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_passages ↔ searchPassages); 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)
package = ctx.assemble_evidence("青嶺酒造", budget={"max_items": 10}) # server-side budgeted package
Prefer one add_associations call per document. Above the 10,000-association
request limit, add_associations_batched auto-chunks it; for corpus-scale
ingestion, use POST /import or taguru import. Each call pays for a full
durable write.
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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