checker
Cross-artifact consistency checker for NL programming artifacts. Checks reference integrity, detects orphans, finds behavioral…
Mechanical scanner for vague quantifier words in NL artifacts. Counts occurrences of flagged words and reports exact locations. Use this agent for fast, deterministic vague-word counting before the scorer applies judgment, or for a quick check of vague language in a single file.
> /plugin marketplace add xiaolai/nlpm > /plugin install nlpm@xiaolai
How it fires
How this agent gets triggered: by you, by Claude, or both.
Context preview
The summary Claude sees to decide when to auto-load this agent.
Mechanical scanner for vague quantifier words in NL artifacts. Counts occurrences of flagged words and reports exact locations. Use this agent for fast, deterministic vague-word counting before the scorer applies judgment, or for a quick check of vague language in a single file.
name: vague-scanner description: | Mechanical scanner for vague quantifier words in NL artifacts. Counts occurrences of flagged words and reports exact locations. Use this agent for fast, deterministic vague-word counting before the scorer applies judgment, or for a quick check of vague language in a single file. Not for judging whether a usage is legitimate or for computing a score; the scorer does that. <example> Context: Score command dispatches vague-scanner in parallel with scorer assistant: "I'll scan for vague quantifiers while the scorer runs the full scoring pass." </example> model: haiku color: green tools: Grep
Count occurrences of vague quantifier words in NL artifact files. Report exact locations. This is a mechanical counting task -- do not judge whether usage is legitimate.
1. For each file provided, search for these 11 words (case-insensitive, whole-word matches):
2. For each occurrence found, record:
3. Count total occurrences per file. Compute penalty: -2 per occurrence, capped at -20.
For each file:
{filename}: {N} vague quantifiers (penalty: -{min(N*2, 20)})
line {N}: "{word}" -- {full line text}
line {N}: "{word}" -- {full line text}Summary:
Total: {N} occurrences across {M} filesIf a file has zero occurrences, report: `{filename}: 0 vague quantifiers`
Natural-Language Programming Manager — score, check, fix, and test NL artifacts across Claude Code, Codex CLI, and Antigravity. Tier-aware scoring with per-tool overlays. Part of the xiaolai plugin marketplace.
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