Function afml_search

scripts/afml_mcp_server.py:198–227

(
    query: str,
    top_k: int = 8,
    chapter: str = "",
    section: str = "",
    semantic_weight: float = 0.86,
    include_text: bool = True,
)

    ),
)
def afml_search(
    query: str,
    top_k: int = 8,
    chapter: str = "",
    section: str = "",
    semantic_weight: float = 0.86,
    include_text: bool = True,
) -> dict[str, Any]:
    if top_k < 1:
        top_k = 1
    if top_k > 50:
        top_k = 50

    results = _score_results(
        query=query,
        top_k=top_k,
        chapter=chapter,
        section=section,
        semantic_weight=semantic_weight,
    )
    if not include_text:
        for r in results:
            r.pop("text", None)

    return {
        "query": query,
        "top_k": top_k,
        "filters": {"chapter": chapter, "section": section},
        "results": results,
    }


@mcp.tool(