AI & ML
Embeddings, Vector DBs, and machine learning tools
15,691 servers in this category
shuka
Universal trust attestation for AI agents. Create, verify, and negotiate trust proofs.
Achriom
The media memory layer for AI agents and their humans. Books, movies, music, shows, and anime.
letsclarify-mcp
Human-in-the-Loop API: AI agents create forms, share URLs with humans, get JSON back.
SODAX Builders MCP
Live SODAX API data and SDK docs — chains, tokens, swaps, volume, and more.
JMAP Email
Email management via JMAP — mailboxes, messages, identities, and Sieve scripts
Paperlib
MCP (Model Context Protocol) Server. Research paper management with semantic search and knowledge graphs.
Templateio
An MCP server that integrates with Templated.io to programmatically generate images from templates using dynamic text and image layers.
xSkill AI
AI content generation with 50+ models: image, video, TTS, voice cloning, and more.
forgecraft
Production-grade CLAUDE.md generation with SOLID, testing, and architecture standards.
MCP Atlassian
Enables AI assistants to interact with Atlassian products (Confluence and Jira) through natural language, supporting both Cloud and Server/Data Center deployments. Allows searching, creating, and managing content across Jira issues and Confluence pages with flexible authentication options.
nctr-mcp-server
NCTR Alliance rewards — search bounties, check earning rates, and discover communities.
memento-protocol
Persistent memory for AI agents. Store what matters, recall by meaning, skip the rest.
HubSpot MCP Server
Enables AI models to interact with HubSpot CRM data and operations through a standardized interface while providing a centralized shared space for teams to share conversation summaries in real time.
Ploi MCP Server
Integrates Ploi.io API functionality into AI assistants for managing servers, sites, and databases through natural language. It enables features like one-command deployments, project linking, server log retrieval, and database backup management.
VSCode Language Server MCP Extension
Exposes VSCode's Language Server Protocol features through MCP, enabling AI assistants to perform language-aware operations like symbol navigation, reference tracking, safe renaming, type information retrieval, and hover documentation across codebases.
return0
Debug your remote Node.js and Next.js applications directly from your AI IDE like Cursor.
AI42-MCP X402 Payment Server
Enables fetching data from web URLs with automatic X402 payment handling using Solana, including payment tracking, balance checking, and configurable spending limits.
Barevalue
Submit podcast orders, check status, and manage webhooks via Barevalue editing API.
Playwright MCP Server
A production-ready browser automation server that enables AI assistants to interact with web pages using tools for navigation, element interaction, and data extraction. It features a built-in Inspector UI and robust crash recovery for reliable automated testing and information retrieval.
Taskwarrior MCP Server
An MCP server that enables AI assistants to interact with the Taskwarrior command-line task management tool. It allows users to list, create, modify, and organize tasks using projects, tags, and annotations through natural language.
Wisnu MCP
A travel booking server that enables searching for flights, hotels, and destination recommendations based on user interests and budget. It provides additional tools for calculating total trip costs and retrieving destination-specific travel tips.
Ableton MCP
Enables natural language control over Ableton Live for generating musical patterns, melodies, and full song arrangements. It also provides tools for sample searching and mixing assistance through an OSC-based connection with Claude Desktop.
KHU Notebook Research Assistant
An MCP server that interfaces with Google NotebookLM to enable autonomous academic research and systematic knowledge management. It allows users to perform deep web searches and automatically generate study artifacts like research reports, presentation slides, and audio overviews.
MCP E-commerce Server
A Model Context Protocol server that enables full CRUD operations for e-commerce product management, featuring MySQL integration and AI-powered product description generation. It provides tools for inventory monitoring and supports both stdio and HTTP/SSE transports.
GovNavigator
An MCP server that enables users to search and navigate Madison, Wisconsin municipal ordinances using a TF-IDF search index. It provides specific code sections and citations to answer questions about local regulations like building permits and zoning.
sekichi
Knowledge accumulation for AI coding agents. Records decisions, problems, and insights as context.
Stock Market Real-Time Analyzer
An MCP server that provides real-time stock market data and price comparisons from Yahoo Finance, Alpha Vantage, and Finnhub. It enables AI assistants to fetch individual quotes, compare data across multiple sources, and retrieve market metrics for various tickers.
PayArk MCP Server
Connects AI agents to Nepal's payment infrastructure through the PayArk API. It enables users to monitor transaction history, manage projects, and generate hosted checkout links using natural language.
Error Analyzer MCP Server
Analyzes log files to identify root causes of project errors and generates detailed fix plans with risk assessments. It implements a multi-phase workflow that ensures no code modifications are applied without explicit user approval.
mcpXL30
Enables LLM agents to control a Philips XL30 ESEM microscope by exposing tools for imaging, beam adjustment, and vacuum chamber operations. It features a safety envelope to regulate sensitive parameters like high tension and stage motion.