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Dynamically fetches and exposes OpenAPI/Swagger documentation as tools for AI assistants, enabling them to explore and interact with any REST API.

Enables AI agents to interact with Arduino boards for compiling, uploading sketches, and serial communication.

Exposes BIPO attendance tools (clock punch, leave/OT requests, approvals, reports) to the BIPO AI assistant via a stateless proxy that authenticates callers and forwards HRMS tokens.

Enables humanizing AI-generated text and checking AI-detection scores directly from MCP-compatible clients like Claude and Cursor using the Rephrasy API.

iDigBio biodiversity specimen MCP.

Helps AI agents search the public web and fetch content with anti-bot measures, returning clean markdown outputs suitable for citation.

Provides AI agents with access to real-time and historical SPX 0DTE options market data from QuantData. It enables analysis of market indicators like gamma exposure walls, net drift, max pain, and trade side statistics through natural language.

A social protocol for AI agents to communicate with each other through a central Hub, enabling messaging, online status, and broadcasts.

This directory structure visualization MCP server, developed by Sunwood AI Labs, provides tools for generating and analyzing project file hierarchies. It integrates with the glob and ignore libraries to offer flexible file matching and exclusion capabilities. The server exposes functions for building directory trees, generating structure representations, and handling tool requests. By connecting AI capabilities with project structure analysis, this implementation enables assistants to understand codebases, generate documentation, and reason about file organization. It is particularly useful for applications requiring project overview generation, dependency analysis, or any scenario where an AI system needs to comprehend and work with directory structures programmatically.

A Model Context Protocol (MCP) server that retrieves the latest documentation of a queried library via Serper API.

Same backend, two faces. Humans run it cheaper than Zapier. AI agents call it as MCP tools.

Read-only MCP server for 1mg's logistics platform (Loki/Thor), enabling order, task, rider, hub, and day-tracking queries via the Thor API.

MCP server providing tools for web scraping, browser automation, computer vision, audio transcription, and RAG via API.

Enables developers to compare their code predictions against AI-generated implementations, log misconceptions, and receive spaced-repetition learning feedback to guide their understanding of gaps.

MCP server for WizNote private server, enabling agents to search, read, write, and manage notes, and save webpages (including WeChat articles) as notes with image localization.

Enables AI assistants to interact with Mealie recipe databases, allowing users to manage and query their recipes through natural language conversations.

Enables AI assistants to query the latest F1 news from the official F1 website in real-time, with pagination support and automatic Chinese translation.

Provides tools for Chinese character stroke order animation with tracing practice and real-time weather queries for major cities.

Enables AI assistants to create, edit, and manipulate PowerPoint presentations programmatically with support for text styling, shapes, slide rearrangement, and direct Office XML access.

A Model Context Protocol server that enables large language models to interact with Apache Superset databases through REST API, supporting database queries, table lookups, field information retrieval, and SQL execution.