Single-job utility apps for ChatGPT and MCP assistants — deterministic answers the model can't fabricate.

Person reviewing a translucent validation report panel filled with engine result rows

Now 46 apps and counting

Utility apps
your AI
assistant can
actually trust

Each app does one job with deterministic evidence — validating a file, checking a feed, measuring a site — so the answer comes from a real engine, not a guess. Use them right here in the browser or from any MCP-compatible assistant, all on one free account.

A real validation report, exactly as the engine returned it

How it works

Three steps from question to evidence.

  1. 1
  2. 2
  3. 3

The apps

Every app is a narrow, honest tool with a live web version on its page — try any of them right now, no account needed.

46apps

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See all 46 apps

Simple, usage-based, free to start

No feature gates anywhere — every plan gets every app and every tool, pooled across the web apps and every connected assistant. Plans only change how much you can run.

Free

One free account, one pool that follows you across every app and every assistant.

$0forever

Create your free account

Included

750 units every month
Pooled across web + MCP surfaces
Usage dashboard
Optional launch updates

Pro

For steady professional use — a serious monthly pool and a higher burst ceiling. Launching soon.

$19/moper month

Get notified at launch

Included

25,000 units every month
Higher per-minute burst ceiling
On-demand top-ups at member pricing

Scale

For heavy workloads and teams that lean on the validators every day. Launching soon.

$79/moper month

Get notified at launch

Included

125,000 units every month
Highest burst ceiling
Priority support

FAQ

Common questions

The short version of what these apps are and are not.

01What do these apps actually do?

Each one runs a real, pinned validation or measurement engine over something you point it at — a file, a feed, a site, a dataset — and reports the engine's findings with clear scope. No app fabricates results or offers judgment beyond what it measured.

02What does it cost?

Every app is free: a daily guest allowance with no account, and a bigger monthly pool on a free account. Paid tiers with larger pools launch later — they only ever raise limits, they never lock features.

03Do I need an account?

No. Every app works without one. A free account raises your allowance and pools it across the web apps and every assistant you connect — that's the whole difference.

04What are usage units?

Every run costs a few compute units scaled to what it really costs us to run — a quick parse is 1, a sandboxed engine 5, a heavy full-browser job 25. Your allowance is one pool of units across all apps.