ica-instrumentation 0.1.0

ICA instrumentation — one line to capture, govern, and seal every OpenAI/Anthropic call. Content never leaves the process.

ica-instrumentation

One line to capture, govern, and seal every AI call your Python app makes. Content never leaves the process — only a hash travels. Standard library only.

from openai import OpenAI
import ica_instrumentation as ica

ica.init(org="org_acme", token=os.environ["ICA_INGEST_TOKEN"])
client = ica.instrument(OpenAI())

# used exactly as before — now captured + governed
r = client.chat.completions.create(model="gpt-4o", messages=messages)

• Captured: every request (model, prompt hash, tokens) and response, sealed into the ICA ledger with a court-grade receipt.
• Governed: when the operator has armed enforcement and policy denies a call, create() raises ICABlockedError before the model is reached. Shadow mode (the default) records without blocking.
• Private: prompts/outputs are hashed, never sent.

Config via ica.init(...) or env: ICA_ORG, ICA_INGEST_TOKEN, ICA_INGEST_URL, ICA_AGENT_HANDLE, ICA_SESSION_ID. Instruments OpenAI (chat.completions, responses) and Anthropic (messages).