AI & ML

MCP (Model Context Protocol) Server. Integrates with the Materials Project database to search materials by elements or formula and retrieve detailed properties including formation energies, band gaps, crystal systems, and stability data for computational materials science research.

An MCP server that executes Manim Python scripts to generate and render mathematical and programmatic animations directly from text-based instructions.

Enables interaction with the Terros platform's User API to manage and retrieve user profiles. Users can fetch authenticated account details, list users with filters, and lookup specific user information by ID.

An MCP server integrating GrabMaps through AWS Location Service to provide specialized geocoding, routing, and place search for eight Southeast Asian countries.

MCP (Model Context Protocol) Server. Bridges Claude with Joplin's note-taking application, enabling direct interaction with notebooks and notes through a Ruby-based API implementation that retrieves and displays the complete notebook hierarchy.

A privacy-focused MCP server that performs web searches via DuckDuckGo and extracts clean text from websites for real-time AI research.

MCP (Model Context Protocol) Server. Enables AI systems to execute shell commands and scripts securely with proper output handling for system automation, file manipulation, and command-line tool integration.

MCP (Model Context Protocol) Server. Enables internet research capabilities through Perplexity AI's API, retrieving up-to-date information with source citations while maintaining conversation context.

MCP (Model Context Protocol) Server. Connects AI models to Sentry error tracking service, enabling detailed retrieval and analysis of error reports including stack traces, event counts, and timestamps for enhanced debugging workflows.

MCP (Model Context Protocol) Server. Provides access to Japan's official statistics portal (e-Stat) with tools for searching tables, finding surveys, retrieving metadata, and fetching statistical data with filtering capabilities.

Enables AI assistants to verify, scan, and check on-chain security certifications for AI agent skills to ensure they are safe from malicious patterns. It provides native tools for interacting with the Skvil network's community-powered reputation system and immutable blockchain-based trust records.

MCP (Model Context Protocol) Server. Bridges Azure Cosmos DB with language models, enabling database operations like product search, order retrieval, and weather data access through vector search capabilities for e-commerce applications.

A comprehensive 12306 railway ticket search server that enables AI models to query train availability, station codes, city-wide station lists, and detailed train route information.

A comprehensive MCP server for managing Vast.ai GPU cloud resources, enabling automated instance lifecycle management, remote SSH command execution, and background task monitoring for machine learning workflows.

Gives AI access to your sales, clients, orders, tax information, payments, and all the insights on your business

MCP (Model Context Protocol) Server. Enables blockchain operations on Binance Smart Chain including token deployment, trading, and asset management through Web3.py integration with PancakeSwap V3 for cryptocurrency workflows.

A standardized MCP server for interacting with OpenAI's APIs, providing comprehensive tools for Chat Completion, Assistant management, and file handling for RAG-based workflows.

MCP (Model Context Protocol) Server. Integrates with GitHub's API to enable repository management, file operations, issue tracking, and code search through natural language conversation, streamlining development workflows without leaving your assistant interface.

MCP server for searching secondhand marketplaces — Facebook Marketplace, eBay, and Depop. Search listings, filter by price/category/condition, and get full details with photos.

MCP (Model Context Protocol) Server. Provides a TypeScript-based server for fetching and querying RubyGems metadata, enabling comprehensive exploration of gem information, version details, ownership, and dependency relationships through the RubyGems.org API.

MCP (Model Context Protocol) Server. Enables AI systems to execute and retrieve data from MySQL databases through a Spring Boot server that translates natural language requests into SQL queries.

MCP (Model Context Protocol) Server. Connects AI systems to Google Ads Keyword Planner API for SEO automation through keyword research, SERP analysis, and competitor insights without leaving conversations.

MCP (Model Context Protocol) Server. Provides agent messaging and web crawling capabilities for PRTS gaming platform data extraction using Puppeteer browser automation and Cheerio HTML parsing to gather structured information from web pages.

MCP (Model Context Protocol) Server. Provides specialized tools for Grey Hack game players to search GitHub for code examples, validate scripts against official API documentation, generate common script templates, and transpile between GreyScript and JavaScript.

Institutional memory for AI coding agents. Memory that compounds.

MCP (Model Context Protocol) Server. Provides a bridge to the Avalanche blockchain CLI, enabling developers to interact with blockchain configurations, network management, and VM publishing across Mainnet, Fuji Testnet, and local development environments.

Web search MCP server powered by Cloudsway, supporting keyword search, language, and safety options. Returns structured JSON results.

MCP (Model Context Protocol) Server. Integrates with Spotify to control music playback, search content, manage queues, and retrieve detailed information about tracks, albums, artists, and playlists through OAuth authentication.

MCP (Model Context Protocol) Server. Connects to Brewfather API for retrieving and analyzing homebrew inventory data, including detailed information about fermentables, hops, and yeasts for recipe formulation and brewing process planning.

Python SDK for x402mail - send and receive email with USDC micropayments