Does it support specific embedding models?

Yes, it supports models such as stella (for PDFs and markdown) and jina-code (for source code) to ensure high-quality vector embeddings.

What is the arc-collection skill used for?

It is a specialized Claude Code skill for managing Qdrant vector database collections, allowing you to list, create, verify, and export data used for semantic search.

Can I back up my vector collections?

Yes, the skill supports exporting collections to .arcexp or .jsonl formats, which can be shared or imported into other Qdrant instances.

Which document types are supported?

The skill includes pre-configured collection types for PDF documents, source code repositories (jina-code), and markdown files.

How do I ensure my indexed data is consistent?

You can use the 'arc collection verify' command to perform an integrity check on any collection to find and fix inconsistencies.

Qdrant Collection Manager

Name: Qdrant Collection Manager
Author: cwensel

bycwensel

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데이터베이스 관리

Manages Qdrant vector collections for optimized semantic search across PDF, code, and markdown documents.

The arc-collection skill provides comprehensive tools for managing Qdrant collections within a Claude Code environment, specifically designed for semantic search workflows. It streamlines the entire lifecycle of vector data, allowing users to create specialized collections for source code, PDF documents, and markdown files using high-performance models like Stella and Jina-code. This skill is essential for developers building RAG (Retrieval-Augmented Generation) systems who need to perform administrative tasks such as verifying collection integrity, auditing indexed items, and managing portable exports and imports.

주요 기능

01Detailed inspection of indexed items and vector metadata

02Flexible data portability via ARCOEXP and JSONL export/import

03Native support for specialized embedding models like stella and jina-code

04Comprehensive integrity verification and fsck-like health checks

053 GitHub stars

06Automated collection creation optimized for code, PDF, and markdown

사용 사례

01Verifying and repairing indexing inconsistencies in Qdrant collections

02Managing vector storage for local documentation and code semantic search

03Backing up and migrating vector database collections between environments

What are Skills?·How to Install

Install with 🐟 Skill.Fish

npx skillfish add cwensel/arcaneum arc-collection

For use in Claude.ai and ChatGPT

Download Skill