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AI & ML

Embeddings, Vector DBs, and machine learning tools

15,691 servers in this category

Lspace

8

Lspace turns scattered AI conversations into persistent, searchable knowledge by managing dual-structure Git repositories with automated document classification and synthesis.

BootstrapBlazor Documentation

8

MCP (Model Context Protocol) Server. Provides access to BootstrapBlazor component documentation and source code through automated Git repository management, enabling developers to retrieve component listings, file structures, and implementation details for Blazor application development.

Employee Leave Manager

8

MCP (Model Context Protocol) Server. Provides containerized employee leave management with tools for checking balances, applying for leave with specific dates, and retrieving leave history from an in-memory database.

Cloudera Iceberg

8

enabling AI on the Open Data Lakehouse.

2 tools

JSR

8

A comprehensive MCP server for exploring the JSR (JavaScript Registry) ecosystem, offering semantic search, package comparison, download analytics, and direct source code retrieval.

10 tools

PubNub

Validated
8

Retrieves context for developing with PubNub SDKs and calling APIs.

11 tools

Emacs

8

MCP (Model Context Protocol) Server. Provides deep introspection into Emacs environments, enabling access to documentation, configuration details, keybindings, modes, packages, and system information from running Emacs instances for configuration development and troubleshooting.

SchemaCrawler AI

8

A database schema discovery and exploration MCP server based on SchemaCrawler, enabling AI agents to interactively interrogate database metadata through natural language.

Mailjet

8

The Mailjet MCP server enables AI agents to interact with Mailjet's APIs for managing contacts, email campaigns, segmentation, and delivery statistics through a standardized interface.

superlocalmemory

Failed
8

Your AI Finally Remembers You - Local-first intelligent memory system for AI assistants. Works with Claude, Cursor, Windsurf, VS Code/Copilot, Codex, and 16+ AI tools. 100% local, zero cloud dependencies.

Garmin Connect

8

A Garmin Connect integration for the Model Context Protocol, allowing for the retrieval and analysis of personal fitness data including sleep, steps, and activity metrics.

Terminal

8

A cross-platform MCP server that provides secure terminal command execution through both isolated commands and persistent shell sessions that maintain state like working directory and environment variables.

3 tools

CAD-Query MCP Server

8

A CAD-Query integration for MCP that enables conversational 3D modeling, allowing users to generate, validate, and export parametric 3D models to STL or STEP formats.

2 tools

Everything Search

8

MCP (Model Context Protocol) Server. Integrates with the Everything Search Engine to enable file search and management across large file systems using advanced query options and customizable result formatting.

1 tool

Container Inc.

8

This MCP server enables automated containerized deployments to the Container Inc. platform directly from code editors, handling GitHub authentication and Docker image publishing.

Voice Status Report

8

An MCP server that provides voice status updates using OpenAI's text-to-speech API, to be used with Cursor or Claude Code.

1 tool

AWS IReveal

8

MCP (Model Context Protocol) Server. Integrates with AWS security services to enable incident response and investigation through CloudTrail logs, Athena queries, CloudWatch events, GuardDuty findings, and IAM Access Analyzer for comprehensive security event analysis and threat detection.

Crypto Pro APIs (DefiLlama, CoinGecko, Arkham)

7

MCP (Model Context Protocol) Server. Integrates with professional cryptocurrency data APIs from DefiLlama Pro, CoinGecko Pro, and Arkham Intelligence to provide real-time token prices, market data, blockchain analytics, and on-chain intelligence for crypto researchers and traders.

AlipayPlus

7

Connect your AI Agents to AlipayPlus Checkout Payment.

6 tools

You.com Web Access & AI

Needs Setup
7

A comprehensive Model Context Protocol server providing AI agents with real-time web search, AI answers, and content extraction capabilities powered by You.com APIs.

AI Research Assistant - Semantic Scholar

7

A powerful research server providing access to Semantic Scholar's academic graph, enabling paper searching, author analysis, citation tracking, and full-text extraction from arXiv and Wiley.

13 tools

MCP Host CLI

7

A Node.js based MCP Host application that acts as a gateway to manage and interact with multiple MCP servers simultaneously via a unified HTTP API.

gemini-mcp-server

7

A specialized MCP server that integrates Google Gemini 2.5 PRO as an enterprise-grade UI/UX design and frontend architecture expert within Warp Terminal.

5 tools

Prefect

7

An MCP server for interacting with the Prefect 3.0 workflow orchestration platform, allowing for flow management, deployment searching, and executing workflows.

charlotte

Validated
7

Renders web pages into structured, agent-readable representations using headless Chromium.

32 tools

Gazebo MCP Server

7

A ROS2-integrated MCP server that allows AI assistants to manage Gazebo simulations, including robot spawning, sensor data retrieval (LiDAR, Camera, IMU), and real-time world manipulation.

18 tools

Strands Agents

7

MCP (Model Context Protocol) Server. Server that enables execution of Strands agents through a plugin architecture, automatically discovering and registering plugins for seamless integration with existing workflows.

2 tools

SchemaFlow

7

Real-time PostgreSQL & Supabase database schema access for AI-IDEs via Model Context Protocol. Provides live database context through secure SSE connections with three powerful tools: get_schema, analyze_database, and check_schema_alignment. SchemaFlow

3 tools

Wikipedia

7

A Model Context Protocol server that enables AI assistants to search and retrieve Wikipedia articles in clean Markdown format for reliable information access.

Binalyze AIR

7

A comprehensive MCP server for Binalyze AIR that enables natural language interaction with digital forensics and incident response capabilities, including asset management, evidence acquisition, and investigation tracking.