AI & ML
Embeddings, Vector DBs, and machine learning tools
15,691 servers in this category
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.
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.
awesome-mcp
A curated list of awesome MCP (Model Context Protocol) servers, tools, and resources for Claude Desktop and AI assistants
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.
agents-os
Collection of MCP servers for AI agent teams - Seamless integrations with Airtable, Asana, and Slack for powerful AI-driven workflows
google-workspace-mcp-with-script
A comprehensive MCP server providing deep integration with the complete Google Workspace suite, including Docs, Sheets, Drive, Gmail, Calendar, and specifically Apps Script for advanced automation.
Panda3D MCP Server
A documentation retrieval server that allows Claude to search the official Panda3D game engine site, providing detailed information on classes, functions, and 3D rendering concepts.
dav-mcp
Transform AI agents into orchestrating assistants managing calendars, contacts, and tasks
tiddly-mcp
A Model Context Protocol server for TiddlyWiki that enables AI agents to read, write, search, and manage tiddlers within a Node.JS-hosted wiki instance.
Easysearch
A comprehensive MCP server for INFINI Easysearch (Elasticsearch/OpenSearch compatible) clusters, offering 121 tools for cluster management, index operations, advanced searching (DSL/SQL/KNN), and lifecycle policies.
Libragen
Libragen builds private, local RAG (Retrieval-Augmented Generation) libraries from documentation to ground AI assistants in accurate, local data using SQLite.
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.
GitInsight-MCP
A specialized MCP server that integrates GitHub profile data into AI assistants, enabling deep analysis of repositories, coding patterns, and the generation of recruiter-ready portfolio summaries.
vibewatch
Stop copy-pasting terminal errors to ChatGPT/Claude. VibeWatch wraps your dev commands and lets AI assistants see your terminal in real-time via Model Context Protocol (MCP).
git-context-mcp
Local MCP server that extracts high-level Git repository context for AI coding agents
mcp-screenshot
A cross-platform MCP server that gives AI agents visual capabilities through screenshot capture, PII masking, and multi-monitor support for UI analysis and documentation.
OpenRouter Image Analysis
A robust MCP server providing advanced image analysis through OpenRouter's vision models. It offers specialized tools for general visual recognition, webpage screenshot debugging, and mobile app UI/UX design assessment.
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.
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.
Oracle Database
A robust Oracle Database MCP server providing intelligent schema caching, targeted table lookups, and PL/SQL management for working with large-scale databases.
PyRunner
A Python execution server that features a persistent Jupyter-like kernel, allowing variables and state to persist across multiple code runs for efficient data analysis and complex scripting workflows.
fo-semantic-mcp
AI-powered semantic search for Microsoft Dynamics 365 F&O development. Find and understand X++ code through natural language queries via Model Context Protocol (MCP).
daedra
Daedra is a high-performance DuckDuckGo-powered web search and research Model Context Protocol (MCP) server written in Rust. It provides web search and page fetching capabilities that can be used with AI assistants like Claude.
Flipt (Feature Flag Management)
This MCP server integrates with Flipt, a feature flag management platform, to enable AI assistants to manage namespaces, flags, segments, and rollouts via standard protocols.
olx-mcp
OLX MCP server. 100% vibe-coded AI slop
mcp-perplexity-pro
A comprehensive MCP server for the Perplexity API that features intelligent model selection, local project-aware storage for persistent conversation history, and support for long-running research tasks.
MCPAgent
MCPAgent is the new base class for AI Agents that also act as MCPs- this is to enable agents communicate and collaborate with each other; this will serve as the foundation for AgentNetwork
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!
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.
gmail-mcp
Gmail automation via a Chrome extension + Model Context Protocol (MCP). Control Gmail from Claude Desktop. No API keys. Free.