clarity-aiAI-Powered Intent Parser - Transform messy input into crystal-clear instructions. Converts verbose Chinese/English input into structured intent. Supports 7 i...
Install via ClawdBot CLI:
clawdbot install yjin94606-art/clarity-aiGrade Fair — based on market validation, documentation quality, package completeness, maintenance status, and authenticity signals.
Potentially destructive shell commands in tool definitions
curl -sL https://raw.githubusercontent.com/yjin94606-art/clarity-ai/main/installCalls external URL not in known-safe list
https://img.shields.io/badge/version-2.1.0-blue?style=flat-squareUses known external API (expected, informational)
raw.githubusercontent.comAI Analysis
The skill definition itself describes a local, privacy-first rule engine and contains no instructions to send user data externally. The flagged signals relate to installation scripts and badges, which are common in documentation and do not indicate active data exfiltration during skill operation.
Generated May 12, 2026
Developers paste messy error messages or code snippets, and Clarity AI parses the intent to identify bugs and suggest fixes. Reduces time spent deciphering unclear problem descriptions in support forums or chat.
A web developer describes slow page loads in natural language. Clarity AI extracts the performance intent and relevant language (e.g., JavaScript) to guide optimization efforts.
Students ask vague questions like 'explain recursion'. Clarity AI identifies the 'Learn' intent and provides structured explanations in the chosen programming language.
A team lead requests a code review in mixed Chinese and English. Clarity AI normalizes the input into a clear 'Code Review' intent with the correct language tag.
Product managers describe features in plain English or Chinese. Clarity AI outputs 'Code Creation' intent with the target language, enabling faster translation to code.
Offer Clarity AI as a premium plugin for collaboration platforms like Slack or Discord, with tiered pricing based on usage or team size. Revenue from monthly/annual subscriptions.
Basic intent parsing is free, but advanced features (e.g., custom intent types, higher rate limits) are paid via API credits. Revenue from API usage and enterprise licenses.
Partner with coding bootcamps and online learning platforms to integrate Clarity AI for students. Charge per student or offer a platform revenue share.
💬 Integration Tip
Enable precision mode via a simple keyword trigger ('开启精准模式' or 'Enable precision mode') in your chat interface, then send user messages to the Clarity AI API for structured intent and language extraction.
Scored May 12, 2026
Audited Apr 17, 2026 · audit v1.0
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