Controlled same-origin labNo purchase · Synthetic data

Same task. Same app.

UI actions vs. WebMCP tools.

Find a highly rated noise-canceling headset under $300 with at least 30 hours of battery life, compare the best two options, add the best match to the cart, and stop before checkout.

Identical human interface

Synthetic headset catalog

6 visible

Northstar Audio

Aurora Q45

Balanced flagship sound, excellent isolation, and the longest battery life in the short list.

Price
$279
Rating
4.8
Battery
42h

Relay Labs

Sonic Arc

Comfort-first fit with strong calls and reliable multipoint switching.

Price
$249
Rating
4.7
Battery
38h

Morrow

QuietForm 3

Detailed soundstage and premium materials at the top of the budget.

Price
$299
Rating
4.6
Battery
34h

Northstar Audio

Drift Lite

A lighter value option with exceptional endurance and simpler controls.

Price
$189
Rating
4.4
Battery
48h

Vela Works

Studio Air

Top-rated studio tuning, but it exceeds the task budget.

Price
$329
Rating
4.9
Battery
32h

Relay Labs

Commute One

Compact commuter design whose battery misses the task threshold.

Price
$219
Rating
4.5
Battery
26h

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Visible state

Comparison

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Event provenance

Run timeline

Idle
Start a run to collect observed evidence, or play the clearly labeled authored replay to understand the flow.

Signature metric

WebMCP Lift

−100 to +100

Awaiting comparison

Complete the same task once in each mode to calculate Lift. The authored replay explains the flow but never receives a numeric score.

Published formula

100 × (40% success delta + 20% action reduction + 15% elapsed reduction + 10% retry reduction + 10% human-intervention reduction + 5% verification delta). Efficiency is non-comparable when either run fails.