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| # researchmind | |
| Local ingest, MemRAG persistence, and retrieval for the ResearchMind agent. | |
| - Scrape web (httpx + trafilatura), PDF (pypdf), DOCX (python-docx) | |
| - Chunk, embed (sentence-transformers), store in SQLite | |
| - Top-k retrieval with graph neighbor expansion and citation formatting | |
| Set `RESEARCHMIND_DATA_DIR` (default `outputs/researchmind`) for the memory database and raw snapshots. | |