AI & ML
Embeddings, Vector DBs, and machine learning tools
15,691 servers in this category
Terragrunt Documentation
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.
A read-only Reddit MCP server that allows users to search subreddits, retrieve posts, and analyze comments using reliable PRAW-powered tools.
mcp-chat-studio
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
An MCP server that enables AI assistants to create, update, and publish Datawrapper charts and visualizations using the Datawrapper Python library.
mcp-agent
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
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.
Memory Bank
A project context management server that maintains persistent documentation through a structured memory bank of markdown files tracking goals, decisions, and progress.
holoviz-mcp
✨A MCP server that provides intelligent access to the HoloViz ecosystem for humans and AIs.
LMStudio Toolpack
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
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.
mcp-copilot
A meta MCP server that seamlessly scales LLMs to 1000+ MCP servers through automatic routing.
Knowledge Graph Memory
A robust knowledge graph memory system for AI agents that manages entities, relations, and observations with strict validation and weighted search capabilities.
extend-ai-toolkit
A python implementation of Extend's spend management APIs, allowing AI agents to manage virtual cards, credit cards, transactions, and expense receipts.
@awesome-ai/elasticsearch-mcp
A comprehensive MCP server that enables natural language interaction with Elasticsearch clusters, supporting index management, health checks, data search, and template operations.
TitanMind WhatsApp
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.
mcpx
Token-efficient MCP client: TypeScript schemas instead of JSON, LLM-friendly syntax, batch calls, TOON output. Built for Claude/GPT automations.
Linear
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
A comprehensive document processing MCP server capable of reading, converting, and manipulating various file formats including PDF, DOCX, HTML, and CSV.
mcp-web-scraper
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.
GitLab
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
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
A MCP server (Streamable HTTP) for asking user questions via a web interface, inspired by the Claude Code AskUserQuestion Tool.
Swagger API Client Generator
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.
YaraFlux
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.
OR-Tools
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
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.
MySQL
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.
Figma Context
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.
Figma
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.
Hyperbolic
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.