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* docs: document run event stream contract * fix(run): address event stream review feedback --------- Co-authored-by: MiaoRuidx <12540796+MiaoRuidx@users.noreply.github.com> Co-authored-by: Willem Jiang <willem.jiang@gmail.com>
218 lines
9.2 KiB
Python
218 lines
9.2 KiB
Python
"""GuardrailMiddleware - evaluates tool calls against a GuardrailProvider before execution."""
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import logging
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from collections.abc import Awaitable, Callable
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from datetime import UTC, datetime
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from typing import override
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from langchain.agents import AgentState
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from langchain.agents.middleware import AgentMiddleware
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from langchain_core.messages import ToolMessage
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from langgraph.errors import GraphBubbleUp
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from langgraph.prebuilt.tool_node import ToolCallRequest
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from langgraph.types import Command
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from deerflow.authz.principal import normalize_authz_attributes
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from deerflow.guardrails.provider import GuardrailDecision, GuardrailProvider, GuardrailReason, GuardrailRequest
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from deerflow.runtime.events.catalog import MIDDLEWARE_GUARDRAIL_TAG
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logger = logging.getLogger(__name__)
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_REASON_MESSAGE_LIMIT = 500
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class GuardrailMiddleware(AgentMiddleware[AgentState]):
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"""Evaluate tool calls against a GuardrailProvider before execution.
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Denied calls return an error ToolMessage so the agent can adapt.
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If the provider raises, behavior depends on fail_closed:
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- True (default): block the call
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- False: allow it through with a warning
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"""
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def __init__(self, provider: GuardrailProvider, *, fail_closed: bool = True, passport: str | None = None):
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self.provider = provider
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self.fail_closed = fail_closed
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self.passport = passport
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@staticmethod
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def _resolve_context(request: ToolCallRequest) -> dict:
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runtime = getattr(request, "runtime", None)
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context = getattr(runtime, "context", None) if runtime is not None else None
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return context if isinstance(context, dict) else {}
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def _build_request(self, request: ToolCallRequest, context: dict) -> GuardrailRequest:
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return GuardrailRequest(
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tool_name=str(request.tool_call.get("name", "")),
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tool_input=request.tool_call.get("args", {}),
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agent_id=self.passport,
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thread_id=context.get("thread_id"),
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is_subagent=bool(context.get("is_subagent")),
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timestamp=datetime.now(UTC).isoformat(),
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user_id=context.get("user_id"),
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user_role=context.get("user_role"),
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oauth_provider=context.get("oauth_provider"),
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oauth_id=context.get("oauth_id"),
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run_id=context.get("run_id"),
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tool_call_id=request.tool_call.get("id"),
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channel_user_id=context.get("channel_user_id"),
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is_internal=context.get("is_internal") is True,
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authz_attributes=normalize_authz_attributes(context.get("authz_attributes")),
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)
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def _build_denied_message(self, request: ToolCallRequest, decision: GuardrailDecision) -> ToolMessage:
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tool_name = str(request.tool_call.get("name", "unknown_tool"))
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tool_call_id = str(request.tool_call.get("id", "missing_id"))
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reason_text = decision.reasons[0].message if decision.reasons else "blocked by guardrail policy"
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reason_code = decision.reasons[0].code if decision.reasons else "oap.denied"
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return ToolMessage(
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content=f"Guardrail denied: tool '{tool_name}' was blocked ({reason_code}). Reason: {reason_text}. Choose an alternative approach.",
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tool_call_id=tool_call_id,
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name=tool_name,
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status="error",
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)
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def _record_guardrail_event(
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self,
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context: dict,
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guardrail_request: GuardrailRequest,
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decision: GuardrailDecision,
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*,
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action: str,
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provider_error: bool,
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) -> None:
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"""Persist a security-relevant guardrail decision to RunJournal.
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This follows the optional-Journal pattern used by existing middleware:
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audit persistence is best-effort and must never change tool execution
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behavior. Runtimes without ``__run_journal`` (including embedded and
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subagent execution) skip persistence.
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"""
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journal = context.get("__run_journal")
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if journal is None:
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return
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reason_codes = [reason.code for reason in decision.reasons if reason.code]
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reason_messages = [reason.message[:_REASON_MESSAGE_LIMIT] for reason in decision.reasons if reason.message]
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changes = {
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"tool_name": guardrail_request.tool_name,
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"tool_call_id": guardrail_request.tool_call_id,
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"agent_id": guardrail_request.agent_id,
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# Native subagents do not currently inherit __run_journal; custom
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# runtimes may still provide one with subagent attribution.
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"is_subagent": guardrail_request.is_subagent,
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"user_role": guardrail_request.user_role,
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"allow": decision.allow,
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"policy_id": decision.policy_id,
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"reason_codes": reason_codes,
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"reason_messages": reason_messages,
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"fail_closed": self.fail_closed,
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"provider_error": provider_error,
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}
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try:
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journal.record_middleware(
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tag=MIDDLEWARE_GUARDRAIL_TAG,
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name=type(self).__name__,
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hook="wrap_tool_call",
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action=action,
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changes=changes,
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)
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except Exception: # noqa: BLE001
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logger.warning("Failed to record middleware:guardrail event", exc_info=True)
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@override
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def wrap_tool_call(
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self,
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request: ToolCallRequest,
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handler: Callable[[ToolCallRequest], ToolMessage | Command],
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) -> ToolMessage | Command:
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context = self._resolve_context(request)
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gr = self._build_request(request, context)
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try:
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decision = self.provider.evaluate(gr)
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except GraphBubbleUp:
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# Preserve LangGraph control-flow signals (interrupt/pause/resume).
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raise
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except Exception:
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logger.exception("Guardrail provider error (sync)")
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if self.fail_closed:
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decision = GuardrailDecision(allow=False, reasons=[GuardrailReason(code="oap.evaluator_error", message="guardrail provider error (fail-closed)")])
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self._record_guardrail_event(
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context,
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gr,
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decision,
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action="deny_tool_call",
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provider_error=True,
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)
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return self._build_denied_message(request, decision)
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else:
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decision = GuardrailDecision(allow=True, reasons=[GuardrailReason(code="oap.evaluator_error", message="guardrail provider error (fail-open)")])
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self._record_guardrail_event(
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context,
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gr,
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decision,
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action="allow_tool_call_after_provider_error",
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provider_error=True,
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)
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return handler(request)
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if not decision.allow:
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logger.warning("Guardrail denied: tool=%s policy=%s code=%s", gr.tool_name, decision.policy_id, decision.reasons[0].code if decision.reasons else "unknown")
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self._record_guardrail_event(
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context,
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gr,
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decision,
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action="deny_tool_call",
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provider_error=False,
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)
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return self._build_denied_message(request, decision)
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return handler(request)
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@override
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async def awrap_tool_call(
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self,
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request: ToolCallRequest,
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handler: Callable[[ToolCallRequest], Awaitable[ToolMessage | Command]],
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) -> ToolMessage | Command:
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context = self._resolve_context(request)
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gr = self._build_request(request, context)
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try:
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decision = await self.provider.aevaluate(gr)
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except GraphBubbleUp:
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# Preserve LangGraph control-flow signals (interrupt/pause/resume).
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raise
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except Exception:
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logger.exception("Guardrail provider error (async)")
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if self.fail_closed:
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decision = GuardrailDecision(allow=False, reasons=[GuardrailReason(code="oap.evaluator_error", message="guardrail provider error (fail-closed)")])
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self._record_guardrail_event(
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context,
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gr,
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decision,
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action="deny_tool_call",
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provider_error=True,
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)
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return self._build_denied_message(request, decision)
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else:
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decision = GuardrailDecision(allow=True, reasons=[GuardrailReason(code="oap.evaluator_error", message="guardrail provider error (fail-open)")])
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self._record_guardrail_event(
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context,
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gr,
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decision,
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action="allow_tool_call_after_provider_error",
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provider_error=True,
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)
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return await handler(request)
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if not decision.allow:
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logger.warning("Guardrail denied: tool=%s policy=%s code=%s", gr.tool_name, decision.policy_id, decision.reasons[0].code if decision.reasons else "unknown")
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self._record_guardrail_event(
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context,
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gr,
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decision,
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action="deny_tool_call",
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provider_error=False,
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)
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return self._build_denied_message(request, decision)
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return await handler(request)
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