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Disambiguate

Category: Product  ·  Sub-category: product-misc  ·  Last updated:
Rewrite a requirement so it can only be read one way. Distilled from ASD-STE100 Simplified Technical English — forty years of aerospace evidence about what a reader misreads when they cannot ask the author what he meant. Turns a vague ask ("handle errors gracefully", "the system should support X") into something atomic, owned, bounded, and testable, and says which of five reader-questions each defect leaves open. Ships a deterministic checker (scripts/disambiguate.py, stdlib only) that catches the mechanical ambiguity — agentless passive, noun stacks, weak modals, unquantified deltas, compound obligations, over-length sentences, condition-after-action, synonym drift — so judgment goes to the parts that need it. USE WHEN: sharpening a requirement, acceptance criterion, ticket, spec line, PRD, API contract, error message, runbook step, or agent prompt. Also when a review comment says "unclear" or "what does this mean", when two people read the same line differently, and when writing instructions for someone who cannot ask a follow-up question. Triggers on "disambiguate", "improve this requirement", "tighten this spec", "make this unambiguous", "is this clear", "rewrite this ticket", "sharpen this AC", "review this requirement", "simplified technical english", "STE", "controlled language". NOT FOR: prose style or tone editing (this makes text precise, not pleasant), formatting a design doc (use make-spec), or deciding *what* to build (this sharpens a decision already made, it does not make it).
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From the source SKILL.md

A requirement is read by someone who cannot ask you what you meant. Every reading your words permit is a system someone might build.

What this skill does

Disambiguate is a community-contributed Claude Code skill in the product-misc sub-category. It ships as a SKILL.md file that Claude Code auto-discovers under ~/.claude/skills/disambiguate/ and loads when your prompt matches the skill's trigger.

When to invoke it: USE WHEN: sharpening a requirement, acceptance criterion, ticket, spec line, PRD, API contract, error message, runbook step, or agent prompt. Also when a review comment says "unclear" or "what does this mean", when two people read the same line differently, and when writing instructions for someone who cannot ask a follow-up question.

Who uses this skill

The Disambiguate Claude Code skill is built for product managers, product designers, and cross-functional teams planning, shipping, and measuring product features. It's part of ClaudSkills (also referred to as Claude Skills or Claude Code Skills) — the open community-curated registry of 211,000+ SKILL.md files for Anthropic's Claude Code agent and the wider Claude ecosystem (Claude API, Claude Agent SDK).

How to install

Free

Manual install (2 steps)

mkdir -p ~/.claude/skills/disambiguate
curl -L https://claudskills.com/skills/disambiguate/SKILL.md \
  -o ~/.claude/skills/disambiguate/SKILL.md

Or just download SKILL.md directly and drop it into ~/.claude/skills/disambiguate/. Claude Code auto-discovers it on next session.

Skills live at ~/.claude/skills/disambiguate/SKILL.md on macOS/Linux, or %USERPROFILE%\.claude\skills\disambiguate\SKILL.md on Windows. See the full install guide for step-by-step instructions.

Telegram

📱 Install from your phone or desktop Telegram

Open @claudskills_bot on Telegram, tap Open Desktop App, and the desktop app installs this skill for you. Or share the bot link with a colleague — they get the same one-tap install. Learn more →

Pro

One-click install via the desktop app

The ClaudSkills desktop app installs any skill directly into ~/.claude/skills/ with one click — no terminal required. Pro starts at $9/mo or $149 lifetime.

Pro

For the full experience including quality scoring and one-click install features for each skill — upgrade to Pro.

Frequently asked questions

How do I install the Disambiguate Claude Code skill?
Install via the ClaudSkills desktop app (one click) or copy SKILL.md from the source repository to ~/.claude/skills/disambiguate/SKILL.md and restart Claude Code. Both flows are detailed at claudskills.com/install/.
What does the Disambiguate skill do?
Rewrite a requirement so it can only be read one way. Distilled from ASD-STE100 Simplified Technical English — forty years of aerospace evidence about what a reader misreads when they cannot ask the author what he meant. Turns a vague ask ("handle errors gracefully", "the system should support X") into something atomic, owned, bounded, and testable, and says which of five reader-questions each defect leaves open. Ships a deterministic checker (scripts/disambiguate.py, stdlib only) that catches the mechanical ambiguity — agentless passive, noun stacks, weak modals, unquantified deltas, compound obligations, over-length sentences, condition-after-action, synonym drift — so judgment goes to the parts that need it. USE WHEN: sharpening a requirement, acceptance criterion, ticket, spec line, PRD, API contract, error message, runbook step, or agent prompt. Also when a review comment says "unclear" or "what does this mean", when two people read the same line differently, and when writing instructions for someone who cannot ask a follow-up question. Triggers on "disambiguate", "improve this requirement", "tighten this spec", "make this unambiguous", "is this clear", "rewrite this ticket", "sharpen this AC", "review this requirement", "simplified technical english", "STE", "controlled language". NOT FOR: prose style or tone editing (this makes text precise, not pleasant), formatting a design doc (use make-spec), or deciding *what* to build (this sharpens a decision already made, it does not make it).
Is this skill free to install?
Yes. ClaudSkills is an open registry — every skill keeps its source repository's license, and manual install via copy is free. ClaudSkills Pro ($9/mo, $79/yr, or $149 one-time) adds one-click install via the desktop app and a multi-signal Quality Score.
When should I use the Disambiguate skill?
Use Disambiguate when your Claude Code task falls under the Product category — specifically in the product misc area. Claude Code auto-discovers installed skills and invokes the right one based on the task description, so you can also ask Claude directly (e.g. "use Disambiguate" or describe the task and let Claude pick). Browse related skills at /category/product/.
What is a Claude Code skill and how does the Disambiguate skill fit in?
A Claude Code skill is a SKILL.md file that lives under ~/.claude/skills/<name>/ and tells the Claude Code CLI agent how to perform a specific task (instructions, prompts, allowed tools). Skills are auto-discovered at session start. Disambiguate is one of 67,000+ skills indexed in the open ClaudSkills catalog, classified under the Product category. Learn more at /learn/what-is-a-claude-skill/.

Attribution & license

Cite this skill

If you reference this skill in a blog post, paper, or documentation, you can cite it as:

APA
broomva. (2026). Disambiguate [Claude Code skill]. ClaudSkills. https://claudskills.com/skills/disambiguate/
BibTeX
@misc{disambiguate-2026,
  author    = {broomva},
  title     = {Disambiguate [Claude Code skill]},
  year      = {2026},
  publisher = {ClaudSkills},
  url       = {https://claudskills.com/skills/disambiguate/}
}

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Grade A · scanned 2026-10-25 — free static scan against the OWASP Agentic Skills Top 10.

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