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AI & ML

Embeddings, Vector DBs, and machine learning tools

15,691 servers in this category

PDF.co

6

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.

38 tools

a2a-mcp

6

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.

4 tools

Docdex

Needs Setup
6

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

6

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.

4 tools

arXiv

6

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.

4 tools

Mermaid Diagram Generator

6

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

6

Transforms webpage content into a fully inlined, script-free HTML document with base64-encoded resources, enabling comprehensive web page analysis and UI/UX inspiration.

1 tool

Australian Bureau of Statistics

6

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

Validated
6

A professional MCP server for converting Markdown to Word documents with advanced support for LaTeX formulas, 12+ table styles, and custom header/footer layout.

4 tools

mcptrust

6

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

6

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.

1 tool

Gmail

Failed
6

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.

36 tools

Smart Customer Support

6

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

6

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

Needs Setup
6

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.

3 tools

mcp-ecosystem-platform

6

🚀 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.

6 tools

bibble

6

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.

22 tools

Polygon Blockchain

6

A specialized MCP server for interacting with the Polygon PoS blockchain, enabling smart contract calls, ERC20 token management, and real-time gas price tracking.

4 tools

tempo-mcp

6

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

60 tools

code-graph-context

Needs Setup
6

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.

16 tools

qarinai

6

Create unlimited AI chatbot agents for your website — powered by OpenAI-compatible LLMs, RAG, and MCP.

Business.AI.Demo

6

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

6

🇪🇪 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.

1 tool

toolhive-cloud-ui

6

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

6

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

6

AI-powered administration for Msty Studio Desktop. 24 MCP tools for database insights, config sync, local model orchestration, and Claude handoff workflows.

24 tools

mcp-on-azure

6

Sample MCP Server on Azure that lists images from Blob Storage and describes them using Azure OpenAI (gpt-4o vision).

2 tools

web3-mcp-hub

6

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

6

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

6

Simple Code Analysis MCP server, language agnostic with code indexing and search capabilities.

7 tools