AI & ML
Embeddings, Vector DBs, and machine learning tools
15,691 servers in this category
mcp-memory
A RAG-based persistent memory server built on Cloudflare Workers that allows AI assistants to store and retrieve user preferences and information across conversations using vector search.
zetrix-mcp-server
A comprehensive MCP server for the Zetrix blockchain, providing 44 specialized tools for account management, transaction submission, real-time WebSocket monitoring, and advanced smart contract development and cryptography.
NTV Scaffolding MCP Server
Enables AI assistants to discover, understand, and generate code for NTV Scaffolding Angular components, including documentation lookup, template generation, and complete component file scaffolding.
shabaaspay-mcp-server
ShaBaas Pay MCP Server - Australian real time payment API for AI applications
Zoo MCP Server
A FastMCP-based server providing information about animals, exhibits, and trails at a fictional zoo, designed as a template for secure Google Cloud Run deployments.
Cocktails RAG MCP Server
A specialized MCP server that provides cocktail recommendations and recipe retrieval using a local RAG pipeline powered by LangChain, FAISS, and Groq.
base-network-mcp-server
Model Context Protocol server for Base network blockchain operations
@lucid-spark/ddg-web-search
A robust MCP server for web searching via DuckDuckGo and scraping content from URLs using Puppeteer for reliable JavaScript rendering and browser automation.
zai-mcp-server
🚀 REVOLUTIONARY AI-to-AI Collaboration Platform v6.1! NEW: Advanced Debugging Tools with Screenshot Analysis, Console Error Parsing, Automated Fix Generation, 5 Specialized Debugging Agents, Visual UI Analysis, JavaScript Error Intelligence, CSS/HTML Fix
Spotify
MCP (Model Context Protocol) Server. Provides a bridge to the Spotify API for retrieving artist information, enabling seamless music data exploration through a TypeScript-based implementation.
Society Abstract MCP
A comprehensive MCP server for interacting with the Abstract Testnet and Mainnet, providing tools for wallet management, token transfers, smart contract deployment, and Abstract Global Wallet creation.
Shiplogic MCP Server
An MCP server providing seamless integration with the Shiplogic shipping API to calculate shipping rates, create shipments, track packages, and manage shipping operations programmatically.
Carbon MCP
Enables developers and designers to work with the Carbon Design System through tools for generating components, applying codemods, validating accessibility, converting design tokens, and searching documentation.
@chanaka_nakandala/integration-agent
One-command installer that sets up the complete Grubtech Integration Agent (MCP server + AI agent personas) for Claude Code to help developers build restaurant and POS integrations.
TON Access
MCP (Model Context Protocol) Server. Provides a TON blockchain access server for developers, enabling seamless interaction with multiple networks and protocols like TonCenter API v2 and TonHub API v4 through decentralized RPC endpoints.
Brightsy
A bridge between the Model Context Protocol and Brightsy AI agents, enabling seamless integration of task automation and chat functionalities through an OpenAI-compatible interface.
MCP Policy Gatekeeper
Provides real-time policy enforcement for AI coding agents by intercepting and validating their actions against organizational standards like naming conventions, security policies, and compliance rules before execution. Prevents violations through immediate feedback and auto-correction suggestions.
mcp-agent-skills
A production-ready MCP server that implements the Agent Skills standard, allowing AI agents to dynamically discover, learn, and execute local scripts and capabilities.
CGV Cinema
A Python-based MCP server that connects to CGV Cinema's mobile API to provide movie schedules, cinema locations, seat maps, and concession details.
Plaid Transactions MCP Server
A specialized MCP server that connects Claude to Plaid's Transactions API, allowing for secure natural language querying, syncing, and analysis of financial data from linked bank accounts.
Notion MCP Server
Enables interaction with Notion databases through the Notion API, supporting full CRUD operations on pages and databases. Supports advanced querying, filtering, sorting, and all property types with Docker deployment for easy integration with Cursor and Claude.
RAGBrain MCP
Connects Claude Desktop to a RAGBrain knowledge base, providing semantic search, document retrieval, and namespace management across stored documents.
Xero Expenses MCP
A Xero accounting integration for managing financial documents, enabling tools to create and attach files to invoices, bills, expenses, and claims using PKCE authentication.
MCP Filesystem Server
Provides secure filesystem access for AI models through the Model Context Protocol with strict path validation, file operations, directory management, and system command execution within predefined directories.
Todoist MCP Server
A Todoist integration that allows AI agents to manage tasks using natural language, supporting task creation with specific attributes and flexible task listing via filters.
Rosetta Symmetry
A specialized MCP server for Rosetta protein modeling that automates the generation of symmetry definition files for symmetric protein complexes.
@ricardodeazambuja/browser-mcp-server
A comprehensive browser automation MCP server using Playwright with 63 tools for multi-tab management, media control, pixel-level interaction, and deep DevTools Protocol diagnostics including network, performance, and security analysis.
local-memory-mcp
Local Memory MCP Server - AI-powered persistent memory system for Claude Code, Claude Desktop, Gemini, Codex, OpenCode and other MCP-compatible tools
Finance MCP Server
A Model Context Protocol server that retrieves real-time financial and company data by wrapping the financialdatasets API for use in agentic frameworks.
@nam088/mcp-swagger-parser
A professional, plugin-based MCP server providing comprehensive tools for interacting with MySQL, SQL Server, MongoDB, Redis, and PostgreSQL databases. It features modular dynamic loading and fine-grained security modes like READONLY and FULL.