Basic RAG Pipeline
by AaaS · open-source · Last verified 2026-03-01
Minimal RAG pipeline script for getting started with retrieval-augmented generation. Sets up document loading, text splitting, embedding generation, and vector store indexing with a simple query interface for prototyping and learning.
https://aaas.blog/script/rag-pipeline-basic ↗B
B—Above Average
Adoption: B+Quality: B+Freshness: ACitations: BEngagement: F
Specifications
- License
- MIT
- Pricing
- open-source
- Capabilities
- document-loading, text-splitting, embedding-generation, vector-indexing, query-interface
- Integrations
- langchain, chromadb, openai
- Use Cases
- rag-prototyping, learning-rag, quick-demo, document-qa-mvp
- API Available
- No
- Language
- python
- Dependencies
- langchain, chromadb, openai, tiktoken, pypdf
- Environment
- Python 3.11+
- Est. Runtime
- 2-5 minutes depending on document count
- Tags
- script, automation, rag, pipeline, beginner
- Added
- 2026-03-17
- Completeness
- 100%
Index Score
61.5Adoption
78
Quality
74
Freshness
80
Citations
62
Engagement
0