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

mcp server

Before Users Do

Browser-backed QA with evidence and fix-ready reports for coding agents.

Description as published by the maintainer. Source

  • version 1.0.0
  • active
  • browser automation

active — Most recent push to the repository was 2026-08-04. Dashed tags are derived by ZBS Index from the published description, not stated by the maintainer.

What this server can do

The server requires authentication before it will list its tools (HTTP 401). We do not hold an account for it, so its functions are unknown to us.

Endpoint status observed on . Source: https://mcp.beforeusersdo.com/mcp.

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 2026-08-04 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 13 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 2026-07-30 When the registry record was last updated by its maintainer. point in time Model Context Protocol
First listed in the MCP Registry 2026-07-30 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
mcp endpoint status auth_required The server requires authentication before it will list its tools (HTTP 401). We do not hold an account for it, so its functions are unknown to us. as of probe mcp.beforeusersdo.com

Where to get it

Related, by what their authors tagged them

  • Argus Testing — Autonomous QA MCP — last commit 2026-07-23, shares browser-testing, qa, software-testing
    Autonomous QA MCP for web and macOS that tests like a real engineer, finds bugs, and verifies them.
  • Vibe Test — Browser Testing Agent — last commit 2026-06-08, shares browser-testing, qa
    Code-aware browser testing agent — 13 Playwright tools for AI code editors via MCP
  • ai.canaryusers/canaryusers — last commit 2026-06-13, shares qa
    A flock of AI users tests your deployed app and reports where real people get stuck, with fixes.
  • ai.testiv/mcp — last commit 2026-08-04, shares qa
    Local-first visual regression for AI agents: verdicts, diff images, explain_snapshot. No API key.
  • com.clauxel.agentichtmlexportqa/agentichtmlexportqa-mcp — last commit 2026-05-20, shares qa
    Paid remote MCP for agentic HTML export QA MCP, structured receipts, audit logs, and reviewer-ready
  • Vynix — last commit 2026-08-06, shares qa
    Give AI coding agents access to your Vynix visual feedback, bug reports, and AI diagnosis.
  • io.github.aarwitz/tapp — last commit 2026-07-30, shares qa
    Autonomous QA for iOS + web — agents get a deterministic ship/no-ship verdict, no test code
  • io.github.Aboudjem/sniff — last commit 2026-05-30, shares qa
    QA + a11y scanner: walks your running app's real user flows and reports what's broken.
  • io.github.cyanheads/stackexchange-mcp-server — last commit 2026-07-17, shares qa
    Search Stack Exchange questions, fetch Q&A threads as markdown, look up tag FAQs and user profiles.
  • ellmos Blender Use — last commit 2026-08-04, shares qa
    Headless Blender asset QA over MCP: background script runs and FBX reimport verification.

These share tags the maintainers applied themselves, such as browser-testing, qa, software-testing. 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: ai-agents, browser-testing, codex, cursor, mcp, model-context-protocol, qa, software-testing.

This record as data

Every field on this page, with its source and observation date, is in the catalog JSON. Fetch the whole kind at once instead of parsing this HTML.

GET /api/v1/entries/mcp_server.json

Sources

  1. bhuman-ai/QAbro on GitHub — GitHub, observed , trust tier 3.
  2. Tools declared by the MCP server at https://mcp.beforeusersdo.com/mcp — mcp.beforeusersdo.com, observed , trust tier 1.
  3. Official MCP Registry — Model Context Protocol, observed , trust tier 1.