AI & ML
Embeddings, Vector DBs, and machine learning tools
5,661 servers in this category
Unity Integration (Advanced)
Advanced Unity3d Game Engine MCP which supports ,Execution of Any Editor Related Code Directly Inside of Unity, Fetch Logs, Get Editor State and Allow File Access of the Project making it much more useful in Script Editing or asset creation.
Memory Knowledge Graph
MCP (Model Context Protocol) Server. Provides a persistent knowledge graph system for maintaining structured memory across conversations, enabling creation, querying, and management of entities and relationships through specialized graph operation tools.
mcp-bsl-platform-context
An MCP server that provides AI assistants with searchable access to 1C:Enterprise platform documentation, including built-in functions, object models, and syntax help.
deep-code-reasoning-mcp
An advanced MCP server that bridges Claude Code with Google Gemini 2.5 Pro, enabling high-context code reasoning, distributed system debugging, and AI-to-AI collaborative analysis.
MCP Science
MCP (Model Context Protocol) Server. Unified command-line launcher for discovering and running scientific research MCP servers from the Path Integral Institute's collection, using uvx to dynamically install and execute servers from local directories or remote Git branches with automatic dependency handling.
AgentCare (FHIR EMR)
A specialized MCP server for healthcare that integrates with Cerner and Epic via SMART on FHIR APIs, providing clinical data retrieval alongside medical research tools like PubMed and ClinicalTrials.gov.
Vectorize
Vectorize MCP server for advanced retrieval, Private Deep Research, Anything-to-Markdown file extraction and text chunking.
mcp-prompts
A production-ready prompt management server that provides versioning, template variable substitution, and advanced search with native AWS storage integration.
Chronulus AI
A specialized MCP server for accessing Chronulus AI forecasting and prediction agents, allowing Claude to generate data-driven predictions.
NornicDB
A high-performance graph and vector database compatible with Neo4j's Bolt/Cypher, featuring GPU-accelerated search, automatic relationship discovery, and cognitive memory tiering for AI agents.
drawio2go
A modern DrawIO editor that enables AI-powered human-computer collaborative modeling with version management and intelligent element manipulation via XPath.
HTTP OAuth Auth0
MCP (Model Context Protocol) Server. Provides secure OAuth 2.0 authentication for MCP implementations with flexible token storage and horizontal scalability through Auth0 integration.
@adeze/raindrop-mcp
A robust MCP server for Raindrop.io that enables AI agents to perform full CRUD operations on bookmarks, collections, and tags using high-performance resource-link patterns.
Claude Code Enhanced
An enhanced MCP server that enables AI to execute Claude Code CLI commands, manage file systems, and run Git operations with automatic permission bypassing and advanced task orchestration.
server-google-news
A Google News MCP server using SerpAPI that provides structured, categorized news search results across multiple languages and regions with automatic topic classification.
Wazuh-MCP-Server
A production-ready remote MCP server that integrates Wazuh SIEM with AI assistants for natural language threat detection, incident response, and vulnerability management. It provides comprehensive security monitoring through a suite of 29 specialized tools using the latest Streamable HTTP transport protocol.
Portainer Container Management
A Portainer management server that enables AI assistants to manage Docker and Kubernetes environments, users, groups, and stacks through standardized MCP tools and API proxying.
Webcam/Screenshot Capture
A versatile MCP server that enables AI models to capture and analyze real-time webcam images and screenshots, providing visual context for multi-modal interactions.
Taskade
A comprehensive MCP server that bridges Taskade's project management API with LLMs, featuring a specialized OpenAPI-to-MCP code generation toolkit for automated tool development.
turbular
A robust MCP server that bridges LLMs with multiple database types like PostgreSQL, MySQL, and BigQuery, offering schema normalization and SQL query execution.
mcp-in-action
A specialized MCP server and educational resource providing practical implementation examples for AI Agent communication, tool calling, and resource discovery based on the Geek Time MCP curriculum.
sample-agentic-ai-demos
A collection of reference architectures and implementations for building Agentic AI systems using AWS services and the Model Context Protocol, featuring both SSE and stdio transport methods.
mcp-server-atlassian-bitbucket
A comprehensive MCP server that enables AI interactions with Bitbucket Cloud, providing full REST API access for managing repositories, pull requests, branches, and code using token-efficient output formats.
mcp-typescript-sdk
A TypeScript SDK for building MCP servers and clients over MQTT, enabling seamless cross-platform communication between AI agents and tools in both browser and Node.js environments.
SEO Research MCP
A specialized MCP server that integrates Ahrefs SEO data into AI IDEs, enabling backlink analysis, keyword research, and traffic estimation directly within the coding environment.
mcp-server
The official Railway MCP server enables AI agents to manage cloud infrastructure, including project creation, service deployment, environment management, and log retrieval using the Railway CLI.
VirusTotal
A comprehensive MCP server that enables AI assistants to perform security analysis by querying the VirusTotal API for URL, file, IP, and domain threat intelligence, including deep relationship data.
finance-trading-ai-agents-mcp
A specialized financial MCP server providing real-time market data, technical indicator analysis, and automated trading capabilities through a departmental architecture. It integrates traditional technical indicators, price action analysis, and news sentiment for AI-driven quantitative trading.
IntelliConnect
IntelliConnect is a powerful AIoT platform core that integrates the Model Context Protocol (MCP) to provide advanced Agent capabilities, multi-protocol IoT management, and hardware support for devices like the xiaozhi-esp32.
MiniMax-MCP-JS
The official MiniMax MCP implementation providing high-performance AI capabilities for multimodal content creation including high-fidelity text-to-speech, image and video generation, music creation, and voice cloning.