hunter-seeker
Python client, hs CLI and framework adapters for the Hunter-Seeker Verdict layer —
deterministic, signed, refusable decisions for AI agents.
Agents may generate copy. They may not invent the score.
pip install hunter-seeker
export HS_API_KEY=hsk_test_...
hs sample # ranks a sample dataset and verifies the Verdict
from hunter_seeker import Client
hs = Client()
out = hs.score_entity(model_ref=ref, row=row, subject_kind="org")
out["entity"]["band"] # act | escalate | refuse
hs.verify(out["verdict"], out["signature"]) # valid | invalid_signature | expired | unknown_key
Extras: hunter-seeker[langchain], hunter-seeker[crewai].
The client refuses to call an unsigned Verdict valid — a missing signature reports
invalid_signature, because production engines will not serve one.
Pre-release: the hosted service is not serving yet. Full docs, the OpenAPI contract, the n8n node and Agent Skills: https://github.com/dmilstein-match/hunter-seeker-sdk
Apache-2.0.
1 maintainer
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