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AI & ML

Embeddings, Vector DBs, and machine learning tools

15,691 servers in this category

MCP GitHub Project Manager

A comprehensive server that provides AI-powered GitHub project management with task generation from requirements and complete traceability from business requirements to implementation.

@dreamfactory/create

Zero-friction DreamFactory setup: Governed database APIs for AI agents in minutes. The only self-hosted MCP server with field-level RBAC across 25+ databases (PostgreSQL, MySQL, Oracle, SQL Server, Snowflake). Blocks AI agents from accessing PII, prevents

askbudi-context

Provide up-to-date context about any library, built by askbudi.ai

MCP Tools

A custom Model Context Protocol server that gives Claude Desktop and other LLMs access to file system operations and command execution capabilities through standardized tool interfaces.

SSH MCP Server

Enables AI assistants to execute commands an

Algorand MCP Server

Enables interaction with the Algorand blockchain network including account management, payments, asset creation and transfers, along with general utility tools. Provides secure mnemonic encryption and supports both testnet and mainnet environments.

agentlookup-mcp

Search, discover, and register AI agents in the public registry at agentlookup.dev.

Wolfpack Intelligence

On-chain security and intelligence for Base chain trading agents.

WoW Guild Analytics MCP Server

Provides comprehensive World of Warcraft guild analytics, player character analysis, and auction house market data through the Blizzard Battle.net API. Supports both Retail and Classic WoW with real-time market insights, guild roster management, and demographic analytics.

Reflect MCP Connector

Enables users to connect their Reflect account to MCP-compatible clients to manage notes, graphs, and links. It provides tools for creating or appending to daily notes, listing books, and managing content via the Reflect API.

Fourth Brain Demo

An MCP server that connects Claude.ai to a Notion-based marketing knowledge base, enabling search and retrieval across specialized domains like enterprise platforms and competitive positioning. It provides tools for RAG-style Q\&A and content browsing to assist with drafting RFPs and value propositions.

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.

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.

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.

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.

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.

LLM Graph Builder MCP

A specialized MCP server that connects Claude to Neo4j to automatically transform unstructured content from URLs, PDFs, and YouTube transcripts into structured knowledge graphs.

1 tool

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.

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.

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.

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.

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.

mcp

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

clawpay-mcp

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

UniversalDeFi AI

A backend service that executes transactions across multiple blockchains, enabling users to manage wallets, transfer tokens, and interact with smart contracts using the Model Context Protocol framework.

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.

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.

agent-wallet-mcp

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

5 tools

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.

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.