Packages

An MCP server implementation intended to integrate with AWS Lambda, allowing an MCP-capable agent to invoke or interact with AWS Lambda-related capabilities through MCP tools.

MCP server for interacting with GitLab resources/actions via the Model Context Protocol. (Specific tool names, endpoints, and behaviors are not provided in the prompt, so details cannot be confirmed.)

An MCP server (weather) that likely exposes weather-related tools/data to AI agents via the Model Context Protocol. The repository name suggests it wraps a weather provider API and offers agent-invokable functions, but no manifest/README contents were provided here to confirm exact tools, parameters, endpoints, or provider used.

Provides an MCP server (CLI) that allows an agent to access Qonto’s Business API endpoints that are available via Qonto API key authentication.

A MCP server package intended to help agents perform real-time web scraping tasks (fetching and extracting data from web pages) via Model Context Protocol tools.

Scira MCP Chat is a Next.js-based web UI chatbot that connects to Model Context Protocol (MCP) servers. It supports HTTP and SSE transports for MCP tool access and integrates with multiple LLM providers via Vercel's AI SDK, offering streaming responses and a settings UI for adding/enabling MCP servers.

Provides an MCP (Model Context Protocol) server that connects an agent to Elasticsearch to perform common Elasticsearch operations (e.g., querying and indexing/search-related actions) through MCP tools.

A Model Context Protocol (MCP) server intended to expose ROS (Robot Operating System) capabilities through tools that connect to a ROS bridge via WebSocket, enabling AI assistants to monitor and publish ROS topics.

Provides an MCP server that creates TinyURL short links using the TinyURL API, configured via an API key in environment variables.

Provides an MCP server (in Rust) that integrates with the Apple Music API to let clients search for songs and generate deep links for songs or playlists, using Apple Developer/Apple Music API credentials provided via CLI.

danghuangshang is an openclaw-based multi-agent collaboration system (AI “court”) that dispatches tasks across role-specific agents (e.g., 内阁/六部/都察院 style) via chat platforms like Discord/Feishu and can also do GitHub code review workflows. It provides scripts for installation, regime switching (ming/tang/modern), memory persistence/backup, a web dashboard, and various integrations/tools.

eureka-server is a server-side component for Netflix Eureka, providing service discovery for microservices by registering service instances and allowing clients to query instance metadata for locating and load-balancing requests.

Gearlynx is a cross-platform Atari Lynx emulator with a built-in debugger and an embedded MCP server (stdio or HTTP) intended to support AI-assisted debugging and tooling. It also supports a libretro core.

Harlequin is a terminal-based SQL IDE (TUI) implemented in Python. It provides an interactive interface to author, run, and browse/query data using pluggable database adapters (e.g., DuckDB default, SQLite, Postgres/MySQL via optional adapter packages).

A Streamlit-based LangChain MCP client web app that lets users connect to MCP (Model Context Protocol) servers for tool access and chat with multiple LLM providers (OpenAI, Anthropic, Google Gemini, and local Ollama). It includes streaming responses, multimodal/file attachments, multi-server tool integration, and session/persistent memory backed by LangGraph (in-memory + SQLite).

Open-source enterprise AI agent platform that combines RAG (retrieval-augmented generation) with agentic workflows and MCP tool-use support. Enables document upload, web crawling, automatic text segmentation and vectorization, and zero-code integration into existing business systems for intelligent Q&A. Supports multiple LLM backends including DeepSeek, Llama, Qwen, OpenAI, Claude, and Gemini.

MCP (Model Context Protocol) server for Windows that enables remote/programmatic control of a desktop: mouse movement/clicks, keyboard input/shortcuts, window management, screen capture, and clipboard operations, exposed via MCP SSE transport.

mcp-crash-course is an educational repository that teaches the Model Context Protocol (MCP) via a set of hands-on project topics organized in git branches (e.g., SSE, LangChain adapters, Docker containerization, and MCP prompts). It is not presented as a production API/service; it provides learning materials and sample implementations around MCP.

Provides multiple Model Context Protocol (MCP) server implementations that wrap common security testing tools (e.g., SQLMap, Nmap, FFUF, Nuclei, Masscan, etc.) so they can be invoked via a standardized MCP interface, including a Docker image approach for deployment.

An MCP (Model Context Protocol) server that connects to an Oracle database and exposes a large set of tools for database/schema/user/table management, analytics and performance diagnostics (e.g., AWR/ADDM/DBMS_STATS), and (optionally) Oracle 23c vector search and AI-assisted content/query operations. It also supports a REST mode for testing alongside the default stdio MCP transport.