AI & ML
Embeddings, Vector DBs, and machine learning tools
15,691 servers in this category
CTF MCP Server
Exposes common CTF and cybersecurity tools (crypto, forensics, malware analysis, steganography, reverse engineering, pwn, OSINT) so LLMs can help solve capture-the-flag challenges in a controlled lab environment.
Joplin MCP Server
A Model Context Protocol server that allows AI assistants to manage Joplin notes through full-text search, CRUD operations, and markdown file imports.
Beagle Security MCP Server
Integrate Beagle Security's automated penetration testing into your workflow to manage projects, verify domains, and monitor security test results through a standardized MCP interface.
vcpkg Package README MCP Server
A specialized MCP server for accessing the vcpkg registry, providing detailed C++ package documentation, metadata, dependency trees, and smart search capabilities.
Remote MCP Server on Cloudflare
A template for deploying MCP servers on Cloudflare Workers, featuring OAuth authentication and SSE transport. It includes example math tools and demonstrates how to connect remote tools to Claude Desktop.
Windows Notification Analysis MCP Server
A digital forensics MCP server designed to extract and analyze Windows notification databases (wpndatabase.db) directly from E01 forensic images. It features automated DB discovery, XML parsing, timeline generation, and sensitive information detection to assist in forensic investigations.
CC Explorer MCP Server
Enables AI assistants to query the Canton Network blockchain explorer through the CC Explorer Pro API. It provides tools for accessing ledger updates, governance votes, validator information, and network consensus data.
Registry Review MCP Server
A specialized MCP server that automates the carbon credit registration review process through an 8-stage AI-guided workflow, including document discovery, evidence extraction, and cross-validation.
MCP Imagen Server
A Google Imagen AI server that provides tools for high-quality text-to-image generation, style-referenced image creation, background removal, and intelligent image cropping via Gemini or Vertex AI.
Loop MCP Server
A utility server that enables LLMs to handle large datasets by processing them item-by-item or in batches, managing state, and aggregating results with optional summarization.
MCP AI POC
A comprehensive MCP server providing AI-powered development tools for code generation, debugging, and optimization, supplemented by a built-in knowledge base of coding best practices and design patterns.
Smart Search MCP Server
A specialized MCP server that provides web search functionality with configurable results, pagination, and structured JSON output via a remote Smart Search API.
Deep Search MCP Server
A production-ready MCP server that provides comprehensive web search, content extraction, and AI-powered multi-source research including news and academic papers.
Maven Package README MCP Server
A specialized MCP server for interacting with Maven Central to retrieve package READMEs, metadata, dependency trees, and perform advanced package searches with GitHub integration.
Roblox Bridge MCP
Enables AI agents to interact with and control Roblox Studio instances in real-time through the Model Context Protocol. It provides a unified tool for building, scripting, and manipulating 3D worlds with over 90 operations including instance management and Luau scripting.
File Context MCP Server
A specialized MCP server that combines robust local file system operations with a Claude-powered AI recruitment assistant for technical candidate evaluation and project analysis.
SolanaBot
A Solana blockchain integration for Claude Desktop that enables wallet management, balance inquiries, and SOL transfers via the Model Context Protocol.
Crawl4AI RAG MCP Server
A high-performance RAG system that uses Crawl4AI for web content extraction and SQLite with sqlite-vec for high-speed semantic search. It features a RAM database mode for 10-50x faster query performance and intelligent content cleaning for efficient storage.
Salesforce Metadata-Aware RAG MCP
Enables AI copilots to understand and query Salesforce org configurations through intelligent metadata chunking and hybrid semantic search across Apex classes, custom objects, and flows.
Reddit MCP Server
A tool for interacting with Reddit that allows users to search posts, manage saved content, and engage in discussions by fetching comment trees and posting replies.
Webhooks MCP
A versatile MCP server for performing dynamic HTTP requests to webhooks, supporting custom methods, headers, and validation with automated error handling.
Feishu MCP Server
Enables AI assistants to directly read, write, and manage Feishu documents, spreadsheets, and multi-dimensional tables. It supports automated documentation tasks and rich text management, including Mermaid diagrams and image uploads.
Tandoor MCP Server
A specialized MCP server for the Tandoor recipes ecosystem, enabling comprehensive management of recipes and meal plans through programmatic scheduling and automated metadata creation.
icalPal MCP Server
Enables AI assistants to interact with macOS Calendar and Reminders applications. Allows querying events, tasks, calendars, and accounts through natural language using the icalPal Ruby gem.
Twilio MCP Server
Enables AI-powered SMS/MMS messaging through Twilio with intelligent conversation threading, message status tracking, and webhook support for inbound messages.
KentraBOT MCP Server
A specialized MCP server for controlling two-track robots, offering both low-level track speed manipulation and high-level directional driving commands.
TypeScript LSP MCP
A TypeScript Language Server Protocol (LSP) adapter for AI agents that provides deep type inspection, code diagnostics, and real-time type checking within an MCP-compliant environment.
FrameLayoutKit MCP Server
A specialized MCP server for iOS development that facilitates the generation, conversion, and validation of Swift UIKit code using the FrameLayoutKit layout engine.
Mureka MCP Server
The Mureka MCP server provides AI-powered music generation capabilities, enabling users to create lyrics, complete songs, and background music directly through MCP-compatible clients.
SnelStart MCP Server
Enables seamless integration with SnelStart accounting data, allowing users to manage multiple administrations, process invoices, and handle bookings through the B2B API. It supports comprehensive read/write operations, VAT summary generation, and document processing for UBL invoices and bank statements.