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AI & ML

Embeddings, Vector DBs, and machine learning tools

15,691 servers in this category

@chanaka_nakandala/integration-agent

Failed

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.

6 tools

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.

2 tools

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

Validated

A production-ready MCP server that implements the Agent Skills standard, allowing AI agents to dynamically discover, learn, and execute local scripts and capabilities.

3 tools

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.

4 tools

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.

5 tools

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.

12 tools

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.

2 tools

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

Needs Setup

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.

63 tools

local-memory-mcp

Failed

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

Needs Setup

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.

57 tools

@klitchevo/code-council

Needs Setup

A multi-model AI code review server that leverages OpenRouter to provide parallel, diverse perspectives from multiple LLMs like Claude, GPT-4, and Gemini.

6 tools

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

Failed

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.

25 tools

@mcp-z/mcp-drive

Needs Setup

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.

7 tools

@mcp-z/mcp-gmail

Needs Setup

A comprehensive Gmail integration for MCP that enables searching, reading, sending, and managing emails, including batch exports and label management.

11 tools

@akson/cortex-doc-standards

Failed

Unified documentation standards and tooling for Cortex repositories with LLM optimization

@dnaroid/mcp-code-indexer

Failed

A robust local code indexer that provides AI agents with semantic search, symbol navigation, and project structural analysis using local embeddings and vector storage.

5 tools

@mcp-z/mcp-outlook

Needs Setup

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.

11 tools

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.

1 tool

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.

3 tools

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

Failed

Model Context Protocol (MCP) server for GridPane OAuth API - Manage servers, sites, domains, users, and more