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AI & ML

Embeddings, Vector DBs, and machine learning tools

15,691 servers in this category

GitIngest

MCP (Model Context Protocol) Server. Provides direct access to GitHub and GitLab repositories for code exploration, searching, and analysis with intelligent file filtering and support for various Git references.

Tripletex MCP Server

Enables AI assistants to interact with the Tripletex accounting API to manage time tracking, projects, and timesheet approvals through natural language. It also supports searching and managing outgoing invoices and processing supplier invoice approvals.

Google Calendar MCP Server

Provides AI assistants with intelligent access to Google Calendar data, enabling natural language queries about availability, upcoming events, schedule conflicts, and meeting summaries through context-aware calendar integration.

muxue_rag_mcp

A Retrieval-Augmented Generation (RAG) MCP server that provides intelligent local file search capabilities using vector indexing and incremental updates.

2 tools

pdf-reader-mcp

A specialized MCP server that enables AI agents to securely read and extract text, metadata, and page counts from PDF files using local paths or URLs within a project context.

1 tool

bachai-zillow-working-api

A Model Context Protocol server for accessing the Zillow Working API, providing tools to retrieve real estate data through a standardized interface.

1 tool

MRP Calculator

MCP (Model Context Protocol) Server. Enables supply chain managers to perform Material Requirements Planning calculations by determining optimal order quantities based on inventory data, forecasts, and delivery schedules.

1 tool

Singapore News MCP Server

Provides real-time news feeds from major Singapore news sources including The Straits Times, Business Times, and Channel News Asia. Delivers live news updates through Server-Sent Events for up-to-date information access.

Linux MCP Server

A read-only diagnostic tool for RHEL-based Linux systems that enables comprehensive system, network, and service analysis via local or remote SSH execution.

20 tools

bergeramit-bergeramit-hw3-tech

Create friendly greetings and add two numbers instantly. Speed up simple tasks and streamline ligh…

Book Recommendation MCP Server

Provides personalized book recommendations through OpenRouter and ChatGPT based on user preferences for genres, book length, and topics of interest.

webasyst-mcp

A specialized MCP server for the Webasyst framework that provides AI-driven tools for managing applications, plugins, themes, and system configurations. It automates development tasks like scaffolding project structures, running CLI commands, and ensuring compliance with Webasyst UI 2.0 standards.

35 tools

EEA GeoNetwork MCP Server

A comprehensive MCP server for interacting with the European Environment Agency's GeoNetwork Catalogue, providing tools for spatial search, metadata editing via XPath, and attachment management.

20 tools

Browser MCP

Enables AI applications to automate your existing browser using your logged-in profile. Provides fast, private browser automation that avoids bot detection by working with your real browser fingerprint.

Git MCP

Enables comprehensive Git and GitHub operations through 30 DevOps tools including repository management, file operations, workflows, and advanced Git features. Provides complete Git functionality without external dependencies for seamless integration with Gitea and GitHub platforms.

mcp-markdown-manager

A full-stack markdown management system that provides AI agents with tools to create, search, and manage research articles using a PostgreSQL backend with optional semantic vector search.

10 tools

Cloudflare MCP Server

Exposes Cloudflare DNS, security, redirects and zone-settings functionality as structured tools that AI assistants like Claude Desktop can invoke directly.

CursorHistoryMCP

MCP server for browsing, searching, exporting, and backing up your Cursor AI chat history. Bring your Cursor AI chat history directly into Claude. Search past conversations, export sessions, create backups, and generate year-in-review reports—all through natural language. Built on the Model Context

cntx-ui

A bundle management tool and MCP server that organizes project files into AI-ready contexts with a web interface and real-time synchronization.

5 tools

Local Testing Agent MCP Server

A multi-language testing automation server that enables AI assistants to discover, plan, and execute tests across Python, JS/TS, Go, Rust, Java, and Ruby.

3 tools

Imagen-MCP

An MCP server for high-quality image generation using Google's Imagen models and other providers like OpenAI via the Nexos.ai platform, supporting both single and batch generation workflows.

6 tools

aamangeldi-dad-jokes-mcp

A lightweight MCP server that interfaces with the icanhazdadjoke.com API to fetch random jokes, search jokes by keyword, or retrieve specific ones by ID.

3 tools

MCP Content Analyzer

Enables comprehensive content analysis through web scraping, document processing (PDF, DOCX, TXT, RTF), screenshot analysis, and local Excel database management. Provides intelligent workflows for extracting, analyzing, and storing content from multiple sources with automated categorization and search capabilities.

revenue-intel-mcp

A production-ready revenue intelligence platform that integrates ML insights into business workflows for sales and customer success teams, providing lead scoring, churn detection, and model observability.

5 tools

kklab-mlit-dpf-mcp

An unofficial MCP server connecting LLMs to the MLIT (Ministry of Land, Infrastructure, Transport and Tourism) Data Platform API, enabling conversational search and retrieval of Japanese infrastructure and geographic data.

18 tools

mysql-mcp

A management system for multiple MySQL databases that provides tools for schema exploration, SQL execution, and natural language query translation.

4 tools

BCI-MCP (Brain-Computer Interface)

MCP (Model Context Protocol) Server. Enables AI systems to receive and process neural signals from multiple EEG devices through real-time signal processing, providing brain activity data for more intuitive human-AI interactions.

mcp-chrome

A Chrome extension-based MCP server that enables AI assistants to directly control your browser, leveraging existing user sessions, login states, and automation tools without needing separate browser instances.

22 tools

investing-mcp

A specialized MCP server for parsing, indexing, and analyzing investment statements from institutions like Questrade using natural language and structured queries. It provides advanced portfolio analytics including Monte Carlo simulations and hybrid vector/SQL storage.

6 tools

FGD Fusion Stack Pro

MCP server with intelligent memory management and file monitoring that enables context-aware AI assistance across multiple LLM providers (Grok, OpenAI, Claude, Ollama) with persistent memory of interactions and real-time file system changes.