Ayush-yadav11

Ayush-yadav11/quillrag

Single-binary local RAG MCP server in Rust — MiniLM compiled in, hybrid BM25+dense, zero runtime downloads

3 good first / help-wanted issues · Rust · last activity Aug 26, 2026

0 stars 0 forks 0 watchers Rust MIT License

embeddings local-first mcp rag rust search

3 Open Issues Need Help Last updated: Aug 26, 2026

Open Issues Need Help

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Multi-threaded dense scan (parallelize Store::dense_scan) 2 months ago

enhancement good first issue

Ayush-yadav11/quillrag

0

Single-binary local RAG MCP server in Rust — MiniLM compiled in, hybrid BM25+dense, zero runtime downloads

Rust

#embeddings#local-first#mcp#rag#rust#search

Scalar quantization (SQ8) for stored vectors — 4x RAM cut 2 months ago

enhancement good first issue

Ayush-yadav11/quillrag

0

Single-binary local RAG MCP server in Rust — MiniLM compiled in, hybrid BM25+dense, zero runtime downloads

Rust

#embeddings#local-first#mcp#rag#rust#search

Reranker hook: pluggable post-fusion rescoring stage 2 months ago

enhancement good first issue

Ayush-yadav11/quillrag

0

Single-binary local RAG MCP server in Rust — MiniLM compiled in, hybrid BM25+dense, zero runtime downloads

Rust

#embeddings#local-first#mcp#rag#rust#search