AI Slop Code RIsk Monitor

agent-substrate/substrate

Agent Substrate: the core system

6.2 Moderate pattern signal View on GitHub

Maintenance and Governance Review

This report summarizes scanner evidence for agent-substrate/substrate, a Go project with 4,847 GitHub stars. SynthScan examined 341,570 lines of code across 1480 source files, recording 1955 pattern matches distributed across 19 syntactic categories. The legacy adjusted pattern signal is 6.2 (Moderate pattern signal); it is not an authorship estimate.

Use the findings to ask whether maintainers can explain intent, verify dependencies, simplify unnecessary scaffolding, and focus review effort. Risk Payload v1 adds ownership, supply-chain, over-engineering, and review-effort vectors when available. These are prompts for human verification, not probabilities, security findings, or measured maintenance costs.

6.2
Adjusted Signal
6.2
Raw Pattern Score
100%
Time Factor
2026-10-11
Last Push
4.8K
Stars
Go
Language
341.6K
Lines of Code
1.5K
Files
2.0K
Pattern Hits
2026-10-12
Scan Date
0.01
HC Hit Rate

Risk Review · v3

Use each vector to guide manual verification of the underlying findings.

Cognitive Ownership Risk 23.7/100 · LOW

Can maintainers explain intent, assumptions, and trade-offs? 1813 finding(s).

Hallucinated Dependency & Supply Chain Risk 0.5/100 · LOW

Are imports declared and package/API names verified? 24 finding(s).

Agent Over-Engineering Ratio 4.6/100 · LOW

Are wrappers, guards, and repeated structures necessary? 183 finding(s).

PR Review Velocity Impact 26.7/100 · MEDIUM

Which changes need focused human review? 1955 finding(s).

What These Metrics Mean

Adjusted Signal
Legacy pattern score normalized per 1,000 scanned lines and multiplied by the repository-level time factor. It is not an estimate of AI authorship.
Raw Pattern Score
Sum of severity- and context-weighted pattern findings before applying the time factor.
Time Factor
A coarse multiplier based on repository last-push metadata. It does not identify when individual code was written.
Pattern Hits
Count of configured pattern findings. Review each location and surrounding code before acting.
HC Hit Rate
High- and critical-severity findings per scanned file. Severity is a configured detector weight, not proof of a vulnerability or authorship.
Lines / Files
Scan coverage denominators used by the legacy normalized score.

Pattern-Signal History

This chart tracks the legacy adjusted pattern score across scan runs. Changes can reflect source changes, scan coverage, or detector/scoring versions; they do not measure AI adoption or prove that a team refactored code. Compare runs only when their scoring versions are compatible. The dashed line tracks the raw pattern-hit count.

Severity Breakdown

Groups findings by configured severity weight. Severity is not a confidence estimate, security rating, or proof that a package is missing. Verify imports against the project's manifests and inspect each finding in its local design context.

CRITICAL 1HIGH 15MEDIUM 40LOW 1899

Directory Score Breakdown

This horizontal bar chart shows where configured pattern scores accumulate across directories. Treat the bars as locations to inspect, not as evidence of authorship or code quality. Use the file-level findings to decide whether a directory needs a focused ownership, dependency, complexity, or review check.

Pattern Findings

The scanner identified 1955 distinct pattern matches across 19 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.

Over-Commented Block1710 hits · 1710 pts
SeverityFileLineSnippetContext
LOW.golangci.yaml1# Copyright 2026 Google LLCCOMMENT
LOW.ko.yaml1# Copyright 2026 Google LLCCOMMENT
LOW.golangci-kal.yaml1# Copyright 2026 Google LLCCOMMENT
LOWcmd/ateom-microvm/actorpath.go1//go:build linuxCOMMENT
LOWcmd/ateom-microvm/sandboxnet.go1//go:build linuxCOMMENT
LOWcmd/ateom-microvm/checkpoint.go1//go:build linuxCOMMENT
LOWcmd/ateom-microvm/checkpoint.go41//COMMENT
LOWcmd/ateom-microvm/fidelity_test.go1//go:build linuxCOMMENT
LOWcmd/ateom-microvm/hosted_test.go1//go:build linuxCOMMENT
LOWcmd/ateom-microvm/durable.go1//go:build linuxCOMMENT
LOWcmd/ateom-microvm/durable.go21// A durable-dir volume is a directory whose contents outlive the actor's processCOMMENT
LOWcmd/ateom-microvm/run.go1//go:build linuxCOMMENT
LOWcmd/ateom-microvm/run.go61 // ateom owns this CH process (booted at Run or relaunched at Restore).COMMENT
LOWcmd/ateom-microvm/run.go81 // snapshotIsSelfContained is set when this actor was restored eagerly, whichCOMMENT
LOWcmd/ateom-microvm/run.go101 workloadIDs []stringCOMMENT
LOWcmd/ateom-microvm/run.go121 assetVirtiofsd = "virtiofsd"COMMENT
LOWcmd/ateom-microvm/run.go141// size — this one is halved rather than cut to the ~32MiB the steady state would justify.COMMENT
LOWcmd/ateom-microvm/run.go221//COMMENT
LOWcmd/ateom-microvm/run.go341COMMENT
LOWcmd/ateom-microvm/run.go801// that it is PID 1 and does the init work itself: it mounts /proc, /sys, devtmpfs /dev,COMMENT
LOWcmd/ateom-microvm/run.go941 return fmt.Errorf("while starting rootfs container %q: %w", c.name, err)COMMENT
LOWcmd/ateom-microvm/run.go961 go s.actorLogger.WrapContainerLogs(kata.NewStdioReader(context.Background(), ac, streamID, streamID, false), a, containCOMMENT
LOWcmd/ateom-microvm/run.go981)COMMENT
LOWcmd/ateom-microvm/hosted.go1//go:build linuxCOMMENT
LOWcmd/ateom-microvm/systeminfo.go1//go:build linuxCOMMENT
LOWcmd/ateom-microvm/systeminfo.go21// so its contents always describe the actor actually being started, whateverCOMMENT
LOWcmd/ateom-microvm/spec.go1//go:build linuxCOMMENT
LOWcmd/ateom-microvm/spec.go21 "math"COMMENT
LOWcmd/ateom-microvm/spec.go61// vCPU count (see guestEnvelope).COMMENT
LOWcmd/ateom-microvm/shutdown.go1//go:build linuxCOMMENT
LOWcmd/ateom-microvm/shutdown.go41// own termination grace period — 3600s, set byCOMMENT
LOWcmd/ateom-microvm/shutdown.go61 // grace period is raised.COMMENT
LOWcmd/ateom-microvm/shutdown.go261 return nilCOMMENT
LOWcmd/ateom-microvm/net.go1//go:build linuxCOMMENT
LOWcmd/ateom-microvm/csi.go1//go:build linuxCOMMENT
LOWcmd/ateom-microvm/durable_test.go1//go:build linuxCOMMENT
LOWcmd/ateom-microvm/phaselog.go1//go:build linuxCOMMENT
LOWcmd/ateom-microvm/restore_test.go1//go:build linuxCOMMENT
LOWcmd/ateom-microvm/fidelity.go1//go:build linuxCOMMENT
LOWcmd/ateom-microvm/fidelity.go21// The fidelity ladder, lowest to highest, each level including the onesCOMMENT
LOWcmd/ateom-microvm/run_test.go1//go:build linuxCOMMENT
LOWcmd/ateom-microvm/stats.go1//go:build linuxCOMMENT
LOWcmd/ateom-microvm/stats.go61 StatsContainer(ctx context.Context, containerID string) (*agentpb.CgroupStats, error)COMMENT
LOWcmd/ateom-microvm/stats.go81 // workloadIDs are the guest containers to sum, one per actor container.COMMENT
LOWcmd/ateom-microvm/stats.go321// sampleGuest returns is routine.COMMENT
LOWcmd/ateom-microvm/stats.go381// sumContainerStats reads every container of the actor and adds them up. ItCOMMENT
LOWcmd/ateom-microvm/shutdown_test.go1//go:build linuxCOMMENT
LOWcmd/ateom-microvm/rootfsupper.go1//go:build linuxCOMMENT
LOWcmd/ateom-microvm/rootfsupper.go21// Each container's rootfs is assembled ON THE HOST — the stock kataCOMMENT
LOWcmd/ateom-microvm/rootfsupper_test.go1//go:build linuxCOMMENT
LOWcmd/ateom-microvm/net_linux_test.go1//go:build linuxCOMMENT
LOWcmd/ateom-microvm/usage_test.go1//go:build linuxCOMMENT
LOWcmd/ateom-microvm/csi_test.go1//go:build linuxCOMMENT
LOWcmd/ateom-microvm/restore.go1//go:build linuxCOMMENT
LOWcmd/ateom-microvm/restore.go41 "github.com/agent-substrate/substrate/internal/sizing"COMMENT
LOWcmd/ateom-microvm/restore.go221}COMMENT
LOWcmd/ateom-microvm/restore.go421COMMENT
LOWcmd/ateom-microvm/main_unsupported.go1//go:build !linuxCOMMENT
LOWcmd/ateom-microvm/main.go1//go:build linuxCOMMENT
LOWcmd/ateom-microvm/main.go181 // Clean up the ateom directory during graceful shutdown (#1677).COMMENT
1650 more matches not shown…
Decorative Section Separators29 hits · 93 pts
SeverityFileLineSnippetContext
MEDIUMhack/metrics/ci-failure-analysis.py61# ── GitHub helpers ────────────────────────────────────────────────────────────COMMENT
MEDIUMhack/metrics/ci-failure-analysis.py85# ── failure classification ────────────────────────────────────────────────────COMMENT
MEDIUMhack/metrics/ci-failure-analysis.py130# ── main analysis ─────────────────────────────────────────────────────────────COMMENT
MEDIUMhack/metrics/ci-failure-analysis.py196# ── output ────────────────────────────────────────────────────────────────────COMMENT
MEDIUMhack/metrics/ci-failure-analysis.py236# ── CLI ───────────────────────────────────────────────────────────────────────COMMENT
MEDIUMdocs/metrics/substrate.yaml34# -----------------------------------------------------------------------------COMMENT
MEDIUMdocs/metrics/substrate.yaml53# -----------------------------------------------------------------------------COMMENT
MEDIUMdocs/metrics/substrate.yaml124# -----------------------------------------------------------------------------COMMENT
MEDIUMdocs/metrics/substrate.yaml130# -----------------------------------------------------------------------------COMMENT
MEDIUM⚡docs/metrics/substrate.yaml183# -----------------------------------------------------------------------------COMMENT
MEDIUM⚡docs/metrics/substrate.yaml187# -----------------------------------------------------------------------------COMMENT
MEDIUM⚡docs/metrics/substrate.yaml197# -----------------------------------------------------------------------------COMMENT
MEDIUM⚡docs/metrics/substrate.yaml201# -----------------------------------------------------------------------------COMMENT
MEDIUMdocs/metrics/registry/metrics.yaml30 # ---------------------------------------------------------------------------COMMENT
MEDIUMdocs/metrics/registry/metrics.yaml32 # ---------------------------------------------------------------------------COMMENT
MEDIUMdocs/metrics/registry/metrics.yaml694 # ---------------------------------------------------------------------------COMMENT
MEDIUMdocs/metrics/registry/metrics.yaml696 # ---------------------------------------------------------------------------COMMENT
MEDIUMdocs/metrics/registry/metrics.yaml859 # ---------------------------------------------------------------------------COMMENT
MEDIUMdocs/metrics/registry/metrics.yaml861 # ---------------------------------------------------------------------------COMMENT
MEDIUMdocs/metrics/registry/metrics.yaml1089 # ---------------------------------------------------------------------------COMMENT
MEDIUMdocs/metrics/registry/metrics.yaml1091 # ---------------------------------------------------------------------------COMMENT
MEDIUMdocs/metrics/registry/metrics.yaml1139 # ---------------------------------------------------------------------------COMMENT
MEDIUMdocs/metrics/registry/metrics.yaml1141 # ---------------------------------------------------------------------------COMMENT
MEDIUMdocs/metrics/registry/metrics.yaml1237 # ---------------------------------------------------------------------------COMMENT
MEDIUMdocs/metrics/registry/metrics.yaml1239 # ---------------------------------------------------------------------------COMMENT
MEDIUMdocs/metrics/registry/metrics.yaml1291 # ---------------------------------------------------------------------------COMMENT
MEDIUMdocs/metrics/registry/metrics.yaml1304 # ---------------------------------------------------------------------------COMMENT
MEDIUMmanifests/ate-install/atenet-egress.yaml259 # ---------------------------------------------------------------------COMMENT
MEDIUMmanifests/ate-install/atenet-egress.yaml292 # ---------------------------------------------------------------------COMMENT
Hyper-Verbose Identifiers65 hits · 77 pts
SeverityFileLineSnippetContext
LOW…ls/security-status-report/scripts/template_dispatch.py24def generate_dispatch_payload(output_path):CODE
LOW⚡benchmarking/analysis/test_phase_report.py128 def test_parses_both_layers_of_the_same_msg(self):CODE
LOW⚡benchmarking/analysis/test_phase_report.py136 def test_nanosecond_timestamps_parse(self):CODE
LOW⚡benchmarking/analysis/test_phase_report.py143 def test_ateom_checkpoint_parses(self):CODE
LOW⚡benchmarking/analysis/test_phase_report.py148 def test_cloud_logging_entry_parses_with_the_entry_timestamp(self):CODE
LOW⚡benchmarking/analysis/test_phase_report.py156 def test_cloud_logging_export_file_is_a_json_array(self):CODE
LOW⚡benchmarking/analysis/test_phase_report.py165 def test_ateom_records_default_to_the_microvm_class(self):CODE
LOW⚡benchmarking/analysis/test_phase_report.py170 def test_non_numeric_duration_is_skipped_not_fatal(self):CODE
LOW⚡benchmarking/analysis/test_phase_report.py178 def test_malformed_export_warns_instead_of_vanishing(self):CODE
LOW⚡benchmarking/analysis/test_phase_report.py215 def test_atelet_checkpoint_residual_is_total_minus_sequential_phases(self):CODE
LOW⚡benchmarking/analysis/test_phase_report.py219 def test_ateom_checkpoint_counts_the_concurrent_captures_once(self):CODE
LOW⚡benchmarking/analysis/test_phase_report.py225 def test_restore_layers_get_no_residual(self):CODE
LOW⚡benchmarking/analysis/test_phase_report.py230 def test_negative_residual_is_not_clamped(self):CODE
LOW⚡benchmarking/analysis/test_phase_report.py237 def test_failed_records_are_flagged_and_excluded_from_percentiles(self):CODE
LOW⚡benchmarking/analysis/test_phase_report.py245 def test_percentiles_split_by_sandbox_class_and_kind(self):CODE
LOW⚡benchmarking/analysis/test_phase_report.py255 def test_paired_ateom_record_inherits_the_atelet_kind(self):CODE
LOW⚡benchmarking/analysis/test_phase_report.py263 def test_checkpoint_pairing_window_ends_where_persist_starts(self):CODE
LOW⚡benchmarking/analysis/test_phase_report.py273 def test_an_ateom_record_pairs_with_at_most_one_operation(self):CODE
LOW⚡benchmarking/analysis/test_phase_report.py281 def test_waterfall_ignores_an_ateom_record_from_another_cycle(self):CODE
LOW⚡benchmarking/analysis/test_phase_report.py288 def test_waterfall_nests_ateom_and_gap_under_atelet(self):CODE
LOWbenchmarking/analysis/test_phase_report.py190 def test_bracket_prefixed_dump_is_read_line_by_line(self):CODE
LOWbenchmarking/analysis/test_phase_report.py204 def test_prefixed_kubectl_lines_still_parse(self):CODE
LOWbenchmarking/locust/cluster_facts.py104def get_cluster_hardware_facts(logs: TextIO | None = None) -> dict[str, Any]:CODE
LOWbenchmarking/locust/server_telemetry.py508def extract_and_record_server_telemetry(CODE
LOWbenchmarking/locust/unit_tests/test_cluster_facts.py142 def test_capacity_is_scoped_to_nodes_running_worker_pods(self):CODE
LOWbenchmarking/locust/unit_tests/test_cluster_facts.py153 def test_zero_worker_pods_is_a_reading(self):CODE
LOWbenchmarking/locust/unit_tests/test_cluster_facts.py163 def test_unreadable_facts_are_none(self):CODE
LOWbenchmarking/locust/unit_tests/test_cluster_facts.py181 def test_no_cluster_facts_skips_the_api(self):CODE
LOWbenchmarking/locust/unit_tests/test_cluster_facts.py228 def test_actors_per_user_scales_every_key(self):CODE
LOWbenchmarking/locust/unit_tests/test_cluster_facts.py246 def test_actors_per_pod_percentiles(self):CODE
LOWbenchmarking/locust/unit_tests/test_cluster_facts.py282 def test_per_rpc_failure_ratios(self):CODE
LOWbenchmarking/locust/unit_tests/test_server_telemetry.py197 def test_range_query_window_guard(self, mock_urlopen):CODE
LOWbenchmarking/locust/unit_tests/test_server_telemetry.py219 def test_malformed_instant_response(self):CODE
LOWbenchmarking/locust/unit_tests/test_server_telemetry.py225 def test_packing_and_checkpoint_math(self, mock_instant, mock_range):CODE
LOWbenchmarking/locust/unit_tests/test_server_telemetry.py310 def test_packing_total_follows_pool_size(self, mock_instant, mock_range):CODE
LOWbenchmarking/locust/unit_tests/test_server_telemetry.py326 def test_packing_ignores_exited_ateapi(self, mock_instant, mock_range):CODE
LOWbenchmarking/locust/unit_tests/test_server_telemetry.py346 def test_missing_denominator_is_null(self, mock_instant, mock_range):CODE
LOWbenchmarking/locust/unit_tests/test_server_telemetry.py366 def test_snapshot_fields_are_null_not_zero(self, mock_instant):CODE
LOWbenchmarking/locust/unit_tests/test_server_telemetry.py435 def test_steady_window_bounds_packing_and_psi(self, mock_instant, mock_range):CODE
LOWbenchmarking/locust/unit_tests/test_server_telemetry.py457 def test_failed_delta_read_is_unknown(self, mock_instant):CODE
LOWbenchmarking/locust/unit_tests/test_server_telemetry.py467 def test_checkpoint_throughput_from_counter_sums(self, mock_instant):CODE
LOWbenchmarking/locust/unit_tests/test_server_telemetry.py485 def test_snapshot_selector_covers_both_runtimes(self, mock_instant):CODE
LOWbenchmarking/locust/unit_tests/test_server_telemetry.py518 def test_telemetry_survives_a_missing_stats_csv(self, _run, _up, telemetry):CODE
LOWbenchmarking/locust/common/lifecycle_mode.py22def add_lifecycle_mode_arguments(parser: LocustArgumentParser) -> None:CODE
LOWbenchmarking/locust/common/agentsession_config.py22def add_agentsession_arguments(parser: LocustArgumentParser) -> None:CODE
LOWbenchmarking/locust/common/resume_mode.py22def add_resume_mode_arguments(parser: LocustArgumentParser) -> None:CODE
LOWbenchmarking/nighthawk-ingress/tests/test_spec.py52def test_traffic_template_shape():CODE
LOWbenchmarking/nighthawk-ingress/tests/test_spec.py69def test_actor_reference_rotation_covers_all_actors():CODE
LOWbenchmarking/nighthawk-ingress/tests/test_spec.py90def test_initial_rps_is_per_worker():CODE
LOWbenchmarking/nighthawk-ingress/tests/test_spec.py97def test_thresholds_and_durations():CODE
LOWbenchmarking/nighthawk-ingress/tests/test_spec.py113def test_tail_latency_slo_threshold():CODE
LOWbenchmarking/nighthawk-ingress/tests/test_spec.py126def test_spec_round_trips_through_real_protos():CODE
LOWbenchmarking/nighthawk-ingress/tests/test_output.py141def test_capacity_summary_converged():CODE
LOWbenchmarking/nighthawk-ingress/tests/test_output.py162def test_failed_thresholds_and_binding():CODE
LOWbenchmarking/nighthawk-ingress/tests/test_output.py189def test_capacity_summary_no_testing_stage():CODE
LOWbenchmarking/automation/test_orchestrator.py29 def test_defaults_omit_optional_flags(self, run):CODE
LOW⚡benchmarking/automation/test_orchestrator.py90 def test_runner_cpu_and_memory(self):CODE
LOW⚡benchmarking/automation/test_orchestrator.py97 def test_no_placeholder_survives(self):CODE
LOW⚡benchmarking/automation/test_orchestrator.py106 def test_short_name_keeps_full_test_name(self):CODE
LOW⚡benchmarking/automation/test_orchestrator.py110 def test_long_name_fits_a_label_and_keeps_suffix(self):CODE
5 more matches not shown…
Empty Error Handlers14 hits · 70 pts
SeverityFileLineSnippetContext
HIGHbenchmarking/locust/cluster_facts.py64except config.ConfigException:CODE
HIGHbenchmarking/locust/server_telemetry.py170except (IndexError, TypeError, ValueError):CODE
HIGHbenchmarking/locust/server_telemetry.py272except (ValueError, IndexError):CODE
HIGHbenchmarking/locust/tests/counter_demo.py131except Exception:CODE
HIGHbenchmarking/locust/tests/counter_demo.py176except Exception:CODE
HIGHbenchmarking/locust/tests/ate_api.py98except Exception:CODE
HIGHbenchmarking/locust/tests/ate_api.py107except Exception:CODE
HIGHbenchmarking/locust/tests/ate_api.py116except Exception:CODE
HIGHbenchmarking/locust/tests/usermem.py109except Exception:CODE
HIGHbenchmarking/locust/tests/usermem.py121except Exception:CODE
HIGHbenchmarking/locust/tests/sleep.py109except Exception:CODE
HIGHbenchmarking/locust/tests/sleep.py121except Exception:CODE
HIGHbenchmarking/locust/tests/kernelmem.py109except Exception:CODE
HIGHbenchmarking/locust/tests/kernelmem.py121except Exception:CODE
Excessive Try-Catch Wrapping60 hits · 68 pts
SeverityFileLineSnippetContext
MEDIUM…/skills/security-status-report/scripts/render_chart.py24 print("Error: 'matplotlib' is required to render the chart. Please install it using 'pip install matplotlib'.", fileCODE
LOW…kills/security-status-report/scripts/compile_report.py73 except Exception as e:CODE
MEDIUMhack/export-threats.py97 print(f"Error: {args.md} not found.", file=sys.stderr)CODE
LOWhack/util/verify-boilerplate.py61 except Exception as e:CODE
MEDIUMhack/util/verify-boilerplate.py62 print(f"Error reading {filepath}: {e}")CODE
MEDIUMhack/util/verify-boilerplate.py96 print(f"Error running git ls-files: {e}")CODE
MEDIUMhack/util/verify-boilerplate.py57def verify_file(filepath):CODE
LOWbenchmarking/locust/cluster_facts.py95 except Exception as e:CODE
LOWbenchmarking/locust/cluster_facts.py160 except Exception as e:CODE
LOWbenchmarking/locust/cluster_facts.py191 except Exception as e:CODE
LOWbenchmarking/locust/cluster_facts.py246 except Exception as e:CODE
LOWbenchmarking/locust/runner.py532 except Exception as e:CODE
LOWbenchmarking/locust/runner.py548 except Exception as e:CODE
LOWbenchmarking/locust/runner.py563 except Exception as e:CODE
LOWbenchmarking/locust/runner.py583 except Exception as e:CODE
LOWbenchmarking/locust/server_telemetry.py52 except Exception as e:CODE
LOWbenchmarking/locust/server_telemetry.py85 except Exception as e:CODE
LOWbenchmarking/locust/server_telemetry.py148 except Exception:CODE
LOWbenchmarking/locust/tests/counter_demo.py75 except Exception as e:CODE
LOWbenchmarking/locust/tests/counter_demo.py97 except Exception as e:CODE
LOWbenchmarking/locust/tests/counter_demo.py112 except Exception as e:CODE
LOWbenchmarking/locust/tests/counter_demo.py117 except Exception as e:CODE
LOWbenchmarking/locust/tests/counter_demo.py131 except Exception:CODE
LOWbenchmarking/locust/tests/counter_demo.py155 except Exception as e:CODE
LOWbenchmarking/locust/tests/counter_demo.py176 except Exception:CODE
LOWbenchmarking/locust/tests/ate_api.py57 except Exception as e:CODE
LOWbenchmarking/locust/tests/ate_api.py77 except Exception as e:CODE
LOWbenchmarking/locust/tests/ate_api.py86 except Exception as e:CODE
LOW⚡benchmarking/locust/tests/ate_api.py98 except Exception:CODE
LOW⚡benchmarking/locust/tests/ate_api.py107 except Exception:CODE
LOW⚡benchmarking/locust/tests/ate_api.py116 except Exception:CODE
MEDIUMbenchmarking/locust/tests/ate_api.py91def invoke_target(self) -> None:CODE
LOWbenchmarking/locust/tests/usermem.py51 except Exception as e:CODE
LOWbenchmarking/locust/tests/usermem.py73 except Exception as e:CODE
LOWbenchmarking/locust/tests/usermem.py85 except Exception as e:CODE
LOWbenchmarking/locust/tests/usermem.py93 except Exception as e:CODE
LOWbenchmarking/locust/tests/usermem.py109 except Exception:CODE
LOWbenchmarking/locust/tests/usermem.py121 except Exception:CODE
LOWbenchmarking/locust/tests/sleep.py51 except Exception as e:CODE
LOWbenchmarking/locust/tests/sleep.py73 except Exception as e:CODE
LOWbenchmarking/locust/tests/sleep.py85 except Exception as e:CODE
LOWbenchmarking/locust/tests/sleep.py93 except Exception as e:CODE
LOWbenchmarking/locust/tests/sleep.py109 except Exception:CODE
LOWbenchmarking/locust/tests/sleep.py121 except Exception:CODE
LOWbenchmarking/locust/tests/kernelmem.py51 except Exception as e:CODE
LOWbenchmarking/locust/tests/kernelmem.py73 except Exception as e:CODE
LOWbenchmarking/locust/tests/kernelmem.py85 except Exception as e:CODE
LOWbenchmarking/locust/tests/kernelmem.py93 except Exception as e:CODE
LOWbenchmarking/locust/tests/kernelmem.py109 except Exception:CODE
LOWbenchmarking/locust/tests/kernelmem.py121 except Exception:CODE
LOWbenchmarking/locust/common/metrics.py39 except Exception as e:CODE
LOWbenchmarking/locust/common/grpc_tracing.py57 except Exception:CODE
LOWbenchmarking/locust/common/grpc_tracing.py93 except Exception as e:CODE
LOWbenchmarking/nighthawk-ingress/runner.py332 except Exception as e:CODE
LOWbenchmarking/nighthawk-ingress/runner.py379 except Exception as e:CODE
LOWbenchmarking/nighthawk-ingress/actors.py181 except Exception as e:CODE
LOWbenchmarking/nighthawk-ingress/actors.py198 except Exception as e:CODE
LOWbenchmarking/automation/orchestrator.py504 except Exception as e:CODE
LOWbenchmarking/automation/orchestrator.py560 except Exception as e:CODE
LOWbenchmarking/automation/orchestrator.py563 except Exception as e:CODE
Unused Imports20 hits · 20 pts
SeverityFileLineSnippetContext
LOWhack/metrics/ci-failure-analysis.py50CODE
LOWbenchmarking/analysis/phase_report.py44CODE
LOWbenchmarking/locust/runner.py41CODE
LOWbenchmarking/locust/tests/counter_demo.py24CODE
LOWbenchmarking/locust/tests/ate_api.py16CODE
LOWbenchmarking/locust/tests/ate_api.py17CODE
LOWbenchmarking/locust/tests/ate_api.py19CODE
LOWbenchmarking/locust/tests/usermem.py19CODE
LOWbenchmarking/locust/tests/sleep.py19CODE
LOWbenchmarking/locust/tests/kernelmem.py19CODE
LOWbenchmarking/locust/common/boomer_config.py154CODE
LOWbenchmarking/locust/common/boomer_config.py155CODE
LOWbenchmarking/locust/common/boomer_config.py156CODE
LOWbenchmarking/locust/common/boomer_config.py157CODE
LOWbenchmarking/locust/common/boomer_config.py158CODE
LOWbenchmarking/locust/common/boomer_config.py159CODE
LOWbenchmarking/locust/common/boomer_config.py160CODE
LOWbenchmarking/locust/common/boomer_config.py161CODE
LOWbenchmarking/locust/common/boomer_config.py162CODE
LOWbenchmarking/nighthawk-ingress/actors.py33CODE
Deep Nesting15 hits · 15 pts
SeverityFileLineSnippetContext
LOW…kills/security-status-report/scripts/compile_report.py19CODE
LOWhack/export-threats.py27CODE
LOWbenchmarking/analysis/phase_report.py181CODE
LOWbenchmarking/analysis/phase_report.py224CODE
LOWbenchmarking/analysis/phase_report.py373CODE
LOWbenchmarking/locust/cluster_facts.py167CODE
LOWbenchmarking/locust/runner.py421CODE
LOWbenchmarking/locust/runner.py483CODE
LOWbenchmarking/locust/server_telemetry.py115CODE
LOWbenchmarking/locust/server_telemetry.py261CODE
LOWbenchmarking/locust/server_telemetry.py285CODE
LOWbenchmarking/nighthawk-ingress/runner.py229CODE
LOWbenchmarking/nighthawk-ingress/actors.py142CODE
LOWbenchmarking/nighthawk-ingress/output.py114CODE
LOWbenchmarking/automation/orchestrator.py457CODE
Modern Structural Boilerplate15 hits · 15 pts
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LOWbenchmarking/locust/tests/counter_demo.py32logger = logging.getLogger(__name__)CODE
LOWbenchmarking/locust/tests/ate_api.py30logger = logging.getLogger(__name__)CODE
LOWbenchmarking/locust/tests/usermem.py30logger = logging.getLogger(__name__)CODE
LOWbenchmarking/locust/tests/sleep.py30logger = logging.getLogger(__name__)CODE
LOWbenchmarking/locust/tests/kernelmem.py30logger = logging.getLogger(__name__)CODE
LOWbenchmarking/locust/shapes/ladder_shape.py59logger = logging.getLogger(__name__)CODE
LOWbenchmarking/locust/shapes/ladder_shape.py132def _set_trace_probability(environment, probability: float) -> None:CODE
LOWbenchmarking/locust/shapes/spawn_shape.py24logger = logging.getLogger(__name__)CODE
LOWbenchmarking/locust/common/metrics.py22logger = logging.getLogger(__name__)CODE
LOWbenchmarking/locust/common/metrics.py97def update_user_count(delta: int, user_class: str) -> None:CODE
LOWbenchmarking/locust/common/trace.py33logger = logging.getLogger(__name__)CODE
LOWbenchmarking/locust/common/trace.py40 def update_probability(self, probability: float) -> None:CODE
LOWbenchmarking/locust/common/trace.py117def set_trace_probability(probability: float) -> None:CODE
LOWbenchmarking/locust/common/grpc_tracing.py27logger = logging.getLogger(__name__)CODE
LOWbenchmarking/locust/common/boomer_config.py48logger = logging.getLogger(__name__)CODE
TODO Padding7 hits · 10 pts
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LOWcmd/ateapi/internal/controlapi/tag.go63 // TODO: implement thisCOMMENT
LOWcmd/ateapi/internal/controlapi/tag.go83 // TODO: implement thisCOMMENT
LOWcmd/ateapi/internal/controlapi/tag.go99 // TODO: implement thisCOMMENT
LOWcmd/ateapi/internal/controlapi/tag.go196 // TODO: implement thisCOMMENT
LOWcmd/ateapi/internal/controlapi/actor_template.go99 // TODO: implement thisCOMMENT
LOWcmd/ateapi/internal/controlapi/actor_template.go119 // TODO: implement thisCOMMENT
LOWcmd/ateapi/internal/controlapi/actor_template.go131 // TODO: implement thisCOMMENT
Hallucination Indicators1 hit · 10 pts
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CRITICALbenchmarking/locust/shapes/spawn_shape.py33 entry = self.runner.environment.stats.entries.get(CODE
Self-Referential Comments3 hits · 9 pts
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MEDIUMhack/update/licenses.sh56 # Create a temporary output folder for each targetCOMMENT
MEDIUMdocs/metrics/registry/metrics.yaml15# This file is an OpenTelemetry Weaver semantic convention registry. It definesCOMMENT
MEDIUM.github/workflows/release.yaml28# Creating a release needs contents: write.COMMENT
Synthetic Comment Markers1 hit · 8 pts
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HIGHinternal/imagecache/imagecache.go286 // multi-arch ref, the index digest as requested, not the per-platformCOMMENT
Structural Annotation Overuse4 hits · 6 pts
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LOW…credential-provider/kubernetes-secrets/kubeprovider.go172 // Step 3: the Secret is in hand, so a grant narrowed by label can finallyCOMMENT
LOWdocs/csi-volumes.md106### Step 1: Create the StorageClassCOMMENT
LOWdocs/csi-volumes.md123### Step 2: Register the CSIDriverConfigCOMMENT
LOWdocs/csi-volumes.md140### Step 3: Define WorkerPool and ActorTemplateCOMMENT
Redundant / Tautological Comments3 hits · 4 pts
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LOWhack/setup-csi-nfs-kind.sh19# Check if NFS server module is loaded on the hostCOMMENT
LOWhack/third_party/kubernetes/verify-shellcheck.sh80# Set this to "always" to force color output.COMMENT
LOWhack/third_party/kubernetes/verify-shellcheck.sh81# Set this to "never" to disable color output (which can confuse parsers likeCOMMENT
Modern AI Meta-Vocabulary1 hit · 3 pts
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MEDIUMcmd/atecontroller/main.go233 //+kubebuilder:scaffold:builderCOMMENT
Fake / Example Data3 hits · 3 pts
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LOWcmd/atenet/internal/router/egress/credentials_test.go167 md.Headers["x-api-key"] = "placeholder"CODE
LOWcmd/atenet/internal/router/egress/credentials_test.go365 md.Headers[header] = "placeholder"CODE
LOWcmd/benchmarking/isolate/fake-workersync/main.go61 nodeLabel = pflag.String("node-label", "ate.dev/fake-data-plane=true", "Label selector for the benchmark nodes thatCODE
AI Slop Vocabulary1 hit · 3 pts
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MEDIUMbenchmarking/automation/testtypes/nighthawk_ingress.py39 # Client sizing decoupled from envoyCpu so the harness never binds.COMMENT
Example Usage Blocks2 hits · 3 pts
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LOWdemos/egress/test-egress.sh29# Usage:COMMENT
LOWdemos/parking/load.sh31# Usage:COMMENT
Verbosity Indicators1 hit · 2 pts
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LOW…credential-provider/kubernetes-secrets/kubeprovider.go172 // Step 3: the Secret is in hand, so a grant narrowed by label can finallyCOMMENT