Ambiguity Detector

Ambiguity Detector is an AI Engineering skill for Claude Code, published by Fr-e-d in GAAI-framework.

161 stars27 forkson Fr-e-d/GAAI-frameworkAdded 2026/09/08Repository updated 2026/09/04

agentic-codingai-agentsai-codingai-developer-toolsai-governanceai-memory-systemautonomous-agentsclaude-codecodex-clicontext-engineeringcursordevtoolsgemini-cliopencodevibe-codingwindsurf

Install in seconds

Install Ambiguity Detector

Copy Ambiguity Detector 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/digipulse-engineering/GAAI-framework/tree/main/.gaai/core/skills/cross/ambiguity-detector ~/.claude/skills/ambiguity-detector

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/digipulse-engineering/GAAI-framework.git

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

In this catalog

Source file: .gaai/core/skills/cross/ambiguity-detector/SKILL.md in Fr-e-d/GAAI-framework
Installs to: ~/.claude/skills/ambiguity-detector
Collection: One of 25 skills cataloged from this repository
Category: AI Engineering — 3670 skills

What Ambiguity Detector does

Ambiguity Detector scores project ambiguity from surface scans, optional open-question synthesis entries, and optional AST signals. It produces structured ambiguity_feed entries for the Q&A stage without making LLM calls.

Ambiguity Detector is cataloged under AI Engineering on DirSkills. Ambiguity Detector comes from a repository tagged agentic-coding, ai-agents, ai-coding, ai-developer-tools and ai-governance.

Documentation

README

Excerpt

Ambiguity Detector

Purpose / When to Activate

Activate:

As Stage 3.5 of the /gaai:bootstrap pipeline — after bootstrap-llm-synthesis returns results and before smart-question-generator is called
The bootstrap orchestrator filters synthesis_result.entries[] to clarity: "open-question" and passes them as synthesis_entries
When synthesis_entries is empty and ast_signals is null, the skill runs heuristic-only analysis on surface_scan_result and may still produce entries from language distribution

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

Frequently asked about Ambiguity Detector

What else does Fr-e-d publish alongside Ambiguity Detector?
Ambiguity Detector is one of 25 skills that DirSkills catalogs from Fr-e-d/GAAI-framework, the repository it ships in. Its siblings there include Abort-Safe Handler, Approach Evaluation and Architecture Extract. Each one is a separate skill with its own page in this directory, installs the same way Ambiguity Detector does, and is maintained by Fr-e-d in that same repository. The rest of the collection is listed on the Fr-e-d/GAAI-framework page.
How does Ambiguity Detector compare to other AI Engineering skills?
Ambiguity Detector ranks #3406 by stars among the 3670 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 Ambiguity Detector against them. Open each page to compare what they document and how they install.