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AI & ML

Embeddings, Vector DBs, and machine learning tools

15,691 servers in this category

Hello Widget Example

A minimal ChatGPT app demonstrating interactive greeting widgets with confetti animations and theme support, built as a template for creating MCP servers with custom UI components.

Foqal

Foqal MCP connects AI assistants to an enterprise workflow platform, enabling automated ticketing, knowledge base management, and cross-platform integrations with Slack, Teams, and IT service tools.

4 tools

mcp-server

Memory system for AI agents with semantic search. Store and recall memories with ease.

Tigris MCP Server

Tigris MCP Server seamlessly connects AI agents to Tigris bucket and object management.

Bugsink MCP Server

A tool that enables AI assistants to query and analyze error logs, stacktraces, and issues from self-hosted Bugsink error tracking instances.

8 tools

QMD - Query Markdown

A containerized hybrid search server that combines BM25 keyword matching and vector semantic search to index and query local markdown knowledge bases.

5 tools

Maven - Autonomous CFO

An autonomous AI financial officer that provides trading decisions, strategic risk management, and git-persistent memory for the Mother Haven ecosystem.

Composer Package README MCP Server

A specialized MCP server for PHP developers that facilitates fetching READMEs, metadata, and searching for Composer packages via Packagist and GitHub.

3 tools

Danbooru Tags MCP Server

Enables searching and analyzing Danbooru tags, character statistics, and wiki information. Extracts tags from posts, analyzes frequently used tags for characters with customizable filters, and retrieves detailed wiki entries.

Cloudflare Playwright MCP

A robust browser automation server that runs Playwright on Cloudflare Workers, allowing AI assistants to navigate websites, interact with UI elements, and capture screenshots via natural language.

4 tools

mcp_server

A security-focused MCP server that performs real-time risk assessment of coding prompts, identifying potential security risks and dangerous operations before execution.

1 tool

Streamline MCP Server

The Streamline MCP Server allow users to search, and download assets in PNG or SVG formats.

Maigret MCP Server

A specialized OSINT tool for searching usernames across hundreds of social networks and analyzing URLs to uncover associated digital footprints.

2 tools

Economía Venezuela MCP

Provides real-time Venezuelan economic data, including official and parallel exchange rates, inflation statistics, and basic goods basket prices. It enables AI assistants to query historical economic trends and current market indicators via natural language.

Aptos

MCP (Model Context Protocol) Server. Integrates with the Aptos blockchain ecosystem to enable smart contract development, testing, and deployment through natural language interactions for generating components, managing projects, and automating gas station creation

SuperDataAnalysis - DataMaster_MCP

Provides powerful data analysis capabilities for AI systems with functions for data import/export, SQL querying, statistical analysis, and data processing.

MCP File Compaction

Reduces Claude's context window costs by automatically summarizing inactive files to their public interfaces using AST parsing, keeping only the full contents of the current active file.

6 tools

mcp-thorchain

A specialized MCP server that provides AI assistants with real-time access to THORChain blockchain data, including transaction details, liquidity pool statistics, and network health metrics.

6 tools

Azure DevOps MCP Server

Enables interaction with Azure DevOps work items through AI assistants like VS Code/GitHub Copilot. Supports fetching work item details and updating work item statuses using natural language commands.

heroicons-mcp

An MCP server that exposes the Heroicons library, allowing AI assistants to search, list, and generate React JSX usage examples for popular SVG icons.

3 tools

skyspark-mcp

Enables AI assistants to interact with SkyFoundry SkySpark building automation data via the Model Context Protocol. It allows users to evaluate Axon expressions, perform CRUD operations on records, and manage project functions through a comprehensive suite of 21 tools.

MCP Nexus - Cloudflare Workers

A unified MCP server for Tavily and Brave Search APIs that features automatic API key rotation and zero-cost hosting on Cloudflare Workers. It provides tools for web searching, data extraction, and research with secure, encrypted key management.

Package README Core MCP Server

A central routing MCP server that provides unified access to documentation, metadata, and search functionality across 15+ package ecosystems like npm and PyPI.

4 tools

Apple Reminders MCP Server

A native macOS MCP server that provides full CRUD operations for Apple Reminders including support for recurring patterns, geofenced location triggers, and multiple alarms via high-performance Swift and EventKit integration.

11 tools

MCP Desktop Tools

An MCP server that provides Claude with comprehensive desktop automation capabilities including browser control, window management, and native mouse/keyboard input on Windows. It enables users to capture screenshots, launch applications, and interact with the system clipboard through natural language.

Early MCP

Integrates with the EARLY (Timeular v4) API to manage activities, track time, and generate analytics like efficiency and billing reports. It enables AI assistants to perform comprehensive time tracking tasks, including starting/stopping timers and querying manual time entries.

SocialGuessSkills

A multi-agent framework that models complex social systems through a coordinated workflow of seven specialized agents covering areas like economics, governance, and risk. It enables users to generate structured, verifiable social system models from basic assumptions using the Model Context Protocol.

Suno MCP

A Model Context Protocol server that integrates with Suno AI to generate music, manage song creation workflows, and download MP3 files directly via an automated browser interface.

7 tools

Twining MCP Server

Provides agent coordination for Claude Code through a shared blackboard, decision tracking with rationale, and local semantic search over git-trackable JSONL files. It enables users to assemble tailored context packages and manage a lightweight knowledge graph for complex development tasks.

Wordware

MCP (Model Context Protocol) Server. Provides a bridge to Wordware's API services for creating Notion pages, performing Google searches, retrieving Wikipedia information, and querying Google News