AI & ML
Embeddings, Vector DBs, and machine learning tools
15,691 servers in this category
Feedbucket MCP Server
A Model Context Protocol server that allows AI assistants to manage Feedbucket website feedback by listing, analyzing, commenting on, and resolving items.
API Health Check MCP Server
A specialized health monitoring server that tracks the availability and performance of local API endpoints with built-in timeout protection and detailed error reporting.
TasksMultiServer
A multi-interface task management system providing hierarchical project organization, DAG-based dependency tracking, and advanced search for both AI agents and human users.
Binance Cryptocurrency MCP
A specialized MCP server that provides real-time Binance cryptocurrency market data including prices, order books, historical trades, and candlestick patterns for AI agents.
Telegraph MCP Server (Python)
A toolset for the Telegraph publishing platform allowing users to manage accounts, create formatted pages using Markdown or templates, and export or backup content.
JPI MCP Server
A comprehensive MCP server for integration with Just Plan It (JPI), providing 69 tools for full CRUD and batch operations across jobs, tasks, resources, and scheduling templates.
LeanIX MTM MCP Server
A robust MCP server for LeanIX Multi-Tenant Management (MTM), offering 29 read-only tools to query workspaces, users, permissions, contracts, and audit events. It features comprehensive filtering, pagination, and secure OAuth 2.0 authentication for Enterprise Architecture management workflows.
Washington Law MCP Server
Provides offline access to Washington State's Revised Code of Washington (RCW) and Washington Administrative Code (WAC) for AI agents. Enables fast retrieval, full-text search, and navigation of all Washington state laws through natural language queries.
Verge MCP Server
A complete MCP server for VergeCMS that allows AI assistants to perform full CRUD operations on blogs and articles via natural language, featuring secure browser-based OAuth-style authentication.
Boma MCP
An MCP server designed to manage meeting room reservations on the Boma platform. It allows users to check room availability, manage bookings, and access user profiles through natural language commands.
Architectural Decision Log (ADL) System
Enables AI assistants to manage architectural decisions through CRUD operations integrated with a GraphQL backend and SAP/LeanIX fact sheets. It provides tools for creating, reading, updating, and deleting ADL entries to maintain a structured history of technical choices.
Fireflies MCP Server
Access and manage Fireflies.ai meeting transcripts to retrieve detailed speaker data, perform keyword searches, and generate AI-powered summaries.
Vibe-Coder MCP Server
A structured development workflow server that guides LLMs through feature clarification, PRD generation, phased development, and progress tracking with built-in document storage.
Gemini Research MCP
Provides real-time web research and URL summarization capabilities using Gemini 2.5 Flash with native Google Search grounding. It enables users to perform factual searches and summarize web content directly within MCP-compatible clients like Claude Desktop.
Memos MCP Server
Enables AI assistants to interact with Memos instances for knowledge management. Supports searching, creating, updating, and retrieving memos with markdown content, tags, and visibility controls.
MCP TS Toolkit
A versatile MCP toolkit providing robust file operations, Git management, and document conversion, alongside extensive AI generation capabilities for images, video, and audio via PiAPI.ai integration.
MCP Reddit Server
A Model Context Protocol server that facilitates AI interaction with Reddit to search subreddits, retrieve hot posts, and fetch detailed discussion threads and comments.
FlexSim MCP Server
A robust MCP server that enables AI assistants to control FlexSim simulation engines, allowing for automated model manipulation, data extraction, and 'what-if' scenario analysis of manufacturing and warehouse digital twins.
TodoList MCP Server
Enables full management of ToDoList (.tdl) XML files with CRUD operations, hierarchical task support, and advanced filtering. Maintains compatibility with the ToDoList desktop application while allowing programmatic task management.
EasyWebhook-MCP
EasyWebhook-MCP enables Claude to securely send webhooks to Discord, Slack, or any HTTP endpoint using aliases stored in .env files, keeping sensitive URLs protected while simplifying cross-service notifications.
MongoDB MCP Server
A MongoDB database connector for the Model Context Protocol that provides a containerized deployment solution with Docker support.
Nearest Tailwind Colors
A utility MCP server that maps any CSS color to its nearest Tailwind CSS palette equivalents using various color space algorithms. It helps developers maintain design consistency by finding the closest predefined Tailwind tokens for custom colors.
KB-MCP Server
A local-first knowledge base server that provides AI assistants with persistent memory through semantic search and document management tools.
OpenWeatherMap MCP Server
A comprehensive MCP server providing real-time weather data, granular hourly/daily forecasts, and geocoding services via the OpenWeatherMap One Call API 3.0.
kestra
Python MCP Server for Kestra. Use it as a tool in Kestra's AI Agents or anywhere else you want to interact with your automated workflows.
Wireshark MCP Server
A containerized server that enables AI clients to perform automated network packet analysis, protocol inspection, and traffic forensics using Wireshark/tshark. It features a stateless design that synchronizes PCAP files directly from GitHub for secure and ephemeral analysis sessions.
News Api14 MCP Server
A comprehensive MCP server for accessing News Api14, providing tools to search for articles, publishers, and trending topics with advanced filtering by language, region, and date.
Salesforce Order Concierge
A specialized MCP server for Salesforce Order Management that facilitates order tracking, automated return creation, support case handling, and cross-platform notifications via Slack.
EdgeOne Pages MCP: Geo Location Service
Provides user geolocation data to AI models by leveraging EdgeOne Pages Functions and the Model Context Protocol.
WordPress Abilities MCP Server
Dynamically discovers and exposes WordPress Abilities API capabilities as MCP tools, allowing AI models to interact with WordPress sites and plugin features using automatic JSON Schema validation.