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Muggle Test
Paste a URL. See what your users actually experience
Paste a URL. Muggle Test walks through your web product like a real user — signup, navigation, error states, wrong inputs. Not just “does it work” but “does the experience work.” No code required. Results in under 10 minutes. Test scripts persist — replay them after every deploy to catch regressions, not just first-time bugs. Also: Muggle AI Works (MCP skill suite that adds automated QA to AI coding) and Muggle AI Teams (An agent workflow that we used when developing) Free tier. No credit card.
Hey Product Hunt!
We redesigned our signup button. Loved how it looked. Tested it — everything worked. Shipped it immediately. Then users started asking: “Where do I sign up?” The button was right there on the page. It just didn’t look like one to them.
That kept happening. Our tests told us things worked. Nobody was testing if things felt right — whether users could find the signup button, whether error messages actually helped, whether the flow made sense.
So we built Muggle Test. Paste any URL — including Vercel, Netlify, or Cloudflare preview links — and AI walks through your web product like a real user. Not just the expected flow — it enters wrong inputs, tries confusing navigation, triggers error states on purpose. You get screenshots of every step, and when something fails, the likely causes and recommended next steps. Plus a comprehensive test report with an overall health score and all issues ranked by severity — so you know what to fix first.
Test scripts persist. You can replay them after every deploy and catch regressions — not just first-time bugs. Results in under 10 minutes. No code.
While building Muggle Test, we also open-sourced two tools we use daily:
Muggle AI Works — a lightweight MCP skill suite that adds automated QA to Claude Code, Cursor, Codex, and Windsurf. Scan your web product, import your existing test cases or product documents, auto-generate reusable test scripts. When something fails, you get a full evidence chain — diagnosis logs, screenshots, what went wrong and how to fix it. Not just pass/fail. Scripts persist across runs, unlike Playwright MCP where your agent rewrites tests every session. Uses Muggle AI tokens (free tier included). npm install @muggleai/works
Muggle AI Teams — type /muggle-ai-teams and describe what you want built. The workflow triages your requirement, routes each part to the right expert agent automatically, and before development starts, tells you what you didn’t think about — the blind spots outside your expertise. When something breaks, it traces the root cause before attempting a fix. Completely free. npm install @muggleai/teams
This is our public test launch. Both tools are MIT licensed. Extended Muggle AI Works trials for PH users who want to go deep. Comment or DM.
About Muggle Test on Product Hunt
“Paste a URL. See what your users actually experience”
Muggle Test was submitted on Product Hunt and earned 0 upvotes and 1 comments, placing #143 on the daily leaderboard. Paste a URL. Muggle Test walks through your web product like a real user — signup, navigation, error states, wrong inputs. Not just “does it work” but “does the experience work.” No code required. Results in under 10 minutes. Test scripts persist — replay them after every deploy to catch regressions, not just first-time bugs. Also: Muggle AI Works (MCP skill suite that adds automated QA to AI coding) and Muggle AI Teams (An agent workflow that we used when developing) Free tier. No credit card.
On the analytics side, Muggle Test competes within Developer Tools, Artificial Intelligence, GitHub and No-Code — topics that collectively have 1M followers on Product Hunt. The dashboard above tracks how Muggle Test performed against the three products that launched closest to it on the same day.
Who hunted Muggle Test?
Muggle Test was hunted by Muggle AI. A “hunter” on Product Hunt is the community member who submits a product to the platform — uploading the images, the link, and tagging the makers behind it. Hunters typically write the first comment explaining why a product is worth attention, and their followers are notified the moment they post. Around 79% of featured launches on Product Hunt are self-hunted by their makers, but a well-known hunter still acts as a signal of quality to the rest of the community. See the full all-time top hunters leaderboard to discover who is shaping the Product Hunt ecosystem.
For a complete overview of Muggle Test including community comment highlights and product details, visit the product overview.
Muggle AI