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qdrant-pdf-reloader

Community

Update Qdrant PDFs with surgical precision.

Data & Analytics#pdf#embeddings#rag#vector database#qdrant#data refresh#document update
Authortechybolek
Version1.0.0
Installs0

System Documentation

What problem does it solve?

Updating a single PDF document in your Qdrant vector database often requires reloading the entire collection, a time-consuming process. This Skill provides a fast, targeted way to refresh individual PDFs, applying the latest processing and embeddings without disrupting your entire database.

Core Features & Use Cases

  • Surgical Precision: Updates only the specified PDF, leaving all other documents untouched.
  • 3-Step Process: Automatically deletes old chunks, re-processes the PDF, and uploads new, improved chunks.
  • Contextual Embeddings: Generates fresh document and chunk contexts for enhanced retrieval.
  • Use Case: You've fixed a text cleaning issue in a specific policy document. Use this Skill to quickly reload just that PDF, ensuring its content is perfectly indexed for RAG.

Quick Start

Reload bcy-26-income-eligibility-and-maximum-psoc-twc.pdf to fix text issues.

Dependency Matrix

Required Modules

langchainlangchain-openaiqdrant-clientpymupdflangchain-groq

Components

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: qdrant-pdf-reloader
Download link: https://github.com/techybolek/child/archive/main.zip#qdrant-pdf-reloader

Please download this .zip file, extract it, and install it in the .claude/skills/ directory.
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