AI & ML
Embeddings, Vector DBs, and machine learning tools
15,691 servers in this category
URL Text Fetcher MCP Server
Enables AI models to fetch text content from URLs, extract links from web pages, and search the web using Brave Search with automatic content retrieval from top results. Provides comprehensive web scraping and search capabilities with robust error handling.
Filesystem MCP Server
Enables secure filesystem operations with directory sandboxing and optional read-only mode. Supports file reading/writing, directory management, file searching, and text operations while restricting access to specified directories.
Tavily Web Search MCP Server
Enables web search capabilities through the Tavily API, allowing users to search the internet for information using natural language queries. Demonstrates MCP server implementation with external API integration.
Fabric MCP Agent
Enables natural language querying of Microsoft Fabric Data Warehouses with intelligent SQL generation, metadata exploration, and business-friendly result summarization. Features two-layer architecture with MCP-compliant server and agentic AI reasoning for production-ready enterprise data access.
ROS MCP Server
Enables control of ROS/ROS2 robots through natural language commands by translating LLM instructions into ROS topics and services. Supports cross-platform WebSocket-based communication with existing robot systems without requiring code modifications.
Open Food Facts MCP Server
Enables AI assistants to access the Open Food Facts database to query detailed food product information, nutritional data, and environmental scores. Supports product lookup by barcode, smart search with filtering, nutritional analysis, product comparison, and dietary recommendations to help users make informed food choices.
MoEngage Documentation MCP Server
Provides comprehensive access to MoEngage documentation from developers, help, and partners portals with full-text search, automatic updates, and intelligent filtering by platform, category, and source.
Ogury MCP Server
An MCP server that gives Claude access to Ogury's campaign reporting API, enabling retrieval of campaign performance metrics and reports through natural language queries.
Coolify MCP Server
Enables AI assistants to interact with Coolify self-hosted instances for application deployment, management, and monitoring. Features 4 unified tools optimized for VS Code's limits, covering app management, environment configuration, system administration, and built-in documentation.
OCI MCP Server
Enables interaction with Oracle Cloud Infrastructure services through a unified interface. Supports comprehensive OCI resource management including compute instances, storage, networking, databases, and monitoring through natural language commands in VS Code.
CBCI MCP
Enables dynamic database querying through natural language questions using LLM-powered parameter extraction and template-based SQL generation. Supports flexible configuration for various domains and databases with automated response formatting.
PDF Knowledgebase MCP Server
A Model Context Protocol server that enables intelligent document search and retrieval from PDF collections, providing semantic search capabilities powered by OpenAI embeddings and ChromaDB vector storage.
Twitter MCP Server
Model Context Protocol server that enables programmatic interaction with Twitter API, allowing users to post tweets, search for content, and retrieve user timelines through standardized MCP tools.
GhidraMCP
An MCP server that allows LLMs to autonomously reverse engineer applications by exposing Ghidra's functionality, including decompiling binaries, analyzing code, and renaming methods and data.
SWLC MCP Server
A lottery information query service for the Shanghai region that provides winning number lookups and analysis functions for various lottery games including Double Color Ball, 3D Lottery, and Seven Happiness Lottery.
Terminally MCP
An MCP server that gives AI assistants the ability to create, manage, and control terminal sessions through a safe, isolated tmux environment.
MCP-Odoo
A Model Context Protocol server that bridges Odoo ERP systems with AI agents, enabling them to access and manipulate partner information, accounting data, invoices, and perform financial reconciliation through a standardized interface.
Model Context Protocol Server
A stateful gateway server for AI applications that solves the memory limitations of Large Language Models by maintaining separate conversation contexts for each user.
Planfix MCP Server
Integration between Planfix business process management system and Model Context Protocol (MCP) for use with Claude and other AI assistants, enabling task management, project handling, contact management, and analytics reporting through natural language.
MCP Personal Tools Server
A simple server implementing the Model Context Protocol (MCP) that exposes personal tools like note-taking for compatible MCP clients or agents.
RISEN Prompt Engineering MCP Tool
A Model Context Protocol server that helps users create, validate, and optimize AI prompts using the RISEN framework (Role, Instructions, Steps, Expectations, Narrowing).
MCP Goose Subagents Server
An MCP server that enables AI clients to delegate tasks to autonomous developer teams using Goose CLI subagents, supporting parallel and sequential execution across specialized roles like backend developers, frontend developers, and security auditors.
MCP Goose Subagents Server
An MCP server that enables AI clients to delegate tasks to autonomous developer teams using Goose CLI subagents, supporting parallel or sequential execution of specialized agents for different development roles.
Claude Continuity MCP Server
A Model Context Protocol server that provides persistent memory and conversation continuity for Claude Desktop and Claude Code, allowing users to save and restore project context when threads hit token limits.
openapi-mcp-proxy
An MCP server that provides tools for exploring large OpenAPI schemas without loading entire schemas into LLM context. Perfect for discovering and analyzing endpoints, data models, and API structure efficiently.
MSSQL MCP Server
A Model Context Protocol server that enables LLMs like Claude to interact with Microsoft SQL Server databases through natural language, supporting queries, data manipulation, and table management.
Google Calendar MCP Server
Provides comprehensive Google Calendar integration capabilities allowing AI assistants to list, create, update, and delete calendar events through a standardized Model Context Protocol.
Square Model Context Protocol Server
Allows AI assistants to interact with Square's connect API, providing access to Square's complete API ecosystem for managing payments, orders, customers, inventory, and more.
Superjolt MCP Server
Enables AI-powered infrastructure management of JavaScript applications via natural language commands, allowing users to deploy, configure, and manage cloud services through Claude Desktop.
Wireshark MCP Server
Enterprise network analysis platform that enables AI-powered packet analysis, threat detection, and network security capabilities through Claude Desktop integration.