5.9

Adjusted Signal

5.9

Raw Pattern Score

100%

Time Factor

2026-11-01

Last Push

3.5K

Stars

Shell

Language

45.7K

Lines of Code

116

Files

228

Pattern Hits

2026-10-31

Scan Date

0.11

HC Hit Rate

Risk Review · Payload v1

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

Payload schema: 1.0.0 · Engine: 2.0.0 · Scoring: heuristic-density-v1 · Scan date: 2026-10-31.

Cognitive Ownership Risk 15.7/100 · LOW

Can maintainers explain intent, assumptions, and trade-offs? 188 finding(s).

Hallucinated Dependency & Supply Chain Risk 3.5/100 · LOW

Are imports declared and package/API names verified? 9 finding(s).

Agent Over-Engineering Ratio 20.6/100 · LOW

Are wrappers, guards, and repeated structures necessary? 200 finding(s).

PR Review Velocity Impact 29.6/100 · MEDIUM

Which changes need focused human review? 228 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 0HIGH 13MEDIUM 14LOW 201

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 228 distinct pattern matches across 12 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 Identifiers169 hits · 131 pts

Severity	File	Line	Snippet	Context
LOW	translate.py	23	def process_content_with_vars(content, target_lang):	CODE
LOW	ir/to-fa.py	18	def translate_line_preserving_variables(line):	CODE
LOW	tests/test_kpanel_app_parallel.py	41	def test_atomic_marker_add_remove(self):	CODE
LOW⚡	tests/test_kpanel_app_parallel.py	53	def test_excludes_concurrent_system_writes(self):	CODE
LOW⚡	tests/test_kpanel_app_parallel.py	58	def test_nested_lock_keeps_shell_state_and_does_not_export_guard(self):	CODE
LOW⚡	tests/test_kpanel_app_parallel.py	63	def test_inherited_background_fd_does_not_hold_lock(self):	CODE
LOW⚡	tests/test_kpanel_app_parallel.py	67	def test_lock_failure_stops_caller(self):	CODE
LOW⚡	tests/test_kpanel_app_parallel.py	72	def test_callback_failure_releases_lock(self):	CODE
LOW⚡	tests/test_kpanel_app_parallel.py	77	def test_config_snapshot_keeps_input_exit_code_and_releases_catalog_lock(self):	CODE
LOW	tests/test_kpanel_app_parallel.py	92	def test_unsafe_lock_and_marker_paths_are_rejected(self):	CODE
LOW	tests/test_kpanel_light_node_update.py	201	def test_inherited_installer_lock_spans_child_update_and_home_removal(self):	STRING
LOW	tests/test_kpanel_light_node_update.py	236	def test_real_join_control_flow_excludes_join_update_and_uninstall_until_activation(self):	STRING
LOW	tests/test_kpanel_light_node_update.py	311	def test_updates_reject_downgrades_and_invalid_version_identities(self):	STRING
LOW	tests/test_kpanel_light_node_update.py	329	def test_version_order_preserves_upgrade_and_same_version_repair(self):	STRING
LOW	tests/test_kpanel_light_node_update.py	345	def test_quiet_mode_suppresses_progress_but_preserves_errors(self):	STRING
LOW	tests/test_kpanel_light_node_update.py	359	def test_upgrade_optional_failure_does_not_rollback_and_delayed_exec_is_accepted(self):	STRING
LOW	tests/test_kpanel_light_node_update.py	370	def test_openrc_update_restarts_current_binary_and_repairs_file_service(self):	STRING
LOW	tests/test_kpanel_light_node_update.py	422	def test_procd_update_repairs_service_and_keeps_backend(self):	STRING
LOW	tests/test_kpanel_light_node_update.py	440	def test_procd_failed_core_rolls_back_but_optional_failure_is_degraded(self):	STRING
LOW	tests/test_kpanel_light_node_update.py	464	def test_procd_running_false_is_not_treated_as_healthy_pid(self):	STRING
LOW	tests/test_kpanel_light_node_update.py	473	def test_procd_cron_preserves_unrelated_jobs_and_rejects_symlinks(self):	STRING
LOW	tests/test_kpanel_light_node_update.py	496	def test_monitoring_relay_cleanup_preserves_unknown_entries_and_symlinks(self):	STRING
LOW	tests/test_kpanel_light_node_update.py	516	def test_failed_core_rolls_back_and_restart_failure_cannot_be_masked(self):	STRING
LOW	tests/test_kpanel_light_node_update.py	525	def test_update_status_is_private_bounded_and_tracks_checks(self):	STRING
LOW	tests/test_kpanel_light_node_update.py	544	def test_update_status_rejects_symlink_without_overwriting_target(self):	STRING
LOW	tests/test_kpanel_light_node_update.py	552	def test_running_status_survives_kill_and_next_check_recovers(self):	STRING
LOW	tests/test_kpanel_light_node_update.py	578	def test_current_file_with_old_process_recovers_without_binary_download(self):	STRING
LOW	tests/test_kpanel_light_node_update.py	589	def test_legacy_config_permissions_recover_for_real_service_uid(self):	STRING
LOW	tests/test_kpanel_light_node_update.py	597	def test_known_legacy_file_unit_is_repaired_and_current_broker_restarts(self):	STRING
LOW	tests/test_kpanel_light_node_update.py	610	def test_custom_and_symlink_file_units_are_preserved(self):	STRING
LOW	tests/test_kpanel_light_node_update.py	624	def test_original_historical_file_unit_migrates_but_custom_variant_is_preserved(self):	STRING
LOW	tests/test_kpanel_light_node_update.py	641	def test_bad_checksum_and_network_failure_preserve_binary_then_retry_recovers(self):	STRING
LOW	tests/test_kpanel_light_node_update.py	653	def test_sigkill_releases_lock_and_legacy_handoff_blocks_only_live_process(self):	STRING
LOW	tests/test_kpanel_light_node_update.py	670	def test_orphaned_empty_lock_recovers_on_install_and_network_failure_releases_it(self):	STRING
LOW	tests/test_kpanel_light_node_update.py	682	def test_live_legacy_script_without_marker_is_preserved_even_after_replacement(self):	STRING
LOW	tests/test_kpanel_light_node_update.py	703	def test_unknown_lock_contents_and_symlinks_are_never_removed(self):	STRING
LOW	tests/test_kpanel_light_node_update.py	718	def test_invalid_legacy_identity_has_an_explicit_error(self):	STRING
LOW	tests/test_kpanel_light_node_update.py	724	def test_update_bridges_legacy_lock_and_recovers_after_sigkill(self):	STRING
LOW	tests/test_kpanel_light_node_update.py	743	def test_missing_or_untrusted_release_redirect_fails_visibly_before_binary_download(self):	STRING
LOW	tests/test_kpanel_light_node_update.py	755	def test_interrupt_reports_retry_and_releases_compatibility_lock(self):	STRING
LOW	tests/test_kpanel_light_node_update.py	774	def test_delivery_proxy_rewriting_keeps_release_origin_and_download_errors_are_visible(self):	STRING
LOW	tests/test_kpanel_light_node_update.py	789	def test_unreachable_github_installs_through_the_mirror(self):	STRING
LOW	tests/test_kpanel_light_node_update.py	800	def test_unreachable_release_cdn_keeps_the_manifest_release_through_the_mirror(self):	STRING
LOW	tests/test_kpanel_light_node_update.py	811	def test_mirror_downloads_are_still_verified_and_failures_name_both_sources(self):	STRING
LOW	tests/test_kpanel_light_node_update.py	828	def test_github_redirect_is_still_required_when_github_answers(self):	STRING
LOW	tests/test_kpanel_light_node_update.py	835	def test_unsafe_config_is_rejected_without_widening_permissions(self):	STRING
LOW	tests/test_stats_json.py	47	def test_escape_round_trips_quotes_backslashes_unicode_and_all_control_characters(self):	STRING
LOW	tests/test_stats_json.py	53	def test_payload_is_valid_and_network_requests_have_deadlines(self):	STRING
LOW⚡	tests/test_stats_json.py	65	def test_non_country_provider_response_cannot_inject_into_json(self):	STRING
LOW⚡	tests/test_stats_json.py	70	def test_rapid_repeated_calls_send_only_one_request(self):	STRING
LOW⚡	tests/test_stats_json.py	75	def test_disabled_telemetry_never_calls_network(self):	STRING
LOW	tests/test_web_backup_template.py	51	def test_success_keeps_business_data_and_only_prunes_completed_web_backups(self):	CODE
LOW	tests/test_web_backup_template.py	67	def test_transfer_failure_preserves_all_restore_points(self):	CODE
LOW	tests/test_web_backup_template.py	74	def test_archive_failure_never_publishes_or_prunes(self):	CODE
LOW	tests/test_nginx_config_update_live.py	16	def test_real_preflight_switch_and_old_image_recovery(self):	CODE
LOW⚡	tests/test_nginx_config_update.py	38	def test_added_root_include_precedes_events_and_disabled_values_stay_disabled(self):	CODE
LOW⚡	tests/test_nginx_config_update.py	47	def test_repeated_or_ambiguous_directives_are_preserved(self):	CODE
LOW⚡	tests/test_nginx_config_update.py	54	def test_feature_switches_and_performance_mode_are_not_reset_by_new_defaults(self):	CODE
LOW⚡	tests/test_nginx_config_update.py	60	def test_malformed_configuration_is_rejected(self):	CODE
LOW⚡	tests/test_nginx_config_update.py	65	def test_real_upstream_templates_have_verified_hashes(self):	CODE
109 more matches not shown…

Cross-File Repetition6 hits · 30 pts

Severity	File	Snippet	Context
HIGH	ir/to-fa.py	translate only chinese parts in echo/read/send_stats commands, excluding shell variables	STRING
HIGH	ru/to-ru.py	translate only chinese parts in echo/read/send_stats commands, excluding shell variables	STRING
HIGH	tw/to-tw.py	translate only chinese parts in echo/read/send_stats commands, excluding shell variables	STRING
HIGH	kr/to-kr.py	translate only chinese parts in echo/read/send_stats commands, excluding shell variables	STRING
HIGH	jp/to-jp.py	translate only chinese parts in echo/read/send_stats commands, excluding shell variables	STRING
HIGH	en/to-en.py	translate only chinese parts in echo/read/send_stats commands, excluding shell variables	STRING

Cross-Language Confusion5 hits · 29 pts

Severity	File	Line	Snippet	Context
HIGH⚡	tests/test_kpanel_app_parallel.py	61	'test "$value" = changed && test -z "$KJ_APP_LOCKS_HELD"')	CODE
HIGH⚡	tests/test_kpanel_app_parallel.py	80	'flock -n "$(dirname "$1")/locks/catalog.lock" true \|\| return 45\n'	CODE
HIGH	tests/test_nginx_config_update.py	809	nginx_update_transaction nginx \|\| exit 91	CODE
HIGH⚡	tests/test_kpanel_light_node_dependencies.py	302	self.assertIn('kpanel_node_ensure_dependencies \|\| return 1', JOIN)	STRING
HIGH	tests/openclaw/test_api_secretrefs.py	323	if (!value.source \|\| path !== 'models.providers.demo.apiKey') throw Error('bad ref');	CODE

Excessive Try-Catch Wrapping18 hits · 24 pts

Severity	File	Line	Snippet	Context
LOW	hermes_manager.sh	244	except Exception:	CODE
LOW	hermes_manager.sh	265	except Exception as e:	CODE
LOW	hermes_manager.sh	354	except Exception as e:	CODE
LOW	hermes_manager.sh	915	except Exception:	CODE
LOW	translate.py	19	except Exception as e:	CODE
LOW	ir/to-fa.py	14	except Exception as e:	CODE
MEDIUM	ir/to-fa.py	11	def translate_text(text):	CODE
LOW	ru/to-ru.py	14	except Exception as e:	CODE
MEDIUM	ru/to-ru.py	11	def translate_text(text):	CODE
LOW	tw/to-tw.py	14	except Exception as e:	CODE
MEDIUM	tw/to-tw.py	11	def translate_text(text):	CODE
LOW	kr/to-kr.py	14	except Exception as e:	CODE
MEDIUM	kr/to-kr.py	11	def translate_text(text):	CODE
LOW	.github/workflows/translate.yml	56	except Exception as e:	CODE
LOW	jp/to-jp.py	14	except Exception as e:	CODE
MEDIUM	jp/to-jp.py	11	def translate_text(text):	CODE
LOW	en/to-en.py	14	except Exception as e:	CODE
MEDIUM	en/to-en.py	11	def translate_text(text):	CODE

Decorative Section Separators5 hits · 15 pts

Severity	File	Line	Snippet	Context
MEDIUM	network-optimize.sh	2	# ============================================================================	COMMENT
MEDIUM	network-optimize.sh	6	# ============================================================================	COMMENT
MEDIUM	network-optimize.sh	350	# ============================================================================	COMMENT
MEDIUM	network-optimize.sh	356	# ============================================================================	COMMENT
MEDIUM	network-optimize.sh	591	# ========================	COMMENT

Deep Nesting11 hits · 10 pts

Severity	File	Line	Context
LOW	ir/to-fa.py	38	CODE
LOW	tests/test_nginx_config_update.py	133	CODE
LOW	tests/test_waf_auto_migration_live.py	22	CODE
LOW	tests/test_nginx_config_update_stack_live.py	18	CODE
LOW	tests/openclaw/test_api_secretrefs.py	331	CODE
LOW	tests/openclaw/test_api_secretrefs.py	418	CODE
LOW	ru/to-ru.py	38	CODE
LOW	tw/to-tw.py	38	CODE
LOW	kr/to-kr.py	38	CODE
LOW	jp/to-jp.py	38	CODE
LOW	en/to-en.py	38	CODE

Empty Error Handlers2 hits · 10 pts

Severity	File	Line	Snippet	Context
HIGH	tests/test_kpanel_light_node_update.py	303	except ProcessLookupError: pass	CODE
HIGH	tests/test_nginx_config_update_stack_live.py	89	except RuntimeError:	CODE

AI Slop Vocabulary3 hits · 8 pts

Severity	File	Line	Snippet	Context
MEDIUM	deepseek_harness_manager.sh	3	# 官方项目：https://github.com/deepseek-ai/deepseek-harness	COMMENT
MEDIUM	deepseek_harness_manager.sh	337	# kejilion-deepseek-harness-managed\\	COMMENT
MEDIUM	tests/test_deepseek_harness_manager.sh	301	grep -Fq '# kejilion-deepseek-harness-managed' "$webui_conf"	CODE

Redundant / Tautological Comments3 hits · 4 pts

Severity	File	Line	Snippet	Context
LOW	deepseek_harness_manager.sh	326	# Open the file as the worker UID; BusyBox test -r may ignore POSIX ACLs.	COMMENT
LOW	ir/kejilion.sh	2411	# Check if the session already exists	COMMENT
LOW	ru/kejilion.sh	2411	# Check if the session already exists	COMMENT

Fake / Example Data3 hits · 3 pts

Severity	File	Line	Snippet	Context
LOW	tests_openclaw_manager_smoke.sh	137	add-all-models-from-provider "cli-api" "https://example.com/v1" "dummy-token" >/tmp/add-models.out	CODE
LOW	tests/test_unified_cf_smoke.sh	175	assert json.load(open(sys.argv[1]))==dict(email='user@example.com',key='abcdefghijklmnopqrstuv')	CODE
LOW	tests/test_docker_image_update_smoke.sh	34	printf '%s\n' '{"digest":"placeholder","last_updated":"2026-07-28T00:00:00Z"}'	CODE

Over-Commented Block2 hits · 2 pts

Severity	File	Line	Snippet	Context
LOW	network-optimize.sh	581		COMMENT
LOW	ru/kejilion.sh	2521	echo "Отменен"	COMMENT

Unused Imports1 hit · 1 pts

Severity	File	Line	Snippet	Context
LOW	translate.py	6		CODE

kejilion/sh

Open-Source Code Quality, Security and Technical Debt Review