Pronoun Resolver

Intercepts ambiguous pronouns (it, them, these, those, that, this, they, its) in user prompts and resolves them to specific referents using a tiered LLM engine before Claude acts. Reduces hallucinations from vague input. Uses a self-learning ledger that adapts confidence thresholds per project. Always active when installed.

Automatically detects ambiguous pronouns in your prompts and resolves them to specific referents before Claude acts on them.

How It Works

1. Every message is scanned for pronouns: it, them, these, those, that, this, they, its
2. If the prompt is self-contained (pronoun + specific noun), it passes through untouched
3. If a pronoun is ambiguous, a quick LLM self-check resolves it with a confidence score
4. If confidence is low, 3 independent LLM agents vote on the resolution
5. The resolved referent is injected as context — your original message is never modified

Ledger

Resolutions are logged to .claude/pronoun-ledger.json in the project directory. The ledger tracks accuracy and adjusts the confidence threshold over time:

• High accuracy: trusts self-check more (fewer council escalations)
• Low accuracy: escalates to council more often

Disable

Create .claude/pronoun-resolver-disabled in the project root to disable. Delete the file to re-enable.

Install

Symlink or copy this directory to ~/.claude/skills/pronoun-resolver:

ln -s /path/to/coding-pronoun-prompt-resolver ~/.claude/skills/pronoun-resolver