caelab-prep (pikachu444)MCADConfidence: Medium

It moves from a CLI that opened a copy of the document to an MCP adapter that drives the live GUI session, checking document, epoch, revision and unsaved drafts before each command. Independent review found a GUI regenerate that left the previous job state behind.

Impact Analysis

Persona

Mechanical Designer

Team Size Impact

5x Multiplier

Prototype Delay

3 Days

Est. Annual Cost

$30,000

1 user · 1 month240 min
Rest of team960 min
Rest of year13,200 min

monthly_minutes × 12 × team_multiplier ÷ 60 × $75/hr = $30k/yr

$75/hr assumed rate.

Annual team-minutes decomposed from the reported monthly inputs.

Evidence & Sources

1 Sources

pikachu444/caelab-prep PR #21: Control the opened Prep document through live IPC and MCP

github.com

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Analyst Notes

From the Grok pain-radar digests, Nov 1-2 2026 (Nov 1 8:41 AM ET through Nov 2 7:41 AM ET digests plus the Haitch editions). Verified live 2026-11-02: issue/PR read; title and state confirmed.