This product was not featured by Product Hunt yet.
It will not be visible on their landing page and won't be ranked (cannot win product of the day regardless of upvotes).
Product upvotes vs the next 3
Product comments vs the next 3
Product upvote speed vs the next 3
Product upvotes and comments
Product vs the next 3
Vouqis
Know if your MCP server actually works
Vouqis audits MCP servers before they reach production. One CLI command tests every tool call, measures latency, surfaces errors, and logs 90 days of trace history — with replay built in. Ship AI agents knowing your MCP layer is actually safe.
Top comment
Hey PH! I built Vouqis because I kept seeing MCP servers fail in production in ways that were completely invisible to standard monitoring. HTTP 200, no errors in logs — but the server was silently accepting malformed JSON-RPC requests it should have rejected, or timing out on tools 3 and 4 in a 5-tool chain. The math is brutal: if each MCP tool has 71% reliability, a 5-tool chain succeeds only 18% of the time. You need to know your server's actual protocol-level reliability before you ship. Vouqis runs 10 deterministic probes, zero LLM calls, and gives you a trust score you can put in your README and gate on in CI. Happy to audit anyone's MCP server live in the comments — just drop a URL
About Vouqis on Product Hunt
“Know if your MCP server actually works”
Vouqis was submitted on Product Hunt and earned 4 upvotes and 8 comments, placing #121 on the daily leaderboard. Vouqis audits MCP servers before they reach production. One CLI command tests every tool call, measures latency, surfaces errors, and logs 90 days of trace history — with replay built in. Ship AI agents knowing your MCP layer is actually safe.
On the analytics side, Vouqis competes within API, Artificial Intelligence and Security — topics that collectively have 572k followers on Product Hunt. The dashboard above tracks how Vouqis performed against the three products that launched closest to it on the same day.
Who hunted Vouqis?
Vouqis was hunted by Sasi Sundar. 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 Vouqis including community comment highlights and product details, visit the product overview.

