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

mcp server

PWA Debug Layer

Debug PWAs in your real browser via MCP: service-worker, cache, installability & framework state.

Description as published by the maintainer. Source

  • version 0.2.0
  • active
  • browser automation

active — Most recent push to the repository was 2026-06-26. Dashed tags are derived by ZBS Index from the published description, not stated by the maintainer.

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 0 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 2026-06-26 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 0 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 0.2.0 Latest version string the maintainer published to the registry. as of fetch Model Context Protocol
Registry record last updated 2026-06-26 When the registry record was last updated by its maintainer. point in time Model Context Protocol
License MIT Licence GitHub detected in the repository. Detection can be wrong; the LICENSE file is authoritative. as of fetch GitHub
First listed in the MCP Registry 2026-06-26 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

  • Flashcards Open Source App — last commit 2026-08-06, shares indexeddb
    Read and write open-source flashcards through split read/write MCP tools.
  • Chrome DevTools MCP — last commit 2026-08-06, shares chrome-devtools
    MCP server for Chrome DevTools
  • peek — last commit 2026-07-10, shares rrweb
    Exposes recorded browser sessions (rrweb DOM, console, network) to AI coding agents, fully local
  • PasteHTML — last commit 2026-08-05, shares pwa
    Publish, update, and organize HTML and Markdown pastes on PasteHTML as the authorized user.
  • VULK — last commit 2026-05-25, shares pwa
    Generate, edit, and deploy immersive 3D/WebGL web projects from any MCP assistant.
  • AI Reasoning Commons — last commit 2026-08-06, shares ai-debugging
    Search, reuse, verify AI reasoning. Task marketplace with leaderboard. Zero-barrier, no auth.
  • io.github.bromoket/x64dbg — last commit 2026-06-08, shares ai-debugging
    MCP server for x64dbg debugger - 23 mega-tools for AI-powered reverse engineering and debugging
  • Reasoning Commons — last commit 2026-08-06, shares ai-debugging
    AI Reasoning Cache & Consensus Layer with 11 MCP tools via Streamable HTTP.
  • Trusty Squire — last commit 2026-08-06, shares browser-automation
    Trusty Squire signs up / in to websites for you so you don’t have to.
  • Vaaya — last commit 2026-08-06, shares browser-automation
    Pay-per-call agent superpowers: media/video gen, product demos, research, GTM, scraping, compute.

These share tags the maintainers applied themselves, such as indexeddb, chrome-devtools, rrweb, pwa. 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.

Also from aryanduntley

  • io.github.aryanduntley/aifp — last commit 2026-07-18
    Database-driven FP enforcement and project management for AI-maintained codebases

How the author describes it

Topics the maintainer set on GitHub: ai-debugging, browser-automation, cache-storage, chrome-devtools, claude-code, diagnostics, indexeddb, installability, mcp, model-context-protocol, pwa, react-devtools, redux, rrweb, service-worker.

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Sources

  1. aryanduntley/pwa-debug-layer on GitHub — GitHub, observed , trust tier 3.
  2. Official MCP Registry — Model Context Protocol, observed , trust tier 1.