MCP (Model Context Protocol) Server. Provides YARA-based malware scanning capabilities with support for local and MinIO storage backends, enabling security professionals to manage rules, scan files/URLs, and analyze results for threat detection.

19 tools

OR-Tools

17

A specialized MCP server that integrates Google's OR-Tools to solve complex constraint satisfaction and optimization problems using a JSON-based model specification.

Azure FHIR

17

A Model Context Protocol server for Azure Health Data Services that provides secure, authenticated access to search and retrieve healthcare resources across 70+ FHIR resource types.

2 tools

MySQL

17

A robust MySQL interface for LLMs providing secure read/write database access, parameterized queries, and transaction support. It includes built-in safeguards like query length limits and read-only modes to ensure safe AI-driven data management.

4 tools

Figma Context

17

MCP (Model Context Protocol) Server. Bridges AI systems with Figma design platform, transforming complex API responses into structured design information for easier understanding of layout properties, styling, and text content.

2 tools

Figma

17

MCP (Model Context Protocol) Server. Enables AI to interact with Figma design files through WebSocket communication, providing tools for document inspection, node manipulation, text modification, and component management for design automation workflows.

15 tools

Hyperbolic

17

Interact with Hyperbolic's GPU cloud, enabling agents and LLMs to view and rent available GPUs, SSH into them, and run GPU-powered workloads for you.

9 tools