AI & ML
Embeddings, Vector DBs, and machine learning tools
15,691 servers in this category
mcp-servers
A privacy-first collection of local MCP servers that connect Claude to tools like Linear, Notion, GitHub, and local databases (Postgres, SQLite) without sending data to external servers.
sqlew
An MCP server that enables AI agents to create, query, and maintain Architecture Decision Records (ADR) in a structured SQL-backed repository, enhancing long-term project memory and decision consistency.
@fabriqa.ai/youtube-transcript-mcp
A specialized MCP server that extracts transcripts and available languages from YouTube videos, optimized for large content analysis in Claude Code.
claude-taskboard
A real-time Kanban dashboard that visualizes TaskMaster AI project tasks, providing live updates on status, priorities, and dependencies as the AI-assisted development workflow progresses.
Confluence Data Center
MCP (Model Context Protocol) Server. Integrates with Confluence Data Center to enable direct access to content through operations like searching, retrieving, creating, updating, and deleting pages without switching contexts.
Relay
A lightweight message bus that enables seamless communication and context sharing between Claude Desktop and Claude Code using a shared SQLite buffer.
RAG Context
MCP (Model Context Protocol) Server. Provides persistent memory and context management using local vector storage and SQLite database, enabling semantic search and indexed retrieval of stored information with automatic vectorization and configurable similarity thresholds for complete privacy and data control.
cellrank-mcp
An MCP server that provides a natural language interface for single-cell RNA sequencing (scRNA-Seq) analysis using the CellRank library, supporting preprocessing, clustering, and visualization.
AWS S3
MCP (Model Context Protocol) Server. Provides secure, pre-signed URL-based access to AWS S3 bucket operations with configurable expiration times for simplified cloud storage interactions.
actual-mcp-server
Model Context Protocol server for AI-driven financial management with Actual Budget - 51 conversational tools, session management, transaction queries, budget planning, and bank sync support for LibreChat and MCP clients
MCP-server-docker-guide
Complete guide to setting up Model Context Protocol (MCP) servers with Docker on Linux. Step-by-step tutorial for Claude Desktop, Cursor, and Windsurf integration.
terragrunt-mcp-server
Model Context Protocol (MCP) server providing AI assistants with comprehensive Terragrunt documentation, code examples, and intelligent tooling for infrastructure-as-code development
taskaza
Taskaza – a conversational ticket/task management AI agent
mcp-ocr-server
MCP server for OCR using native Tesseract (C++), built with Node.js, delivering up to 10x faster performance than tesseract.js and integrable with ChatGPT Desktop.
mcp-server
A lightweight, high-performance MCP server connecting AI, tools, and automation through Stdio and HTTP streamable transports — enabling real-time context flow, smart orchestration, and seamless collaboration.
gmail-mcp
Gmail automation via a Chrome extension + Model Context Protocol (MCP). Control Gmail from Claude Desktop. No API keys. Free.
whoop-mcp-server-claude
Model Context Protocol server for WHOOP API integration. Connect your WHOOP fitness data to Claude Desktop with full OAuth authentication and 18+ API endpoints.
shellockolm
🔍 Shellockolm - Your Security Detective for React, Next.js & npm. Detects CVE-2025-55182, CVE-2025-66478, malware, and supply chain attacks. Elementary security for complex codebases!
mcp-palette
Desktop application for managing Model Context Protocol servers (MCP). Provides a centralized interface to configure and manage MCP servers for use with LLMs and AI assistants such as Claude.
agents-os
Collection of MCP servers for AI agent teams - Seamless integrations with Airtable, Asana, and Slack for powerful AI-driven workflows
pipeline-assistant-mcp
🚀 AI-powered CI/CD pipeline analyzer for Azure DevOps & GitHub. Automatically enforces security policies, detects vulnerabilities, and posts compliance reports on PRs. Open source DevSecOps automation.
awesome-mcp
A curated list of awesome MCP (Model Context Protocol) servers, tools, and resources for Claude Desktop and AI assistants
tekmetric-mcp
Ask questions about your Tekmetric shop data using natural language. Get instant answers about customers, vehicles, repair orders, appointments, and more - directly in Claude.
mwilliams_mcpbridge
MCP Bridge - 99% context reduction for AI agents. Consolidates multiple MCP servers behind lazy-loading meta-tools. Result compaction, schema caching, health checks.
NixSearch.NET
.NET library, CLI tool, and MCP server for searching NixOS packages, options, and flakes. Search from code, command line, or AI assistants like Claude.
rails_mcp_engine
Sorbet, RubyLLM, FastMCP + Simple Tool DSL for Rails MCP Server
langtools-mcp
Supercharge AI agents with programming language tools
my-dev-mcp
A collection of Model Context Protocol (MCP) servers providing various integrations and capabilities for MCP-compatible clients like Claude Desktop, VS Code, and other AI applications.
devir
Dev Runner CLI - Terminal UI for managing multiple dev services with colored logs, filtering, and MCP integration for Claude Code
atproto-mcp
A MCP server that gives LLMs direct access to the AT Protocol ecosystem, enabling seamless interaction with Bluesky and other AT Protocol-based social networks.