Ayush-yadav11

Ayush-yadav11/quillrag

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

0 stars 0 forks 0 watchers Rust MIT License
embeddings local-first mcp rag rust search
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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) 23 days 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 23 days 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 24 days 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