Install
$ dsh plugin --profile web add dsh-kb-ragPlugin Overview & Capabilities
AI-assisted organization based on the public repository snapshot. The content must be grounded in source evidence and does not replace compatibility or security verification.
Key Capabilities
- Provides 9 model tools including kb_ingest, kb_zotero, kb_search, kb_rag, kb_scope, kb_dedup, kb_clear, kb_stats, and kb_fetch
- Performs hybrid retrieval using BM25 and bge-small vector embeddings fused with RRF and section-aware weights
- Applies Cross-Encoder reranking via bge-reranker-base for precise context extraction
- Generates exact clickable citations with DOI links and file locations
- Supports incremental SHA256 deduplication and Zotero library migration
- Runs entirely locally with zero API cost and resident daemon architecture for sub-second hot queries
Useful For
- Academic paper search and exact citation retrieval across local PDF and Zotero collections
- Strict-mode literature Q&A grounded solely in indexed research papers without hallucinated extrapolations
- Direct PDF fetching and indexing using DOI or arXiv identifiers inside DeepSeek Harness sessions
Who It Fits
- Graduate students, PhD candidates, and academic researchers managing local paper libraries
- DeepSeek Harness users seeking privacy-preserving, zero-cloud-cost document retrieval
Documented Limitations
- Requires local Python dependencies and PyMuPDF/embedding models to be installed and loaded in memory
- Metadata publication year extraction may occasionally misidentify years when PDF metadata headers are missing
- In-memory BM25 scan is optimized for up to tens of thousands of chunks rather than massive enterprise datasets
DSH Compatibility
Version-specific runtime evidence collected by DSH Plugin. A missing result means we have not tested that combination yet.
Security Signals
Objective signals discovered from package metadata and source inspection. These are not a guarantee that a plugin is safe.
Source & Registry Notes
Public provenance, Registry classification, and the latest source check for this entry, kept separate from runtime verification.
- Source repository
- Breeze136/dsh-kb-rag
- Registry source
- GitHub · dsh-plugin topic
- Registry classification
- Plugin
- Source checked
- 4cf8aba · 2026-09-18
This project is independently indexed from public source information. DSH Plugin is not affiliated with DeepSeek or the plugin author. Always check the author repository before installation.
Repository Activity
- GitHub stars
- 11GitHub stars
- Forks
- 1
- Open issues
- 2
- Last commit
- 2026-09-16
- Last release
- 2026-09-14
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