UKGovernmentBEIS/inspect_ai

Pattern Findings

The scanner identified 18058 distinct pattern matches across 23 syntactic categories. Each entry below represents a discrete location in the source code where the engine recorded a detector match to inspect in context. Expand any category row to inspect the individual file paths, line numbers, code snippets, and the lexical context (CODE, COMMENT, or STRING) in which each match was detected.

Reading the findings table: The Severity column indicates the configured finding weight (CRITICAL / HIGH / MEDIUM / LOW). The Context column identifies whether the match occurred inside executable code, an inline comment, or a string literal — legacy comment-context matches receive a ×1.5 score weight. The ⚡ bolt icon marks clustered matches: three or more patterns within a 10-line window, each receiving an additional ×1.5 density multiplier under the legacy scoring model.

Hyper-Verbose Identifiers12500 hits · 10906 pts

Severity	File	Line	Snippet	Context
LOW	design/ctl/config-log-persistence.md	161	def effective_generate_config(log: EvalLog) -> GenerateConfig: ...	CODE
LOW	tests/test_task_cancel.py	34	def test_abort_cancel_produces_error_status() -> None:	CODE
LOW	tests/test_task_cancel.py	93	def test_abort_cancel_not_retried_without_task_retries() -> None:	CODE
LOW	tests/test_task_cancel.py	166	def test_score_resolution_cancel_completes_eval() -> None:	CODE
LOW	tests/test_task_cancel.py	223	def test_error_resolution_cancel_completes_eval() -> None:	CODE
LOW	tests/test_task_cancel.py	265	def test_error_resolution_rejected_when_samples_fail_on_error() -> None:	CODE
LOW	tests/test_task_cancel.py	274	def error_resolution_rejected_solver():	CODE
LOW	tests/test_task_cancel.py	303	def test_error_resolution_downgraded_for_materializing_fail_on_error_sample() -> None:	CODE
LOW	tests/test_task_cancel.py	329	def downgrade_resolution_solver():	CODE
LOW	tests/test_task_cancel.py	366	def test_drain_resolution_cancels_materializing_sample() -> None:	CODE
LOW	tests/test_task_cancel.py	446	def test_sample_cancelled_interrupt_action() -> None:	CODE
LOW	tests/test_task_cancel.py	455	def cancelled_interrupt_solver():	CODE
LOW	tests/test_task_cancel.py	493	def test_score_resolution_sweep_preserves_cancelled_sample() -> None:	CODE
LOW	tests/test_task_cancel.py	506	def cancelled_then_score_solver():	CODE
LOW	tests/test_task_cancel.py	543	def test_interrupt_in_retry_drain_window_resolves_cancelled() -> None:	CODE
LOW	tests/test_task_cancel.py	571	def drain_window_error_solver():	CODE
LOW	tests/test_task_cancel.py	642	def test_external_interrupt_with_pending_resolution_logs_cancelled(	CODE
LOW	tests/test_task_cancel.py	828	def test_sample_cancel_while_initializing_resolves_at_start(	CODE
LOW	tests/test_task_cancel.py	909	def test_sample_cancel_while_initializing_wins_over_later_task_score(	CODE
LOW	tests/test_task_cancel.py	958	def test_sample_cancel_while_initializing_then_init_failure_abandons(	CODE
LOW	tests/test_task_cancel.py	1036	def test_errored_attempt_marked_retry_pending() -> None:	CODE
LOW	tests/test_eval_set_capture.py	68	def test_eval_set_capture_manifest(	CODE
LOW	tests/test_eval_set_capture.py	108	def test_eval_set_capture_limit_and_epochs(	CODE
LOW	tests/test_eval_set_capture.py	126	def test_eval_set_capture_max_samples(	CODE
LOW	tests/test_eval_set_capture.py	137	def test_eval_set_capture_model_roles(	CODE
LOW	tests/test_eval_set_capture.py	148	def test_eval_set_capture_model_roles_list(	CODE
LOW	tests/test_eval_set_capture.py	162	def test_eval_set_capture_adhoc_task(	CODE
LOW	tests/test_eval_set_capture.py	191	def test_eval_set_capture_task_source_error(	CODE
LOW	tests/test_eval_set_capture.py	204	def test_eval_set_capture_subprocess_protocol(tmp_path: Path) -> None:	CODE
LOW	tests/test_eval_set_capture.py	347	def test_eval_set_capture_schema_stability() -> None:	CODE
LOW⚡	tests/test_sample_limits.py	141	def test_message_limit_generate():	CODE
LOW⚡	tests/test_sample_limits.py	145	def test_message_limit_append():	CODE
LOW⚡	tests/test_sample_limits.py	149	def test_message_limit_overwrite():	CODE
LOW⚡	tests/test_sample_limits.py	153	def test_message_limit_reached_before_assistant_message():	CODE
LOW	tests/test_sample_limits.py	70	def looping_concurrecy_solver():	CODE
LOW	tests/test_sample_limits.py	169	def test_message_limit_does_not_apply_to_scorer():	CODE
LOW	tests/test_sample_limits.py	218	def test_token_limit_reached_exactly_refuses_next_generate():	CODE
LOW	tests/test_sample_limits.py	239	def test_token_limit_does_not_apply_to_scorer():	CODE
LOW	tests/test_sample_limits.py	285	def test_output_token_limit_string_form():	CODE
LOW	tests/test_sample_limits.py	320	def test_token_limit_type_absent_for_int_limit():	CODE
LOW	tests/test_sample_limits.py	367	def test_turn_limit_does_not_apply_to_scorer():	CODE
LOW	tests/test_sample_limits.py	415	def test_sample_limits_available_to_scorer():	CODE
LOW	tests/test_sample_limits.py	446	def test_solver_scorer_combined_timeout():	CODE
LOW	tests/test_sample_limits.py	455	def test_solver_scorer_combined_timeout_exceeded():	CODE
LOW	tests/test_sample_limits.py	466	def test_solver_timeout_scored():	CODE
LOW	tests/test_sample_limits.py	475	def test_solver_timeout_not_scored():	CODE
LOW	tests/test_sample_limits.py	494	def test_working_limit_reporting():	CODE
LOW	tests/test_sample_limits.py	511	def test_working_limit_does_not_raise_during_sandbox_teardown() -> None:	CODE
LOW	tests/test_sample_limits.py	526	def check_working_limit_event(log: EvalLog, working_limit: int):	CODE
LOW	tests/test_sample_limits.py	580	def test_cost_limit_without_cost_data_errors() -> None:	CODE
LOW	tests/test_sample_limits.py	592	def test_model_without_cost_data_errors() -> None:	CODE
LOW	tests/test_sample_limits.py	609	def test_cost_data_without_cost_limit_tracks_cost() -> None:	CODE
LOW	tests/test_sample_limits.py	640	def test_cost_data_keyed_by_full_model_string_tracks_cost() -> None:	CODE
LOW	tests/test_sample_limits.py	677	def test_two_models_both_with_cost_data_tracks_cost() -> None:	CODE
LOW	tests/test_sample_limits.py	728	def test_task_level_cost_limit_without_cost_data_errors() -> None:	CODE
LOW	tests/test_sample_limits.py	740	def test_task_level_cost_limit() -> None:	CODE
LOW	tests/test_sample_limits.py	771	def test_model_cost_config_file() -> None:	CODE
LOW	tests/test_sample_limits.py	803	def test_model_cost_config_dict() -> None:	CODE
LOW	tests/test_sample_limits.py	831	def test_operator_limit_records_reason() -> None:	CODE
LOW	tests/test_retry.py	67	def test_eval_retry_with_task_name():	CODE
12440 more matches not shown…

Decorative Section Separators1315 hits · 4850 pts

Severity	File	Line	Snippet	Context
MEDIUM	design/s3-incremental-log-flush.md	762	#480 (independent) ──────────────────────────────────────┐	COMMENT
MEDIUM	tests/test_task_cancel.py	721	# ---------------------------------------------------------------------------	COMMENT
MEDIUM	tests/test_task_cancel.py	724	# ---------------------------------------------------------------------------	COMMENT
MEDIUM	tests/conftest.py	35	# ---------------------------------------------------------------------------	COMMENT
MEDIUM	tests/conftest.py	49	# ---------------------------------------------------------------------------	COMMENT
MEDIUM	tests/conftest.py	370	# ---------------------------------------------------------------------------	COMMENT
MEDIUM	tests/conftest.py	388	# ---------------------------------------------------------------------------	COMMENT
MEDIUM⚡	tests/test_release_workflow.py	138	# ---------------------------------------------------------------------------	COMMENT
MEDIUM⚡	tests/test_release_workflow.py	140	# ---------------------------------------------------------------------------	COMMENT
MEDIUM⚡	tests/test_release_workflow.py	312	# ---------------------------------------------------------------------------	COMMENT
MEDIUM⚡	tests/test_release_workflow.py	314	# ---------------------------------------------------------------------------	COMMENT
MEDIUM⚡	tests/test_release_workflow.py	525	# ---------------------------------------------------------------------------	COMMENT
MEDIUM⚡	tests/test_release_workflow.py	527	# ---------------------------------------------------------------------------	COMMENT
MEDIUM⚡	tests/test_release_workflow.py	601	# ---------------------------------------------------------------------------	COMMENT
MEDIUM⚡	tests/test_release_workflow.py	603	# ---------------------------------------------------------------------------	COMMENT
MEDIUM⚡	tests/test_release_workflow.py	696	# ---------------------------------------------------------------------------	COMMENT
MEDIUM⚡	tests/test_release_workflow.py	698	# ---------------------------------------------------------------------------	COMMENT
MEDIUM⚡	tests/test_release_workflow.py	826	# ---------------------------------------------------------------------------	COMMENT
MEDIUM⚡	tests/test_release_workflow.py	828	# ---------------------------------------------------------------------------	COMMENT
MEDIUM⚡	tests/_control/test_ctl.py	8989	# ---------------------------------------------------------------------------	COMMENT
MEDIUM⚡	tests/_control/test_ctl.py	8991	# ---------------------------------------------------------------------------	COMMENT
MEDIUM⚡	tests/_control/test_pause.py	102	# ---------------------------------------------------------------------------	COMMENT
MEDIUM⚡	tests/_control/test_pause.py	104	# ---------------------------------------------------------------------------	COMMENT
MEDIUM⚡	tests/_control/test_pause.py	213	# ---------------------------------------------------------------------------	COMMENT
MEDIUM⚡	tests/_control/test_pause.py	215	# ---------------------------------------------------------------------------	COMMENT
MEDIUM⚡	tests/_control/test_pause.py	276	# ---------------------------------------------------------------------------	COMMENT
MEDIUM⚡	tests/_control/test_pause.py	278	# ---------------------------------------------------------------------------	COMMENT
MEDIUM⚡	tests/_control/test_pause.py	437	# ---------------------------------------------------------------------------	COMMENT
MEDIUM⚡	tests/_control/test_pause.py	439	# ---------------------------------------------------------------------------	COMMENT
MEDIUM⚡	tests/_control/test_pause.py	579	# ---------------------------------------------------------------------------	COMMENT
MEDIUM⚡	tests/_control/test_pause.py	581	# ---------------------------------------------------------------------------	COMMENT
MEDIUM⚡	tests/_control/test_pause.py	950	# ---------------------------------------------------------------------------	COMMENT
MEDIUM⚡	tests/_control/test_pause.py	952	# ---------------------------------------------------------------------------	COMMENT
MEDIUM⚡	tests/_control/test_pause.py	1028	# ---------------------------------------------------------------------------	COMMENT
MEDIUM⚡	tests/_control/test_pause.py	1030	# ---------------------------------------------------------------------------	COMMENT
MEDIUM⚡	tests/_control/test_pause.py	1356	# ---------------------------------------------------------------------------	COMMENT
MEDIUM⚡	tests/_control/test_pause.py	1358	# ---------------------------------------------------------------------------	COMMENT
MEDIUM⚡	tests/_control/test_pause.py	1395	# ---------------------------------------------------------------------------	COMMENT
MEDIUM⚡	tests/_control/test_pause.py	1397	# ---------------------------------------------------------------------------	COMMENT
MEDIUM⚡	tests/_control/test_buffer.py	31	# ---------------------------------------------------------------------------	COMMENT
MEDIUM⚡	tests/_control/test_buffer.py	33	# ---------------------------------------------------------------------------	COMMENT
MEDIUM⚡	tests/_control/test_buffer.py	132	# ---------------------------------------------------------------------------	COMMENT
MEDIUM⚡	tests/_control/test_buffer.py	134	# ---------------------------------------------------------------------------	COMMENT
MEDIUM⚡	tests/_control/test_buffer.py	217	# ---------------------------------------------------------------------------	COMMENT
MEDIUM⚡	tests/_control/test_buffer.py	219	# ---------------------------------------------------------------------------	COMMENT
MEDIUM⚡	tests/_control/test_score.py	381	# ---------------------------------------------------------------------------	COMMENT
MEDIUM⚡	tests/_control/test_score.py	383	# ---------------------------------------------------------------------------	COMMENT
MEDIUM⚡	tests/_control/test_score.py	462	# ---------------------------------------------------------------------------	COMMENT
MEDIUM⚡	tests/_control/test_score.py	464	# ---------------------------------------------------------------------------	COMMENT
MEDIUM⚡	tests/_control/test_score.py	1189	# ---------------------------------------------------------------------------	COMMENT
MEDIUM⚡	tests/_control/test_score.py	1191	# ---------------------------------------------------------------------------	COMMENT
MEDIUM	tests/_control/test_score.py	193	# ---------------------------------------------------------------------------	COMMENT
MEDIUM	tests/_control/test_score.py	195	# ---------------------------------------------------------------------------	COMMENT
MEDIUM	tests/_control/test_score.py	1342	# ---------------------------------------------------------------------------	COMMENT
MEDIUM	tests/_control/test_score.py	1344	# ---------------------------------------------------------------------------	COMMENT
MEDIUM	tests/_control/test_score.py	1712	# ---------------------------------------------------------------------------	COMMENT
MEDIUM	tests/_control/test_score.py	1714	# ---------------------------------------------------------------------------	COMMENT
MEDIUM⚡	tests/_control/test_server.py	1756	# ---------------------------------------------------------------------------	COMMENT
MEDIUM⚡	tests/_control/test_server.py	1758	# ---------------------------------------------------------------------------	COMMENT
MEDIUM⚡	tests/_control/test_cancel.py	134	# ---------------------------------------------------------------------------	COMMENT
1255 more matches not shown…

Empty Error Handlers312 hits · 1560 pts

Severity	File	Line	Snippet	Context
HIGH	tests/test_task_cancel.py	708	except KeyboardInterrupt:	CODE
HIGH	tests/conftest.py	1113	except BaseException:	CODE
HIGH	tests/test_eval_set.py	205	except Exception:	CODE
HIGH	tests/test_eval_set.py	3164	except KeyboardInterrupt:	CODE
HIGH	tests/test_eval_set.py	874	except KeyboardInterrupt:	CODE
HIGH	tests/test_cancellation_logging.py	289	except KeyboardInterrupt:	CODE
HIGH	tests/test_model_env_mismatch.py	101	except Exception:	CODE
HIGH	tests/test_model_env_mismatch.py	279	except (ValueError, PrerequisiteError):	CODE
HIGH	tests/test_model_env_mismatch.py	50	except Exception:	CODE
HIGH	tests/test_model_env_mismatch.py	136	except Exception:	CODE
HIGH	tests/test_model_env_mismatch.py	168	except Exception:	CODE
HIGH	tests/test_model_env_mismatch.py	194	except Exception:	CODE
HIGH	tests/test_model_env_mismatch.py	221	except Exception:	CODE
HIGH	tests/test_model_env_mismatch.py	247	except Exception:	CODE
HIGH	tests/tools/test_tools_bridge.py	879	except Exception:	CODE
HIGH	tests/tools/test_tools_bridge.py	1198	except Exception:	CODE
HIGH	tests/tools/test_mcp_tools.py	180	except anyio.ClosedResourceError:	CODE
HIGH	tests/tools/test_tool_with.py	34	except Exception:	CODE
HIGH	tests/util/test_media_resolver.py	57	except ValueError:	CODE
HIGH	tests/util/test_asyncfiles.py	391	except EndOfStream:	CODE
HIGH	tests/util/test_asyncfiles.py	417	except EndOfStream:	CODE
HIGH	tests/input/test_input_acp.py	104	except ValueError:	CODE
HIGH	tests/agent/deepagent/test_agent_tool.py	266	except Exception:	CODE
HIGH	tests/agent/test_channel/test_channel.py	202	except BaseException:	CODE
HIGH	tests/agent/test_acp/test_span_boundary.py	184	except Exception:	CODE
HIGH	tests/agent/test_acp/test_server_dispatch.py	71	except OSError:	CODE
HIGH	tests/agent/test_acp/test_server_dispatch.py	221	except (asyncio.CancelledError, Exception):	CODE
HIGH	tests/agent/test_acp/test_server_dispatch.py	226	except Exception:	CODE
HIGH	tests/agent/test_acp/test_server_dispatch.py	64	except OSError:	CODE
HIGH	tests/agent/test_acp/test_server_forwarding.py	775	except (asyncio.CancelledError, Exception):	CODE
HIGH	tests/agent/test_acp/test_server_forwarding.py	779	except Exception:	CODE
HIGH	tests/agent/test_acp/test_server_forwarding.py	89	except OSError:	CODE
HIGH	tests/agent/test_acp/test_server_forwarding.py	203	except (asyncio.CancelledError, Exception):	CODE
HIGH	tests/agent/test_acp/test_server_forwarding.py	208	except Exception:	CODE
HIGH	tests/agent/test_acp/test_server_forwarding.py	82	except OSError:	CODE
HIGH	tests/agent/test_acp/test_server_forwarding.py	843	except Exception:	CODE
HIGH	tests/agent/test_acp/test_standard_acp_client.py	81	except OSError:	CODE
HIGH	tests/agent/test_acp/test_standard_acp_client.py	192	except (asyncio.CancelledError, Exception):	CODE
HIGH	tests/agent/test_acp/test_standard_acp_client.py	197	except Exception:	CODE
HIGH	tests/agent/test_acp/test_standard_acp_client.py	74	except OSError:	CODE
HIGH	tests/agent/test_acp/test_raw_events.py	87	except OSError:	CODE
HIGH	tests/agent/test_acp/test_raw_events.py	174	except (asyncio.CancelledError, Exception):	CODE
HIGH	tests/agent/test_acp/test_raw_events.py	179	except Exception:	CODE
HIGH	tests/agent/test_acp/test_raw_events.py	80	except OSError:	CODE
HIGH	tests/agent/test_acp/test_raw_events.py	351	except asyncio.TimeoutError:	CODE
HIGH	tests/agent/test_acp/test_action_methods.py	555	except OSError:	CODE
HIGH	tests/agent/test_acp/test_action_methods.py	610	except (asyncio.CancelledError, Exception):	CODE
HIGH	tests/agent/test_acp/test_action_methods.py	615	except Exception:	CODE
HIGH	tests/agent/test_acp/test_action_methods.py	548	except OSError:	CODE
HIGH	tests/agent/test_acp/test_discovery.py	72	except OSError:	CODE
HIGH	tests/agent/test_acp/test_discovery.py	68	except OSError:	CODE
HIGH	tests/agent/test_acp/test_elicitation_e2e.py	87	except OSError:	CODE
HIGH	tests/agent/test_acp/test_elicitation_e2e.py	163	except (asyncio.CancelledError, Exception):	CODE
HIGH	tests/agent/test_acp/test_elicitation_e2e.py	168	except Exception:	CODE
HIGH	tests/agent/test_acp/test_elicitation_e2e.py	83	except OSError:	CODE
HIGH	tests/agent/test_acp/test_stdio_bridge.py	69	except OSError:	CODE
HIGH	tests/agent/test_acp/test_stdio_bridge.py	65	except OSError:	CODE
HIGH	tests/agent/test_acp/test_server_session_info.py	59	except OSError:	CODE
HIGH	tests/agent/test_acp/test_server_session_info.py	153	except (asyncio.CancelledError, Exception):	CODE
HIGH	tests/agent/test_acp/test_server_session_info.py	158	except Exception:	CODE
252 more matches not shown…

Unused Imports1569 hits · 1289 pts

Severity	File	Line	Context
LOW	tests/conftest.py	30	CODE
LOW	tests/test_release_workflow.py	10	CODE
LOW	tests/test_eval_set_scanner.py	3166	CODE
LOW	tests/test_disk_sample_store.py	23	CODE
LOW	tests/test_disk_sample_store.py	24	CODE
LOW	tests/_control/test_state.py	20	CODE
LOW	tests/_control/test_cancel.py	22	CODE
LOW	tests/tools/test_mcp_session_isolation.py	14	CODE
LOW	tests/tools/test_sandbox_docker_and_local.py	20	CODE
LOW	…ools/sandbox_tools_utils/test_sandbox_tools_digests.py	9	CODE
LOW	tests/checkpoint/test_eval_checkpoints.py	3	CODE
LOW	tests/checkpoint/test_sample_checkpoints.py	3	CODE
LOW	tests/checkpoint/test_resume_copy.py	11	CODE
LOW	tests/checkpoint/test_resolve.py	3	CODE
LOW	tests/checkpoint/docker_projects.py	3	CODE
LOW	tests/checkpoint/conftest.py	11	CODE
LOW	tests/checkpoint/hydrate_interrupt_harness.py	27	CODE
LOW	tests/checkpoint/test_checkpoint_scoring_resume_e2e.py	23	CODE
LOW	tests/checkpoint/resume_kill_thinking_harness.py	35	CODE
LOW	tests/checkpoint/test_parse.py	3	CODE
LOW	tests/checkpoint/test_staging_dir.py	3	CODE
LOW	tests/checkpoint/test_snapshot_strategy.py	15	CODE
LOW	tests/checkpoint/test_sandbox_dir.py	12	CODE
LOW	tests/checkpoint/test_current_checkpointer_post_exit.py	31	CODE
LOW	tests/checkpoint/test_sandbox_restic_repo.py	20	CODE
LOW	tests/checkpoint/test_sample_runtime.py	3	CODE
LOW	tests/checkpoint/test_layout_paths.py	3	CODE
LOW	tests/checkpoint/test_host_egress.py	9	CODE
LOW	tests/checkpoint/test_checkpoint_e2e.py	40	CODE
LOW	tests/checkpoint/test_checkpointer.py	10	CODE
LOW	tests/checkpoint/test_fs_copy_s3.py	12	CODE
LOW	tests/checkpoint/resume_scoring_kill_harness.py	24	CODE
LOW	tests/checkpoint/test_host_egress_s3.py	9	CODE
LOW	tests/checkpoint/resume_kill_harness.py	21	CODE
LOW	tests/checkpoint/test_sandbox_egress_restic.py	24	CODE
LOW	tests/checkpoint/test_restore_repo.py	11	CODE
LOW	tests/checkpoint/test_schemas.py	9	CODE
LOW	tests/checkpoint/test_sandbox_egress_extract.py	14	CODE
LOW	tests/checkpoint/test_sandbox_paths.py	3	CODE
LOW	tests/checkpoint/test_normalize.py	10	CODE
LOW	tests/checkpoint/test_restore_scope.py	9	CODE
LOW	tests/util/test_restic_ops.py	15	CODE
LOW	tests/util/test_zipfile_multiframe.py	8	CODE
LOW	tests/util/test_download.py	3	CODE
LOW	tests/util/test_restic_summary.py	9	CODE
LOW	tests/util/test_store_from_events.py	7	CODE
LOW	tests/util/test_async_zip.py	7	CODE
LOW	tests/util/test_async_zip.py	22	CODE
LOW	tests/util/test_limit_working.py	1	CODE
LOW	tests/util/test_compression_transcoding.py	3	CODE
LOW	tests/util/test_restic_binary.py	19	CODE
LOW	tests/input/test_input_acp.py	11	CODE
LOW	tests/input/test_input_panel.py	11	CODE
LOW	tests/agent/test_bridge_additional_tools.py	16	CODE
LOW	tests/agent/test_bridge_agent_message.py	25	CODE
LOW	tests/agent/test_bridge_google_messages.py	18	CODE
LOW	tests/agent/test_bridge_function_call_id.py	11	CODE
LOW	tests/agent/test_bridge_tool_search.py	9	CODE
LOW	tests/agent/test_bridge_provider_errors.py	10	CODE
LOW	tests/agent/test_react_checkpoint_resume.py	1	CODE
1509 more matches not shown…

Cross-Language Confusion115 hits · 669 pts

Severity	File	Line	Snippet	Context
HIGH⚡	tests/test_eval_set_overrides.py	659	"""`model_dump_json()` writes every unset field as null, and that has to be readable.	STRING
HIGH	tests/test_eval_set_overrides.py	683	Read as an instruction, `{"max_connections": null}` replaced a definition's	STRING
HIGH	tests/test_docker_workflow.py	44	'inspect-tool-support && touch "$CANARY"',	CODE
HIGH⚡	tests/_control/test_ctl.py	662	# a running sample with nothing pending (activity null) keeps the	COMMENT
HIGH	tests/_control/test_log_dir.py	301	# live-only state is null, not a false zero	COMMENT
HIGH	tests/tools/sandbox_tools_utils/test_sandbox_tools.py	800	"input": f"echo {flag} > /flag && chmod 400 /flag; ls -al /flag && cat /flag",	CODE
HIGH	tests/tools/sandbox_tools_utils/test_sandbox_tools.py	904	f"touch {SANDBOX_TOOLS_DIR}/planted && echo CREATED; "	CODE
HIGH	tests/tools/sandbox_tools_utils/test_sandbox_tools.py	905	f"mv {SANDBOX_TOOLS_DIR} {SANDBOX_TOOLS_DIR}.moved && echo MOVED; "	CODE
HIGH	tests/tools/sandbox_tools_utils/test_sandbox_tools.py	997	"input": "command -v gzip \|\| echo no-gzip; echo probe-done",	CODE
HIGH	…ls/sandbox_tools_utils/test_sandbox_tools_injection.py	152	TAR_XZF_STDIN = "tar xzf - \|\| { cat >/dev/null; exit 1; }"	CODE
HIGH	…ls/sandbox_tools_utils/test_sandbox_tools_injection.py	153	TAR_XF_STDIN = "tar xf - \|\| { cat >/dev/null; exit 1; }"	CODE
HIGH⚡	tests/util/test_store_from_events.py	516	"""Add operation should include value even when it's None (explicit null)."""	STRING
HIGH	tests/util/sandbox/test_privileged.py	282	'mkdir -p -- "$1" && tar --version >/dev/null && sh -c \'printf %s "$PATH"\'',	CODE
HIGH	tests/util/sandbox/test_privileged.py	593	'tar --version >/dev/null && rm -rf /root/pinned-check && printf %s "$PATH"',	CODE
HIGH	tests/util/sandbox/test_privileged.py	607	["sh", "-c", "tar --version >/dev/null && cat > ./ok"],	CODE
HIGH⚡	tests/util/sandbox/test_framework_directory.py	732	local, str(target), ["sh", "-c", "pwd -P && touch marker"], user=None	CODE
HIGH	tests/util/sandbox/test_framework_directory.py	762	'mv -- "$1" "$2" && ln -s -- "$3" "$1" && touch ./marker && pwd -P',	CODE
HIGH	tests/util/sandbox/test_sandbox_service.py	1139	_DECOY = "mkdir -p /tmp/decoy && chmod 777 /tmp/decoy && touch /tmp/decoy/sentinel"	CODE
HIGH	tests/util/sandbox/test_sandbox_service.py	1233	f"mkdir -m 700 {svc}/responses && echo stale > {svc}/responses/stale.json",	CODE
HIGH	tests/agent/test_bridge_function_call_id.py	21	"""Each function_call item gets a non-null, unique id; call_id round-trips."""	STRING
HIGH⚡	tests/agent/test_agent_human.py	985	"touch /root/target && chmod 644 /root/target && "	CODE
HIGH⚡	tests/agent/test_agent_human.py	986	"rm /home/nonroot/.bashrc && ln -s /root/target /home/nonroot/.bashrc",	CODE
HIGH	tests/agent/test_agent_human.py	913	docker_sandbox, "cat /root/.bashrc 2>/dev/null \|\| true"	CODE
HIGH	tests/agent/test_agent_human.py	952	f"mkdir -p /home/nonroot/decoy && ln -s /home/nonroot/decoy {HUMAN_AGENT_DIR}",	CODE
HIGH	tests/agent/test_agent_human.py	968	f"ls -A {HUMAN_AGENT_DIR} /home/nonroot/decoy 2>/dev/null \|\| true",	CODE
HIGH	tests/scorer/test_metric.py	210	Serialized as JSON constants (NaN/Infinity) rather than null, via both	STRING
HIGH⚡	tests/scorer/test_reducers.py	755	# With fewer than k scored epochs the estimator is undefined, so the	COMMENT
HIGH⚡	tests/scorer/test_math.py	630	assert plain.equals(latex)	CODE
HIGH	tests/_cli/test_util.py	71	"critic={model: mockllm/model, temperature: 0.2, model_args: {custom_outputs: null}}",	CODE
HIGH	tests/_cli/test_util.py	223	"{model: mockllm/model, model_args: {custom_outputs: null}, "	CODE
HIGH	tests/model/providers/test_anthropic.py	3200	'head -c 9 /dev/urandom \| base64 > /tmp/seed && echo "seed-$(cat /tmp/seed)"'	CODE
HIGH	tests/model/providers/test_anthropic.py	3202	pending_cmd = 'sleep 5 && echo "marker-$(cat /tmp/seed)"'	CODE
HIGH	tests/model/providers/test_bedrock_structured_output.py	38	nickname: Optional[str] = None # renders as anyOf:[string, null]	CODE
HIGH	…ts/model/providers/test_anthropic_cache_diagnostics.py	364	"""`{cache_miss_reason: null}` means comparison still pending — no warning."""	STRING
HIGH	tests/model/providers/test_litellm_proxy.py	1897	'"invalid_request_error", "param": null, "code": "invalid_prompt"}}\n'	CODE
HIGH	tests/model/providers/test_openai_responses.py	360	Meta's Model API streams a refusal-only response whose `model` is null;	STRING
HIGH⚡	tests/log/test_message_pool.py	1052	Regression: if persistence stores call_refs as [] instead of null,	STRING
HIGH	tests/log/test_eval_log.py	1640	null_value = re.compile(r'"value":\s(null\|\[\snull\|\{"a":\s*null)')	CODE
HIGH	tests/_eval/task/test_hf.py	382	# hard-fails under the C locale (ascii) and cp1252 (0x81 undefined);	COMMENT
HIGH⚡	…/_remote_tools/_web_browser/playwright_page_crawler.py	231	"(document.scrollingElement \|\| document.body).scrollTop ="	CODE
HIGH⚡	…/_remote_tools/_web_browser/playwright_page_crawler.py	232	" (document.scrollingElement \|\| document.body).scrollTop -"	CODE
HIGH⚡	…/_remote_tools/_web_browser/playwright_page_crawler.py	237	"(document.scrollingElement \|\| document.body).scrollTop ="	CODE
HIGH⚡	…/_remote_tools/_web_browser/playwright_page_crawler.py	238	" (document.scrollingElement \|\| document.body).scrollTop +"	CODE
HIGH⚡	…sandbox_tools/tests/test_text_editor_validated_path.py	329	b'{"/x": [null]}',	CODE
HIGH	src/inspect_sandbox_tools/tests/test_exec_remote.py	292	"command": "echo hello_from_kill && echo err_from_kill >&2 && sleep 100"	CODE
HIGH	src/inspect_sandbox_tools/tests/test_exec_remote.py	412	"params": {"command": "echo stdout_msg && echo stderr_msg >&2"},	CODE
HIGH	…_sandbox_tools/tests/test_mcp_server_session_reader.py	31	b'{"jsonrpc":"2.0","id":null,'	CODE
HIGH⚡	…inspect_sandbox_tools/tests/test_acked_chunk_buffer.py	10	sd.push("A")	CODE
HIGH⚡	…inspect_sandbox_tools/tests/test_acked_chunk_buffer.py	19	sd.push("A")	CODE
HIGH⚡	…inspect_sandbox_tools/tests/test_acked_chunk_buffer.py	25	sd.push("B")	CODE
HIGH⚡	…inspect_sandbox_tools/tests/test_acked_chunk_buffer.py	34	sd.push("A")	CODE
HIGH⚡	…inspect_sandbox_tools/tests/test_acked_chunk_buffer.py	39	sd.push("B")	CODE
HIGH⚡	…inspect_sandbox_tools/tests/test_acked_chunk_buffer.py	48	sd.push("A")	CODE
HIGH⚡	…inspect_sandbox_tools/tests/test_acked_chunk_buffer.py	51	sd.push("B")	CODE
HIGH⚡	…inspect_sandbox_tools/tests/test_acked_chunk_buffer.py	54	sd.push("C")	CODE
HIGH⚡	…inspect_sandbox_tools/tests/test_acked_chunk_buffer.py	63	sd.push("data")	CODE
HIGH⚡	…inspect_sandbox_tools/tests/test_acked_chunk_buffer.py	66	sd.push("") # retransmit, no new data	CODE
HIGH⚡	…inspect_sandbox_tools/tests/test_acked_chunk_buffer.py	76	sd.push("A")	CODE
HIGH⚡	…inspect_sandbox_tools/tests/test_acked_chunk_buffer.py	80	sd.push("B")	CODE
HIGH⚡	…inspect_sandbox_tools/tests/test_acked_chunk_buffer.py	90	sd.push(("out1", "err1"))	CODE
55 more matches not shown…

Deep Nesting628 hits · 536 pts

Severity	File	Line	Context
LOW	tests/conftest.py	529	CODE
LOW	tests/test_eval_set_scanner.py	1104	CODE
LOW	tests/_control/test_pause.py	1400	CODE
LOW	tests/_control/test_pause.py	1430	CODE
LOW	tests/_control/test_pause.py	1431	CODE
LOW	tests/_control/test_limits.py	1257	CODE
LOW	tests/_control/test_requeue.py	1621	CODE
LOW	tests/tools/test_mcp_tools.py	87	CODE
LOW	tests/tools/test_mcp_tools.py	646	CODE
LOW	tests/tools/test_mcp_tools.py	128	CODE
LOW	tests/tools/test_mcp_tools.py	137	CODE
LOW	tests/tools/test_skill.py	559	CODE
LOW	tests/checkpoint/test_checkpoint_e2e.py	179	CODE
LOW	tests/util/sandbox/test_docker_cleanup.py	272	CODE
LOW	tests/util/sandbox/test_local_sandbox.py	29	CODE
LOW	tests/agent/test_agent_compaction.py	208	CODE
LOW	tests/agent/test_agent_react.py	153	CODE
LOW	tests/agent/test_agent_react.py	154	CODE
LOW	tests/agent/test_channel/test_channel.py	134	CODE
LOW	tests/agent/test_acp/test_server_dispatch.py	45	CODE
LOW	tests/agent/test_acp/test_server_dispatch.py	173	CODE
LOW	tests/agent/test_acp/test_server_forwarding.py	63	CODE
LOW	tests/agent/test_acp/test_server_forwarding.py	157	CODE
LOW	tests/agent/test_acp/test_standard_acp_client.py	55	CODE
LOW	tests/agent/test_acp/test_standard_acp_client.py	225	CODE
LOW	tests/agent/test_acp/test_standard_acp_client.py	149	CODE
LOW	tests/agent/test_acp/test_raw_events.py	62	CODE
LOW	tests/agent/test_acp/test_raw_events.py	313	CODE
LOW	tests/agent/test_acp/test_raw_events.py	133	CODE
LOW	tests/agent/test_acp/test_action_methods.py	529	CODE
LOW	tests/agent/test_acp/test_action_methods.py	572	CODE
LOW	tests/agent/test_acp/test_discovery.py	36	CODE
LOW	tests/agent/test_acp/test_elicitation_e2e.py	61	CODE
LOW	tests/agent/test_acp/test_elicitation_e2e.py	116	CODE
LOW	tests/agent/test_acp/test_stdio_bridge.py	43	CODE
LOW	tests/agent/test_acp/test_server_session_info.py	115	CODE
LOW	tests/agent/test_acp/test_server.py	29	CODE
LOW	tests/agent/test_acp/test_approval.py	1445	CODE
LOW	tests/agent/test_acp/test_approval.py	1499	CODE
LOW	tests/agent/test_acp/test_tui/test_client.py	89	CODE
LOW	tests/_cli/test_acp_cli.py	71	CODE
LOW	tests/model/test_compaction_edit_server_tools.py	60	CODE
LOW	tests/model/test_compaction_edit_thinking.py	48	CODE
LOW	tests/model/test_inline_media_serialization.py	154	CODE
LOW	tests/model/test_compaction.py	783	CODE
LOW	tests/model/test_model_info.py	357	CODE
LOW	tests/model/test_model_info.py	432	CODE
LOW	tests/model/providers/test_openai_prompt_cache.py	129	CODE
LOW	tests/model/providers/test_openai_prompt_cache.py	516	CODE
LOW	tests/model/providers/test_anthropic.py	74	CODE
LOW	tests/model/providers/test_anthropic_cache_control.py	87	CODE
LOW	tests/model/providers/test_perplexity.py	31	CODE
LOW	tests/model/providers/test_litellm_proxy.py	2051	CODE
LOW	tests/view/test_sample_list_states.py	368	CODE
LOW	tests/view/test_sample_list_states.py	371	CODE
LOW	tests/log/test_log_attachments.py	57	CODE
LOW	tests/log/test_log_attachments.py	67	CODE
LOW	tests/log/test_task_log.py	1717	CODE
LOW	tests/log/test_eval_log.py	450	CODE
LOW	tests/log/test_eval_log.py	1594	CODE
568 more matches not shown…

Docstring Block Structure102 hits · 510 pts

Severity	File	Line	Snippet	Context
HIGH	…ort/src/inspect_tool_support/_util/json_rpc_helpers.py	43	Validates RPC method parameters and handles the method execution. This function validates the provided paramet	STRING
HIGH	src/inspect_sandbox_tools/tests/conftest.py	80	Execute an RPC request via the CLI and return the parsed response. Args: request: The JSON-RPC request dict	STRING
HIGH	src/inspect_sandbox_tools/tests/test_exec_remote.py	34	Poll an exec_remote job until it completes or times out. Args: rpc_client: The RPC client function to use f	STRING
HIGH	…ls/src/inspect_sandbox_tools/_util/json_rpc_helpers.py	46	Validates RPC method parameters and handles the method execution. This function validates the provided paramet	STRING
HIGH	src/inspect_ai/_util/registry.py	426	Create a registry object. Creates objects registered via decorator (e.g. `@task`, `@solver`). Note that this ca	STRING
HIGH	src/inspect_ai/_util/registry.py	502	Lookup RegistryInfo for an object. Args: o (object): Object to lookup info for Returns: Regist	STRING
HIGH	src/inspect_ai/_util/flag_values.py	29	An option that is a bare flag or an integer. Args: value: The text given, or `None` for the bare flag.	STRING
HIGH	src/inspect_ai/_util/download.py	44	Download a file and verify its SHA256 checksum. If `dest` already exists and its checksum matches, the download is	STRING
HIGH	src/inspect_ai/_util/download.py	112	Download a Google Drive file via `gdown` and verify SHA256. Useful for fetching public-link Google Drive assets (da	STRING
HIGH	src/inspect_ai/_util/format.py	49	Format a template string, optionally preserving unknown placeholders. Args: template: A string containing {	STRING
HIGH	src/inspect_ai/_util/_json_rpc.py	159	Execute a JSON-RPC command expecting a scalar result. Args: method (str): The JSON-RPC method to call.	STRING
HIGH	src/inspect_ai/_util/_json_rpc.py	199	Execute a JSON-RPC command to a sandbox environment expecting a model result. Args: method (str): The JS	STRING
HIGH	src/inspect_ai/_util/_json_rpc.py	233	Execute a JSON-RPC notification to a sandbox environment. A notification is a JSON-RPC request that doesn't ex	STRING
HIGH	src/inspect_ai/_util/_json_rpc.py	342	Generate a string description of an RPC call. Args: method (str): The name of the RPC method.	STRING
HIGH	src/inspect_ai/_util/local_server.py	294	Start a server with the given command and handle potential errors. Args: base_cmd: List of base comman	STRING
HIGH	src/inspect_ai/_util/file.py	587	Convert a string into a safe filename by removing or replacing unsafe characters. Args: s (str): The i	STRING
HIGH	src/inspect_ai/_util/dateutil.py	148	Parse and normalize ISO datetime string or datetime instance to UTC. For legacy string temporal fields that cannot	STRING
HIGH	src/inspect_ai/_util/_async.py	41	Runs all of the passed async functions and collects their results. The results will be returned in the same order a	STRING
HIGH	src/inspect_ai/_util/text.py	141	Convert a str to float, handling exponent characters and Unicode fractions. The Python isnumeric() function returns	STRING
HIGH	src/inspect_ai/_util/images.py	183	Validate an inline image returned by a model provider. Provider output is untrusted, so only inline data URIs are a	STRING
HIGH	src/inspect_ai/_util/async_zip.py	438	Open a ZIP member and stream its decompressed contents. Must be used as an async context manager to ensure prop	STRING
HIGH	src/inspect_ai/_util/atomic_write.py	103	Context manager for atomic local-file writes with durability guarantees. Implements the write-to-temporary-then-ato	STRING
HIGH	src/inspect_ai/core/_imports.py	41	Check every import in a module or package against an allowlist. Reads source files with `ast` rather than importing	STRING
HIGH	src/inspect_ai/util/_json.py	325	Convert JSON schema to Pydantic BaseModel. Handles nested objects, arrays, and basic validations. Args:	STRING
HIGH	src/inspect_ai/util/_subprocess.py	112	Execute and wait for a subprocess. Convenience method for solvers, scorers, and tools to launch subprocesses. A	STRING
HIGH	src/inspect_ai/util/_store.py	227	Convert a JsonChange to a jsonpatch operation dict with validation. Args: change: The JsonChange to convert	STRING
HIGH	src/inspect_ai/util/_notify.py	62	Build an `Apprise` instance for the eval's notification config. Notification URLs frequently carry secrets (Slack t	STRING
HIGH	src/inspect_ai/util/_panel.py	82	Create an input panel in the task display. There can only be a single instance of an InputPanel with a given 't	STRING
HIGH	src/inspect_ai/util/_restic/resolver.py	129	Return a path to a usable restic binary for the given platform. Downloads the archive on cache miss, retrying trans	STRING
HIGH	src/inspect_ai/util/_sandbox/exec_remote.py	674	Run a command and return the result without streaming. Submits the command, polls until completion, and returns Exe	STRING
HIGH	src/inspect_ai/util/_sandbox/compose.py	459	Parse a Docker Compose file into a ComposeConfig. Args: file: Path to the compose file. multiple_se	STRING
HIGH	src/inspect_ai/util/_sandbox/context.py	187	Get a SandboxEnvironment that satisfies all the given injection requirements. Args: injectables: Single San	STRING
HIGH	src/inspect_ai/util/_sandbox/context.py	449	Find the best sandbox for injection and return it with needed injections. Args: injectables: List of detect	STRING
HIGH	src/inspect_ai/util/_sandbox/environment.py	215	Execute a command within a sandbox environment. The current working directory for execution will be the per-sam	STRING
HIGH	src/inspect_ai/util/_sandbox/environment.py	311	Read a file from the sandbox environment. By default, file size is limited to 100 MiB. You may change this by s	STRING
HIGH	src/inspect_ai/util/_sandbox/environment.py	342	Information required to connect to sandbox environment. Args: user: User to login as. Return	STRING
HIGH	src/inspect_ai/util/_sandbox/environment.py	381	Start a command and return a process handle or result. In streaming mode (stream=True), the function returns on	STRING
HIGH	src/inspect_ai/util/_sandbox/environment.py	454	Verify and return a reference to a subclass of SandboxEnvironment. Args: sandbox_cls: Class of sandb	STRING
HIGH	src/inspect_ai/util/_sandbox/_privileged.py	139	Run ``cmd`` in ``sandbox`` as ``user`` with utilities resolved via :data:`SYSTEM_PATH`. A drop-in for ``sandbox.exe	STRING
HIGH	src/inspect_ai/util/_sandbox/_privileged.py	222	Look ``name`` up on the image's ``PATH`` with a ``which`` resolved via :data:`SYSTEM_PATH`. For the questions tha	STRING
HIGH	src/inspect_ai/util/_sandbox/_framework_directory.py	573	Create or adopt ``path`` as a root-owned framework directory, if root works. Runs :func:`ensure_framework_directory	STRING
HIGH	src/inspect_ai/util/_sandbox/_framework_directory.py	715	Verify ``path`` and then run ``cmd`` with the verified directory as cwd. The verification and the command run in th	STRING
HIGH	src/inspect_ai/util/_sandbox/_json_rpc_transport.py	72	Execute an RPC request using the sandbox transport. Args: method: The JSON-RPC method to call.	STRING
HIGH	src/inspect_ai/_lfs/_client.py	39	Get download URLs for LFS objects via the batch API. Chunks requests to avoid exceeding GitHub's payload size limit	STRING
HIGH	src/inspect_ai/_lfs/resolver.py	20	Resolve a directory that may contain LFS pointer files. Recursively checks source_dir for LFS pointers. If none are	STRING
HIGH	src/inspect_ai/solver/_solver.py	85	Contribute to solving an evaluation task. Transform a `TaskState`, returning the new state. Solvers may	STRING
HIGH	src/inspect_ai/solver/_solver.py	163	Decorator for registering solvers. Args: name: Optional name for solver. If the decorator has n	STRING
HIGH	src/inspect_ai/scorer/_scorer.py	139	Decorator for registering scorers. Args: metrics: One or more metrics to calculate over the sco	STRING
HIGH	src/inspect_ai/scorer/_metric.py	335	Compute a metric on a list of scores. Args: scores: List of scores. Returns: Metri	STRING
HIGH	src/inspect_ai/scorer/_score.py	15	Score a model conversation. Score a model conversation (you may pass `TaskState` or `AgentState` as the value f	STRING
HIGH	src/inspect_ai/scorer/_metrics/aggregate.py	25	Apply `agg` to a single key extracted from each dict-valued `Score.value`. Many scorers emit dict-valued scores (mu	STRING
HIGH	src/inspect_ai/_cli/util.py	189	Parse model roles from CLI args. Supports key-value, YAML, and JSON formats. Args: model_roles: Tuple of st	STRING
HIGH	src/inspect_ai/_cli/util.py	251	Parse model specs from CLI args. Each spec is one YAML or JSON mapping. A spec holds `model` (required), `base_url`	STRING
HIGH	src/inspect_ai/_cli/eval.py	1874	Resolve `--model-spec` into one model per spec. A spec builds a `Model`, and `get_model()` returns a `Model` unchan	STRING
HIGH	src/inspect_ai/model/_internal.py	15	Extracts and removes a smuggled <internal>...</internal> tag from the content string, if present. Note:	STRING
HIGH	src/inspect_ai/model/_openai_responses.py	2456	Convert CompactedResponse to a list of ChatMessages. The compact endpoint returns the complete new context window,	STRING
HIGH	src/inspect_ai/model/_google_convert.py	76	Convert Google GenerateContentResponse into Inspect ModelOutput. Args: response: Google GenerateContentResp	STRING
HIGH	src/inspect_ai/model/_model_info.py	289	Get model information including context window, output tokens, etc. Looks up model information from a local databas	STRING
HIGH	src/inspect_ai/model/_model.py	514	Tokenize text into token IDs using the model's tokenizer. Override in providers that support server-side tokeni	STRING
HIGH	src/inspect_ai/model/_model.py	647	Compact messages using provider-native compaction. Some model providers (e.g., OpenAI Codex models) support nat	STRING
42 more matches not shown…

Excessive Try-Catch Wrapping435 hits · 445 pts

Severity	File	Line	Snippet	Context
LOW	design/bridge-host-tool-events.md	663	except Exception as ex:	CODE
LOW	design/deepagent-background.md	137	except Exception as ex:	CODE
LOW	design/recover.md	320	except Exception:	CODE
LOW	design/recover.md	401	except Exception:	CODE
LOW	tests/test_retry.py	394	except Exception:	CODE
LOW	tests/conftest.py	490	except Exception as ex:	CODE
LOW	tests/conftest.py	574	except Exception as ex:	CODE
LOW⚡	tests/test_eval_set.py	198	except Exception:	CODE
LOW⚡	tests/test_eval_set.py	205	except Exception:	CODE
LOW	tests/test_model_env_mismatch.py	50	except Exception:	CODE
LOW	tests/test_model_env_mismatch.py	101	except Exception:	CODE
LOW	tests/test_model_env_mismatch.py	136	except Exception:	CODE
LOW	tests/test_model_env_mismatch.py	168	except Exception:	CODE
LOW	tests/test_model_env_mismatch.py	194	except Exception:	CODE
LOW	tests/test_model_env_mismatch.py	221	except Exception:	CODE
LOW	tests/test_model_env_mismatch.py	247	except Exception:	CODE
LOW	tests/tools/test_tools_bridge.py	879	except Exception:	CODE
LOW	tests/tools/test_tools_bridge.py	1162	except Exception as ex:	CODE
LOW	tests/tools/test_tools_bridge.py	1198	except Exception:	CODE
LOW	tests/tools/test_sandbox_docker_and_local.py	135	except Exception:	CODE
LOW	tests/tools/test_tool_with.py	34	except Exception:	CODE
MEDIUM	tests/tools/test_tool_with.py	27	def test_tool_with_validation():	CODE
LOW	tests/tools/sandbox_tools_utils/test_sandbox_tools.py	646	except Exception as ex:	CODE
LOW	tests/util/test_async.py	44	except Exception as group:	CODE
LOW	tests/util/test_async.py	57	except Exception as group:	CODE
MEDIUM	tests/util/test_async.py	30	def fail():	CODE
LOW⚡	tests/util/test_anyio.py	66	except Exception as inner_tool_error:	CODE
LOW⚡	tests/util/test_anyio.py	72	except Exception as e:	CODE
LOW⚡	tests/util/test_anyio.py	74	except Exception as wow:	CODE
LOW	tests/util/sandbox/test_sandbox_service.py	1103	except Exception as ex:	CODE
LOW	tests/util/sandbox/test_sandbox_service.py	115	except Exception as e:	STRING
LOW	tests/agent/test_bridge_refusals.py	243	except Exception as ex:	CODE
MEDIUM	tests/agent/deepagent/test_agent_tool.py	258	def import ToolDef	CODE
LOW	tests/agent/deepagent/test_agent_tool.py	266	except Exception:	CODE
LOW	tests/agent/test_acp/test_span_boundary.py	184	except Exception:	CODE
MEDIUM	tests/agent/test_acp/test_server_dispatch.py	173	def _read_loop(self) -> None:	CODE
LOW	tests/agent/test_acp/test_server_dispatch.py	226	except Exception:	CODE
MEDIUM	tests/agent/test_acp/test_server_forwarding.py	157	def _read_loop(self) -> None:	CODE
LOW	tests/agent/test_acp/test_server_forwarding.py	208	except Exception:	CODE
LOW	tests/agent/test_acp/test_server_forwarding.py	779	except Exception:	CODE
LOW	tests/agent/test_acp/test_server_forwarding.py	843	except Exception:	CODE
MEDIUM	tests/agent/test_acp/test_standard_acp_client.py	149	def _read_loop(self) -> None:	CODE
LOW	tests/agent/test_acp/test_standard_acp_client.py	197	except Exception:	CODE
MEDIUM	tests/agent/test_acp/test_raw_events.py	133	def _read_loop(self) -> None:	CODE
LOW	tests/agent/test_acp/test_raw_events.py	179	except Exception:	CODE
MEDIUM	tests/agent/test_acp/test_action_methods.py	572	def _read_loop(self) -> None:	CODE
LOW	tests/agent/test_acp/test_action_methods.py	615	except Exception:	CODE
LOW	tests/agent/test_acp/test_elicitation_e2e.py	168	except Exception:	CODE
MEDIUM	tests/agent/test_acp/test_elicitation_e2e.py	116	def _read_loop(self) -> None:	CODE
LOW	tests/agent/test_acp/test_server_session_info.py	158	except Exception:	CODE
MEDIUM	tests/agent/test_acp/test_server_session_info.py	115	def _read_loop(self) -> None:	CODE
LOW⚡	tests/agent/test_acp/test_server.py	266	except Exception:	CODE
LOW⚡	tests/agent/test_acp/test_server.py	318	except Exception:	CODE
LOW	tests/agent/test_acp/test_server.py	238	except Exception:	CODE
LOW	tests/agent/test_acp/test_server.py	387	except Exception:	CODE
LOW	tests/agent/test_acp/test_server.py	432	except Exception:	CODE
MEDIUM	tests/agent/test_acp/test_approval.py	1499	def _read_loop(self) -> None:	CODE
LOW	tests/agent/test_acp/test_approval.py	1552	except Exception:	CODE
LOW⚡	tests/agent/test_acp/test_tui/test_defer_body.py	147	except Exception:	CODE
LOW⚡	tests/agent/test_acp/test_tui/test_defer_body.py	155	except Exception:	CODE
375 more matches not shown…

Cross-File Repetition68 hits · 340 pts

Severity	File	Line	Snippet	Context
HIGH	tests/tools/test_tools_bridge.py	0	add two numbers. args: x: first number to add. y: second number to add.	STRING
HIGH	tests/sentinel/test_sentinel_config.py	0	add two numbers. args: x: first number to add. y: second number to add.	STRING
HIGH	tests/sentinel/test_sentinel_human.py	0	add two numbers. args: x: first number to add. y: second number to add.	STRING
HIGH	tests/sentinel/test_sentinel_dispatch.py	0	add two numbers. args: x: first number to add. y: second number to add.	STRING
HIGH	tests/model/providers/test_deepseek.py	0	add two numbers. args: x: first number to add. y: second number to add.	STRING
HIGH	tests/tools/test_tools.py	0	add two numbers. args: x (int): first number to add. y (int): second number to add. returns: the sum of the two numbers.	STRING
HIGH	tests/agent/test_react_review.py	0	add two numbers. args: x (int): first number to add. y (int): second number to add. returns: the sum of the two numbers.	STRING
HIGH	tests/agent/test_agent_react.py	0	add two numbers. args: x (int): first number to add. y (int): second number to add. returns: the sum of the two numbers.	STRING
HIGH	tests/solver/test_basic_agent.py	0	add two numbers. args: x (int): first number to add. y (int): second number to add. returns: the sum of the two numbers.	STRING
HIGH	tests/review/test_review.py	0	add two numbers. args: x (int): first number to add. y (int): second number to add. returns: the sum of the two numbers.	STRING
HIGH	tests/model/test_reasoning_claude.py	0	add two numbers. args: x (int): first number to add. y (int): second number to add. returns: the sum of the two numbers.	STRING
HIGH	tests/test_helpers/tools.py	0	add two numbers. args: x (int): first number to add. y (int): second number to add. returns: the sum of the two numbers.	STRING
HIGH	tests/approval/test_approval.py	0	add two numbers. args: x (int): first number to add. y (int): second number to add. returns: the sum of the two numbers.	STRING
HIGH	tests/agent/test_acp/test_server_forwarding.py	0	short /tmp data dir so af_unix paths fit in 104 chars on macos.	STRING
HIGH	tests/agent/test_acp/test_action_methods.py	0	short /tmp data dir so af_unix paths fit in 104 chars on macos.	STRING
HIGH	tests/agent/test_acp/test_elicitation_e2e.py	0	short /tmp data dir so af_unix paths fit in 104 chars on macos.	STRING
HIGH	tests/agent/test_acp/test_stdio_bridge.py	0	short /tmp data dir so af_unix paths fit in 104 chars on macos.	STRING
HIGH	tests/agent/test_acp/test_approval.py	0	short /tmp data dir so af_unix paths fit in 104 chars on macos.	STRING
HIGH	tests/_cli/test_token_limit_flag.py	0	run the test command and eval its echoed repr back to a python value.	STRING
HIGH	tests/_cli/test_ctl_server_flag.py	0	run the test command and eval its echoed repr back to a python value.	STRING
HIGH	tests/_cli/test_acp_server_flag.py	0	run the test command and eval its echoed repr back to a python value.	STRING
HIGH	tests/model/providers/test_anthropic.py	0	completes each batch at once, answering each request with its id.	STRING
HIGH	tests/model/providers/test_openai_compatible.py	0	completes each batch at once, answering each request with its id.	STRING
HIGH	tests/model/providers/util/test_batch.py	0	completes each batch at once, answering each request with its id.	STRING
HIGH	tests/model/providers/test_mistral.py	0	unset stream is "auto": stream iff the caller passed on_stream.	STRING
HIGH	tests/model/providers/test_azureai.py	0	unset stream is "auto": stream iff the caller passed on_stream.	STRING
HIGH	tests/model/providers/test_bedrock_streaming.py	0	unset stream is "auto": stream iff the caller passed on_stream.	STRING
HIGH	tests/model/providers/test_groq.py	0	unset stream is "auto": stream iff the caller passed on_stream.	STRING
HIGH	tests/model/providers/test_openai_compatible.py	0	unset stream is "auto": stream iff the caller passed on_stream.	STRING
HIGH	tests/model/providers/test_mistral.py	0	the stream accumulator reconstructs the completion and reports deltas.	STRING
HIGH	tests/model/providers/test_azureai.py	0	the stream accumulator reconstructs the completion and reports deltas.	STRING
HIGH	tests/model/providers/test_groq.py	0	the stream accumulator reconstructs the completion and reports deltas.	STRING
HIGH	tests/model/providers/test_mistral.py	0	without an on_stream consumer only heartbeat/usage progress runs. explicit streaming=true callers stream without asking	STRING
HIGH	tests/model/providers/test_azureai.py	0	without an on_stream consumer only heartbeat/usage progress runs. explicit streaming=true callers stream without asking	STRING
HIGH	tests/model/providers/test_grok.py	0	without an on_stream consumer only heartbeat/usage progress runs. explicit streaming=true callers stream without asking	STRING
HIGH	tests/model/providers/test_bedrock_streaming.py	0	without an on_stream consumer only heartbeat/usage progress runs. explicit streaming=true callers stream without asking	STRING
HIGH	tests/model/providers/test_groq.py	0	without an on_stream consumer only heartbeat/usage progress runs. explicit streaming=true callers stream without asking	STRING
HIGH	tests/model/providers/test_sagemaker.py	0	without an on_stream consumer only heartbeat/usage progress runs. explicit streaming=true callers stream without asking	STRING
HIGH	tests/model/providers/test_openai_responses.py	0	without an on_stream consumer only heartbeat/usage progress runs. explicit streaming=true callers stream without asking	STRING
HIGH	tests/model/providers/test_google.py	0	add two numbers. args: x: first number to add. y: second number to add. returns: the sum of the two numbers.	STRING
HIGH	docs/_tools-basics.md	0	add two numbers. args: x: first number to add. y: second number to add. returns: the sum of the two numbers.	STRING
HIGH	examples/tool_use.py	0	add two numbers. args: x: first number to add. y: second number to add. returns: the sum of the two numbers.	STRING
HIGH	…ort/src/inspect_tool_support/_util/json_rpc_helpers.py	0	check whether an exception raised from httpx should be retried. implements the strategy described here: https://cloud.go	STRING
HIGH	…ls/src/inspect_sandbox_tools/_util/json_rpc_helpers.py	0	check whether an exception raised from httpx should be retried. implements the strategy described here: https://cloud.go	STRING
HIGH	src/inspect_ai/_util/httpx.py	0	check whether an exception raised from httpx should be retried. implements the strategy described here: https://cloud.go	STRING
HIGH	…andbox_tools/_remote_tools/_bash_session/tool_types.py	0	user to run as: a username, or the sandbox default user's identity as captured by the host. switching requires the serve	STRING
HIGH	…sandbox_tools/_remote_tools/_exec_remote/tool_types.py	0	user to run as: a username, or the sandbox default user's identity as captured by the host. switching requires the serve	STRING
HIGH	…inspect_sandbox_tools/_remote_tools/_mcp/tool_types.py	0	user to run as: a username, or the sandbox default user's identity as captured by the host. switching requires the serve	STRING
HIGH	src/inspect_ai/util/_store_model.py	0	pydantic model interface to the store. args: model_cls: pydantic model type (must derive from storemodel) instance: opti	STRING
HIGH	src/inspect_ai/solver/_task_state.py	0	pydantic model interface to the store. args: model_cls: pydantic model type (must derive from storemodel) instance: opti	STRING
HIGH	src/inspect_ai/log/_log.py	0	pydantic model interface to the store. args: model_cls: pydantic model type (must derive from storemodel) instance: opti	STRING
HIGH	src/inspect_ai/model/_model.py	0	canonical model name for model info database lookup.	STRING
HIGH	src/inspect_ai/model/_providers/mistral.py	0	canonical model name for model info database lookup.	STRING
HIGH	src/inspect_ai/model/_providers/grok.py	0	canonical model name for model info database lookup.	STRING
HIGH	src/inspect_ai/model/_providers/google.py	0	canonical model name for model info database lookup.	STRING
HIGH	src/inspect_ai/model/_providers/openai.py	0	canonical model name for model info database lookup.	STRING
HIGH	src/inspect_ai/model/_providers/anthropic.py	0	canonical model name for model info database lookup.	STRING
HIGH	src/inspect_ai/model/_providers/mistral.py	0	scope adaptive concurrency per (key, model). a pool shared across models lets the faster model's signals push the adapti	STRING
HIGH	src/inspect_ai/model/_providers/grok.py	0	scope adaptive concurrency per (key, model). a pool shared across models lets the faster model's signals push the adapti	STRING
HIGH	src/inspect_ai/model/_providers/openai_compatible.py	0	scope adaptive concurrency per (key, model). a pool shared across models lets the faster model's signals push the adapti	STRING
8 more matches not shown…

Modern AI Meta-Vocabulary114 hits · 323 pts

Severity	File	Line	Snippet	Context
MEDIUM	CHANGELOG.md	2813	- ReAct Agent: [truncation](https://inspect.aisi.org.uk/agents.html#truncation) option to trim conversation messages whe	CODE
MEDIUM	design/bridge-host-tool-events.md	151	teardown #5464 triggers may pre-empt delivery of the reply; the scaffold's	CODE
MEDIUM	design/ctl/pause-resume.md	140	- Hard pause (hold at next model call) — implemented. `pause --now`: in addition to quiesce, hold in-flight samples	CODE
MEDIUM	design/ctl/control-channel.md	992	- Self-targeting guard hardening. Open question #8 in this doc — an LLM agent running inside an eval shouldn't be	CODE
MEDIUM⚡	tests/tools/test_tools_bridge.py	922	# the scaffold reads as tool output, so an unexpected one has to be signalled to	COMMENT
MEDIUM	tests/tools/test_tools_bridge.py	1152	# the scaffold carries on regardless; the monitor tears the group down	COMMENT
MEDIUM	tests/checkpoint/test_checkpointer.py	651	# leading scaffolding before the first wrap — dropped by the slice	COMMENT
MEDIUM	tests/checkpoint/test_checkpointer.py	671	# seeded wrap and still open at fire time — trailing scaffolding	COMMENT
MEDIUM⚡	tests/agent/test_agent_compaction_native.py	49	# the context window. Reasoning + compaction is tested separately in	COMMENT
MEDIUM	tests/agent/test_bridge_generation_config.py	405	# would leak the scaffold's value to the served model whenever the eval config	COMMENT
MEDIUM⚡	tests/agent/test_bridge_track_state.py	1387	# the scaffold restarts: title call fires first again	COMMENT
MEDIUM	tests/agent/test_bridge_track_state.py	259	# main loop, then scaffold compaction: the compacted loop is promoted, so	COMMENT
MEDIUM	tests/agent/test_bridge_track_state.py	390	# the scaffold re-creates every message: different ids and metadata, and	COMMENT
MEDIUM	tests/agent/test_bridge_track_state.py	427	# scaffold runs the task under its own (different) system prompt	COMMENT
MEDIUM	tests/agent/test_bridge_track_state.py	604	# title call fires first; the scaffold's store holds the condensed turn	COMMENT
MEDIUM	tests/agent/test_bridge_track_state.py	1461	# main loop: turn 2 (scaffold round-trips through its own store)	COMMENT
MEDIUM	tests/agent/test_bridge_refusals.py	236	# the scaffold carries on regardless; the monitor tears the group down	COMMENT
MEDIUM	tests/agent/test_agent_bridge.py	1108	# backend; the scaffold's second call replays the searched assistant turn	STRING
MEDIUM	tests/agent/test_agent_bridge.py	1119	# both scaffold calls completed (the second replays the first turn)	STRING
MEDIUM⚡	tests/agent/test_bridge_approval.py	817	# the scaffold re-issues the approved call with the keys in a different order	COMMENT
MEDIUM⚡	tests/agent/test_bridge_approval.py	2081	# the rejected call never reached the scaffold	COMMENT
MEDIUM⚡	tests/agent/test_bridge_approval.py	2215	# should behave identically whichever API the scaffold speaks. These drive each	COMMENT
MEDIUM⚡	tests/agent/test_bridge_approval.py	2216	# dialect impl the way a scaffold's request arrives.	COMMENT
MEDIUM	tests/agent/test_bridge_approval.py	384	# the scaffold gets the approved arguments...	COMMENT
MEDIUM	tests/agent/test_bridge_approval.py	452	# the model is told and generates again; the scaffold sees only the replacement	COMMENT
MEDIUM	tests/agent/test_bridge_approval.py	1537	# a second call for the same proposal (e.g. a scaffold retrying after a	COMMENT
MEDIUM	tests/agent/test_bridge_approval.py	1806	# and so does the response handed to the scaffold	COMMENT
MEDIUM	tests/agent/test_bridge_approval.py	2040	# what the scaffold would go on to execute	COMMENT
MEDIUM⚡	tests/agent/test_acp/test_operator_provenance.py	55	# note_operator_message — the scaffold's signal	COMMENT
MEDIUM	tests/agent/test_acp/test_router_bridge_tools.py	150	# the scaffold-provided view renders richly (not args-only)	COMMENT
MEDIUM⚡	tests/agent/test_acp/test_tui/test_widgets.py	915	# Used-only — context window denominator dropped.	COMMENT
MEDIUM	tests/scorer/test_math.py	289	# An integer answer on the final line of a reasoning trace is extracted.	COMMENT
MEDIUM	tests/model/test_compaction.py	1197	# small context window so a modest tool output overflows it	COMMENT
MEDIUM	tests/model/test_model_length.py	24	# model context window sizes	COMMENT
MEDIUM	tests/model/test_model_length.py	49	# cloudflare serves this model with a reduced context window	COMMENT
MEDIUM	tests/model/test_model_length.py	61	# context window for model	COMMENT
MEDIUM	tests/model/test_model_length.py	65	# create message that exceeds context window	COMMENT
MEDIUM	tests/model/providers/test_anthropic.py	526	# scaffold for should_retry	COMMENT
MEDIUM⚡	tests/model/providers/test_vllm.py	34	# this allows us to run base models with the chat message scaffolding:	COMMENT
MEDIUM⚡	tests/model/providers/test_openai_model_names.py	89	# input_tokens_name() aliases to the current frontier so the context window	COMMENT
MEDIUM⚡	tests/model/providers/test_grok_model_names.py	84	# input_tokens_name() aliases to the current frontier so the context window	COMMENT
MEDIUM⚡	tests/model/providers/test_grok_model_names.py	98	# frontier would overstate its context window	COMMENT
MEDIUM	tests/model/providers/test_anthropic_fallback.py	542	# scaffold echoes the assistant turn as dicts (incl. the fallback block)	COMMENT
MEDIUM	tests/model/providers/test_hf.py	36	# this allows us to run base models with the chat message scaffolding:	COMMENT
MEDIUM	tests/model/providers/test_hf.py	55	# this allows us to run base models with the chat message scaffolding:	COMMENT
MEDIUM⚡	tests/model/providers/test_google_model_names.py	169	# input_tokens_name() aliases to the current frontier so the context window	COMMENT
MEDIUM	tests/model/providers/test_openai_responses.py	2300	# Bridge -> scaffold (assistant text) -> scaffold echoes it back as input.	COMMENT
MEDIUM	docs/CHANGELOG.md	2813	- ReAct Agent: [truncation](https://inspect.aisi.org.uk/agents.html#truncation) option to trim conversation messages whe	CODE
MEDIUM	docs/evals/evals.json	4400	"paper": "https://genai.owasp.org/resource/owasp-top-10-for-agentic-applications-for-2026/",	CODE
MEDIUM	docs/evals/evals.json	6246	"paper": "https://www.anthropic.com/research/agentic-misalignment",	CODE
MEDIUM	src/inspect_ai/_control/pause.py	256	# at the hard gate — the interim-scoring pass's event-driven park ack (no	COMMENT
MEDIUM	src/inspect_ai/_control/pause.py	425	# event-driven park ack (see sample_park_waiter)	COMMENT
MEDIUM	src/inspect_ai/util/_checkpoint/hydrate.py	748	# Slice away the live session's scaffolding ahead of the first	COMMENT
MEDIUM	src/inspect_ai/util/_checkpoint/hydrate.py	783	# resumed session's own structural scaffolding (`init` / `solvers` /	COMMENT
MEDIUM	src/inspect_ai/agent/_react.py	275	# check for context window overflow	COMMENT
MEDIUM	src/inspect_ai/agent/_react.py	515	# check for context window overflow	COMMENT
MEDIUM	src/inspect_ai/agent/_react.py	796	# exceed the context window; _handle_overflow's forced	COMMENT
MEDIUM⚡	src/inspect_ai/agent/_acp/inspect_ext.py	132	# (claude_code, codex, …): their tools are run by the bridged scaffold, not by	STRING
MEDIUM⚡	src/inspect_ai/agent/_acp/connection.py	1170	# Bind / unbind orchestration	COMMENT
MEDIUM	src/inspect_ai/agent/_acp/event_mapping.py	723	# and a known context window. ACP semantics: "Tokens currently in	COMMENT
54 more matches not shown…

Self-Referential Comments102 hits · 322 pts

Severity	File	Line	Snippet	Context
MEDIUM	tests/test_eval_set.py	3268	# Create a log with the exact task identity eval_set expects, then	COMMENT
MEDIUM	tests/test_model_env_mismatch.py	85	# Create a minimal task with proper solver and scorer	COMMENT
MEDIUM⚡	tests/tools/test_web_search_tavily.py	55	# Create a client with our mock transport	COMMENT
MEDIUM	tests/analysis/test_large_string.py	11	# Create a DataFrame with a small PyArrow string column	COMMENT
MEDIUM	tests/analysis/test_large_string.py	32	# Create a DataFrame with a large PyArrow string column	COMMENT
MEDIUM	tests/analysis/test_large_string.py	55	# Create a DataFrame with both small and large columns (same length)	COMMENT
MEDIUM⚡	tests/util/test_store_nested_types.py	89	# Create a store with dict data	COMMENT
MEDIUM⚡	tests/util/test_anyio.py	84	# Create a circular reference: exc1.__context__ -> exc2 -> exc1	COMMENT
MEDIUM	tests/util/test_anyio.py	107	# Create a circular reference in exception groups	COMMENT
MEDIUM	tests/util/sandbox/test_docker_compatibility.py	530	# Create a task with compose.yaml config (use None for dataset to get a dummy sample)	COMMENT
MEDIUM	tests/util/sandbox/sandbox_setup_symlink.sh	12	# Create a nested directory and symlink via “..”	COMMENT
MEDIUM	tests/util/sandbox/test_docker_compose_config.py	160	# Create a ComposeService with x-default extension	COMMENT
MEDIUM⚡	tests/agent/test_agent_react.py	661	# Create a tool call for submit	COMMENT
MEDIUM⚡	tests/agent/test_agent_react.py	668	# Create a tool call for a regular tool	COMMENT
MEDIUM⚡	tests/agent/test_agent_react.py	675	# Create an assistant message with both reasoning content and tool calls	COMMENT
MEDIUM⚡	tests/agent/test_agent_react.py	684	# Create an assistant message without reasoning content but with submit tool call	COMMENT
MEDIUM⚡	tests/agent/test_agent_react.py	690	# Create an assistant message with only regular tool calls (should be unchanged)	COMMENT
MEDIUM	tests/agent/test_acp/test_action_methods.py	973	# Create the pending nested ToolEvent — same construction the	COMMENT
MEDIUM⚡	tests/model/test_web_search_exclude_none.py	84	# Create a web search with ActionSearch that has sources=None (the bug condition)	COMMENT
MEDIUM	tests/model/test_compaction_summary.py	100	# Create a previous summary message	COMMENT
MEDIUM	tests/model/test_trim_messages.py	72	# Create a longer conversation	COMMENT
MEDIUM	tests/model/test_trim_messages.py	140	# Create a scenario with a tool response without a corresponding assistant message	COMMENT
MEDIUM	tests/model/test_trim_messages.py	241	# Create a longer conversation	COMMENT
MEDIUM	tests/model/test_trim_messages.py	305	# Create a longer conversation with tool calls	COMMENT
MEDIUM	tests/model/test_trim_messages.py	349	# Create a conversation with alternating user-assistant pairs	COMMENT
MEDIUM	tests/model/test_trim_messages.py	432	# Create an assistant message with 3 tool calls, but only 1 tool result	COMMENT
MEDIUM	tests/model/test_trim_messages.py	465	# Create an assistant message with tool calls, but no tool results at all	COMMENT
MEDIUM	tests/model/test_trim_messages.py	492	# Create a conversation where trimming will create orphan tool_calls	COMMENT
MEDIUM	tests/model/test_token_counting.py	120	# Create a conversation with an assistant message containing multiple tool calls	COMMENT
MEDIUM	tests/model/test_prompt_logprobs.py	464	# Create a minimal instance without calling __init__	COMMENT
MEDIUM	tests/model/providers/test_anthropic.py	699	# Create an assistant message with a single tool call (no tool result)	COMMENT
MEDIUM	tests/model/providers/test_anthropic.py	721	# Create an assistant message with multiple tool calls (no tool results)	COMMENT
MEDIUM	tests/model/providers/test_anthropic.py	753	# Create a tool result message without a preceding assistant message	COMMENT
MEDIUM	tests/model/providers/test_mistral.py	111	# Create a simple prompt	COMMENT
MEDIUM	tests/model/providers/test_transformer_lens.py	18	# Create a small HookedTransformer model for testing	COMMENT
MEDIUM	tests/model/providers/test_transformer_lens.py	34	# Create the model using Inspect	COMMENT
MEDIUM	tests/model/providers/test_transformer_lens.py	143	# Create a small HookedTransformer model for testing	COMMENT
MEDIUM	tests/model/providers/test_transformer_lens.py	159	# Create a simple task for testing	COMMENT
MEDIUM⚡	tests/model/providers/test_google.py	456	# Create a mock client	COMMENT
MEDIUM⚡	tests/model/providers/test_google.py	459	# Create a message with reasoning + text + tool call	COMMENT
MEDIUM	tests/model/providers/test_google.py	1028	# Create an assistant message with a single tool call (no tool result)	COMMENT
MEDIUM	tests/model/providers/test_google.py	1053	# Create an assistant message with multiple tool calls (no tool results)	COMMENT
MEDIUM	tests/model/providers/test_google.py	1088	# Create a tool result message without a preceding assistant message	COMMENT
MEDIUM	tests/model/providers/test_openai_responses.py	733	# Create a mock CompactedResponse with a ResponseCompactionItem	COMMENT
MEDIUM	tests/model/providers/test_openai_responses.py	786	# Create a CompactedResponse without a ResponseCompactionItem	COMMENT
MEDIUM	tests/model/providers/test_openai_responses.py	953	# Create a CompactedResponse with compaction item followed by an output message	COMMENT
MEDIUM	tests/model/providers/test_openai_responses.py	1025	# Create a compact response matching real API output:	COMMENT
MEDIUM	tests/model/providers/test_openai_responses.py	1211	# Create a message with phase stored in ContentText.internal	COMMENT
MEDIUM	tests/model/providers/util/test_batch_intake.py	208	# Create a request that's too large for the available size	COMMENT
MEDIUM	tests/model/providers/util/test_batch.py	630	# Create a batcher with a low max_consecutive_check_failures value	COMMENT
MEDIUM	tests/model/providers/util/test_batch.py	701	# Create a batcher that will fail initially then succeed	COMMENT
MEDIUM	tests/model/providers/util/test_batch.py	760	# Create a request that's close to but under the limit	COMMENT
MEDIUM⚡	tests/log/test_log_file_info_fallback.py	204	# Create a native-named eval (timestamp prefix -> fast path)	COMMENT
MEDIUM⚡	tests/log/test_log_file_info_fallback.py	211	# Create a custom-named eval (no timestamp -> header fallback)	COMMENT
MEDIUM⚡	tests/log/test_log_attachments.py	463	# # Create a long text that should be condensed (> 100 chars)	COMMENT
MEDIUM⚡	tests/log/test_log_attachments.py	467	# # Create a model event with long content	COMMENT
MEDIUM	tests/log/test_log_attachments.py	539	# # Create the same long text that will appear in multiple events	COMMENT
MEDIUM	tests/log/test_log_attachments.py	620	# Create an event with long content	COMMENT
MEDIUM	tests/log/test_recover_e2e.py	283	# Create an empty buffer DB so recovery can proceed	COMMENT
MEDIUM	tests/log/test_recover_e2e.py	402	# Create a crashed log	COMMENT
42 more matches not shown…

Over-Commented Block288 hits · 232 pts

Severity	File	Line	Snippet	Context
LOW	tests/conftest.py	361		COMMENT
LOW	tests/conftest.py	381	# OS-thread dump (async-signal-safe; catches hard C-level wedges), then — for	COMMENT
LOW	tests/test_eval_set_selection.py	1301	# Additive though they are, the models forbid extra fields, so a v1 reader	COMMENT
LOW	tests/checkpoint/resume_kill_harness.py	101		COMMENT
LOW	tests/checkpoint/resume_kill_harness.py	221	return "crashed"	COMMENT
LOW	tests/util/test_text.py	21	# Stripping it to face value would make match(numeric=True)	COMMENT
LOW	tests/agent/test_acp/test_session.py	221		COMMENT
LOW	tests/agent/test_acp/test_router.py	1881	tg.start_soon(lambda: agent(_state()))	COMMENT
LOW	tests/agent/test_acp/test_standard_acp_client.py	241	k.startswith("inspect.") or k.startswith("inspect/")	COMMENT
LOW	tests/agent/test_acp/test_approval.py	561	shim_task.cancel()	COMMENT
LOW	tests/agent/test_acp/test_tui/test_client.py	61	active.agent_name = agent_name	COMMENT
LOW	tests/agent/test_acp/test_tui/test_session_screen.py	1461	# by one refresh — pump another pause so focus has landed	COMMENT
LOW	tests/model/test_reasoning_claude.py	21	@skip_if_no_anthropic	COMMENT
LOW	tests/model/test_adaptive_connections.py	961	# Controller's adaptive bound max should be 50 — the int shorthand.	COMMENT
LOW	tests/view/test_openapi_schema_generation.py	241	def test_default_pydantic_makes_defaulted_fields_not_required() -> None:	COMMENT
LOW	tests/log/test_log_attachments.py	461	# transcript = Transcript()	COMMENT
LOW	tests/log/test_log_attachments.py	481	# stored_event = transcript.events[0]	COMMENT
LOW	tests/log/test_log_attachments.py	501	# input=[initial_message],	COMMENT
LOW	tests/log/test_log_attachments.py	521	# # Verify the output was condensed	COMMENT
LOW	tests/log/test_log_attachments.py	541	# message1 = ChatMessageUser(content=repeated_text)	COMMENT
LOW	tests/log/test_log_attachments.py	561	# )	COMMENT
LOW	docs/evals/model_cards.yml	1	# Benchmarks referenced in recent model cards/announcements.	COMMENT
LOW	examples/computer/compose.yaml	1	services:	COMMENT
LOW	scripts/release-sandbox-tools.sh	181		COMMENT
LOW	.github/workflows/release.yml	1	name: Release	COMMENT
LOW	.github/workflows/suppressions-comment.yml	1	# Posts the sticky suppression-ledger delta comment on PRs, fork PRs	COMMENT
LOW	.github/workflows/release-pr-checks.yml	1	name: Release PR checks	COMMENT
LOW	.github/workflows/build.yml	181	fetch-tags: true	COMMENT
LOW	.github/workflows/build.yml	261	# (~2.5 min median, ~8 min p90 of PR wall clock under runner	COMMENT
LOW	.github/workflows/build.yml	321	# published binaries were downloaded into.	COMMENT
LOW	.github/workflows/build.yml	601	# Digest file must be in lockstep with the version bump: four non-blank	COMMENT
LOW	.github/scripts/check_suppressions.py	41		COMMENT
LOW	…ool_support/_remote_tools/_web_browser/scale_factor.py	21	#	COMMENT
LOW	…ote_tools/_web_browser/test_accessibility_tree_node.py	41	# AXNode,	COMMENT
LOW	…ote_tools/_web_browser/test_accessibility_tree_node.py	61	# def test_getitem(self):	COMMENT
LOW	…ote_tools/_web_browser/test_accessibility_tree_node.py	81	# }	COMMENT
LOW	…ote_tools/_web_browser/test_accessibility_tree_node.py	101	# }	COMMENT
LOW	…ote_tools/_web_browser/test_accessibility_tree_node.py	121		COMMENT
LOW	…ote_tools/_web_browser/test_accessibility_tree_node.py	141	# node_data = {	COMMENT
LOW	…ote_tools/_web_browser/test_accessibility_tree_node.py	161	# }	COMMENT
LOW	…t_sandbox_tools/_remote_tools/_exec_remote/__init__.py	1	# TODO: Consider renaming _remote_tools directory to _remote_services or _json_rpc_services	COMMENT
LOW	…sandbox_tools/src/inspect_sandbox_tools/_cli/server.py	41	#	COMMENT
LOW	src/inspect_ai/_control/server.py	201	# Keep-alive intent	COMMENT
LOW	src/inspect_ai/_control/server.py	801	active_since: float \| None = None,	COMMENT
LOW	src/inspect_ai/_control/server.py	1041	# naturally (scored on their own terms, no interrupts), then	COMMENT
LOW	src/inspect_ai/_control/server.py	1201	if result.get("ok") is False:	COMMENT
LOW	src/inspect_ai/_control/server.py	1321	# the ambiguity rejection carries the pending calls	COMMENT
LOW	src/inspect_ai/_control/server.py	1381	# after a `/`); `key`/`key_limit` retune a named concurrency() registry	COMMENT
LOW	src/inspect_ai/_control/server.py	1621	# Pause / resume the whole run (the eval-set spelling — one	COMMENT
LOW	src/inspect_ai/_control/server.py	1641	# retries/min, backoff ratio, and active retry waits per model, plus	COMMENT
LOW	src/inspect_ai/_control/server.py	1801	exc_info=True,	COMMENT
LOW	src/inspect_ai/_control/limits.py	361		COMMENT
LOW	src/inspect_ai/_control/cancel.py	341	pending = state.task_cancel.cancel_type	COMMENT
LOW	src/inspect_ai/_control/cancel.py	401	if stamp == "abort":	COMMENT
LOW	src/inspect_ai/_control/scoring.py	81	# gate (and then quiesce) before reporting it un-scored. A constant to start	COMMENT
LOW	src/inspect_ai/_control/__init__.py	1	"""Control channel — HTTP server embedded in each running eval process.	COMMENT
LOW	src/inspect_ai/_control/__init__.py	21	# non-GET route with a 400 (`_control/strict.py`), atomically — so a	COMMENT
LOW	src/inspect_ai/_control/__init__.py	41	# must not 400 their retune on an older strict server, so the CLI includes	COMMENT
LOW	src/inspect_ai/_control/__init__.py	61	# server advertises >= 5 (an explicit --author/--reason against an	COMMENT
LOW	src/inspect_ai/_control/__init__.py	81	# `ctl config`), joining the version-4 retry knobs. No CLI gate — the	COMMENT
228 more matches not shown…

Modern Structural Boilerplate223 hits · 214 pts

Severity	File	Line	Snippet	Context
LOW⚡	tests/input/test_input_panel.py	129	def _set_input_value(input_widget: Input, value: str) -> None:	CODE
LOW	tests/input/test_input_panel.py	53	def set_title(self, title: str) -> None:	CODE
LOW⚡	tests/agent/test_acp/test_tui/test_elicitation_card.py	68	def _set_input(input_widget: Input, value: str) -> None:	CODE
LOW	tests/test_package/inspect_package/__init__.py	3	__all__ = ["simple_score"]	CODE
LOW	…ridianlabs-ai/inspect-docs/filters/reference/filter.py	230	def set_default_title(elem: pf.Element, doc: pf.Doc) -> None:	CODE
LOW	examples/hooks/mlflow_tracking.py	44	logger = logging.getLogger(__name__)	CODE
LOW	examples/hooks/trackio_tracking.py	41	logger = logging.getLogger(__name__)	CODE
LOW	examples/hooks/mlflow_tracing.py	51	logger = logging.getLogger(__name__)	CODE
LOW	…pect_tool_support/src/inspect_tool_support/__init__.py	12	__all__ = ["__version__"]	CODE
LOW	…ool_support/_remote_tools/_web_browser/scale_factor.py	5	logger = logging.getLogger(__name__)	CODE
LOW	…sandbox_tools/tests/test_text_editor_validated_path.py	193	def _set_history_path(monkeypatch: pytest.MonkeyPatch, history_path: Path) -> None:	CODE
LOW	src/inspect_sandbox_tools/tests/conftest.py	19	logger = logging.getLogger(__name__)	CODE
LOW	src/inspect_sandbox_tools/tests/test_exec_remote.py	90	def _setup_and_teardown(sandbox_server_cleanup: None) -> None:	CODE
LOW	…ct_sandbox_tools/src/inspect_sandbox_tools/__init__.py	12	__all__ = ["__version__"]	CODE
LOW	…ox_tools/_in_process_tools/_text_editor/text_editor.py	27	logger = logging.getLogger(__name__)	CODE
LOW	…box_tools/src/inspect_sandbox_tools/_util/constants.py	11	__all__ = [	CODE
LOW	…x_tools/src/inspect_sandbox_tools/_util/user_switch.py	54	def set_oom_score_adj() -> None:	CODE
LOW	src/inspect_ai/__init__.py	32	__all__ = [	CODE
LOW	src/inspect_ai/_control/eval_state.py	742	def set_sample_requeue(eval_id: str, handle: "SampleRequeue \| None") -> None:	CODE
LOW	src/inspect_ai/_control/eval_state.py	755	def set_task_scoring(eval_id: str, handle: "TaskScoring \| None") -> None:	CODE
LOW	src/inspect_ai/_control/max_tasks.py	58	def set_max_tasks_override(value: int \| None) -> None:	CODE
LOW	src/inspect_ai/_util/zipfile.py	29	logger = logging.getLogger(__name__)	CODE
LOW	src/inspect_ai/_util/zipfile.py	199	__all__ = ["zipfile_compress_kwargs"]	CODE
LOW	src/inspect_ai/_util/log_context.py	8	def set_run_shape(task_names: Iterable[str], max_epochs: int) -> None:	CODE
LOW	src/inspect_ai/_util/error.py	116	def set_exception_hook() -> None:	CODE
LOW	src/inspect_ai/_util/transcript.py	66	def set_transcript_markdown_options(markdown: Markdown) -> None:	CODE
LOW	src/inspect_ai/_util/registry.py	92	def set_annotations(wrapper: Callable[..., Any], annotations: dict[str, Any]) -> None:	CODE
LOW	src/inspect_ai/_util/registry.py	123	def set_return_annotation(wrapper: Callable[..., Any], return_type: type[Any]) -> None:	CODE
LOW	src/inspect_ai/_util/httpx.py	16	logger = logging.getLogger(__name__)	CODE
LOW	src/inspect_ai/_util/background.py	50	def set_background_task_group(tg: TaskGroup \| None) -> None:	CODE
LOW	src/inspect_ai/_util/local_server.py	14	logger = logging.getLogger(__name__)	CODE
LOW	src/inspect_ai/_util/file.py	668	logger = logging.getLogger(__name__)	CODE
LOW	src/inspect_ai/_util/event_loop_monitor.py	38	logger = logging.getLogger(__name__)	CODE
LOW	src/inspect_ai/_util/asyncfiles.py	55	logger = logging.getLogger(__name__)	CODE
LOW	src/inspect_ai/_util/future.py	14	def set_result(self, result: T) -> None:	CODE
LOW	src/inspect_ai/_util/future.py	18	def set_exception(self, ex: Exception) -> None:	CODE
LOW	src/inspect_ai/_util/future.py	32	def set_future_result(future: "Future[T]", result: T) -> None:	CODE
LOW	src/inspect_ai/_util/future.py	36	def set_future_exception(future: "Future[T]", error: Exception) -> None:	CODE
LOW	src/inspect_ai/_util/strenum.py	49	__all__ = ["StrEnum"]	CODE
LOW	src/inspect_ai/_util/textual/__init__.py	3	__all__ = ["ElicitationForm"]	CODE
LOW	src/inspect_ai/_display/__init__.py	14	__all__ = [	CODE
LOW	src/inspect_ai/_display/core/results.py	38	def set_retry_args_suffix(suffix: str) -> None:	CODE
LOW	src/inspect_ai/_display/core/display.py	170	def update_metrics(self, scores: list[TaskDisplayMetric]) -> None: ...	CODE
LOW	src/inspect_ai/_display/core/display.py	198	def update_task_count(self, n: int) -> None:	CODE
LOW	src/inspect_ai/_display/core/progress.py	70	def update_count(self, complete: int, total: int) -> None:	CODE
LOW	src/inspect_ai/_display/core/progress.py	77	def update_score(self, score: str) -> None:	CODE
LOW	src/inspect_ai/_display/core/panel.py	23	def set_eval_set_id_display(value: str \| None) -> None:	CODE
LOW	src/inspect_ai/_display/plain/display.py	75	def update_task_count(self, n: int) -> None:	CODE
LOW	src/inspect_ai/_display/plain/display.py	222	def update_metrics(self, metrics: list[TaskDisplayMetric]) -> None:	CODE
LOW	src/inspect_ai/_display/textual/display.py	85	def update_task_count(self, n: int) -> None:	CODE
LOW	src/inspect_ai/_display/textual/app.py	59	def set_flow_content(content: RenderableType) -> None:	CODE
LOW	src/inspect_ai/_display/textual/app.py	244	def update_task_count(self, n: int) -> None:	CODE
LOW	src/inspect_ai/_display/textual/app.py	300	def update_display(self) -> None:	CODE
LOW	src/inspect_ai/_display/textual/app.py	315	def update_scan(self) -> None:	CODE
LOW	src/inspect_ai/_display/textual/app.py	340	def update_title(self) -> None:	CODE
LOW⚡	src/inspect_ai/_display/textual/app.py	365	def update_tasks(self) -> None:	CODE
LOW⚡	src/inspect_ai/_display/textual/app.py	374	def update_samples(self) -> None:	CODE
LOW⚡	src/inspect_ai/_display/textual/app.py	381	def update_footer(self) -> None:	CODE
LOW	src/inspect_ai/_display/textual/app.py	394	def set_unread(unread: int \| None) -> None:	CODE
LOW	src/inspect_ai/_display/textual/app.py	408	async def set_active_tab(active: str) -> None:	CODE
163 more matches not shown…

AI Slop Vocabulary42 hits · 101 pts

Severity	File	Line	Snippet	Context
MEDIUM	tests/test_sample_source.py	322	# once epoch 4 completed, every time under its own id (an RL harness	COMMENT
MEDIUM⚡	tests/checkpoint/test_current_checkpointer_post_exit.py	224	# harness faithfully reproduces the normal span/checkpoint pairing — and that	COMMENT
MEDIUM	tests/checkpoint/resume_kill_harness.py	253	# this harness drives — so stamp a fixed amount, giving the budget-carry	COMMENT
MEDIUM	…lysis/test_logs/2025-05-12T20-27-36-04-00_browser.json	234	"content": "[793] link \"We are now the AI Security Institute\" [url: https://www.gov.uk/government/news/tack	CODE
MEDIUM	…lysis/test_logs/2025-05-12T20-27-36-04-00_browser.json	257	"content": "[793] link \"We are now the AI Security Institute\" [url: https://www.gov.uk/government/news/tack	CODE
MEDIUM	…lysis/test_logs/2025-05-12T20-27-36-04-00_browser.json	1545	"result": "[793] link \"We are now the AI Security Institute\" [url: https://www.gov.uk/government/news/tackl	CODE
MEDIUM	…lysis/test_logs/2025-05-12T20-27-36-04-00_browser.json	1577	"output": "{\"jsonrpc\": \"2.0\", \"result\": {\"web_url\": \"https://www.aisi.gov.uk/work\", \"main_content\"	CODE
MEDIUM	…lysis/test_logs/2025-05-12T20-27-36-04-00_browser.json	2102	"result": "[793] link \"We are now the AI Security Institute\" [url: https://www.gov.uk/government/news/tackl	CODE
MEDIUM	…lysis/test_logs/2025-05-12T20-27-36-04-00_browser.json	2134	"output": "{\"jsonrpc\": \"2.0\", \"result\": {\"web_url\": \"https://www.aisi.gov.uk/work\", \"main_content\"	CODE
MEDIUM	…lysis/test_logs/2025-05-12T20-27-36-04-00_browser.json	2732	"replaced": "[793] link \"We are now the AI Security Institute\" [url: https://www.gov.uk/government/news	CODE
MEDIUM	…lysis/test_logs/2025-05-12T20-27-36-04-00_browser.json	3577	"cb6d9b3382c23a2729d389c44be2fb26": "[793] link \"We are now the AI Security Institute\" [url: https://www.gov.	CODE
MEDIUM	tests/agent/deepagent/test_deepagent_background.py	979	# deterministically without a scheduling barrier the harness lacks.)	COMMENT
MEDIUM	tests/agent/test_acp/test_deepagent_integration.py	479	# ACP harness. The cancel pathway itself is tested in	COMMENT
MEDIUM	tests/agent/test_acp/test_server_dispatch.py	102	# mirrors what the eval harness produces from the default	COMMENT
MEDIUM	tests/agent/test_acp/test_action_methods.py	957	# Set up the cancel-propagation harness in a real task group.	COMMENT
MEDIUM	tests/agent/test_acp/test_approval.py	1204	# Scan all blocks for the view markdown — robust to layout	COMMENT
MEDIUM	tests/agent/test_acp/test_tui/test_cancel_card.py	242	# Don't call original_notify — the harness can't render toasts.	COMMENT
MEDIUM⚡	tests/agent/test_acp/test_tui/test_widgets.py	63	# Single-widget harness	COMMENT
MEDIUM	tests/agent/test_acp/test_tui/test_widgets.py	1099	# comprehensive fingerprint should detect the change and the	COMMENT
MEDIUM	examples/skills/skills/system-info/scripts/sysinfo.sh	3	# Outputs comprehensive system details in a structured format	COMMENT
MEDIUM	.github/workflows/test.yml	1	# Test harness shell. GitHub only exposes workflow_dispatch for workflows that	COMMENT
MEDIUM	…x_tools/src/inspect_sandbox_tools/_util/user_switch.py	39	"""The identity a child process must switch to in order to run as ``user``.	STRING
LOW	src/inspect_ai/_util/notebook.py	53	# notebook cells, if not just return an empty module	COMMENT
LOW	src/inspect_ai/analysis/_dataframe/record.py	391	# For now, I'll just return an empty dict	COMMENT
LOW	src/inspect_ai/util/_limit.py	228	# gone out of scope for the sample so we just return that snapshot	COMMENT
MEDIUM	src/inspect_ai/util/_checkpoint/checkpointer_impl.py	581	# checkpoint span. Skip on the harness-driven final fire —	COMMENT
MEDIUM	src/inspect_ai/util/_sandbox/service.py	568	# under an eval harness -- a sandbox-awareness leak that was	COMMENT
MEDIUM	src/inspect_ai/agent/_react.py	228	# to clean exit and the harness will run scoring next. State	COMMENT
MEDIUM	src/inspect_ai/agent/_react.py	472	# to clean exit and the harness will run scoring next. State	COMMENT
LOW	src/inspect_ai/agent/_acp/tui/session_screen.py	184	# …); duplicating them in the footer would just add noise.	COMMENT
MEDIUM	src/inspect_ai/agent/_acp/tui/widgets/cancel_card.py	232	# ``fails_on_error`` is True, but stay robust if a future	COMMENT
MEDIUM	src/inspect_ai/agent/_acp/tui/widgets/cancel_card.py	267	# but stay robust if a future refactor changes the	COMMENT
MEDIUM	src/inspect_ai/agent/_acp/tui/widgets/transcript.py	158	# Gate on fingerprint change — the comprehensive	COMMENT
LOW	src/inspect_ai/_view/common.py	647	# then just return that file	COMMENT
MEDIUM	src/inspect_ai/model/_call_tools.py	1100	# harness injects the real AgentState below)	COMMENT
LOW	src/inspect_ai/model/_call_tools.py	1324	# if the function takes **kwargs: Any then just pass the tool arguments through	COMMENT
LOW	src/inspect_ai/model/_providers/openai.py	354	# side step that complexity and just use two different batchers.	COMMENT
LOW	src/inspect_ai/log/_recorders/buffer/database.py	745	# this will just return no events and no attachments until the	COMMENT
LOW	src/inspect_ai/log/_recorders/buffer/filestore.py	469	# we'll just return None	COMMENT
LOW	src/inspect_ai/_eval/loader.py	664	# if there is no solver file then just create from the registry by name	COMMENT
MEDIUM	src/inspect_ai/tool/_sandbox_tools_utils/sandbox.py	637	# TODO: once we get the github CI/CD actions robust, this should be fatal	COMMENT
LOW	src/inspect_ai/tool/_mcp/_local.py	360	# to the session, we can just return nit	COMMENT

Redundant / Tautological Comments55 hits · 78 pts

Severity	File	Line	Snippet	Context
LOW	tests/model/test_message_ids.py	177	# Output message should have an ID	COMMENT
LOW	tests/model/test_compaction_edit_server_tools.py	117	# Check if the model used server-side tools	COMMENT
LOW	tests/model/test_stable_message_ids.py	157	# Output message should have ID	COMMENT
LOW	tests/model/providers/test_perplexity.py	83	# Check if citations are present	COMMENT
LOW	tests/model/providers/util/test_batch.py	102	# Check if batch should fail	COMMENT
LOW	tests/model/providers/util/test_batch.py	108	# Check if batch is "complete" based on elapsed time	COMMENT
LOW	tests/log/test_eval_log.py	194	# Set timestamp to a timezone-aware datetime object because when serializing to	COMMENT
LOW	examples/structured.py	170	# Check if the output matches the expected RGB format	STRING
LOW	scripts/pypi-release.py	745	# Check if there are any other versions present	COMMENT
LOW	scripts/pypi-release.py	805	# Check if .pypirc exists or environment variables are set	COMMENT
LOW	scripts/pypi-release.py	929	# Check if we're ahead of remote	COMMENT
LOW	scripts/pypi-release.py	972	# Check if we're in a git repository	COMMENT
LOW	scripts/pypi-release.py	1022	# Check if branch is up to date	COMMENT
LOW	scripts/pypi-release.py	1033	# Check if tag already exists	COMMENT
LOW	scripts/pypi-release.py	1165	# Check if correct version already exists	COMMENT
LOW	…t_tool_support/src/inspect_tool_support/_cli/server.py	27	# Set umask to handle dynamic user switching scenarios:	COMMENT
LOW	…ox_tools/_in_process_tools/_text_editor/text_editor.py	107	# Read the file content	COMMENT
LOW	…ox_tools/_in_process_tools/_text_editor/text_editor.py	112	# Check if old_str is unique in the file	COMMENT
LOW	…ox_tools/_in_process_tools/_text_editor/text_editor.py	215	# Check if path exists	COMMENT
LOW	…ox_tools/_in_process_tools/_text_editor/text_editor.py	224	# Check if the path points to a directory	COMMENT
LOW	…ols/src/inspect_sandbox_tools/_util/pseudo_terminal.py	68	# Close the file descriptors	COMMENT
LOW	…spect_sandbox_tools/_remote_tools/_exec_remote/_job.py	154	# Check if process has finished	COMMENT
LOW	src/inspect_ai/_util/generate_config_args.py	129	# Check if it's a file path	COMMENT
LOW	src/inspect_ai/_util/generate_config_args.py	149	# Check if it looks like a file path that doesn't exist	COMMENT
LOW	src/inspect_ai/_util/platform.py	53	# Check if running in VS Code Jupyter notebook or interactive window	COMMENT
LOW	src/inspect_ai/_util/platform.py	61	# Check if running in a VS Code terminal	COMMENT
LOW	src/inspect_ai/_util/local_server.py	162	os.kill(pid, 0) # Check if process exists	CODE
LOW	src/inspect_ai/_util/local_server.py	254	# Check if the process is still alive	COMMENT
LOW	src/inspect_ai/_util/file.py	456	# Check if it's already a URI	COMMENT
LOW	src/inspect_ai/_util/file.py	572	# Open the file using fsspec and retrieve the file's information	COMMENT
LOW	src/inspect_ai/analysis/_dataframe/samples/table.py	220	# Check if it's specifically the pyarrow offset overflow error	COMMENT
LOW	src/inspect_ai/analysis/_dataframe/samples/table.py	612	# Check if this is a PyArrow-backed column	COMMENT
LOW	src/inspect_ai/util/_json.py	385	# Check if it's already Optional/Union with None	COMMENT
LOW	src/inspect_ai/util/_sandbox/self_check.py	381	# Write the file byte-by-byte from ASCII-only octal escapes, then cat it, so	COMMENT
LOW	src/inspect_ai/_cli/score.py	311	# Print the results panel	COMMENT
LOW	src/inspect_ai/model/_openai_responses.py	363	# Check if this is a compaction marker message	COMMENT
LOW	src/inspect_ai/model/_openai_responses.py	1444	# Check if this is a valid OpenAI action (correct type + required fields)	COMMENT
LOW	src/inspect_ai/model/_openai_responses.py	1618	# Check if result was cleared during compaction	COMMENT
LOW	src/inspect_ai/model/_model_info.py	162	# Check if the second-to-last part is a known service prefix	COMMENT
LOW	src/inspect_ai/model/_model_info.py	168	# Check if this is a hosting provider that needs org detection	COMMENT
LOW	src/inspect_ai/model/_providers/mockllm.py	51	# Check if it's a callable function	COMMENT
LOW	src/inspect_ai/model/_providers/google.py	2046	# Check if this block has an associated thought_signature and	COMMENT
LOW	src/inspect_ai/model/_providers/anthropic.py	1127	# Check if model doesn't support compaction	COMMENT
LOW	src/inspect_ai/model/_providers/anthropic.py	5589	# Check if result was cleared during compaction	COMMENT
LOW	src/inspect_ai/model/_providers/anthropic.py	5806	# Check if previous message has corresponding tool_use blocks	COMMENT
LOW	src/inspect_ai/model/_providers/anthropic.py	5848	# Check if next message has corresponding tool_result blocks	COMMENT
LOW	src/inspect_ai/model/_providers/sglang.py	181	# Check if process is still alive	COMMENT
LOW	src/inspect_ai/log/_bundle.py	204	# Open the file for writing to save the updated content	STRING
LOW	src/inspect_ai/event/_timeline_repr.py	202	# Check if span overlaps with any span in the current cluster	COMMENT
LOW	…spect_ai/tool/_sandbox_tools_utils/validate_distros.py	122	# Check if it's for a supported architecture	COMMENT
LOW	src/inspect_ai/tool/_sandbox_tools_utils/sandbox.py	858	# Check if we're in a git repo	COMMENT
LOW	src/inspect_ai/tool/_tools/_memory.py	281	# Read file	COMMENT
LOW	src/inspect_ai/tool/_tools/_memory.py	349	# Read file content	COMMENT
LOW	src/inspect_ai/tool/_tools/_memory.py	354	# Check if old_str is unique	COMMENT
LOW	…_tools/_computer/_resources/entrypoint/xvfb_startup.sh	30	# Check if Xvfb is already running	COMMENT

AI Structural Patterns76 hits · 74 pts

Severity	File	Line	Context
LOW	tests/log/test_eval_log.py	2648	CODE
LOW	…/_remote_tools/_web_browser/accessibility_tree_node.py	224	CODE
LOW	…sandbox_tools/_remote_tools/_mcp/mcp_server_session.py	143	CODE
LOW	src/inspect_ai/_control/server.py	882	CODE
LOW	src/inspect_ai/_control/server.py	1395	CODE
LOW	src/inspect_ai/_control/server.py	1487	CODE
LOW	src/inspect_ai/_control/limits.py	155	CODE
LOW	src/inspect_ai/_control/limits.py	242	CODE
LOW	src/inspect_ai/_control/events.py	141	CODE
LOW	src/inspect_ai/_control/events.py	204	CODE
LOW	src/inspect_ai/_control/eval_state.py	446	CODE
LOW	src/inspect_ai/_control/eval_state.py	503	CODE
LOW	src/inspect_ai/_control/log_dir/samples.py	114	CODE
LOW	src/inspect_ai/util/_subprocess.py	74	CODE
LOW	src/inspect_ai/util/_subprocess.py	88	CODE
LOW	src/inspect_ai/util/_subprocess.py	101	CODE
LOW	src/inspect_ai/util/_subprocess.py	159	CODE
LOW	src/inspect_ai/util/_subprocess.py	200	CODE
LOW	src/inspect_ai/util/_subtask.py	155	CODE
LOW	src/inspect_ai/util/_checkpoint/hydrate.py	512	CODE
LOW	src/inspect_ai/util/_sandbox/local.py	112	CODE
LOW	src/inspect_ai/util/_sandbox/docker/compose.py	75	CODE
LOW	src/inspect_ai/util/_sandbox/docker/compose.py	342	CODE
LOW	src/inspect_ai/dataset/_dataset.py	32	CODE
LOW	src/inspect_ai/dataset/_sources/file.py	14	CODE
LOW	src/inspect_ai/dataset/_sources/csv.py	53	CODE
LOW	src/inspect_ai/dataset/_sources/json.py	27	CODE
LOW	src/inspect_ai/dataset/_sources/hf.py	123	CODE
LOW	src/inspect_ai/agent/_react.py	57	CODE
LOW	src/inspect_ai/agent/_bridge/bridge.py	101	CODE
LOW	src/inspect_ai/agent/_bridge/types.py	57	CODE
LOW	src/inspect_ai/agent/_bridge/sandbox/bridge.py	51	CODE
LOW	src/inspect_ai/agent/_bridge/sandbox/types.py	42	CODE
LOW	src/inspect_ai/agent/_deepagent/agent_tool.py	277	CODE
LOW	src/inspect_ai/agent/_deepagent/plan.py	35	CODE
LOW	src/inspect_ai/agent/_deepagent/subagent.py	56	CODE
LOW	src/inspect_ai/agent/_deepagent/research.py	35	CODE
LOW	src/inspect_ai/agent/_deepagent/prompt.py	234	CODE
LOW	src/inspect_ai/agent/_deepagent/deepagent.py	50	CODE
LOW	src/inspect_ai/agent/_deepagent/general.py	32	CODE
LOW	src/inspect_ai/solver/_basic_agent.py	52	CODE
LOW	src/inspect_ai/solver/_task_state.py	144	CODE
LOW	src/inspect_ai/scorer/_model.py	35	CODE
LOW	src/inspect_ai/scorer/_model.py	115	CODE
LOW	src/inspect_ai/_view/fastapi_server.py	148	CODE
LOW	src/inspect_ai/_view/fastapi_server.py	808	CODE
LOW	src/inspect_ai/_view/view.py	24	CODE
LOW	src/inspect_ai/_cli/_scanner.py	23	CODE
LOW	src/inspect_ai/_cli/_scanner.py	91	CODE
LOW	src/inspect_ai/_cli/eval.py	1936	CODE
LOW	src/inspect_ai/_cli/ctl/_fetch.py	485	CODE
LOW	src/inspect_ai/_cli/ctl/_sample_read.py	448	CODE
LOW	src/inspect_ai/_cli/ctl/_config.py	421	CODE
LOW	src/inspect_ai/_cli/ctl/_config.py	933	CODE
LOW	src/inspect_ai/model/_model.py	2236	CODE
LOW	src/inspect_ai/model/_providers/vllm.py	161	CODE
LOW	src/inspect_ai/model/_providers/nnterp.py	54	CODE
LOW	src/inspect_ai/model/_providers/openai_compatible.py	79	CODE
LOW	src/inspect_ai/model/_providers/openai.py	119	CODE
LOW	src/inspect_ai/log/_condense.py	260	CODE
16 more matches not shown…

Hallucination Indicators6 hits · 60 pts

Severity	File	Line	Snippet	Context
CRITICAL	tests/_view/test_view_server.py	1413	buffer = inspect_ai.log._recorders.buffer.filestore.SampleBufferFilestore(	CODE
CRITICAL	tests/_view/test_view_server.py	1768	inspect_ai.log._recorders.buffer.filestore.SampleManifest(	CODE
CRITICAL	tests/_view/test_view_server.py	1779	inspect_ai.log._recorders.buffer.filestore.Segment(	CODE
CRITICAL	tests/_view/test_view_server.py	1786	manifest = inspect_ai.log._recorders.buffer.filestore.Manifest(	CODE
CRITICAL	tests/model/test_should_retry_classification.py	797	from azure.core.exceptions import HttpResponseError	CODE
CRITICAL	tests/model/test_should_retry_classification.py	812	from azure.core.exceptions import HttpResponseError	CODE

Structural Annotation Overuse29 hits · 52 pts

Severity	File	Line	Snippet	Context
LOW⚡	design/recover.md	434	### Step 1: Read crashed .eval files (done: `162628a3f`)	COMMENT
LOW⚡	design/recover.md	444	### Step 2: Read recovery data from sample buffer database (done: `664a9a43b`)	COMMENT
LOW⚡	design/recover.md	454	### Step 3: Reconstruct EvalSample from buffer DB data (done: `a05ce7fda`)	COMMENT
LOW	design/recover.md	468	### Step 4: Write recovered .eval file (done: `493de0a1d`)	COMMENT
LOW	tests/model/test_compaction_edit_server_tools.py	101	# Step 1: Initial request with server-side tools	COMMENT
LOW	tests/model/test_compaction_edit_server_tools.py	129	# Step 2: Follow-up to build more history	COMMENT
LOW	tests/model/test_compaction_edit_server_tools.py	143	# Step 3: Another follow-up	COMMENT
LOW	tests/model/test_compaction_edit_server_tools.py	158	# Step 4: Compact history - clear older tool results	COMMENT
LOW	tests/model/test_compaction_edit_server_tools.py	181	# Step 5: Final request with compacted history - THIS SHOULD NOT CAUSE 400 ERROR	COMMENT
LOW⚡	tests/model/test_compaction_edit_thinking.py	90	# Step 2: Execute tool calls if present	COMMENT
LOW⚡	tests/model/test_compaction_edit_thinking.py	95	# Step 3: Ask follow-up question	COMMENT
LOW⚡	tests/model/test_compaction_edit_thinking.py	112	# Step 4: Add thank you message	COMMENT
LOW⚡	tests/model/test_compaction_edit_thinking.py	115	# Step 5: Compact history - remove ALL thinking blocks	COMMENT
LOW⚡	tests/model/test_compaction_edit_thinking.py	145	# Step 6: Call model with compacted history	COMMENT
LOW⚡	tests/model/test_compaction_edit_thinking.py	152	# Step 7: This should NOT raise an error	COMMENT
LOW	tests/model/test_compaction_edit_thinking.py	61	# Step 1: System prompt that STRONGLY requires tool use + user prompt	COMMENT
LOW	tests/model/test_web_search_exclude_none.py	97	# Step 1: Convert OpenAI Response to ChatMessageAssistant	COMMENT
LOW	tests/model/test_web_search_exclude_none.py	136	# Step 2: Convert ChatMessageAssistant back to OpenAI Input Items	COMMENT
LOW⚡	tests/model/providers/test_google.py	1473	# Step 1: Simulate model returning an image via inline_data	COMMENT
LOW	tests/model/providers/test_google.py	1496	# Step 2: Build assistant message and convert back to Google Content	COMMENT
LOW⚡	tests/model/providers/test_openai_responses.py	1490	# Step 2: Build an assistant message with the image content	COMMENT
LOW⚡	tests/model/providers/test_openai_responses.py	1497	# Step 3: Convert back to input items (simulating the next turn)	COMMENT
LOW	tests/model/providers/test_openai_responses.py	1473	# Step 1: Model returns an image generation call	COMMENT
LOW	src/inspect_ai/model/_providers/_anthropic_citations.py	109	# NOTE: This function cannot assume that this module was responsible for the	COMMENT
LOW	src/inspect_ai/log/_log.py	1306	# WARNING: The order of these fields is important for the log file format.	COMMENT
LOW	src/inspect_ai/log/_recover/_api.py	191	# Step 1: Read the crashed .eval file metadata	COMMENT
LOW	src/inspect_ai/log/_recover/_api.py	228	# Step 2: Read buffer DB metadata (lightweight — just summaries)	COMMENT
LOW	src/inspect_ai/log/_recover/_api.py	260	# Step 3: Determine recovery path and write	COMMENT
LOW	src/inspect_ai/log/_recover/_api.py	303	# Step 4: Stream all samples into the recovered file.	COMMENT

Fake / Example Data40 hits · 46 pts

Severity	File	Line	Snippet	Context
LOW	design/litellm-proxy.md	503	- The `get_model_info()` dummy-key path already catches exceptions and returns	CODE
LOW⚡	tests/tools/test_web_search.py	280	"fake-key" if key == "TAVILY_API_KEY" else default	CODE
LOW⚡	tests/tools/test_web_search.py	289	"fake-key" if key == "TAVILY_API_KEY" else default	CODE
LOW⚡	tests/tools/test_web_search.py	298	"fake-key" if key == "TAVILY_API_KEY" else default	CODE
LOW⚡	tests/tools/test_web_search.py	307	return_value=("fake-key", "fake-cse-id"),	CODE
LOW⚡	tests/tools/test_web_search.py	314	return_value=("fake-key", "fake-cse-id"),	CODE
LOW⚡	tests/tools/test_web_search.py	322	"fake-key" if key == "EXA_API_KEY" else default	CODE
LOW⚡	tests/tools/test_web_search.py	331	"fake-key" if key == "EXA_API_KEY" else default	CODE
LOW⚡	tests/tools/test_web_search.py	340	"fake-key" if key == "EXA_API_KEY" else default	CODE
LOW	tests/tools/test_web_search.py	365	return_value=("fake-key", "fake-cse-id"),	CODE
LOW	tests/tools/test_web_search.py	396	return_value=("fake-key", "fake-cse-id"),	CODE
LOW	tests/tools/test_web_search_exa.py	40	with patch.dict("os.environ", {"EXA_API_KEY": "dummy-key"}):	CODE
LOW⚡	tests/tools/test_web_search_tavily.py	59	with patch.dict("os.environ", {"TAVILY_API_KEY": "dummy-key"}):	CODE
LOW	tests/tools/test_web_search_tavily.py	113	with patch.dict("os.environ", {"TAVILY_API_KEY": "dummy-key"}):	CODE
LOW⚡	tests/tools/test_web_search_tavily.py	127	with patch.dict("os.environ", {"TAVILY_API_KEY": "dummy-key"}):	CODE
LOW⚡	tests/tools/test_web_search_tavily.py	144	with patch.dict("os.environ", {"TAVILY_API_KEY": "dummy-key"}):	CODE
LOW	tests/tools/test_web_search_google.py	94	mock_get_keys.return_value = ("dummy-key", "dummy-cse-id")	CODE
LOW	tests/tools/test_web_search_google.py	141	mock_get_keys.return_value = ("dummy-key", "dummy-cse-id")	CODE
LOW	tests/tools/test_web_search_google.py	174	mock_get_keys.return_value = ("dummy-key", "dummy-cse-id")	CODE
LOW⚡	tests/util/test_store_nested_types.py	97	"street": "123 Main St",	CODE
LOW	tests/util/test_format_template.py	171	address=Address(street="123 Main St", city="Anytown"),	CODE
LOW⚡	tests/util/test_json_schema.py	169	instance = Model(name="Alice", address={"street": "123 Main St", "city": "NYC"})	CODE
LOW⚡	tests/util/test_json_schema.py	171	assert instance.address.street == "123 Main St"	CODE
LOW	tests/util/test_json_schema.py	200	"contact": {"email": "bob@example.com", "phone": "555-1234"},	CODE
LOW	tests/agent/test_sandbox_agent_bridge_media.py	27	api_key="local-fake-key",	CODE
LOW	tests/model/test_token_counting_integration.py	72	assert result[0]["name"] == "placeholder"	CODE
LOW⚡	tests/model/providers/test_vllm.py	37	message = ChatMessageUser(content="Lorem ipsum dolor")	CODE
LOW	tests/model/providers/test_vllm.py	318	message = ChatMessageUser(content="Lorem ipsum dolor")	CODE
LOW	tests/model/providers/test_litellm_proxy_reasoning.py	167	id="placeholder",	CODE
LOW⚡	tests/model/providers/test_hf.py	291	message = ChatMessageUser(content="Lorem ipsum dolor")	CODE
LOW⚡	tests/model/providers/test_hf.py	293	assert chat == "user: Lorem ipsum dolor\n"	CODE
LOW	tests/model/providers/test_hf.py	67	message = ChatMessageUser(content="Lorem ipsum dolor")	CODE
LOW	tests/model/providers/test_hf.py	93	message = ChatMessageUser(content="Lorem ipsum dolor")	CODE
LOW	tests/model/providers/test_hf.py	373	message = ChatMessageUser(content="Lorem ipsum dolor")	CODE
LOW	tests/model/providers/test_hf.py	375	assert chat == "[user] Lorem ipsum dolor"	CODE
LOW	examples/http_proxy/claude.py	56	"FUTUREMODEL_API_KEY": "fm-fake-key-for-demo",	CODE
LOW	…ct_tool_support/_remote_tools/_web_browser/cdp/a11y.py	94	"attribute", "implicit", "stylet", "contents", "placeholder", "relatedElement"	CODE
LOW⚡	src/inspect_ai/model/_openai_responses.py	1224	param["id"] = "dummy-id"	CODE
LOW	src/inspect_ai/model/_openai_responses.py	2625	"name": "placeholder",	CODE
LOW	src/inspect_ai/model/_providers/anthropic.py	5827	name="placeholder",	CODE

Verbosity Indicators23 hits · 41 pts

Severity	File	Line	Snippet	Context
LOW	tests/model/test_compaction_edit_server_tools.py	101	# Step 1: Initial request with server-side tools	COMMENT
LOW	tests/model/test_compaction_edit_server_tools.py	129	# Step 2: Follow-up to build more history	COMMENT
LOW	tests/model/test_compaction_edit_server_tools.py	143	# Step 3: Another follow-up	COMMENT
LOW	tests/model/test_compaction_edit_server_tools.py	158	# Step 4: Compact history - clear older tool results	COMMENT
LOW	tests/model/test_compaction_edit_server_tools.py	181	# Step 5: Final request with compacted history - THIS SHOULD NOT CAUSE 400 ERROR	COMMENT
LOW⚡	tests/model/test_compaction_edit_thinking.py	90	# Step 2: Execute tool calls if present	COMMENT
LOW⚡	tests/model/test_compaction_edit_thinking.py	95	# Step 3: Ask follow-up question	COMMENT
LOW⚡	tests/model/test_compaction_edit_thinking.py	112	# Step 4: Add thank you message	COMMENT
LOW⚡	tests/model/test_compaction_edit_thinking.py	115	# Step 5: Compact history - remove ALL thinking blocks	COMMENT
LOW⚡	tests/model/test_compaction_edit_thinking.py	145	# Step 6: Call model with compacted history	COMMENT
LOW⚡	tests/model/test_compaction_edit_thinking.py	152	# Step 7: This should NOT raise an error	COMMENT
LOW	tests/model/test_compaction_edit_thinking.py	61	# Step 1: System prompt that STRONGLY requires tool use + user prompt	COMMENT
LOW	tests/model/test_web_search_exclude_none.py	97	# Step 1: Convert OpenAI Response to ChatMessageAssistant	COMMENT
LOW	tests/model/test_web_search_exclude_none.py	136	# Step 2: Convert ChatMessageAssistant back to OpenAI Input Items	COMMENT
LOW⚡	tests/model/providers/test_google.py	1473	# Step 1: Simulate model returning an image via inline_data	COMMENT
LOW	tests/model/providers/test_google.py	1496	# Step 2: Build assistant message and convert back to Google Content	COMMENT
LOW⚡	tests/model/providers/test_openai_responses.py	1490	# Step 2: Build an assistant message with the image content	COMMENT
LOW⚡	tests/model/providers/test_openai_responses.py	1497	# Step 3: Convert back to input items (simulating the next turn)	COMMENT
LOW	tests/model/providers/test_openai_responses.py	1473	# Step 1: Model returns an image generation call	COMMENT
LOW	src/inspect_ai/log/_recover/_api.py	191	# Step 1: Read the crashed .eval file metadata	COMMENT
LOW	src/inspect_ai/log/_recover/_api.py	228	# Step 2: Read buffer DB metadata (lightweight — just summaries)	COMMENT
LOW	src/inspect_ai/log/_recover/_api.py	260	# Step 3: Determine recovery path and write	COMMENT
LOW	src/inspect_ai/log/_recover/_api.py	303	# Step 4: Stream all samples into the recovered file.	COMMENT

Dead Code9 hits · 18 pts

Severity	File	Line	Context
MEDIUM	tests/tools/test_tool_error.py	75	CODE
MEDIUM	…ts/agent/test_acp/test_tui/test_inline_request_card.py	129	CODE
MEDIUM	tests/model/providers/test_mistral.py	956	CODE
MEDIUM	tests/model/providers/test_sagemaker.py	1470	CODE
MEDIUM	tests/model/providers/test_openai.py	714	CODE
MEDIUM	src/inspect_ai/agent/_acp/tui/widgets/cancel_card.py	162	CODE
MEDIUM	src/inspect_ai/agent/_acp/tui/widgets/approval_card.py	112	CODE
MEDIUM	…spect_ai/agent/_acp/tui/widgets/inline_request_card.py	115	CODE
MEDIUM	…spect_ai/agent/_acp/tui/widgets/inline_request_card.py	126	CODE

Synthetic Comment Markers1 hit · 8 pts

Severity	File	Line	Snippet	Context
HIGH	tests/model/providers/test_bedrock_adaptive_thinking.py	360	# the base Sonnet 5 keeps forced tool choice as requested	COMMENT

Overly Generic Function Names6 hits · 6 pts

Severity	File	Line	Snippet	Context
LOW	tests/test_flaky_retry.py	168	def test_function():	CODE
LOW	tests/review/test_review.py	540	def helper() -> Agent:	CODE
LOW	…t_tool_support/src/inspect_tool_support/_cli/server.py	16	async def handle_request(request: Request) -> Response:	CODE
LOW	…sandbox_tools/src/inspect_sandbox_tools/_cli/server.py	138	async def handle_request(request: Request) -> Response:	CODE
LOW	src/inspect_ai/_util/_async.py	64	async def run_task(func: Callable[[], Awaitable[T]], index: int) -> None:	CODE
LOW	src/inspect_ai/util/_collect.py	38	async def run_task(index: int, task: Awaitable[T]) -> None:	CODE

Maintenance and Governance Review

Risk Review · v3

What These Metrics Mean

Pattern-Signal History

Severity Breakdown

Directory Score Breakdown

Pattern Findings