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AI & ML

Embeddings, Vector DBs, and machine learning tools

15,691 servers in this category

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.

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.

Sonarr MCP Server

Enables AI assistants to manage TV series collections through Sonarr's API using natural language interactions. Supports searching, adding, updating, and deleting TV series with detailed control over quality profiles, season monitoring, and episode downloads.

Blockchain MCP Server

A Model Context Protocol server providing Ethereum blockchain tools, including vanity address generation and Cast command functionality for interacting with Ethereum networks through natural language.

Etherscan MCP Tool

A tool that enables users to interact with blockchain data to retrieve token total supply, chain IDs, and filtered RPC endpoints across different blockchain networks.

Rootstock MCP Server

A backend service that enables seamless interaction with the Rootstock blockchain using the Model Context Protocol, providing standardized APIs for querying, transacting, and managing assets on Rootstock.

Math Operations MCP Server

Enables AI applications to perform basic mathematical operations like addition and subtraction through MCP tools. Also provides REST API endpoints for the same operations.

OSRS MCP Server

This server enables interaction with the Old School RuneScape (OSRS) Wiki API and provides access to extensive game data definitions for items, NPCs, and interfaces. It allows users to search the wiki and query underlying game files through the Model Context Protocol.

Nemo

An MCP server that enables users to transform AI conversations into a structured, searchable knowledge base by saving ideas, code snippets, bookmarks, and reminders. It supports persistent storage through Supabase or PostgreSQL and includes webhook integrations for automating workflows with external tools.

SparkForge — 20+ Utility APIs with x402 Micropayments

20+ pay-per-use APIs: image gen, crypto data, email verify, SSL check, web scraping, and more.

Xcode MCP Server

Enables AI assistants to manage Xcode projects by listing targets, reading configurations, and triggering builds via the Model Context Protocol. It facilitates natural language interaction with macOS developer tools to streamline iOS app development processes.

Cocos MCP Log Bridge

A powerful log bridging tool that synchronizes log information between Cocos Creator editor and Cursor AI, helping developers analyze and solve problems more effectively.