AI & ML
Embeddings, Vector DBs, and machine learning tools
15,691 servers in this category
@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.
@klitchevo/code-council
A multi-model AI code review server that leverages OpenRouter to provide parallel, diverse perspectives from multiple LLMs like Claude, GPT-4, and Gemini.
TreePod Financial MCP Agent
An intelligent agent that responds to financial queries about TreePod Glamping directly within Claude Desktop using MCP protocol, providing tools for tariff calculation, occupancy checking, financial analysis, and business reporting.
codementor-mcp
Local-first AI-powered codebase analysis tool for stdio or HTTP transports using environment-supplied provider credentials.
Qontinui Web MCP Server
A toolset for the Qontinui web platform that allows AI assistants to build and manage visual web automation workflows, projects, and UI states via API.
@mcp-z/mcp-drive
A Google Drive MCP server that enables AI models to search files, navigate folder structures, and perform content management operations like moving and trashing items.
@mcp-z/mcp-gmail
A comprehensive Gmail integration for MCP that enables searching, reading, sending, and managing emails, including batch exports and label management.
@akson/cortex-doc-standards
Unified documentation standards and tooling for Cortex repositories with LLM optimization
@dnaroid/mcp-code-indexer
A robust local code indexer that provides AI agents with semantic search, symbol navigation, and project structural analysis using local embeddings and vector storage.
@mcp-z/mcp-outlook
An MCP server for Microsoft Outlook that enables AI models to search, read, send, and manage Microsoft 365 emails, including category management and CSV exports.
TwoSplit
MCP (Model Context Protocol) Server. Leverages multiple Claude instances to compare and combine responses, delivering optimized answers by selecting the best output or merging insights from parallel AI processing.
mcp-sequence-diagram-server
A tool-based MCP server that converts Mermaid syntax or natural language descriptions into high-quality SVG and PNG sequence diagrams.
Elasticsearch
A Python-based Model Context Protocol server that integrates Elasticsearch to provide advanced search, data retrieval, and analysis capabilities for AI applications.
@g99/gridpane-mcp-server
Model Context Protocol (MCP) server for GridPane OAuth API - Manage servers, sites, domains, users, and more