Drop-in tamper-evident audit callbacks for LangChain, LangGraph, CrewAI, AutoGen, PydanticAI. Streams events into the Ujex hash-chained audit ledger (IETF draft-sharif-agent-audit-trail-00).
Project description
ujex-compliance-callback (Python)
Drop-in tamper-evident audit callbacks for AI agent frameworks. Streams events into a Ujex hash-chained ledger that satisfies IETF draft-sharif-agent-audit-trail-00 (AAT) and ISO/IEC 42005:2025 evidence requirements.
Resolves LangChain RFC #35691.
Install
pip install ujex-compliance-callback
LangChain / LangGraph
from langchain_openai import ChatOpenAI
from ujex_compliance_callback import UjexComplianceClient, UjexLangChainCallback
client = UjexComplianceClient(
endpoint="https://us-central1-axy-ujex.cloudfunctions.net",
device_key=os.environ["UJEX_DEVICE_KEY"],
agent_id="my-agent",
agent_version="1.4.2",
)
handler = UjexLangChainCallback(client)
llm = ChatOpenAI(callbacks=[handler])
CrewAI
from crewai.events import event_bus
from ujex_compliance_callback import UjexComplianceClient, UjexCrewAICallback
cb = UjexCrewAICallback(UjexComplianceClient(...))
event_bus.on("agent_execution_started", cb.on_agent_execution_started)
event_bus.on("tool_usage_started", cb.on_tool_usage_started)
event_bus.on("tool_usage_finished", cb.on_tool_usage_finished)
Verify the chain offline
pip install ujex-audit-chain
python -m ujex_audit_chain verify bundle.zip # also accepts an extracted dir or records.jsonl
License
Apache-2.0.
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