claude 205fcfd7ef feat: port template upgrades (citations, eval, chunking, nomic prefixes) ...

mcp 2.x is already on origin/main. This ports the rest of
docs-mcp-template #12–#16 without replacing HVM's BM25-first
search_docs path.

- Numbered [1] citations via docs_mcp/format.py
- Eval P@1 + JSONL sidecar + eval.pvalue
- Heading-recursive chunker, keep chunk-0 and MAX_CHARS=4000
- Nomic prefixes at embed time only; stored text unprefixed

Closes #15

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..

__init__.py

initial: docs-mcp-template — build guide + scaffolded server

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bm25.py

initial: docs-mcp-template — build guide + scaffolded server

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chunk.py

feat: port template upgrades (citations, eval, chunking, nomic prefixes)

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embeddings.py

feat: port template upgrades (citations, eval, chunking, nomic prefixes)

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index.py

feat: port template upgrades (citations, eval, chunking, nomic prefixes)

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test_chunk.py

feat: port template upgrades (citations, eval, chunking, nomic prefixes)

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test_embeddings.py

feat: port template upgrades (citations, eval, chunking, nomic prefixes)

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