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SkillHub ClubAnalyze Data & AIData / AIDevOps

building-rag-systems

This skill provides detailed implementation patterns for building RAG systems using LangChain and Qdrant. It covers 8 distinct architectures, semantic chunking strategies, and includes production-ready code for ingestion pipelines, search, and FastAPI deployment. The documentation includes concrete examples for change detection and context expansion.

Packaged view

This page reorganizes the original catalog entry around fit, installability, and workflow context first. The original raw source lives below.

Stars
159
Hot score
96
Updated
March 20, 2026
Overall rating
A8.2
Composite score
6.4
Best-practice grade
B75.6

Install command

npx @skill-hub/cli install panaversity-agentfactory-building-rag-systems
ragvector-searchlangchainqdrantsemantic-chunking

Repository

panaversity/agentfactory

Skill path: .claude/skills/building-rag-systems

This skill provides detailed implementation patterns for building RAG systems using LangChain and Qdrant. It covers 8 distinct architectures, semantic chunking strategies, and includes production-ready code for ingestion pipelines, search, and FastAPI deployment. The documentation includes concrete examples for change detection and context expansion.

Open repository

Best for

Primary workflow: Analyze Data & AI.

Technical facets: Data / AI, DevOps.

Target audience: AI/ML teams looking for install-ready agent workflows..

License: Unknown.

Original source

Catalog source: SkillHub Club.

Repository owner: panaversity.

This is still a mirrored public skill entry. Review the repository before installing into production workflows.

What it helps with

  • Install building-rag-systems into Claude Code, Codex CLI, Gemini CLI, or OpenCode workflows
  • Review https://github.com/panaversity/agentfactory before adding building-rag-systems to shared team environments
  • Use building-rag-systems for ai/ml workflows

Works across

Claude CodeCodex CLIGemini CLIOpenCode

Favorites: 0.

Sub-skills: 0.

Aggregator: No.

building-rag-systems | SkillHub