ashfordeOU

Setuhq Explain — Development skill for Claude Code

Development community

Explain one SetuHQ candidate in plain words, from its stored vetting, fit, false-alarm probability and every reviewer's verdict, via the SetuHQ MCP server.

How to install Setuhq Explain

Installs to ~/.claude/skills/ashfordeou-setuhq-setuhq-explain/SKILL.md

Terminal

mkdir -p ~/.claude/skills/ashfordeou-setuhq-setuhq-explain && curl -fsSL https://raw.githubusercontent.com/ashfordeOU/SetuHQ/HEAD/commands/setuhq-explain.md -o ~/.claude/skills/ashfordeou-setuhq-setuhq-explain/SKILL.md

Restart Claude Code, or start a new session, for it to be picked up.

What Setuhq Explain does

description: Explain one SetuHQ candidate in plain words, from its stored vetting, fit, false-alarm probability and every reviewer's verdict, via the SetuHQ MCP server argument-hint: "[a candidate id, e.g. 'tess-fa3483ce6f83-000', or 'the best candidate of runs/tess-pi-men-s1']"

Explain a candidate

The user wants to understand one candidate: what was seen, who marked it, how it was checked and how far to trust it. Read it from the `setuhq` MCP server; do not reconstruct it.

Request:

Alternatives in Development

Discussion Follow Up.V1 — At the end of your response, provide 3-4 numbered candidate next 272 ★
Validation Gating — Turn proposed harness changes into candidate-first changes with explicit replay, regression, and rollback expe 58 ★
Economic Sim — Quantify a candidate economic finding — compute attack cost vs extractable value and, when possible, reproduce 50 ★