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OkkMax

Let your AI agent check AI API relays before you buy

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Independent measurements of 74 AI API relay stations: purity, uptime, speed, price. Now queryable by any MCP-compatible agent via a read-only MCP server and 2 Agent Skills. Plus model leaderboards, an IQ board and free API tools.

PH · launched Nov 4, 2026 · 1 upvote (top 65%) · 0 views

Niche: ai intelligence and analysis tools · 141 launches, 17 in the last 7 days ▲ +13% · Explore this niche →

Category and tags

  • Horizontal
  • Observability & eval
  • Developer
  • AI-native
  • Commercial product
  • API
  • Developer Tools
  • Artificial Intelligence
  • GitHub

Visit website ↗ Source listing ↗

Could you build this?

Partial The directory and leaderboard UI is easy, but the value comes from independently measuring 74 relay stations for purity, uptime, and speed. That requires continuous probing infrastructure and methodology to detect whether a relay serves the claimed model.

What it would actually take: The site and MCP server are standard web and API work. The hard part is a monitoring system that continuously sends calibrated test requests through each relay, measures latency and availability, and runs model-fingerprinting or benchmark checks to verify authenticity. Credibility depends on rigorous methodology, cost budget for API calls, and statistical validation, which requires ML evaluation expertise and ongoing operating spend.

Competitors

Other products that read as similar to this one : 270 launches clear the similarity bar, closest 8 shown.

Attention rank: #138 of 271 (itself plus its competitors, highest first, normalized so YC and Product Hunt are compared fairly).

Launched 272 days after the earliest competitor.

The niche, labels, vibe code rating and competitor comparison on this page are analysis by Nicheloom. If you use them, please credit nicheloom.com. How you may use our data.