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@fezchat/score-studio

v0.1.0

Published

Score Studio for fez — @score is an evidence-gated computer-vision architect: plan, integrate, compose, and release-check Score Studio vision systems using the project's own SDK/OpenAPI. Adapted from Score Technologies' Apache-2.0 Cursor plugin.

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Maintainers

kennethashleykennethashley

Keywords

Readme

@fezchat/score-studio

A fez extension that ships @score — an evidence-gated computer-vision architect for Score Studio, the platform for production vision systems (datasets → annotation → training/VLM fine-tuning → evaluation with release gates → deployment → monitoring).

Adapted from Score Technologies' Apache-2.0 Score Studio Cursor plugin — the architect persona, integration rules, four command workflows, and release gates, ported into a fez persona.

What @score does

Four modes, invoked in plain language (@score plan a defect detector, @score release-check this workflow):

  • plan — turn a vision objective + constraints into the smallest credible system, built around a measurable evaluation contract.
  • integrate — implement the smallest vertical slice against the project's own scorestudio SDK / OpenAPI (never a hardcoded API).
  • workflow — compose the typed graph (inputs → models/VLMs → logic → eval → deploy → monitor) with gates before deployment and feedback after.
  • release-check — ready / conditional / blocked against the release gates; never turns missing evidence into a pass.

The throughline is evidence-gating: design around a contract, prove the thing meets it before release, keep proving it after.

Install

fez install @fezchat/score-studio

Seeds ~/.fez/personas/score.md. Mention @score in any channel to summon it.

Notes

  • Knowledge-only, like the source plugin. No MCP server, no bundled API — @score uses your project's installed SDK / live OpenAPI as the source of truth, and reads SCORESTUDIO_URL / SCORESTUDIO_TOKEN from the environment or secret store. It needs no Score Studio account to install.
  • To let @score edit a real repo: fez agents run in their own workdir, so for the integrate/workflow modes give it your project — set workdir: /path/to/project in ~/.fez/personas/score.md, or adopt the repo via fez-git. Without that, @score works as an architect/reviewer over context you bring it (great for plan and release-check).
  • Harness: defaults to claude-code (this is coding-architect work). Switch to the Built-in agent in the editor if you prefer.

Apache-2.0, following the upstream plugin's license.