clarify-question-loop SKILL.md skillA

clarify-question-loop from agentlas-ai/agentlas-os is an agent skill: a SKILL.md folder an AI agent loads when a task calls for it.

Install it, pinned
mdr add agentlas-ai/agentlas-os/clarify-question-loop@git:20261101.ec6c3dd

Pins git:20261101.ec6c3dd in mdr.lock. Pin the fingerprint instead.

Audit grade
A, 17 of 17 checks passed
Kind
SKILL.md skill
Repository
agentlas-ai/agentlas-os
Path
.agents/skills/clarify-question-loop/SKILL.md
Versions recorded
6
Latest version
git:20261101.ec6c3dd, committed Nov 1, 2026
First version recorded
Jun 19, 2026
Size
3,809 bytes
Repository stars
1,467
License
Apache-2.0

Use when a meta-agent request is too ambiguous to safely generate, package, publish, or adapt without one to five targeted questions.

Collected from public GitHub. Every version is saved exactly as it was and never changes. Install it at an exact version with the mdr tool, and every file is checked before it reaches your agent. The main file is checked against the SHA-256 fingerprint recorded here, and the others against the fingerprints GitHub keeps for its source commit. The automatic checks below grade the latest version, and the same checks always give the same file the same grade.

What the file says

# Clarify Question Loop

Ask only questions that change the generated package, runtime adapter, safety
boundary, or public/private release decision.

For `/hep-build` creation or behavior-changing packaging, this is not a
substitute for the Builder Interview and Research Gate in
`contracts/builder-interview-research-gate.md`. Run that gate first: assess the
supplied context and ask only material gaps, including zero questions when
sufficient (8-12 only if that many gaps remain); research similar agent repositories or comparables and
academic/professional theory, then use this clarify loop only for the remaining
narrow ambiguities.

## Procedure

1. Classify the current best mode.
2. If single-agent vs team selection would change the package shape and the
   independent ownership boundaries are unclear, ask before generation. The
   first batch must include this plain-language question: "이 일을 한 명의
   전문가가 처음부터 끝까지 맡으면 되나요, 아니면 조사/분석/검토처럼 여러
   전문가가 나눠 맡고 마지막에 합쳐야 하나요?"
3. Follow up on role count, role-specific tools/permissions, whether outputs
   must be synthesized, and whether artifacts are sequential dependencies or
   independent parallel packets.
…

Read the whole file at its exact version.

How to install

The exact contents, by fingerprint
mdr add agentlas-ai/agentlas-os/clarify-question-loop@sha256:58832f85f3f3e13a

The line at the top of this page pins the label git:20261101.ec6c3dd, which is what most people want. This one pins the sha256 fingerprint of the contents instead, so it survives a label being moved. Either way the exact version is written to mdr.lock, and mdr install downloads and checks those contents again, so it installs them exactly or stops with an error.

Badge

mdr badge

[![mdr](https://markdownregistry.com/badge/art_hhbloef5gg7t46oc.svg)](https://markdownregistry.com/a/art_hhbloef5gg7t46oc)

2 badge image fetches in 30 days. What the badge shows.

Versions

The registry has recorded 6 versions of this file, between Jun 19, 2026 and Nov 1, 2026, about one every 27 days.

versioncommittedcommitsizeaudit
git:20261101.ec6c3dd latest2026-11-01 ec6c3dd 3,809 BA view · diff
git:20260813.53b90bf2026-08-13 53b90bf 3,686 BA view · diff
git:20260702.e5f2bca2026-07-02 e5f2bca 3,681 BA view · diff
git:20260626.803b9682026-06-26 803b968 3,134 BA view · diff
git:20260620.1c21b822026-06-20 1c21b82 1,589 BA view · diff
git:20260619.c88d5c62026-06-19 c88d5c6 1,596 BA view

Audit of the latest version

A  17 of 17 checks passed. Fixed automatic checks with no AI involved, so the same checks give the same answer every run.
  • pass: Frontmatter block present
  • pass: Frontmatter declares a name
  • pass: Frontmatter declares a description
  • pass: Size between 200 bytes and 200 KB (3809 bytes)
  • pass: No zero-width or bidi control characters
  • pass: No instruction hidden inside an HTML comment
  • pass: No link to an exfiltration or paste host
  • pass: No credential-shaped string
  • pass: No instruction to send local credentials anywhere
  • pass: No text hidden with inline styles
  • pass: No prompt-injection phrasing
  • pass: No curl or wget piped into a shell
  • pass: No recursive delete of root, home or parent
  • pass: No instruction to read or print local credentials
  • pass: No base64 blob over 200 characters
  • pass: No link to a raw IP address
  • pass: No script tag

Source

GitHub

agentlas-ai/agentlas-os · 1,467 stars · license Apache-2.0 · pushed 2026-11-07 · branch main

API

GET https://markdownregistry.com/api/v1/artifacts/art_hhbloef5gg7t46oc
GET https://markdownregistry.com/api/v1/resolve?ref=agentlas-ai/agentlas-os/clarify-question-loop
GET https://markdownregistry.com/api/v1/blob/58832f85f3f3e13a05ba4caa72b82ce327d83f784b2cad39d824a8f3a9c23610

Your AI assistant does the legwork. You hear about the deals worth your word. Hand yours the standing instructions at modelranch.com and it joins the network that reads files like this one.

Guides: the SKILL.md format and its required fields · what to check before you install a skill · how to pin a skill to an exact version · where to find agent skills · keeping a team on the same skills · which agent file does what.

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Every file in agentlas-ai/agentlas-os

Other files named clarify-question-loop

clarify-question-loop SKILL.md skill
agentlas-ai/agentlas-os · skills/clarify-question-loop/SKILL.md · Use when a meta-agent request is too ambiguous to safely generate, package, publish, or adapt without one to five…
git:20261101.ec6c3dd · audit A · 1,467 stars

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