Scan
wshobson/agents
Scans the codebase to generate project-doc.md and AGENTS.md.
Takes surface scan results, optional LLM synthesis open-question entries, and optional tree-sitter AST signals to score project ambiguities (1-10).
Custom licenceAuto-check passed
Install Ambiguity Detector
$ npx skills add digipulse-engineering/GAAI-framework --skill ambiguity-detector -a claude-codeProject install by default; add -g for ~/.claude/skills/.
$ gh skill install digipulse-engineering/GAAI-framework ambiguity-detector --agent claude-codeProject scope by default; add --scope user for a personal install. Needs GitHub CLI 2.90.0 or later (public preview).
$ git clone --depth 1 https://github.com/digipulse-engineering/GAAI-framework.git skills-src && mkdir -p .claude/skills && cp -r skills-src/.gaai/core/skills/cross/ambiguity-detector .claude/skills/ambiguity-detector && rm -rf skills-srcUse ~/.claude/skills/ instead of .claude/skills for a personal install. The folder must contain SKILL.md.
Claude Code skills documentation · loads skills from .claude/skills/
Install the "ambiguity-detector" agent skill from https://github.com/digipulse-engineering/GAAI-framework/tree/main/.gaai/core/skills/cross/ambiguity-detector into .claude/skills/ambiguity-detector/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "ambiguity-detector", then confirm the skill loads.Claude Code copies the folder itself, the same result as the manual copy. Check what it changed before you commit it.
$skill-installer install https://github.com/digipulse-engineering/GAAI-framework/tree/main/.gaai/core/skills/cross/ambiguity-detectorType this inside Codex. $skill-installer <name> installs a curated skill from openai/skills. The installer writes to $CODEX_HOME/skills (default ~/.codex/skills). Restart Codex if the skill does not show up.
$ npx skills add digipulse-engineering/GAAI-framework --skill ambiguity-detector -a codexProject install goes to .agents/skills/; add -g for ~/.codex/skills/.
$ gh skill install digipulse-engineering/GAAI-framework ambiguity-detector --agent codexProject scope by default (.agents/skills/); add --scope user for a personal install.
$ git clone --depth 1 https://github.com/digipulse-engineering/GAAI-framework.git skills-src && mkdir -p .agents/skills && cp -r skills-src/.gaai/core/skills/cross/ambiguity-detector .agents/skills/ambiguity-detector && rm -rf skills-srcUse ~/.agents/skills/ instead of .agents/skills for a personal install.
Codex skills documentation · loads skills from .agents/skills/
Install the "ambiguity-detector" agent skill from https://github.com/digipulse-engineering/GAAI-framework/tree/main/.gaai/core/skills/cross/ambiguity-detector into .agents/skills/ambiguity-detector/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "ambiguity-detector", then confirm the skill loads.Codex copies the folder itself, the same result as the manual copy. Check what it changed before you commit it.
$ npx skills add digipulse-engineering/GAAI-framework --skill ambiguity-detector -a cursorProject install goes to .agents/skills/; add -g for ~/.cursor/skills/.
$ gh skill install digipulse-engineering/GAAI-framework ambiguity-detector --agent cursorProject scope by default (.agents/skills/); add --scope user for a personal install.
$ git clone --depth 1 https://github.com/digipulse-engineering/GAAI-framework.git skills-src && mkdir -p .cursor/skills && cp -r skills-src/.gaai/core/skills/cross/ambiguity-detector .cursor/skills/ambiguity-detector && rm -rf skills-srcUse ~/.cursor/skills/ instead of .cursor/skills for a personal install.
Cursor skills documentation · loads skills from .cursor/skills/, .agents/skills/, .claude/skills/, .codex/skills/
Install the "ambiguity-detector" agent skill from https://github.com/digipulse-engineering/GAAI-framework/tree/main/.gaai/core/skills/cross/ambiguity-detector into .cursor/skills/ambiguity-detector/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "ambiguity-detector", then confirm the skill loads.Cursor copies the folder itself, the same result as the manual copy. Check what it changed before you commit it.
$ gemini skills install https://github.com/digipulse-engineering/GAAI-framework.git --path .gaai/core/skills/cross/ambiguity-detector--scope user (default) or --scope workspace; --path is the subfolder of the repo that holds the skill; --consent skips the security confirmation prompt.
$ npx skills add digipulse-engineering/GAAI-framework --skill ambiguity-detector -a gemini-cliProject install goes to .agents/skills/; add -g for ~/.gemini/skills/.
$ gh skill install digipulse-engineering/GAAI-framework ambiguity-detector --agent gemini-cliProject scope by default (.agents/skills/); add --scope user for a personal install.
$ git clone --depth 1 https://github.com/digipulse-engineering/GAAI-framework.git skills-src && mkdir -p .gemini/skills && cp -r skills-src/.gaai/core/skills/cross/ambiguity-detector .gemini/skills/ambiguity-detector && rm -rf skills-srcUse ~/.gemini/skills/ instead of .gemini/skills for a personal install, then run /skills reload.
Gemini CLI skills documentation · loads skills from .gemini/skills/, .agents/skills/
Install the "ambiguity-detector" agent skill from https://github.com/digipulse-engineering/GAAI-framework/tree/main/.gaai/core/skills/cross/ambiguity-detector into .gemini/skills/ambiguity-detector/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "ambiguity-detector", then confirm the skill loads.Gemini CLI copies the folder itself, the same result as the manual copy. Check what it changed before you commit it.
$ gh skill install digipulse-engineering/GAAI-framework ambiguity-detectorInstalls for Copilot at project scope by default; add --scope user for a personal install. Preview a skill first with gh skill preview. Needs GitHub CLI 2.90.0 or later (public preview).
$ npx skills add digipulse-engineering/GAAI-framework --skill ambiguity-detector -a github-copilotProject install goes to .agents/skills/; add -g for ~/.copilot/skills/.
$ git clone --depth 1 https://github.com/digipulse-engineering/GAAI-framework.git skills-src && mkdir -p .github/skills && cp -r skills-src/.gaai/core/skills/cross/ambiguity-detector .github/skills/ambiguity-detector && rm -rf skills-srcUse ~/.copilot/skills/ instead of .github/skills for a personal install. Commit .github/skills so cloud agent and code review can use it.
GitHub Copilot skills documentation · loads skills from .github/skills/, .claude/skills/, .agents/skills/
Install the "ambiguity-detector" agent skill from https://github.com/digipulse-engineering/GAAI-framework/tree/main/.gaai/core/skills/cross/ambiguity-detector into .github/skills/ambiguity-detector/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "ambiguity-detector", then confirm the skill loads.GitHub Copilot copies the folder itself, the same result as the manual copy. Check what it changed before you commit it.
$ npx skills add digipulse-engineering/GAAI-framework --skill ambiguity-detector -a opencodeOpenCode documents no install command of its own. Project install goes to .agents/skills/; add -g for ~/.config/opencode/skills/.
$ gh skill install digipulse-engineering/GAAI-framework ambiguity-detector --agent opencodeProject scope by default (.agents/skills/); add --scope user for a personal install.
$ git clone --depth 1 https://github.com/digipulse-engineering/GAAI-framework.git skills-src && mkdir -p .opencode/skills && cp -r skills-src/.gaai/core/skills/cross/ambiguity-detector .opencode/skills/ambiguity-detector && rm -rf skills-srcUse ~/.config/opencode/skills/ instead of .opencode/skills for a personal install.
OpenCode skills documentation · loads skills from .opencode/skills/, .claude/skills/, .agents/skills/
Install the "ambiguity-detector" agent skill from https://github.com/digipulse-engineering/GAAI-framework/tree/main/.gaai/core/skills/cross/ambiguity-detector into .opencode/skills/ambiguity-detector/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "ambiguity-detector", then confirm the skill loads.OpenCode copies the folder itself, the same result as the manual copy. Check what it changed before you commit it.
Facts
- Skill name
ambiguity-detector- GitHub stars
- 163
- Token cost
- ~4.5k tokens
- SKILL.md length
- 548 words
- Files
- 1
- Skills in repo
- 51
- Repo updated
- First seen
- Licence
- Custom licence
At a glance
Takes surface scan results, optional LLM synthesis open-question entries, and optional tree-sitter AST signals to score project ambiguities (1-10).
- Works in 5 steps: Heuristic analysis from… → AST signal analysis (skipped if… → Score synthesis open-question entries → …
- SKILL.md covers Purpose / When to Activate, Input Schema, Process and Output Schema, plus 2 more sections
- Instructions only: no scripts, shell commands, URLs or credentials in SKILL.md
What it does
Ambiguity Detector is an agent skill from digipulse-engineering/GAAI-framework. Takes surface scan results, optional LLM synthesis open-question entries, and optional tree-sitter AST signals to score project ambiguities (1-10). Outputs structured ambiguityfeed for smart-question-generator. Pure heuristic — no LLM calls. Designed for Stage 3.5 of the /gaai:bootstrap pipeline (between LLM synthesis and Q&A).
Its SKILL.md is about 4.5k tokens, which your agent loads only when the skill is triggered. It is a single SKILL.md file with no bundled scripts. Compatibility notes: Works with any filesystem-based AI coding agent
The repository describes itself as: Turns AI coding tools into reliable software delivery systems. Drop a .gaai/ folder into any project — Discovery defines what to build, Delivery executes autonomously until…
Example prompts
- “Use the ambiguity-detector skill to take surface scan results, optional LLM synthesis open-question entries, and optional tree-sitter AST signals to…”
- “/ambiguity-detector”
Requirements
- Compatibility (from SKILL.md): Works with any filesystem-based AI coding agent
Workflow steps
5 steps, taken from the step headings in SKILL.md.
- Heuristic analysis from surface_scan_result
- AST signal analysis (skipped if ast_signals is null)
- Score synthesis open-question entries
- Merge, deduplicate, and finalize
- Observability (AC4)
What it can do on your machine
Read from SKILL.md and the folder at commit a26ea7a. It shows what the files ask for, not the result of running them.
Tool permissions
Pre-approves nothing: there is no allowed-tools line, so your agent's usual permission prompts apply.
From allowed-tools in the SKILL.md frontmatter.
Runs code
No scripts in the folder and no shell commands in SKILL.md (its code samples are yaml).
From the folder's file list and the shell code blocks in SKILL.md.
Network
No URLs in SKILL.md.
From URLs in SKILL.md, links to its own repository left out.
Credentials
Names no API keys, tokens, secrets or passwords.
From names ending in _API_KEY, _TOKEN, _SECRET, _KEY or _PASSWORD in SKILL.md.
Compatibility
Works with any filesystem-based AI coding agent
From compatibility in the SKILL.md frontmatter.
Context cost
Ambiguity Detector loads about 4.5k tokens when it runs. Until then it costs about 87 tokens; SKILL.md has 548 words of instructions outside code blocks.
Estimates: characters ÷ 4, the usual rule of thumb; real counts depend on the model's tokenizer. Scripts and assets cost tokens only if the agent reads them.
Safety
Auto-check passed
The automated check found no risky patterns in SKILL.md.
Automated static check — not a guarantee. Review scripts before installing. It scans the text of SKILL.md for risky patterns (piping downloads into a shell, reading credential files, hidden Unicode, destructive commands); files beside SKILL.md are not scanned.
SKILL.md
Its licence (Custom licence) doesn't allow us to republish the file, so here is its outline and opening line. It has 548 words (~4,545 tokens).
- name
- ambiguity-detector
- compatibility
- Works with any filesystem-based AI coding agent
- license
- ELv2
- metadata.author
- gaai-framework
- metadata.version
- 1.0
- metadata.category
- cross
- metadata.track
- cross-cutting
- metadata.id
- SKILL-AMBIGUITY-DETECTOR-001
- metadata.updated_at
- 2026-04-29
- metadata.status
- stable
- inputs
- surface_scan_result, synthesis_entries, ast_signals
- outputs
- ambiguity_feed
Files
Just SKILL.md in .gaai/core/skills/cross/ambiguity-detector of digipulse-engineering/GAAI-framework.
Open the folder on GitHubat commit a26ea7a
Compare with similar skills
Ambiguity Detector next to the 5 skills that share the most tags, products or categories with it. Stars are the repository's; “used in” counts other GitHub owners with a copy.
| Skill | Stars | Used in | Tokens | Auto-check | Licence | Repo updated |
|---|---|---|---|---|---|---|
| Ambiguity Detector this skilldigipulse-engineering/GAAI-framework | 163 | — | ~4.5k | Automated safety check: Pass | Custom licence | |
| Scanwshobson/agents | 40k | — | ~2.2k | Automated safety check: Pass | MIT | |
| Optionsasgeirtj/system_prompts_leaks | 69k | — | ~918 | Automated safety check: Pass | CC0-1.0 | |
| Repo Scanaffaan-m/ECC | 275k | — | ~1.5k | Automated safety check: Pass | MIT | |
| Repo Scanaffaan-m/ECC | 275k | — | ~1.3k | Automated safety check: Pass | MIT | |
| Vulnerability Scanningsickn33/agentic-awesome-skills | 47k | 1 repos | ~2.8k | Automated safety check: Pass | MIT |
Similar skills
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Repo Scan
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固定されレビュー可能なコミットから外部の repo-scan スキルをインストールするブートストラップ用ポインター。クロススタックのソースコード資産監査を実行する前に repo-scan のインストールが必要な場合に使用する。この ECC ポインター自体は監査を実行しない。
Repo Scan
affaan-m/ECC
用于从固定且可审查的提交安装外部 repo-scan 技能的引导指针。在运行跨栈源代码资产审计前需要安装 repo-scan 时使用；此 ECC 指针本身不执行审计。
Vulnerability Scanning
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Scan systems and dependencies for CVEs and security vulnerabilities.
Harness MCP Scan
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Static security scan of a harness's declared MCP surface via harness mcp-scan <path.
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Questions about Ambiguity Detector
What does Ambiguity Detector do?
Takes surface scan results, optional LLM synthesis open-question entries, and optional tree-sitter AST signals to score project ambiguities (1-10). Ambiguity Detector is an agent skill from digipulse-engineering/GAAI-framework. Takes surface scan results, optional LLM synthesis open-question entries, and optional tree-sitter AST signals to score project ambiguities (1-10).
How do I install Ambiguity Detector in Claude Code?
Run `npx skills add digipulse-engineering/GAAI-framework --skill ambiguity-detector -a claude-code`. Or copy the skill folder (.gaai/core/skills/cross/ambiguity-detector in digipulse-engineering/GAAI-framework) into .claude/skills/ambiguity-detector in your project. Claude Code loads it when a task matches its description.
How do I install Ambiguity Detector in Codex?
Run `npx skills add digipulse-engineering/GAAI-framework --skill ambiguity-detector -a codex`. Or copy the skill folder (.gaai/core/skills/cross/ambiguity-detector in digipulse-engineering/GAAI-framework) into .agents/skills/ambiguity-detector in your project. Codex loads it when a task matches its description.
Can I use Ambiguity Detector in Cursor, Gemini CLI or GitHub Copilot?
Cursor, Gemini CLI, GitHub Copilot and OpenCode also load SKILL.md folders. With the skills CLI, run `npx skills add digipulse-engineering/GAAI-framework --skill ambiguity-detector -a cursor` (or -a gemini-cli, github-copilot or opencode for the others). To copy it by hand, put the folder in .cursor/skills/ambiguity-detector, .gemini/skills/ambiguity-detector, .github/skills/ambiguity-detector and .opencode/skills/ambiguity-detector in your project.
What does Ambiguity Detector need to run?
SKILL.md names no scripts, command-line tools or credentials: Ambiguity Detector is instructions for the agent only. Compatibility (from SKILL.md): Works with any filesystem-based AI coding agent.
Does Ambiguity Detector access the network?
SKILL.md contains no URLs. Any network use would come from the scripts or tools the agent runs. This is read from the text; nothing was executed.
Is Ambiguity Detector safe to install?
Our automated static check of SKILL.md found no risky patterns, such as piping downloads into a shell, reading credential files or hidden Unicode. It is not a guarantee. Review the folder before installing.
What licence does Ambiguity Detector use?
Ambiguity Detector has a licence file (the repository's licence) that doesn't match a standard licence. Read it on GitHub before reusing the skill.
How many tokens does Ambiguity Detector use?
About 4.5k tokens (SKILL.md is roughly 18k characters). Agents keep only the skill's name and description in context until a task matches; then they load SKILL.md in full.
What are the alternatives to Ambiguity Detector?
Skills that share tags, products or a category with Ambiguity Detector: Scan (wshobson/agents, 40k stars), Options (asgeirtj/system_prompts_leaks, 69k stars), Repo Scan (affaan-m/ECC, 275k stars) and Repo Scan (affaan-m/ECC, 275k stars). The comparison table on this page puts their stars, adoption, token cost, safety result and licence side by side.
Who maintains Ambiguity Detector?
digipulse-engineering (a GitHub organization) maintains it in digipulse-engineering/GAAI-framework, which has 163 GitHub stars. The repository holds 51 skills in this directory. The repository was last updated on September 29, 2026.
Source: digipulse-engineering/GAAI-framework on GitHub. Facts on this page come from the repository at the commit we read; the author's words are quoted as theirs.