Multi-Modal RAG
by AaaS · open-source · Last verified 2026-03-17
Extends RAG pipelines to index and retrieve across text, images, tables, and charts — enabling agents to answer questions grounded in visually rich documents like PDFs, slide decks, and technical manuals. Covers ColPaLI-style late interaction retrieval, multi-vector indexing, and vision-language model integration for answer synthesis.
https://aaas.blog/skill/multimodal-rag ↗C+
C+—Average
Adoption: BQuality: AFreshness: A+Citations: C+Engagement: F
Specifications
- License
- MIT
- Pricing
- open-source
- Capabilities
- multimodal-indexing, image-retrieval, table-extraction, late-interaction-retrieval, visual-answer-synthesis
- Integrations
- colpali, llama-index, langchain, weaviate
- Use Cases
- document-qa, slide-deck-analysis, technical-manual-search, financial-report-qa
- API Available
- No
- Difficulty
- advanced
- Prerequisites
- rag-retrieval, ocr-pipeline, visual-question-answering
- Supported Agents
- document-agent, claude-code
- Tags
- rag, multimodal, image-rag, colpali, document-understanding
- Added
- 2026-03-17
- Completeness
- 100%
Index Score
54.3Adoption
60
Quality
84
Freshness
92
Citations
54
Engagement
0