AI & ML
Embeddings, Vector DBs, and machine learning tools
15,691 servers in this category
PDF.co
A robust MCP server integrating the PDF.co API to provide extensive document processing capabilities including format conversion, OCR, form filling, merging, splitting, and AI-powered invoice extraction.
a2a-mcp
An MCP server that implements the A2A (Agent-to-Agent) Protocol, allowing users to discover, communicate with, and manage remote AI agents and their artifacts.
Docdex
A local-first documentation and source code indexer that provides fast full-text search, AST-based code intelligence, and impact analysis via the Model Context Protocol.
TailorKit
MCP (Model Context Protocol) Server. Provides a bridge to the TailorKit API for managing customizable e-commerce product templates, enabling creation, retrieval, and manipulation of templates and their layers through natural language conversations.
arXiv
MCP (Model Context Protocol) Server. Integrates with arXiv to enable flexible paper search, PDF downloading, and text extraction for literature review, research trend analysis, and automated summarization in scientific domains.
Mermaid Diagram Generator
MCP (Model Context Protocol) Server. Integrates with Mermaid to render diagrams as images, enabling on-the-fly generation of visual representations for data structures, workflows, or system architectures.
Web UI Copy
Transforms webpage content into a fully inlined, script-free HTML document with base64-encoded resources, enabling comprehensive web page analysis and UI/UX inspiration.
Australian Bureau of Statistics
An MCP server that enables AI assistants to query and analyze statistical datasets from the Australian Bureau of Statistics (ABS) using the SDMX-ML API.
aigroup-mdtoword-mcp
A professional MCP server for converting Markdown to Word documents with advanced support for LaTeX formulas, 12+ table styles, and custom header/footer layout.
mcptrust
Runtime security proxy for MCP: lockfile enforcement, drift detection, artifact pinning, Sigstore/Ed25519 signing, CEL policy, OpenTelemetry tracing. Works with Claude Desktop, LangChain, AutoGen, CrewAI.
NVIDIA USDCode
Provides specialized assistance for Isaac Sim scripting, Universal Scene Description (USD) workflows, and Python API development using NVIDIA's Llama 3.1 70B USDCode model.
Gmail
A comprehensive MCP server providing full access to Gmail functionalities including reading, sending, searching, and managing emails, threads, drafts, and attachments via Google's OAuth API.
Smart Customer Support
A specialized MCP server designed to automate e-commerce customer support through features like product knowledge retrieval, order status tracking, and automated hand-off to human agents.
SWI-Prolog
An MCP server that enables AI assistants to interact with SWI-Prolog for logic programming, knowledge base management, and sandboxed query execution.
web-fetch-mcp
An MCP server that provides tools for fetching web content, summarizing articles, comparing multiple URLs, and extracting specific data using AI-powered natural language processing.
mcp-ecosystem-platform
🚀 Ultimate Developer Productivity Suite - 11 specialized MCP servers for AI-powered code analysis, security scanning, browser automation, and workflow orchestration. FastAPI + React + TypeScript + Docker ready.
bibble
Transform your terminal into an intelligent AI workspace with autonomous tool-calling and multi-step workflow execution, real-time streaming responses, persistent chat history, and comprehensive MCP (Model Context Protocol) client functionality for seamless tool integration.
Polygon Blockchain
A specialized MCP server for interacting with the Polygon PoS blockchain, enabling smart contract calls, ERC20 token management, and real-time gas price tracking.
tempo-mcp
MCP server enabling AI agents to execute autonomous stablecoin payments on Tempo blockchain. Supports single/batch payments, scheduled transfers, token swaps, and balance queries with built-in spending limits, audit logging and many more
code-graph-context
A powerful MCP server that constructs and queries a rich TypeScript code graph in Neo4j, enabling LLMs to perform semantic search, impact analysis, dead code detection, and multi-agent coordination with specialized NestJS framework support.
qarinai
Create unlimited AI chatbot agents for your website — powered by OpenAI-compatible LLMs, RAG, and MCP.
Business.AI.Demo
This project demonstrates how to integrate AI capabilities into a typical business application with .NET Platform It showcases a common scenario where business events flow through the system and get processed, stored, and then made available for AI-powered interactions.
estonia-ai-kit
🇪🇪 AI SDK for Estonian government services - including MCP servers for Business Register, Tax Board, Open Data Portal. Connect Claude, GPT & other AI models to Estonia's digital infrastructure.
toolhive-cloud-ui
ToolHive Cloud UI surfaces MCP servers running in your infrastructure, highlighting metadata, tool capabilities, and copy-ready endpoints for fast AI agent integrations.
openapi-mcp-server
Powerful bridge between OpenAPI specifications and AI assistants using the Model Context Protocol (MCP). Automatically converts any OpenAPI/Swagger API specification into MCP tools that can be used by AI assistants like Claude Desktop.
msty-admin-mcp
AI-powered administration for Msty Studio Desktop. 24 MCP tools for database insights, config sync, local model orchestration, and Claude handoff workflows.
mcp-on-azure
Sample MCP Server on Azure that lists images from Blob Storage and describes them using Azure OpenAI (gpt-4o vision).
web3-mcp-hub
The definitive open-source registry of Model Context Protocol (MCP) servers for Web3, blockchain, and decentralized applications. 130+ chains, DeFi, NFTs, analytics, and identity tools
vytalLink
VytalLink is a digital health platform connecting personal health data—including Apple Health, Google Fit, and wearables—with AI assistants like ChatGPT and Claude. Includes a Flutter app, Node.js MCP server, and Firebase landing page. Focused on privacy and user control.
roberto-mcp
Simple Code Analysis MCP server, language agnostic with code indexing and search capabilities.