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PUBLIC VALIDATION BRIEF

CLI: add `--json` to `apowerb agents list`

Evidence observed in apowerb/apowerb, a Research project.

2 comments0 positive reactions14 days openProject Radar 82
enhancementgood first issue
Start the no-account validation tool4 guided steps · private browser notes · export anytime
DEMAND CONFIDENCE

EARLY INTERVIEW LEAD

Public support is still limited. Use this signal to recruit interviews before considering a product decision.

Project strength and demand confidence are measured separately.
SOURCE EVIDENCE

Start with what users actually said

Reporter context: ( , ) prints a human layout: one block per agent with ID, name, owner, model, template and description, separated by dashes. Scripts have to parse that text. What to do Add a flag. When set, print a JSON array with one object per agent, holding the same six fields as the text output. is already imported in that…Excerpted from the public Issue. Read the complete thread before interpreting it.

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RESEARCH VALIDATION LENS

Recruit: Recruit people who can bring a recent literature, evidence-review or source-tracing task.

Guardrail: Measure citation accuracy, coverage and review time; never reward speed at the expense of source fidelity.

01 · Documentation & examples

Write the problem hypothesis

For [developer], completing [setup or development task] is unclear at [step], causing [abandonment or rework].

You can name one user, one situation and one measurable consequence without proposing a feature.
02 · EVIDENCE INTERVIEW

Interview five researchers, analysts or librarians

  • Screen-share the task without guidance.
  • Where do you first hesitate?
  • What did you search for?
  • Which error or concept is unclear?
  • What workaround finally unblocked you?
At least three people independently describe the same painful workflow with recent examples.
03 · MINIMUM TEST

Run the smallest experiment

Create the smallest example, diagnostic or setup assistant and observe three developers using it unprompted.

Three developers finish the task with fewer interventions or measurably less time.Measure citation accuracy, coverage and review time; never reward speed at the expense of source fidelity.
04 · DECISION GATE

Make a build decision

  • Build: repeated pain and active commitment
  • Narrow: pain is real but the audience or job differs
  • Stop: weak frequency or no behavioral proof
Do not let GitHub engagement replace direct validation.

Why this brief exists

Information has value only when it changes action. This page turns one public signal into a bounded validation exercise. It is a research aid, not proof of demand, investment advice or a product recommendation.