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AI & ML

Embeddings, Vector DBs, and machine learning tools

15,691 servers in this category

mcp-memory-server

An advanced contextual memory server for agent orchestration providing chronological history, semantic vector search via Redis Stack, and temporary scratchpad storage. It also enables context compression through history rollups and facilitates inter-agent communication using a Redis-based Pub/Sub system.

System Information MCP Server

Provides tools to monitor host system health including CPU load, disk usage, and network status while enabling file system management tasks like searching and moving files. It includes built-in safety guards to prevent operations on critical system directories.

waitlister

MCP server for the Waitlister API — manage waitlist subscribers through AI assistants.

Attrove

Query your users' Gmail, Slack, and Calendar with AI — Plaid for productivity apps

aidex

Persistent code indexing for AI assistants. 50x less context than grep. 11 languages.

impact-preview

Impact preview for AI agents - see what changes before any action executes.

Cursor Talk to Figma MCP

Enables Cursor AI to communicate with Figma for reading designs and modifying them programmatically, allowing users to automate design tasks through natural language.

Uber MCP Server

Enables AI assistants to interact with the Uber API for ride management, including requesting rides, obtaining price and time estimates, and tracking active trip status. It supports comprehensive journey features such as viewing ride history, cancelling requests, and rating drivers through a secure OAuth 2.0 integration.

DLI Power Switch MCP Server

Enables AI agents to control Digital Loggers (DLI) Web Power Switches for hardware discovery, status querying, and power operations. It features a safety-first architecture with configurable access levels to protect critical infrastructure from unauthorized or accidental power loss.

Cross-Project MCP Server

Enables AI agents to explore, search, and reference code implementation details across different project repositories. It also supports a task delegation protocol for agents to request and track work between separate codebases.

VeniAI-Hukuk-EmsalKarar-MCPServer

An AI-powered legal research tool that enables users to search for and retrieve legal precedents and case law decisions through a Model Context Protocol server. It supports both Turkish and English, providing lawyers and researchers with streamlined access to a comprehensive database of jurisprudence.

Daily Briefing MCP Server

Aggregates data from Google Calendar, TripIt, and Fireflies.ai to generate comprehensive daily briefings, schedule overviews, and action item lists. It enables users to manage their time by detecting meeting conflicts, identifying focus slots, and tracking upcoming travel plans.

EnriWeb

An MCP server that provides web search and URL fetching capabilities by delegating execution to an EnriProxy server. It enables AI agents to perform structured web searches and retrieve content with support for filtering, recency limits, and pagination.

What's for Dinner? MCP Server

Helps users decide what to eat by randomly selecting meals from a database of 100+ options or a custom list using an interactive spinning wheel widget. It supports cuisine filtering and provides an engaging visual interface to resolve mealtime indecision.

Cosmic MCP Server

An MCP server that enables AI assistants to manage content, media, and schemas within Cosmic CMS buckets. It allows users to perform CRUD operations on objects and types while providing tools for AI-driven text, image, and video generation.

Simple Remote MCP Server

A template and demonstration project for building, testing, and deploying remote MCP servers using FastMCP and uv. It provides a foundational structure for creating MCP-compliant tools that can be hosted publicly and integrated with LLM agents.

@myvtp/mcp

Enables application deployment and management on the VTP platform directly through Claude Code. It provides tools to analyze projects, generate configurations, and list deployed apps using the VTP API.

Xafari MCP

An MCP server and crawler for Xafari documentation that enables AI agents to search, retrieve pages, and extract code examples from a local index. It provides structured documentation access through stdio or HTTP interfaces for seamless IDE integration.

SDisk MCP File Manager

A corporate file management system that enables users to upload and activate files through an approval workflow for use within ChatGPT Apps. It utilizes the Model Context Protocol to provide secure access to file metadata and listings via OAuth 2.1 authentication.

Talon MCP

An MCP server for the Talon accessibility framework that surfaces logs, configuration details, and status information. It enables users to interact with the Talon Python REPL to execute code and manage the framework through natural language.

searchconsole-mcp

Provides read-only access to Google Search Console data, allowing AI assistants to query site performance metrics like keywords, clicks, and rankings using natural language. It supports listing verified properties, querying search analytics with dimension filters, and retrieving sitemap information.

llm-mcp-bridge

A versatile MCP bridge that connects any OpenAI-compatible API to the Model Context Protocol, providing comprehensive tools for benchmarking, evaluating consistency, and monitoring performance metrics like performance vs quality.

9 tools

MCP-Ables

Turns any shell command into an MCP server by defining command-line tools in simple YAML files. Enables AI agents to execute system commands, security scanners, DevOps tools, and CLI utilities directly from chat interfaces.

intlpull

AI-powered i18n platform with 50+ tools for translations, OTA releases, and more.

USCardForum MCP Server

A comprehensive MCP server for interacting with USCardForum, providing deep integration with Discourse-based community data including discovery, reading, user research, and authenticated actions.

22 tools

WithSeismic MCP

A TypeScript implementation of a Model Context Protocol server that provides a frictionless framework for developers to build and deploy AI tools and prompts, focusing on developer experience with zero boilerplate and automatic tool registration.

FoundryVTT MCP Server

A Model Context Protocol server that integrates with FoundryVTT, allowing AI assistants to interact with tabletop gaming sessions through natural language to query actors, roll dice, generate content, and manage game worlds.

Persis

Biological memory for AI agents. Record patterns, recall experiences, reinforce learning.

Sitecore MCP Server

Enables AI assistants to interact with Sitecore CMS through GraphQL API, providing item operations, version control, navigation, and content management capabilities. Supports natural language commands and slash command menu interface for querying Sitecore items, templates, and hierarchies.

OpenFDA Safety Data

Search FDA safety data: drug adverse events, recalls, and device events.