Skills ambiguous-question-guide
📦

ambiguous-question-guide

Content revision r1 Safe ⚙️ External commands

Clarify Ambiguous Government Service Questions

Government service users often ask incomplete questions that cannot route to the right workflow. This skill identifies the missing detail and asks one precise follow-up question.

Supports: Claude Codex Code(CC)
📊 75 Adequate

Install with my Agent

Copy this request to your Agent. It includes the canonical Skill page and manifest.

Agent request
Review the Skillstore skill "ambiguous-question-guide" from https://skillstore.io/skills/dxy-hub-ambiguous-question-guide.md and its manifest at https://skillstore.io/api/skills/dxy-hub-ambiguous-question-guide/manifest. Verify the artifact. You may proceed after verification, subject to the environment's own policy.

Your Agent should still show its plan and request any confirmation required by the security policy.

Agent-readable resources

Use these links when an AI agent, crawler, or script needs clean context instead of reading the full page.

Markdown detail GET /skills/dxy-hub-ambiguous-question-guide.md Signed manifest GET /api/skills/dxy-hub-ambiguous-question-guide/manifest Signed lockfile GET /api/skills/dxy-hub-ambiguous-question-guide/lockfile

Test it

Using "ambiguous-question-guide". User asks: 我要办证

Expected outcome:

请问您需要办理的是什么类型的证件呢？

Using "ambiguous-question-guide". User asks: 食品经营许可证办理

Expected outcome:

This question is specific enough for direct service processing.

Using "ambiguous-question-guide". User asks: 政策补贴领取

Expected outcome:

请问您需要领取的是哪项政策补贴呢？

Security Audit

Safe
v4 • 7/6/2026 Open versioned report

All static findings were reviewed against the Markdown source files. The Ruby shell backtick alerts are Markdown code fences, and the entropy alerts are readable Chinese documentation rather than obfuscated content. No prompt injection, data exfiltration, command execution, or malicious intent was found.

4
Files scanned
1,389
Lines analyzed
0
Review items
0
False positives ignored

Risk Factors

⚙️ External commands (35)
SKILL.md:89-106 SKILL.md:106-123 SKILL.md:123-125 SKILL.md:125-144 SKILL.md:144-146 SKILL.md:146-161 SKILL.md:161-163 SKILL.md:163-184 SKILL.md:184-188 SKILL.md:188-191 SKILL.md:191-194 SKILL.md:194-197 SKILL.md:197-199 SKILL.md:199-204 SKILL.md:204-206 SKILL.md:206-209 SKILL.md:209-211 SKILL.md:211-261 SKILL.md:261-265 SKILL.md:265-268 SKILL.md:268-273 SKILL.md:273-276 SKILL.md:276-280 SKILL.md:280-296 SKILL.md:296-298 SKILL.md:298-301 SKILL.md:301-303 SKILL.md:303-323 SKILL.md:323-325 SKILL.md:325-350 SKILL.md:350-352 SKILL.md:352-375 SKILL.md:375-377 SKILL.md:377-380 SKILL.md:380-382
No confirmed security findings were detected by the latest completed static and semantic audit. This does not prove the skill has no side effects.
Audited by: codex View Audit History →
Share & cite this report

Share the versioned assessment report, neutral badge, embed card, and citations. Skillstore reports evidence without deciding whether this Skill is safe.

Open versioned report
Security Assessment

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https://skillstore.io/skills/dxy-hub-ambiguous-question-guide/audits/4?utm_source=security_passport&utm_medium=share&utm_campaign=versioned_report

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Academic citations (APA · BibTeX · CFF)

APA citation

dxy-hub. (2026). ambiguous-question-guide security audit report (audit version 4) [Author version unspecified]. Skillstore. https://skillstore.io/skills/dxy-hub-ambiguous-question-guide/audits/4

BibTeX citation

@techreport{dxy-hub-dxy-hub-ambiguous-question-guide-2026, author = {dxy-hub}, title = {ambiguous-question-guide security audit report (audit version 4)}, institution = {Skillstore}, year = {2026}, number = {4}, url = {https://skillstore.io/skills/dxy-hub-ambiguous-question-guide/audits/4}, note = {Author version unspecified} }

CITATION.cff

cff-version: 1.2.0 message: "If you use this Skill, cite its author and this versioned security audit report." title: "ambiguous-question-guide security audit report (audit version 4)" version: "unspecified" type: report authors: - name: "dxy-hub" date-released: "2026-07-06" url: "https://skillstore.io/skills/dxy-hub-ambiguous-question-guide/audits/4" identifiers: - type: other value: "skillstore:dxy-hub-ambiguous-question-guide:audit:4" description: "Skillstore immutable audit report identifier"

Skillstore Score

Why this score Evidence Confidence: High
45
Architecture
85
Maintainability
85
Content
68
Community
83
Spec Compliance

What You Can Build

Route Citizen Service Questions

Detect unclear intake questions before routing them to a government service workflow.

Standardize Clarification Replies

Create consistent follow-up questions for agents handling incomplete service requests.

Test Intake Classification Rules

Compare edge cases against documented ambiguity rules and example responses.

Try These Prompts

Check One Question 
Use this skill to review the question: "我要办证". If it is ambiguous, provide one clarification question.
Identify Missing Details 
Review this government service question: "营业执照需要什么材料". Identify the missing detail and ask one follow-up question.
Handle Edge Cases 
Apply the ambiguity rules to this question: "餐饮类的许可证". Decide if clarification is needed and ask only one question.
Audit Intake Examples 
Review these service questions for ambiguity: "许可证怎么办", "企业投资项目备案", and "政策补贴领取". For each ambiguous item, give one targeted follow-up.

Best Practices

  • Use the skill before routing a question to a specific service workflow.
  • Ask about the highest-priority missing detail first.
  • Keep the generated follow-up to one clear question.

Avoid

  • Do not ask several clarification questions in one response.
  • Do not use generic replies such as asking users to describe everything again.
  • Do not treat vague words like certificate or subsidy as specific service names.

Frequently Asked Questions

What does this skill do?
It detects ambiguous Chinese government service questions and generates one targeted clarification question.
Does it answer the final service request?
No. It prepares unclear questions for routing by collecting the most important missing detail.
Which languages and domains are supported?
It is designed for Chinese government service intake and public service chatbot workflows.
How does it handle several missing details?
It follows a priority order and asks about the most important missing element first.
Does it require internet access?
No. The skill relies on local Markdown rules, templates, and examples.
Can Claude, Codex, and Claude Code use it?
Yes. The report lists support for Claude, Codex, and Claude Code.

Developer Details

Author

dxy-hub

License

MIT

Skillstore revision

r1

Version notice

The author did not declare a version.

Repository

https://github.com/dxy-hub/dxy-skills/tree/main/ambiguous-question-guide

Ref

72d5025b022c77f7a51bdf5c1637c689c80e89d1

Maintenance freshness

7/20/2026

Usage

3 downloads · 63 views

File structure

📁 references/

📄 examples.md

📄 judgment-rules.md

📄 response-templates.md

📄 SKILL.md