AI & ML
Embeddings, Vector DBs, and machine learning tools
15,691 servers in this category
Ecovacs MCP Server
A control server that enables AI assistants to interact with Ecovacs robot vacuums through MCP protocol, supporting device listing, cleaning control, charging control, and status queries.
ComOS Federation Gateway
Multi-tenant MCP gateway for AI commerce. One connection, every store.
engram
MCP adapter for Engram - organizational memory for AI agents
Sundr Repair Advisor
Repair or replace? Get device repair costs, local shops, trade-in values.
rq-scan
MCP Server for RQ-SCAN - AI-powered document OCR and data extraction platform
reddit-insights-mcp
A semantic AI search engine for Reddit that enables users to perform deep research into conversations, subreddits, and trending topics across millions of posts.
MCP & Copilot Studio Learning Project
A comprehensive learning project providing hands-on experience with Model Context Protocol (MCP) server development, featuring calculator and text utility tools for integration with Claude Desktop.
blacksmith
A comprehensive MCP server for Blacksmith CI that enables automated CI run analysis, flaky test detection, and usage monitoring directly through AI interfaces.
Rulemorph MCP Server
A data transformation engine that uses YAML rules to map, format, and convert CSV and JSON data into structured JSON output, supporting expressions, conditions, and DTO generation.
mcp
Connect AI assistants to Nestr to manage tasks, projects, and organizational structures like circles and roles for self-organizing teams.
MCP Document Server
A secure Model Context Protocol server that allows AI assistants to search, list, and read local documents in various formats including PDF, DOCX, and XLSX with built-in path traversal protection.
PyMOL-MCP-Vis
A PyMOL integration for Claude that enables molecular visualization, structural biology analysis, and advanced screenshot capture for visual feedback loops.
notion-mcp
A robust MCP server that provides comprehensive tools for interacting with the Notion API, enabling full management of pages, databases, blocks, and comments via OAuth2.
JetBrains MCP Bridge
A bridge that connects MCP-compatible clients like Cascade and Windsurf to JetBrains IDEs, allowing external AI agents to access IDE-specific tools and features.
Senior Developer Job Description MCP Server
Provides hiring guides and discovery checklists to help users craft compelling job descriptions for senior developer roles. It includes tools to analyze existing descriptions against best practices and generate clarifying questions to fill information gaps.
Twenty CRM MCP Server
A comprehensive MCP server for Twenty CRM that allows AI agents to manage persons, companies, opportunities, notes, and tasks using both GraphQL and REST APIs.
OpenStreetMap MCP Server
A comprehensive MCP server providing 30 tools for geocoding, routing, and OpenStreetMap data analysis. It enables AI assistants to search for locations, calculate travel routes, and perform quality assurance checks on map data.
Star Wars Explorer
A Laravel-based MCP server that integrates with the SWAPI API to search, import, and manage Star Wars character data within a local MySQL database.
gmail-mcp
A Gmail management server using the Dedalus framework and OAuth2 to provide a full suite of tools for searching messages, managing threads, organizing labels, and handling drafts via the Gmail API.
Gmail MCP
A read-only MCP server that enables users to interact with the Gmail API to search messages, retrieve threads, and download attachments. It supports standard Gmail query operators and requires OAuth authentication for secure read-only access to mailbox data.
Storyblok MCP
A comprehensive MCP server enabling AI management of Storyblok content, allowing assistants to perform full CRUD operations on stories, tags, components, assets, workflows, and datasources.
x-mcp
A read-only MCP server for X (Twitter) that provides comprehensive data retrieval for profiles, tweets, searches, and social graphs using OAuth 2.0 Bearer Token authentication.
GCAL-MCP
A Google Calendar API v3 implementation for the Model Context Protocol, allowing users to interact with calendars and events using OAuth authentication.
Sharesight MCP Server
A comprehensive MCP server providing full access to Sharesight's investment portfolio tracking platform. It enables AI assistants to manage holdings, track dividends, generate performance reports, and handle custom investments via the v3 API.
Voicebox MCP Server
This MCP server integrates Claude with VOICEVOX text-to-speech services, allowing for high-quality audio generation using various character voices and monitoring of TTS system metrics.
HeaderHawk
A specialized security MCP server for deep email header parsing, phishing detection, and VirusTotal-integrated threat intelligence analysis to identify malicious payloads and SPF/DKIM/DMARC status.
Notion MCP Server
A comprehensive MCP server that enables AI assistants to search, create, and manage Notion workspace content, including pages, databases, and block-level content through natural language.
Firecrawl MCP Server
A robust integration for Firecrawl that provides comprehensive web scraping, crawling, and research tools, enabling LLMs to extract structured data or content from single pages or entire domains.
DataSF MCP Server
Enables AI assistants to search, explore, and query San Francisco's open data portal through a standardized Socrata interface with intelligent schema caching and fuzzy column matching.
Scalekit
Provides tools for managing Scalekit environments, organizations, users, connections, and workspace operations. Built for developers who want to connect their AI tools to Scalekit context and capabilities based on simple natural language queries.