diff --git a/src/openjarvis/evals/cli.py b/src/openjarvis/evals/cli.py
index 319188a9..25ed1b5f 100644
--- a/src/openjarvis/evals/cli.py
+++ b/src/openjarvis/evals/cli.py
@@ -121,7 +121,7 @@ BENCHMARKS = {
     },
     "pinchbench": {
         "category": "agentic",
-        "description": "PinchBench real-world agent tasks (23 tasks, multi-turn with tool use)",
+        "description": "PinchBench real-world agent tasks",
     },
 }
 
@@ -532,7 +532,10 @@ def _run_agentic(
     # Wire judge for PinchBench LLM-judge and hybrid grading
     if config.benchmark == "pinchbench" and hasattr(dataset, "set_judge"):
         judge_engine = getattr(config, "judge_engine", "cloud") or "cloud"
-        judge_model = getattr(config, "judge_model", None) or "anthropic/claude-opus-4-5"
+        judge_model = (
+            getattr(config, "judge_model", None)
+            or "anthropic/claude-opus-4-5"
+        )
         judge_backend = _build_judge_backend(judge_model, engine_key=judge_engine)
         dataset.set_judge(judge_backend, judge_model)
 
diff --git a/src/openjarvis/evals/core/agentic_runner.py b/src/openjarvis/evals/core/agentic_runner.py
index 57717ba6..ec98da97 100644
--- a/src/openjarvis/evals/core/agentic_runner.py
+++ b/src/openjarvis/evals/core/agentic_runner.py
@@ -329,7 +329,8 @@ class AgenticRunner:
         if agent_bus is not None:
             for etype in (EventType.TOOL_CALL_START, EventType.TOOL_CALL_END):
                 def _relay(event, _etype=etype):
-                    event_recorder.record(_etype, **(event.data if hasattr(event, "data") else {}))
+                    data = event.data if hasattr(event, "data") else {}
+                    event_recorder.record(_etype, **data)
                 agent_bus.subscribe(etype, _relay)
                 _bus_unsubs.append((etype, _relay))