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AI & ML

Embeddings, Vector DBs, and machine learning tools

5,661 servers in this category

Unity Integration (Advanced)

102

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.

16 tools

Memory Knowledge Graph

102

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.

9 tools

mcp-bsl-platform-context

102

An MCP server that provides AI assistants with searchable access to 1C:Enterprise platform documentation, including built-in functions, object models, and syntax help.

5 tools

deep-code-reasoning-mcp

102

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.

9 tools

MCP Science

102

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)

101

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.

17 tools

Vectorize

101

Vectorize MCP server for advanced retrieval, Private Deep Research, Anything-to-Markdown file extraction and text chunking.

3 tools

mcp-prompts

101

A production-ready prompt management server that provides versioning, template variable substitution, and advanced search with native AWS storage integration.

7 tools

Chronulus AI

101

A specialized MCP server for accessing Chronulus AI forecasting and prediction agents, allowing Claude to generate data-driven predictions.

NornicDB

101

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.

6 tools

drawio2go

101

A modern DrawIO editor that enables AI-powered human-computer collaborative modeling with version management and intelligent element manipulation via XPath.

HTTP OAuth Auth0

101

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

Needs Setup
101

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.

10 tools

Claude Code Enhanced

100

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.

3 tools

server-google-news

100

A Google News MCP server using SerpAPI that provides structured, categorized news search results across multiple languages and regions with automatic topic classification.

1 tool

Wazuh-MCP-Server

100

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.

29 tools

Portainer Container Management

100

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.

32 tools

Webcam/Screenshot Capture

99

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.

2 tools

Taskade

99

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

99

A robust MCP server that bridges LLMs with multiple database types like PostgreSQL, MySQL, and BigQuery, offering schema normalization and SQL query execution.

4 tools

mcp-in-action

99

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

99

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

Needs Setup
98

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.

6 tools

mcp-typescript-sdk

98

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.

3 tools

SEO Research MCP

98

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.

4 tools

mcp-server

Needs Setup
98

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.

13 tools

VirusTotal

98

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.

8 tools

finance-trading-ai-agents-mcp

98

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

97

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

96

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.

8 tools