depth-classifier-updater
CommunityKeep the depth classifier aligned with real usage
Software Engineering#automation#testing#mongodb#bilingual#classifier#depth-classifier#keyword-update
Authoreamars
Version1.0.0
Installs0
System Documentation
What problem does it solve?
The skill keeps the depth classifier in sync with real conversation patterns by regenerating SHALLOW/DEEP keyword lists from MongoDB data to improve routing decisions.
Core Features & Use Cases
- Sample recent messages from MongoDB (300-1000) to reflect current usage.
- Classify messages as SHALLOW or DEEP using signal-based heuristics and deduplicate phrases.
- Balance English/Chinese keyword coverage and update depth_classifier.py.
- Validate changes with tests and provide guidance for deployment.
Quick Start
Run the updater to refresh the depth classifier keywords according to recent conversations.
Dependency Matrix
Required Modules
None requiredComponents
Standard package💻 Claude Code Installation
Recommended: Let Claude install automatically. Simply copy and paste the text below to Claude Code.
Please help me install this Skill: Name: depth-classifier-updater Download link: https://github.com/eamars/KazusaAIChatbot/archive/main.zip#depth-classifier-updater Please download this .zip file, extract it, and install it in the .claude/skills/ directory.
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