AI & ML
Embeddings, Vector DBs, and machine learning tools
15,691 servers in this category
rostro
Rostro transforms any language model into a multimodal system capable of generating images, music, video, and 3D models via a standardized MCP interface.
MCP FHIR Server
A robust MCP server providing standardized read/write access to FHIR-compliant healthcare APIs with built-in resource validation and specialized extensions for Zus Health services.
VOICEVOX MCP Server
An MCP server that enables Claude to synthesize and play audible speech using the VOICEVOX engine, featuring smart session-based voice assignment and multi-instance coordination.
Simple Code Review Assistant
A lightweight MCP server designed for code reviews that integrates GitHub repository data with local documentation search capabilities. It allows AI models to fetch repository details, retrieve file contents via GitHub API, and search through local markdown files.
axl-mcpopensearch
axl test run mcp opensearch
FluentBoards MCP Server
A comprehensive MCP server that enables AI assistants to manage the FluentBoards project management system via the WordPress REST API, featuring a unique 'Board Focus Mode' and granular safety controls for destructive operations.
MCP Background Task Server
A Model Context Protocol server that enables running and managing long-running background tasks (like development servers, builds) from within Claude Desktop or other MCP-compatible clients.
slack-mcp-server
Full Slack workspace access for Claude—DMs, channels, search, threads—without OAuth or admin approval. Production-grade with Magic Link auth and interactive demo.
ZIP MCP
A robust ZIP archive management tool for MCP environments that provides full CRUD operations, verification, and deep inspection of compressed files.
mcp
Dreamtap provides sources of inspiration to your AI to make it more creative.
mcp-server
A specialized MCP server that connects AI assistants to Trunk CI Autopilot, providing root cause analysis for test failures and tools for test result integration.
opsera
Opsera AI Agent MCP server providing authenticated DevOps automation over SSE
Jupyter Collaboration MCP Server
Enables AI agents to interact with collaborative Jupyter notebooks and documents in real-time. It provides comprehensive tools for notebook manipulation, document editing, and tracking user presence through Jupyter's RTC infrastructure.
Channel Talk MCP Server
A Channel Talk integration for the Model Context Protocol that allows AI assistants to retrieve chat lists and message histories via the official Open API.
mKit
A boilerplate MCP server framework for Cloudflare Workers featuring OAuth 2.1 authentication, Stripe billing integration, and support for the OpenAI Apps SDK UI.
Vercel MCP Relay Server
Enables AI assistants to interact with the Vercel REST API to manage projects, deployments, domains, environment variables, and teams through natural language commands.
Nexar MCP Server
Enables searching for electronic components through the Nexar Supply API, providing detailed part information including manufacturer, pricing, specifications, and datasheets.
Claude-Gemini Collaborative Integration
Enables real-time collaboration between Claude and Gemini, allowing Claude to consult Gemini while maintaining session context and conversation history.
Sidvy MCP Server
A toolset for interacting with the Sidvy API, allowing AI models to manage notes, hierarchical groups, and todos within customizable workspaces.
Linggen
A local-first RAG and MCP memory layer that provides semantic codebase search and knowledge indexing across multiple projects for AI assistants.
OpenWeather MCP Server
A tool-based interface for retrieving real-time weather data and 5-day forecasts worldwide using the OpenWeatherMap API, supporting timezone offsets.
Prompt for User Input MCP Server
A Model Context Protocol server that enables AI models to interactively request information or clarification from users in real-time through their code editor environment.
mcp-backlog
A comprehensive MCP server that integrates Backlog's project management API with AI agents, enabling automated management of issues, wikis, versions, and project metadata.
mcp-domain-checker
A specialized MCP server for checking domain name availability and generating intelligent registration suggestions across multiple TLDs using WHOIS integration.
redmine
A Redmine API integration for MCP that enables AI agents to manage projects, track time, and handle the full lifecycle of issues including searching, creation, and updates.
TapData Database Explorer
MCP (Model Context Protocol) Server. Bridges AI assistants with TapData database connections, enabling natural language exploration of schemas and execution of CRUD operations across various database systems.
xaffinity MCP
MCP server for Affinity CRM - entity search, relationship intelligence, and workflow management
openroute-mcp
A specialized MCP server for planning routes using the OpenRouteService API, supporting activities like hiking, cycling, and driving with additional support for POI search and Switzerland-specific trail data.
GraphQL Toolkit
MCP (Model Context Protocol) Server. Enables LLMs to interact with GraphQL APIs through schema introspection and query execution, with security measures like disabled mutations and support for authentication headers.
ekms-mcp-server
A specialized Model Context Protocol server for Enterprise Knowledge Management Systems, enabling AI tools to search, retrieve, and manage corporate knowledge bases and customer data.