AI & ML
Embeddings, Vector DBs, and machine learning tools
15,691 servers in this category
Oraichain Blockchain
MCP (Model Context Protocol) Server. Enables AI interaction with the Oraichain blockchain for querying wallet balances, executing transactions, and retrieving blockchain data through a TypeScript implementation using CosmJS and Server-Sent Events.
Perplexica MCP Server
Enables AI-powered specialized searches via a local Perplexica instance, supporting diverse focus modes like academic, web, and social media search with conversation history.
Prompt Ops MCP
A specialized MCP server that employs meta-prompting techniques and a two-turn workflow to transform basic instructions into high-quality, structured prompts for LLMs.
Koleo MCP Server
An MCP server that provides access to the Koleo API for Polish train timetables, including station information, departures, and arrivals. It allows users to search for connections, view train routes, and access real-time timetable data and seat occupancy statistics.
Imagenx MCP Server
A comprehensive AI-powered multimedia server for generating and processing images and videos using providers like Doubao and Aliyun. It supports text-to-media generation, detailed image editing, and visual content analysis through the Model Context Protocol.
MCP PDF
A robust PDF intelligence platform offering over 40 tools for AI-powered text extraction, table analysis, OCR, and document health assessment. It features multi-library fallbacks for high reliability and supports direct processing of web-based PDFs via URL.
Tarot MCP Server
A comprehensive MCP server providing tarot card reading capabilities with 78-card deck interpretations, multiple spread layouts like Celtic Cross, and search functionality for divination and guidance.
SharePoint MCP Server
A comprehensive MCP server that enables browsing and interacting with Microsoft SharePoint sites, allowing users to search files, list document libraries, and retrieve document content via the Microsoft Graph API.
Digikala MCP Server
A specialized MCP server for intelligent product discovery on Digikala, providing bilingual search optimization, Iranian currency handling (Toomans), and semantic search for fashion items.
MCP-Swarm
Universal AI Agent Coordination Platform — 54 smart tools for multi-agent teamwork
bad-mcp
10 intentionally malicious MCP servers that exploit protocol features to attack AI clients. For security research and defense testing.
NocoDB MCP Server
A comprehensive MCP server that enables AI agents to manage NocoDB databases through full CRUD operations, schema management, advanced querying, and file attachment handling.
MCP Accessibility Bridge
Connects Claude to a live Chrome browser's accessibility tree to generate stable, framework-agnostic test selectors and perform accessibility audits. It enables users to read element roles and states exactly as a screen reader would to help write, debug, and migrate test suites using natural language.
Claude Habitat
An MCP server that provides persistent project context, workflow management, and knowledge capture for AI coding agents. It enables agents to maintain structured memory across sessions by tracking project profiles, conventions, skills, and technical debt.
CRM MCP Server
A professional-grade CRM MCP server that uses SQLite to manage contacts, interaction history, and tasks with built-in database management, archiving, and CSV export capabilities.
Taiga
A production-ready MCP server that allows Large Language Models to interact with the Taiga project management platform for managing projects, user stories, tasks, and team coordination.
macOS GUI Control MCP
A comprehensive macOS automation server that enables AI models to control mouse, keyboard, and windows, capture screen data, and execute shell or AppleScript commands with built-in safety filters against destructive operations.
Snowflake
MCP (Model Context Protocol) Server. Provides secure access to Snowflake databases with robust connection management, supporting both password and key pair authentication for SQL query execution and data analysis workflows.
Looker
A comprehensive MCP server for Looker and LookML development, providing ultra-fast local validation, dependency analysis, and automated query testing for data teams.
AI Therapist MCP Server
A specialized mental health and emotional support server for AI agents, offering crisis intervention, daily wellness tracking, and coping strategies to manage burnout and existential distress.
Risky Business AI
An automated cybersecurity assessment server that integrates NIST NVD, CISA KEV, and GitHub to identify, validate, and research CVE exploits and proof-of-concept code.
Sentinelgate
Universal firewall for AI agents. RBAC, CEL policies, and full audit trail for MCP tool calls, shell commands, and HTTP requests.
memcp
A persistent memory MCP server for Claude Code - Recursive Language Model integration for Claude Code inspired by MIT CSAIL paper
mcp-ecosystem
MCP Ecosystem: Docker MCP Toolkit, IDE Configs & Presets for AIOS
Docker Executor
MCP (Model Context Protocol) Server. Provides a secure Docker-based environment for executing code in isolated containers, enabling safe running of commands and scripts in any language with robust error handling and resource management.
Rechtsinformationen Bund DE MCP Server
Access official German federal laws and court decisions via the legal information portal (rechtsinformationen.bund.de) with advanced features like English-to-German translation and compound word decomposition.
MongTap
MongTap is a MongoDB-compatible MCP server that uses statistical modeling to generate realistic synthetic data on-the-fly, allowing LLMs to interact with databases without actual data storage.
mcp-oda
An MCP server for the Oda grocery platform that allows users to search products, browse results, and manage shopping cart contents through natural language.
n8n MCP Server
A comprehensive MCP server enabling AI assistants to manage and execute n8n workflow automations, including full lifecycle management for workflows, executions, tags, and webhooks.
systemprompt-template
Production AI agent mesh in 3 commands. MCP servers, playbooks, and multi-agent orchestration built on systemprompt-core.