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AtlasRepo

ScopeKit: Turn a Messy Client Brief into a Quote with Local Gemma

Description and use

ScopeKit turns messy client briefs into traceable proposals using a local Gemma model and a lightweight web interface.

Problem

Freelancers struggle to convert informal client briefs into structured, quoteable proposals.

Outcome

ScopeKit demonstrates a fully local, lightweight workflow that turns a brief into a traceable proposal, with automated extraction, validation, and quoting.

Workflow

  • Paste client brief
  • Local Gemma extracts tasks, questions, assumptions, exclusions
  • Server validates and links source passages
  • User reviews and edits tasks/hours
  • Python Decimal calculates quote
  • Export Markdown proposal

Evidence

Paste the client's brief, let Gemma suggest a scope, review the deliverables and hours, set your rate, and export a Markdown proposal with a client reply.

Source

Gemma identifies the website, gallery, and contact form, then proposes questions, assumptions, and exclusions.

Source

Python's Decimal arithmetic calculates the quote.

Source

All 19 local validation and HTTP integration tests passed.

Source

  • Record date: 2026-10-15T21:55:56.504Z