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1. bm25s-retriever bm25s-retriever Public

   Lexical routing layer for LLM tool selection. Filter MCP-discovered and registry tools before prompt assembly using fast BM25S retrieval.

   Python 1

2. chat-with-rag chat-with-rag Public

   Modular tool-assisted RAG framework with smart ingestion, multi-stage response pipelines, multi-LLM support, dynamic prompts, and embeddable chat interfaces.

   Python 1

3. llm-adapter llm-adapter Public

   Provider-agnostic, registry-driven LLM adapter for text generation and embeddings with normalized outputs - includes an interactive test UI.

   Python 1

4. timeseries-sparklines timeseries-sparklines Public

   Lightweight server-side SVG rendering harness for Agentic workflows, SSR applications, dashboards, and APIs — generating sparklines, bar charts, and slicable time-series charts.

   Python