ZBS Index What actually exists in applied AI, with the source next to it

mcp server

io.github.Algiras/debugium

AI-driven live debugger with MCP bridge for Python, JS, TS, Rust, Java, C/C++

Description as published by the maintainer. Source

  • version 1.0.0
  • slowing

slowing — Most recent push to the repository was 2026-03-16.

Signals

These are separate measurements of different things. They are deliberately not combined into one score, because a popularity number that mixes website traffic with saves and stars cannot be checked or acted on.

Signal Value What it measures Window Observed Source
GitHub stars 4 Number of GitHub accounts that bookmarked this repository since it was created. It is a bookmark count, not installs, not active users and not quality. cumulative, all time GitHub
Last commit 2026-03-16 Date of the most recent push to any branch. This is the strongest cheap indicator of whether the project is still maintained. point in time GitHub
Open issues 1 Open issues plus open pull requests, as GitHub counts them together. A high number can mean an active project or an abandoned one. as of fetch GitHub
Latest published version 1.0.0 Latest version string the maintainer published to the registry. as of fetch Model Context Protocol
Registry record last updated 2026-03-04 When the registry record was last updated by its maintainer. point in time Model Context Protocol
First listed in the MCP Registry 2026-03-04 Date this server was first published to the official MCP Registry. Not a usage or quality measure. point in time Model Context Protocol
repository status active The repository exists on GitHub and is not archived. This says nothing about how recently it was worked on. as of fetch GitHub

Where to get it

Related, by what their authors tagged them

  • Agentic HIL — last commit 2026-08-06, shares debugger
    Policy-gated MCP tools for embedded hardware-in-the-loop testing on real devices.
  • io.github.bromoket/x64dbg — last commit 2026-06-08, shares debugger
    MCP server for x64dbg debugger - 23 mega-tools for AI-powered reverse engineering and debugging
  • Apprise RMCP — last commit 2026-08-05, shares rust
    Rust MCP server and CLI for Apprise notification fan-out across dozens of delivery backends.
  • Arcane RMCP — last commit 2026-08-05, shares rust
    Rust MCP server and CLI for Arcane Docker and container management.
  • Cortex RMCP — last commit 2026-08-05, shares rust
    Self-hosted homelab log intelligence over MCP, CLI, and REST with SQLite/FTS.
  • Cortex RMCP — last commit 2026-08-05, shares rust
    Rust MCP server for homelab logs, syslog, Docker logs, FTS search, and AI transcript correlation.
  • Gotify RMCP — last commit 2026-08-05, shares rust
    Rust MCP server and CLI for Gotify push notifications and message management.
  • Labby — last commit 2026-08-06, shares rust
    Rust MCP gateway with Code Mode, authentication, setup, logs, CLI, HTTP API, and operator web UI.
  • Apprise RMCP — last commit 2026-08-05, shares rust
    Apprise notifications over MCP and CLI with authenticated stdio and HTTP transports.
  • Arcane RMCP — last commit 2026-08-05, shares rust
    Arcane Docker and Compose management over MCP and CLI with authenticated stdio and HTTP.

These share tags the maintainers applied themselves, such as debugger, rust. Common tags like "mcp" or "ai" are ignored for this: agreeing with six hundred other projects is not a similarity.

This is not a recommendation and not a test result. It is a map of what the authors said their work is about.

How the author describes it

Topics the maintainer set on GitHub: dap, debugger, llm, mcp, rust.

Bring your own setup

We take apart real AI setups every week and show what broke, what cost too much, and what the trace actually said. If you run agents on real work, that is where the useful conversation is.

Join ZBS AI Practice Lab

Sources

  1. Algiras/debugium on GitHub — GitHub, observed , trust tier 3.
  2. Official MCP Registry — Model Context Protocol, observed , trust tier 1.