Clarify Question Loop

Clarify Question Loop is an AI Engineering skill for Claude Code, published by agentlas-ai in Agentlas-OS.

1.2K stars116 forkson agentlas-ai/Agentlas-OSAdded 2026/08/20Repository updated 2026/08/20

a2aagentagent-frameworkagent-os-desktopagent-skillsagentic-aiagentic-workflowagentosagentsagents-teamagentshubai-agentsautonomous-agentsllmllm-agentsllm-toolsmcpmulti-agent-systemsochestration

Install in seconds

Install Clarify Question Loop

Copy Clarify Question Loop into your Claude Code skills folder. Run the command in your terminal, or review the source on GitHub before installing.

terminal

npx degit https://github.com/agentlas-ai/Agentlas-OS/tree/main/skills/clarify-question-loop ~/.claude/skills/clarify-question-loop

Requires Node.js. Downloads this skill only — not the rest of the repository — into your Claude Code skills folder.

Without Node.js

git clone https://github.com/agentlas-ai/Agentlas-OS.git

Clones the whole repository, then copy the skill’s own directory into your skills folder yourself.

In this catalog

Source file: skills/clarify-question-loop/SKILL.md in agentlas-ai/Agentlas-OS
Installs to: ~/.claude/skills/clarify-question-loop
Collection: One of 25 skills cataloged from this repository
Category: AI Engineering — 2451 skills

What Clarify Question Loop does

Clarify Question Loop asks one to five targeted questions when a meta-agent request is too ambiguous to safely generate, package, publish, or adapt. It classifies mode, respects budgets, and translates technical choices into plain-language questions.

Clarify Question Loop is cataloged under AI Engineering on DirSkills. Clarify Question Loop comes from a repository tagged a2a, agent, agent-framework, agent-os-desktop and agent-skills.

Documentation

README

Excerpt

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: ask an 8-12 question first batch, research similar agent repositories or comparables and academic/professional theory, then use this clarify loop only for the remaining narrow ambiguities.

Procedure

This is the opening of the README. Read the full README on GitHub.

Commands Clarify Question Loop provides

Slash commands named in this skill’s SKILL.md, listed in the order they first appear.

/hep-build

Frequently asked about Clarify Question Loop

What else does agentlas-ai publish alongside Clarify Question Loop?
Clarify Question Loop is one of 25 skills that DirSkills catalogs from agentlas-ai/Agentlas-OS, the repository it ships in. Its siblings there include Agent Team Design, Agentlas and Agentlas Auto-Activation. Each one is a separate skill with its own page in this directory, installs the same way Clarify Question Loop does, and is maintained by agentlas-ai in that same repository. The rest of the collection is listed on the agentlas-ai/Agentlas-OS page.
How does Clarify Question Loop compare to other AI Engineering skills?
Clarify Question Loop ranks #1215 by stars among the 2451 AI Engineering skills in this catalog. The most-starred ones next to it are Architecture Decision Records, AI-First Engineering and Agentic OS. DirSkills ranks by the star count of the repository each skill ships in, so that order reflects how popular those repositories are rather than any review of Clarify Question Loop against them. Open each page to compare what they document and how they install.