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Python client SDK for the Taguru long-term semantic memory server

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taguru (Python SDK)

Official Python client SDK for the Taguru long-term semantic memory server. The TypeScript SDK (taguru on npm) exposes the identical surface — method names differ only by casing convention (search_passagessearchPassages); data fields are the wire's own snake_case in both.

pip install taguru
from taguru import Taguru

client = Taguru()  # defaults: $TAGURU_URL / $TAGURU_API_TOKEN, else http://127.0.0.1:8248
client.contexts.create("sake", description="青嶺酒造という架空の酒蔵の知識")

ctx = client.context("sake")
ctx.add_associations([
    {"subject": "青嶺酒造", "label": "代表銘柄", "object": "青嶺", "weight": 1.0, "source": "docs/aomine.md"},
])
ctx.store_passages({"docs/aomine.md": "青嶺酒造は1907年創業。代表銘柄は「青嶺」。"})

result = ctx.retrieve("青嶺酒造")           # resolve → describe → activate → citations
hits = ctx.search_passages("1907年に創業した")  # text lane (phrase as an answer)

AsyncTaguru is the same surface with async/await. The behavioral contract is the server's own protocol document — read it from the deployment you target: client.protocol() (GET /protocol).

See the repository's sdk/ directory for the full documentation, the LangChain integration (langchain-taguru), and the cross-language surface spec.

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