pronoun-resolverDetects ambiguous pronouns, vague referents, and bare imperatives in user messages and flags them for resolution using conversation context. Zero-latency det...
Install via ClawdBot CLI:
clawdbot install kaicianflone/pronoun-resolverGrade Fair — based on market validation, documentation quality, package completeness, maintenance status, and authenticity signals.
Calls external URL not in known-safe list
https://github.com/kaicianflone/coding-pronoun-prompt-resolver.gitAudited May 25, 2026 · audit v1.0
Generated Aug 24, 2026
A tech support chatbot helps users troubleshoot issues. The pronoun resolver ensures 'it' or 'that' in follow-up messages refer to the correct error code or step, reducing miscommunication and improving resolution times.
Developers use an AI assistant to review pull requests. When a user says 'fix this' or 'make it better', the resolver identifies whether they mean the code style, performance, or specific function, ensuring accurate code changes.
Doctors dictate notes via voice assistant. Ambiguous pronouns like 'it' or 'that' are resolved using the patient context, preventing critical details from being misinterpreted in medical records.
Lawyers use an AI to review contracts. When they say 'change this' or 'make that clearer', the resolver determines which clause or term they refer to, avoiding costly errors in legal documents.
An AI tutor helps students practice conversation. The resolver clarifies pronouns in student sentences, providing better corrections and explanations in context.
Businesses pay a monthly fee per user for the AI assistant. The pronoun resolver is included as a premium feature that boosts productivity and accuracy.
The pronoun resolver is offered as an API endpoint, charged per 1,000 resolutions. Companies integrate it into their own AI systems, paying only for what they use.
Basic pronoun detection is free and open source. Enterprise features like advanced analytics, team-wide calibration, and integration support are paid.
💬 Integration Tip
Integrate the pronoun resolver as a preprocessing step in your AI pipeline, using the hook to flag ambiguous references before the main LLM processes the input.
Scored Aug 24, 2026
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