Packages

RamiBot is a self-hosted, local-first AI security operations chat application that integrates multiple LLM providers with an MCP-powered security-tool pipeline. It runs security tooling inside Docker (including a dedicated rami-kali MCP server), supports Tor proxy routing, maintains local SQLite conversation/history, gates tool execution with a human-in-the-loop approval step, and enforces evidence-locked reporting to reduce fabricated findings.

A Java/Spring Boot integration that auto-exposes Spring REST controller endpoints as Model Context Protocol (MCP) tools, mounted into the app (SSE endpoint at /sse).

An MCP server package intended to expose some set of tools to AI agents via the Model Context Protocol (MCP).

An MCP server package intended to expose “security” related capabilities to an AI agent via the Model Context Protocol (MCP).

A small MCP-focused service/package intended to provide time-related functionality (e.g., returning the current server time) to AI agents via an MCP server interface. Exact capabilities, tool names, and transport details are not provided in the prompt content.

A Model Context Protocol (MCP) server intended to integrate with Upcloud APIs to expose tools for retrieving information about Upcloud account, managed databases, servers, and Kubernetes resources.

mcp-nist-mcp-server is an MCP server package intended to expose NIST-related functionality to AI agents via the Model Context Protocol (MCP). (Exact tool set, endpoints, and behavior could not be verified from the provided content.)

An MCP server package named xiaocaiji-text1-mcp-server, intended to expose text-related capabilities to an MCP-capable agent. However, no README/repo content was provided in the prompt, so specific tools, behaviors, endpoints, and configuration details cannot be verified.

yh-mcp-server-demo appears to be a demo MCP server package (per name), intended to showcase how to expose tools via the Model Context Protocol. No README/repo metadata was provided here, so details about the actual tools, endpoints, auth, and behavior cannot be verified.

Provides an MCP (Model Context Protocol) server integration package (zyz-mcp-server), intended to expose tools/resources to MCP-capable agents.

5ire is a cross-platform desktop AI assistant that acts as an MCP client for connecting to Model Context Protocol (MCP) servers, and it also includes a local knowledge base (RAG) and other productivity features like prompt libraries, bookmarks, search, and usage analytics. Tools capability is provided via MCP servers; local knowledge base embeds and indexes documents locally.

Chat UI that runs as a single-file HTML front-end (optionally via Docker/Python server) for interacting with LLM backends using OpenAI-compatible request/response formats, including support for multiple response formats, multimodal image input, download/interrupt/retry of chat history, Markdown/original display, i18n, and MCP rendering via a desktop IPC integration.

fake-smtp-server is a test/dummy SMTP server that accepts mail for local development or integration testing without delivering it to a real email provider.

Groundhog is an educational CLI tool (written in Rust) intended to explain code snippets/files and teach how coding agents (e.g., Cursor and others) work under the hood.

Provides an MCP server implementation integrated with Spring AI/Spring (notably via an SSE transport) and discusses custom behavior for SSE session handling, session close/cleanup, and compatibility with MCP clients (including Java SDK clients).

peerjs-server provides a self-hosted PeerJS signaling/server component to enable WebRTC peer-to-peer connections (peer discovery/registration and message routing) for clients using the PeerJS protocol.

A template/“quickstarter” MCP server package intended to help developers spin up a Model Context Protocol (MCP) server and expose tools for LLM agents.

Rhasspy server service for running the Rhasspy voice/NLU pipeline as a web server that exposes endpoints used by the rest of the Rhasspy ecosystem (e.g., for handling requests, configuration, and skills).

simple-ftp-server is an FTP server implementation intended to provide basic FTP functionality (server-side) for file transfer over the FTP protocol.

spring-cloud-dataflow-server is the Spring Cloud Data Flow server component, providing the backend/API for managing and executing Spring Cloud Data Flow (SCDF) pipelines—typically including registering streams/apps, deploying/operating jobs and streams via the selected task/stream engine and external runtime (e.g., Kubernetes, Cloud Foundry, or other deployment targets).