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AI & ML

Embeddings, Vector DBs, and machine learning tools

15,691 servers in this category

XML Documents MCP Server by CData

XML Documents MCP Server by CData

Edgee MCP Server

Enables interaction with the Edgee API for managing organizations, projects, domains, components, users, invitations, and API tokens through the Model Context Protocol.

Modal MCP Toolbox

Facilitates running Python code in a sandbox and generating images using the FLUX model via an MCP server compatible with clients like Goose and the Claude Desktop App.

mcp

Give AI assistants access to real-time search data through SearchApi.

MCP Todo.txt Integration

A server implementation that enables LLMs to programmatically manage tasks in Todo.txt files using the Model Context Protocol (MCP), supporting operations like adding, completing, deleting, listing, searching, and filtering tasks.

Codebase MCP Server

A Model Context Protocol server that analyzes application codebases with real-time file watching, providing AI assistants like Claude with deep insights into project structure, code patterns, and architecture.

FirstPromoter MCP Server

An MCP server that provides AI assistants with access to the FirstPromoter affiliate management platform for managing referrals, promoters, campaigns, and commissions. It is designed for remote multi-user deployment and supports operations via HTTP/SSE transport.

Arca MCP

An MCP server providing semantic memory storage and retrieval using vector embeddings powered by LanceDB and Google Gemini. It supports multi-tenant isolation and bucket-based organization for managing structured memories through natural language queries.

agent-wallet-mcp

A Solana blockchain wallet integration for Claude that enables checking balances, sending USDC, and managing transactions on the devnet.

5 tools

MCP Serp

An MCP server that provides structured Google Search capabilities including web, images, news, videos, maps, and local places via the AceDataCloud SERP API. It enables AI clients to perform localized searches and retrieve detailed information from the Google Knowledge Graph.

Seafile MCP Server

Connects Claude to your self-hosted or cloud-based Seafile storage for managing libraries and files through natural language. It enables users to browse directories, read file contents, and perform file operations like moving, renaming, or searching across their private infrastructure.

MCP Test Server

A Model Context Protocol server that enables LLMs to interact with user and task data through JSON-RPC, offering tools like user management, task creation, and search functionality.

AutoDev MCP

A dual-track testing server that combines CLI test execution with Playwright-based browser testing and persistent SQLite logging. It enables automated test pipelines, Git integration, and evidence-based requirement generation to streamline the development lifecycle.

clawpay-mcp

Non-custodial x402 payment MCP server. Agents sign locally, no custodial infra.

mcp

Send and manage WhatsApp messages, contacts, templates, and events via Peach AI.

Sympathy-MCP

An MCP server for managing Incus virtual machines through structured tools for command execution, file management, and snapshot operations. It enables AI agents to puppeteer VMs on a masternode by wrapping the Incus CLI.

Smart Connections MCP Server

Enables semantic search and knowledge graph exploration of Obsidian vaults using Smart Connections embeddings. Provides intelligent note discovery, similarity search, and connection mapping through natural language queries.

VOICEVOX

MCP (Model Context Protocol) Server. Enables AI to generate natural-sounding Japanese voice audio from text through integration with the VOICEVOX engine, supporting configurable parameters like speaker ID and speech speed.

2 tools

ManualWorks MCP

Enables keyword searching across ManualWorks documents by combining document and chapter APIs to provide content snippets and URLs. It allows users to search and retrieve documentation data through natural language when a native search API is unavailable.

MCP Airtable Server

Provides tools for AI assistants to interact with Airtable databases, enabling CRUD operations on Airtable bases and tables.

Oxide

Intelligent LLM orchestrator that automatically routes tasks to the most appropriate AI model (Gemini, Qwen, Ollama, LM Studio) based on task characteristics, enabling distributed processing and parallel execution across local and network services.

Enhanced Architecture MCP

A collection of Model Context Protocol servers providing advanced capabilities for AI assistants including professional accuracy enforcement, tool safety protocols, user preference management, and intelligent context monitoring.

Weather MCP Server

A Model Context Protocol compatible server that provides weather information for any city using Ollama's LLM capabilities through an exposed get-weather tool.

MCP Kali Server

Connects MCP clients to a Kali Linux terminal API, enabling AI-assisted penetration testing, CTF challenge solving, and automated security reconnaissance through command execution.

Travel Planner MCP Server

Provides weather-aware travel planning tools that fetch 3-day forecasts and generate structured itineraries using a multi-agent orchestration system. It exposes specialized agents for weather data and trip planning to any MCP-compliant client.

Terminal Control MCP

Enables AI agents to interact with terminal-based TUI applications by capturing visual terminal output as PNG screenshots and simulating keyboard input through a virtual X11 display.

Parallels RAS MCP Server

A read-only MCP server that provides visibility into Parallels Remote Application Server infrastructure, policies, and sessions through the RAS REST API. It enables AI assistants to query site settings, published applications, and license status without performing any modifications.

Trading 212 MCP Server

Enables AI assistants to interact with Trading 212 investment accounts for portfolio tracking, account management, and real-time order execution. It supports managing investment pies, analyzing historical data, and monitoring market performance across multiple instrument types.

Planka MCP Server

A Model Context Protocol server that enables AI assistants like Claude to interact directly with Planka Kanban boards, allowing automated management of projects, tasks, and workflows through conversational interfaces.

MCP Local LLM Server

A privacy-first MCP server that provides local LLM-enhanced tools for code analysis, security scanning, and automated task execution using backends like Ollama and LM Studio. It enables symbol-aware code reviews and workspace exploration while ensuring that all code and analysis remain strictly on your local machine.