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AI & ML

Embeddings, Vector DBs, and machine learning tools

15,691 servers in this category

Dolphin

2

A semantic code search engine that uses vector embeddings to search repositories, retrieve specific code chunks or file slices, and generate editor deep links.

5 tools

telecom-ops-claude-code-plugins

2

🎯 Enhance telecom operations with this Claude Code plugin for intent parsing and O2-IMS status queries, streamlining network management tasks.

Jupiter

2

MCP (Model Context Protocol) Server. Integrates with Jupiter's swap API on the Solana blockchain, enabling operations like getting quotes, building swap transactions, and sending swap transactions for decentralized exchange functionality.

3 tools

Shadow-CLJS Build Monitor

2

A monitor for shadow-cljs that provides real-time build status, compilation errors, and performance metrics to help LLMs verify ClojureScript changes.

1 tool

Povio Worklog MCP Server

2

A Model Context Protocol server that automates Povio worklog management by analyzing git commits, enhancing descriptions with AI, and posting entries directly to the Povio dashboard.

4 tools

Bing CN MCP Enhanced

2

A specialized MCP server optimized for Chinese Bing searches and webpage scraping that requires no API keys, enabling AI models to browse localized web content.

4 tools

wuxing-search-mcp

2

Wuxing Search MCP is a powerful, unlimited search server built on top of SearXNG. It integrates seamlessly with Claude Code via the Model Context Protocol, providing free and unlimited search capabilities by aggregating results from 100+ search engines.

datagovin-mcp-server

2

Core server for exposing India’s open government data (data.gov.in) APIs via the Model Context Protocol, powering agentic AI data exploration.

MCP-Utils

2

🛠️ Essential TypeScript utility library for Model Context Protocol (MCP) server development with Claude Desktop integration 🤖 Powers GitHub-MCP, Google-Workspace-MCP & FS-MCP with MongoDB connectivity, AES-256-GCM encryption, cross-platform config management & more 🚀

Document Generator MCP

2

A professional document generation server that converts Markdown and natural language into formatted Word and PDF files with syntax highlighting and smart pagination.

2 tools

mcpkit

2

A robust Rust SDK implementing the latest MCP protocol (2025-11-25), providing macros and typestate builders to easily create servers with tools, resources, and various transport layers.

3 tools

FastMail MCP Server

2

A robust MCP server that integrates with FastMail's JMAP API to manage mailboxes, search emails with advanced filters, and send messages through natural language interfaces.

7 tools

Filesystem (Rust)

2

A high-performance Rust-based filesystem MCP server providing comprehensive file operations, surgical line editing, binary patching, and cross-platform process management with strict security controls.

40 tools

AutoNavi (Amap)

2

A comprehensive MCP server for China's AutoNavi (Amap) mapping service, providing geocoding, multi-modal route planning, and location-based data services.

Web Scraper

2

A robust web scraping server that utilizes headless Chrome to extract content from modern JavaScript-heavy websites and single-page applications, optimized for LLM processing by converting to Markdown or clean HTML.

SpinQ Quantum Computing

2

Integrates with SpinQ's quantum computing cloud platform to construct, compile, and execute quantum circuits using QASM on real hardware and simulators.

WSLSnapit-MCP

2

A bridge between WSL and Windows that allows AI assistants to capture cross-platform screenshots and access clipboard contents with intelligent image optimization.

2 tools

Embedding Search

2

MCP (Model Context Protocol) Server. Provides embedding search capabilities for transcripts using a SQLite database, enabling efficient semantic retrieval of relevant text segments for applications like podcast analysis or content recommendation.

1 tool

Pentest Tools

2

A specialized MCP server that integrates industry-standard penetration testing tools like Nmap, Nuclei, and Hydra for automated security assessments and vulnerability discovery.

WinCC Unified MCP XT

2

An MCP server that interfaces with SIEMENS WinCC Unified SCADA systems via GraphQL to manage real-time tag data, historical logs, and alarm states.

9 tools

Spotify

2

Integrates Spotify's Web API via OAuth to search for tracks and manage playlists based on natural language descriptions.

Mackerel

2

MCP (Model Context Protocol) Server. Integrates with Mackerel server monitoring platform to retrieve host information, service details, metrics, and manage monitoring configurations through natural language conversations.

Google Drive & Sheets

2

MCP (Model Context Protocol) Server. Integrates with Google Drive and Google Sheets to enable document searching, content reading, and spreadsheet manipulation through OAuth authentication and resource-based access.

4 tools

URL Fetch

2

MCP (Model Context Protocol) Server. Enables Claude to retrieve and display web content, JSON data, and images directly within conversations through specialized URL fetching tools.

3 tools

LegCo Search MCP Server

2

A specialized MCP server providing real-time access to the Hong Kong Legislative Council (LegCo) open data, including bills since 1844 and voting results, questions, and Hansard records since 2012.

5 tools

Spotify

2

MCP (Model Context Protocol) Server. Enables natural language control of Spotify playback with tools for playing tracks, pausing music, skipping songs, searching the catalog, and retrieving currently playing information through seamless authentication and token management.

6 tools

Jira Insights

2

MCP (Model Context Protocol) Server. Enables programmatic management of Jira Insights asset schemas through CRUD operations on object types and AQL queries, streamlining IT asset management and configuration tracking workflows.

3 tools

mu-mcp

2

An MCP server that interfaces with the mu mail indexer, allowing AI assistants to search, read, and manage local email archives and attachments.

3 tools

Pulsar Edit MCP Server

2

A tool-rich MCP server that exposes the Pulsar text editor's core functionality to LLMs, enabling automated code editing, file navigation, and document manipulation.

17 tools

Scanpy-MCP

2

A natural language interface for single-cell RNA sequencing analysis using the Scanpy library, enabling complex transcriptomics workflows like preprocessing, clustering, and visualization via the Model Context Protocol.