qdrant-manager
CommunityVectorize chapters for fast Qdrant-backed RAG.
AuthorFAIQahm
Version1.0.0
Installs0
System Documentation
What problem does it solve?
This skill centralizes the process of vectorizing textbook chapters and managing Qdrant Cloud collections to enable fast, retrieval-augmented generation across large markdown datasets.
Core Features & Use Cases
- Vectorization of markdown chapters with header-based chunking and metadata extraction for precise retrieval.
- Collection management for Qdrant Cloud, including creation, updates, and efficient querying.
- Language-aware metadata tagging to support multilingual content and filtered search across chapters.
Quick Start
Initialize and vectorize your chapters by running the setup script to create the collection and index docs for RAG.
Dependency Matrix
Required Modules
qdrant-clientopenaitiktokenpython-dotenvrich
Components
scriptsassets
💻 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: qdrant-manager Download link: https://github.com/FAIQahm/hackathon_I_book/archive/main.zip#qdrant-manager Please download this .zip file, extract it, and install it in the .claude/skills/ directory.
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