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AI & ML

Embeddings, Vector DBs, and machine learning tools

15,691 servers in this category

XRP Ledger

3

MCP (Model Context Protocol) Server. Integrates with the XRP Ledger blockchain to enable account management, transaction submission, and ledger data retrieval for XRP-related operations.

17 tools

Braintree

3

Unofficial PayPal Braintree payment gateway MCP Server for AI agents to process payments, manage customers, and handle transactions securely.

2 tools

subcog

3

Subcog is a persistent memory system for AI coding assistants that captures decisions and context using hybrid semantic search and Git-based persistence.

23 tools

apple-notes-mcp

3

A macOS-specific MCP server that uses AppleScript to provide full management of Apple Notes, including creating, searching, organizing, and exporting notes across multiple accounts.

22 tools

Chrome DevTools MCP Server

3

A comprehensive MCP server that bridges AI models to Chrome DevTools, enabling automated browser control, DOM inspection, JavaScript execution, and deep debugging capabilities for frontend development.

23 tools

Figma Design Processor

3

MCP (Model Context Protocol) Server. Transforms Figma designs into structured data for React implementation, providing tools to extract component details, styles, and layout properties through the Figma API.

2 tools

Consumer Financial Protection Bureau Complaints

3

MCP (Model Context Protocol) Server. Provides access to the Consumer Financial Protection Bureau's complaint database for searching and retrieving banking and financial service complaints by company, product type, and result size.

1 tool

Pinchwork MCP Server

3

MCP server for Pinchwork - an agent-to-agent task marketplace with credits-based economy

Hedera Testnet Mirror Node

3

MCP (Model Context Protocol) Server. Provides a bridge to the Hedera Testnet Mirror Node API, dynamically converting Zodios API endpoints into tools for querying blockchain data using Server-Sent Events and robust Zod-based validation.

Gemini Chat MCP

3

Provides an interface to interact with Google Gemini AI models and custom Gems, featuring automatic cookie synchronization via a Chrome extension for persistent authentication.

2 tools

Desmos

3

A mathematical MCP server that provides formula validation, symbolic analysis, and function plotting using SymPy and the Desmos API.

4 tools

SubspaceDomain

3

MCP (Model Context Protocol) Server. macOS-native bridge server that enables seamless communication between AI clients, providing Unix socket transport, persistent registration, and robust connection handling for coordinated tool execution across multiple models.

Gemini AI

3

A comprehensive multimodal MCP server integrating Google's Gemini 3.0 and Veo 3.1 models for advanced image generation, editing, and cinematic text-to-video creation with native audio support.

7 tools

Notion

3

MCP (Model Context Protocol) Server. Integrates with Notion to enable searching, retrieving, creating, and updating pages and databases for natural language-driven knowledge management and collaborative document creation.

8 tools

Elastic Semantic Search

3

MCP (Model Context Protocol) Server. Integrates with Elasticsearch to provide semantic search functionality for blog posts, returning formatted results including titles, URLs, and relevant text snippets.

1 tool

Vectra AI MCP Server

3

Connects AI assistants to the Vectra AI security platform for natural language threat investigation, incident response, and automated security reporting.

mcp-klever-vm

Needs Setup
3

MCP server for Klever blockchain smart contract development.

ACMS

3

A Model Context Protocol server providing programmatic access to Apple's container CLI on macOS, enabling automated container management via 50+ operations.

Git Conflict Manager

3

An MCP server designed to streamline Git merge conflict resolution through structured interaction and a built-in visual WebUI. It enables AI agents and developers to detect, read, and resolve conflicts with syntax highlighting and editor integration.

Ergo Blockchain MCP

3

An MCP server to integrate Ergo Blockchain Node and Explorer APIs for checking address balances, analyzing transactions, viewing transaction history, performing forensic analysis of addresses, searching for tokens, and monitoring network status.

7 tools

Spring Boot Bridge

3

MCP (Model Context Protocol) Server. Automatically converts Spring Boot REST applications into MCP servers, enabling AI tools to interact with existing Spring APIs without rewriting backend services.

BoldSign

3

Search, request, and manage e-signature contracts effortlessly with BoldSign.

14 tools

SmartMemory

3

A neuro-symbolic memory system that combines knowledge graphs with language models to help AI assistants learn and store structured business rules and facts from dialogue.

DigitalOcean

3

A comprehensive DigitalOcean infrastructure management server providing 48 tools for droplets, volumes, load balancers, firewalls, and Kubernetes clusters. It enables full CRUD operations and network policy management through a unified MCP interface.

58 tools

Code Sandbox

3

A secure, Docker-based MCP server that providing stateful code execution and syntax validation across 12 programming languages including Python, JavaScript, Java, and Ruby with strict resource isolation.

3 tools

AMap (Gaode Maps)

3

MCP (Model Context Protocol) Server. Integrates with AMap (Gaode Maps) API services in China for coordinate conversion, place searching, and transportation route planning between locations.

YouTube Translate

3

MCP (Model Context Protocol) Server. Enables access to YouTube video transcripts, translations, summaries, and subtitle generation through a simple API interface for research, content analysis, and multilingual video accessibility workflows.

Firelinks

3

A comprehensive MCP server for managing the Firelinks URL shortening platform, enabling LLMs to create branded links, manage custom domains, and analyze detailed click and traffic metrics.

13 tools

Travel

3

A travel-focused MCP server providing searchable flight and hotel data based on IATA codes and city lookups through static JSON datasets.

2 tools

WebMiliastra Nodes Editor

3

A specialized MCP server for managing WebMiliastra node graph documents and projects, facilitating the creation, validation, and storage of graph JSON files.