0.7

Adjusted Signal

0.7

Raw Pattern Score

100%

Time Factor

2026-10-22

Last Push

7.9K

Stars

Language

209.3K

Lines of Code

614

Files

152

Pattern Hits

2026-10-31

Scan Date

0.01

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 2.2/100 · LOW

Can maintainers explain intent, assumptions, and trade-offs? 107 finding(s).

Hallucinated Dependency & Supply Chain Risk 0.4/100 · LOW

Are imports declared and package/API names verified? 19 finding(s).

Agent Over-Engineering Ratio 2.8/100 · LOW

Are wrappers, guards, and repeated structures necessary? 115 finding(s).

PR Review Velocity Impact 4.1/100 · LOW

Which changes need focused human review? 152 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 5MEDIUM 0LOW 147

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 152 distinct pattern matches across 8 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 Identifiers89 hits · 76 pts

Severity	File	Line	Snippet	Context
LOW⚡	tools/egress-quality-guard/quality_guard_test.py	59	def test_passive_speed_matches_panel_and_includes_reasoning_tokens(self):	CODE
LOW⚡	tools/egress-quality-guard/quality_guard_test.py	69	def test_passive_late_first_token_uses_full_duration(self):	CODE
LOW⚡	tools/egress-quality-guard/quality_guard_test.py	79	def test_passive_late_first_token_without_reasoning_remains_burst(self):	CODE
LOW⚡	tools/egress-quality-guard/quality_guard_test.py	89	def test_passive_audit_does_not_infer_thinking_requirement(self):	CODE
LOW⚡	tools/egress-quality-guard/quality_guard_test.py	276	def test_disabled_bootstrap_exits_cleanly(self):	CODE
LOW⚡	tools/egress-quality-guard/quality_guard_test.py	283	def test_rejects_reversed_thresholds(self):	CODE
LOW⚡	tools/egress-quality-guard/quality_guard_test.py	287	def test_runtime_config_overrides_only_strategy_fields(self):	CODE
LOW⚡	tools/egress-quality-guard/quality_guard_test.py	296	def test_runtime_config_reloader_keeps_last_valid_config(self):	CODE
LOW	tools/egress-quality-guard/quality_guard_test.py	40	def test_healthy_soft_and_hard_thresholds(self):	CODE
LOW	tools/egress-quality-guard/quality_guard_test.py	46	def test_missing_marker_is_hard_and_quality_ok_is_not_a_healthy_shortcut(self):	CODE
LOW	tools/egress-quality-guard/quality_guard_test.py	104	def test_probe_missing_thinking_is_hard(self):	CODE
LOW	tools/egress-quality-guard/quality_guard_test.py	150	def test_passive_ignores_short_and_failed_requests(self):	CODE
LOW	tools/egress-quality-guard/quality_guard_test.py	159	def test_state_write_is_atomic_and_private(self):	CODE
LOW	tools/egress-quality-guard/quality_guard_test.py	173	def test_missing_profile_file_seeds_builtin_recovery_profiles(self):	CODE
LOW	tools/egress-quality-guard/quality_guard_test.py	180	def test_reserved_profile_ids_are_canonicalized(self):	CODE
LOW	tools/egress-quality-guard/quality_guard_test.py	213	def test_loads_private_bootstrap_without_admin_credentials(self):	CODE
LOW	tools/egress-quality-guard/quality_guard_test.py	312	def test_list_nodes_reads_every_page(self):	CODE
LOW	tools/egress-quality-guard/quality_guard_test.py	328	def test_list_nodes_rejects_incomplete_pagination(self):	CODE
LOW	tools/egress-quality-guard/quality_guard_test.py	334	def test_fixed_fallback_nodes_are_discovered_from_operations_policy(self):	CODE
LOW	tools/egress-quality-guard/quality_guard_test.py	345	def test_list_leases_uses_stable_cursor_until_complete(self):	CODE
LOW	tools/egress-quality-guard/quality_guard_test.py	361	def test_list_leases_rejects_non_advancing_cursor(self):	CODE
LOW	tools/egress-quality-guard/quality_guard_test.py	442	def test_hard_signal_quarantines_and_healthy_recovery_restores(self):	CODE
LOW	tools/egress-quality-guard/quality_guard_test.py	467	def test_auto_discovery_publishes_resolved_node_ids_for_status_consumers(self):	CODE
LOW	tools/egress-quality-guard/quality_guard_test.py	478	def test_fixed_fallback_node_is_excluded_without_aborting_other_nodes(self):	CODE
LOW	tools/egress-quality-guard/quality_guard_test.py	492	def test_fixed_fallback_releases_existing_account_lease_without_probe(self):	CODE
LOW	tools/egress-quality-guard/quality_guard_test.py	509	def test_account_bound_proxy_skips_scheduled_probe_and_stays_observable(self):	CODE
LOW	tools/egress-quality-guard/quality_guard_test.py	528	def test_account_bound_proxy_records_passive_anomaly_without_node_quarantine(self):	CODE
LOW	tools/egress-quality-guard/quality_guard_test.py	564	def test_repeated_account_anomaly_extends_one_lease_without_double_counting(self):	CODE
LOW	tools/egress-quality-guard/quality_guard_test.py	581	def test_due_lease_recovery_has_a_per_cycle_budget(self):	CODE
LOW	tools/egress-quality-guard/quality_guard_test.py	601	def test_failed_lease_recovery_is_backed_off(self):	CODE
LOW	tools/egress-quality-guard/quality_guard_test.py	619	def test_account_bound_proxy_releases_only_guard_owned_legacy_quarantine(self):	CODE
LOW	tools/egress-quality-guard/quality_guard_test.py	646	def test_account_bound_proxy_keeps_ownership_when_legacy_release_fails(self):	CODE
LOW	tools/egress-quality-guard/quality_guard_test.py	668	def test_enabled_node_promoted_to_fixed_fallback_releases_guard_ownership(self):	CODE
LOW	tools/egress-quality-guard/quality_guard_test.py	688	def test_quarantine_ownership_is_persisted_before_backend_disable(self):	CODE
LOW	tools/egress-quality-guard/quality_guard_test.py	711	def test_quarantine_state_rolls_back_when_backend_disable_fails(self):	CODE
LOW	tools/egress-quality-guard/quality_guard_test.py	735	def test_removed_or_unmanaged_node_state_is_pruned(self):	CODE
LOW	tools/egress-quality-guard/quality_guard_test.py	751	def test_quarantined_node_removed_from_config_is_recovered_before_release(self):	CODE
LOW	tools/egress-quality-guard/quality_guard_test.py	771	def test_minimum_healthy_nodes_suppresses_quarantine(self):	CODE
LOW	tools/egress-quality-guard/quality_guard_test.py	786	def test_fail_closed_rotates_soft_signal_and_restores_after_one_good_probe(self):	CODE
LOW	tools/egress-quality-guard/quality_guard_test.py	815	def test_fail_closed_requires_consecutive_probe_errors_then_rotates(self):	CODE
LOW	tools/egress-quality-guard/quality_guard_test.py	854	def test_probe_without_schedulable_account_is_deferred_without_rotation(self):	CODE
LOW	tools/egress-quality-guard/quality_guard_test.py	890	def test_fail_closed_buffered_burst_restores_same_ip_after_one_good_probe(self):	CODE
LOW	tools/egress-quality-guard/quality_guard_test.py	918	def test_fail_closed_keeps_node_isolated_when_rotated_ip_probe_is_ambiguous(self):	CODE
LOW	tools/egress-quality-guard/quality_guard_test.py	943	def test_fail_closed_manual_reenable_requires_probe(self):	CODE
LOW	tools/egress-quality-guard/quality_guard_test.py	967	def test_model_probe_can_restore_when_generic_connectivity_probe_is_unhealthy(self):	CODE
LOW	tools/egress-quality-guard/quality_guard_test.py	982	def test_passive_baseline_does_not_replay_historical_audits(self):	CODE
LOW	tools/egress-quality-guard/quality_guard_test.py	993	def test_passive_hard_signal_quarantines_immediately_and_ignores_guard_key(self):	CODE
LOW	tools/egress-quality-guard/quality_guard_test.py	1018	def test_passive_soft_signal_quarantines_immediately_without_probe(self):	CODE
LOW	tools/egress-quality-guard/quality_guard_test.py	1032	def test_passive_soft_signal_holds_until_quarantine_window(self):	CODE
LOW	tools/egress-quality-guard/quality_guard_test.py	1050	def test_multiple_passive_hard_signals_only_quarantine_once(self):	CODE
LOW	tools/egress-quality-guard/quality_guard_test.py	1064	def test_passive_hold_restores_only_after_healthy_probe(self):	CODE
LOW	tools/egress-quality-guard/quality_guard_test.py	1091	def test_recovery_always_uses_builtin_quality_marker_profile(self):	CODE
LOW	tools/egress-quality-guard/quality_guard_test.py	1122	def test_passive_hold_keeps_isolated_when_recovery_probe_is_unhealthy(self):	CODE
LOW	tools/egress-quality-guard/quality_guard_test.py	1151	def test_repeat_passive_degrade_lengthens_hold(self):	CODE
LOW	tools/egress-quality-guard/quality_guard_test.py	1188	def test_passive_user_anomaly_quarantines_without_waiting_for_probe(self):	CODE
LOW	tools/egress-quality-guard/session_rotator_test.py	17	def test_replaces_only_selected_proxy_username(self):	CODE
LOW	tools/egress-quality-guard/session_rotator_test.py	35	def test_update_session_sets_new_sid_and_ten_minute_stickiness(self):	STRING
LOW	tools/egress-quality-guard/session_rotator_test.py	69	def test_rotation_compares_against_live_pre_rotation_ip(self):	STRING
LOW	tools/egress-quality-guard/session_rotator_test.py	91	def test_rotation_reports_live_old_ip_when_it_changes(self):	STRING
LOW	tools/egress-quality-guard/session_rotator.py	97	def replace_username_in_mihomo(value: str, proxy_index: int, username: str) -> str:	CODE
29 more matches not shown…

Empty Error Handlers5 hits · 25 pts

Severity	File	Line	Snippet	Context
HIGH	tools/egress-quality-guard/session_rotator.py	299	except KeyboardInterrupt:	CODE
HIGH	tools/egress-quality-guard/session_rotator.py	234	except Exception:	CODE
HIGH	tools/egress-quality-guard/quality_guard.py	486	except FileNotFoundError:	CODE
HIGH	tools/egress-quality-guard/quality_guard.py	488	except (OSError, ValueError):	CODE
HIGH	tools/egress-quality-guard/quality_guard.py	655	except FileNotFoundError:	CODE

Excessive Try-Catch Wrapping19 hits · 18 pts

Severity	File	Line	Snippet	Context
LOW	tools/egress-quality-guard/session_rotator.py	166	except Exception as exc:	CODE
LOW	tools/egress-quality-guard/session_rotator.py	229	except Exception:	CODE
LOW	tools/egress-quality-guard/session_rotator.py	234	except Exception:	CODE
LOW	tools/egress-quality-guard/quality_guard.py	652	except Exception:	CODE
LOW	tools/egress-quality-guard/quality_guard.py	815	except Exception as exc:	CODE
LOW	tools/egress-quality-guard/quality_guard.py	840	except Exception as exc:	CODE
LOW	tools/egress-quality-guard/quality_guard.py	862	except Exception as exc:	CODE
LOW	tools/egress-quality-guard/quality_guard.py	883	except Exception as exc:	CODE
LOW	tools/egress-quality-guard/quality_guard.py	902	except Exception as exc:	CODE
LOW	tools/egress-quality-guard/quality_guard.py	958	except Exception as exc:	CODE
LOW	tools/egress-quality-guard/quality_guard.py	1020	except Exception as exc:	CODE
LOW	tools/egress-quality-guard/quality_guard.py	1055	except Exception as exc:	CODE
LOW	tools/egress-quality-guard/quality_guard.py	1121	except Exception as exc:	CODE
LOW	tools/egress-quality-guard/quality_guard.py	1151	except Exception as exc:	CODE
LOW	tools/egress-quality-guard/quality_guard.py	1174	except Exception as exc:	CODE
LOW	tools/egress-quality-guard/quality_guard.py	1182	except Exception as exc:	CODE
LOW	tools/egress-quality-guard/quality_guard.py	1289	except Exception as exc:	CODE
LOW	tools/egress-quality-guard/quality_guard.py	1620	except Exception as exc:	CODE
LOW	tools/egress-quality-guard/quality_guard.py	1626	except Exception as exc:	CODE

Fake / Example Data17 hits · 17 pts

Severity	File	Line	Snippet	Context
LOW	…d/internal/infra/provider/web/account_identity_test.go	67	identity, err := parseAccountIdentity([]byte(`{"status":"authenticated","session":{"userId":"user-1","email":"user@exam	CODE
LOW	…d/internal/infra/provider/web/account_identity_test.go	71	if identity.UserID != "user-1" \|\| identity.Email != "user@example.com" \|\| identity.TeamID != "org-1" {	CODE
LOW	…d/internal/infra/provider/web/account_identity_test.go	85	_, _ = writer.Write([]byte(`{"status":"authenticated","session":{"userId":"` + sessionUserID + `","email":"user@exampl	CODE
LOW	backend/internal/infra/provider/cli/adapter_test.go	662	if request.Header.Get("x-userid") != "user-123" \|\| request.Header.Get("x-email") != "user@example.com" \|\| request.Head	CODE
LOW	backend/internal/infra/provider/cli/adapter_test.go	667	models, err := adapter.ListModels(context.Background(), account.Credential{UserID: "user-123", Email: "user@example.com	CODE
LOW	backend/internal/infra/provider/cli/oauth_test.go	26	idToken := "header." + base64.RawURLEncoding.EncodeToString([]byte(`{"sub":"user-1","email":"user@example.com","team_id	CODE
LOW	backend/internal/infra/provider/cli/oauth_test.go	46	if prepared.AccessToken != "fresh-access" \|\| prepared.RefreshToken != "rotated-rt" \|\| prepared.UserID != "user-1" \|\| pr	CODE
LOW	backend/internal/infra/provider/cli/normalize_test.go	389	data := []byte(`{"accounts":[{"provider":"grok_build","name":"primary","client_id":"client-1","access_token":"access-1"	CODE
LOW	backend/internal/infra/provider/cli/normalize_test.go	448	data := []byte(`[{"type":"xai","access_token":"access-1","refresh_token":"refresh-1","email":"user@example.com","user_i	CODE
LOW	backend/internal/infra/provider/cli/normalize_test.go	454	if len(values) != 2 \|\| values[0].AccessToken != "access-1" \|\| values[0].Email != "user@example.com" \|\| values[0].UserID	CODE
LOW	backend/internal/infra/provider/cli/normalize_test.go	494	Name: "primary", Email: "user@example.com", UserID: "user-1", TeamID: "team-1",	CODE
LOW	backend/internal/infra/provider/cli/normalize_test.go	521	claims, _ := json.Marshal(map[string]any{"sub": "user-1", "email": "user@example.com", "team_id": "team-1", "exp": expi	CODE
LOW	backend/internal/infra/provider/cli/normalize_test.go	529	if len(values) != 1 \|\| values[0].UserID != "user-1" \|\| values[0].Email != "user@example.com" \|\| values[0].TeamID != "te	CODE
LOW	…nd/internal/application/account/provider_links_test.go	37	adapter.identity = provider.AccountIdentity{UserID: "11111111-1111-4111-8111-111111111111", Email: "user@example.com"}	CODE
LOW	…nd/internal/application/account/provider_links_test.go	49	if web.UserID != "11111111-1111-4111-8111-111111111111" \|\| web.Email != "user@example.com" \|\| len(web.LinkedAccounts) !	CODE
LOW	backend/internal/application/account/export_test.go	44	Provider: accountdomain.ProviderBuild, Name: "primary", Email: "user@example.com", UserID: "user-1",	CODE
LOW	backend/internal/application/account/export_test.go	77	if value.Name != "primary" \|\| value.Email != "user@example.com" \|\| value.UserID != "user-1" \|\| value.OIDCClientID != "c	CODE

Over-Commented Block16 hits · 16 pts

Severity	File	Line	Snippet	Context
LOW	config.example.yaml	1	# 配置标记：	COMMENT
LOW	config.example.yaml	161	# account-bound state or side-effecting tools. Context compaction stays exempt.	COMMENT
LOW	docker-compose.yml	21	security_opt:	COMMENT
LOW	docker-compose.yml	41	# 在管理端将 Clearance 模式设为 FlareSolverr 或按需刷新，并使用 http://flaresolverr:8191。	COMMENT
LOW	backend/internal/infra/provider/provider.go	1361	result, ok := adapter.(VoiceWebSocketAdapter)	COMMENT
LOW	backend/internal/transport/http/swagger_annotations.go	101	// @Produce json	COMMENT
LOW	backend/internal/transport/http/swagger_annotations.go	121	// @Security BearerAuth	COMMENT
LOW	backend/internal/transport/http/swagger_annotations.go	141		COMMENT
LOW	backend/internal/transport/http/swagger_annotations.go	161	// @Router /v1/responses/{response_id} [delete]	COMMENT
LOW	backend/internal/transport/http/swagger_annotations.go	181	// @Accept json	COMMENT
LOW	backend/internal/transport/http/swagger_annotations.go	201		COMMENT
LOW	backend/internal/transport/http/swagger_annotations.go	221	// @Router /v1/media/images/{asset_id} [get]	COMMENT
LOW	backend/internal/transport/http/swagger_annotations.go	241	// @Produce json	COMMENT
LOW	backend/internal/transport/http/swagger_annotations.go	261	// @Summary 查询异步视频任务	COMMENT
LOW	backend/internal/application/gateway/service.go	121	// auditOperation may classify a normal protocol request differently for	COMMENT
LOW	backend/internal/domain/account/account.go	221	// 它不参与路由；每个新请求仍先走 Build，只有当次严格 403 才可尝试 XAI。	COMMENT

Modern Structural Boilerplate2 hits · 2 pts

Severity	File	Line	Snippet	Context
LOW	tools/egress-quality-guard/session_rotator.py	178	def _update_session(self, proxy_index: int, session_id: str) -> None:	CODE
LOW	tools/egress-quality-guard/quality_guard.py	689	def _update_guard_metadata(self) -> None:	CODE

Unused Imports2 hits · 2 pts

Severity	File	Line	Snippet	Context
LOW	tools/egress-quality-guard/session_rotator.py	8		CODE
LOW	tools/egress-quality-guard/quality_guard.py	10		CODE

Deep Nesting2 hits · 2 pts

Severity	File	Line	Snippet	Context
LOW	tools/egress-quality-guard/session_rotator.py	193		CODE
LOW	tools/egress-quality-guard/quality_guard.py	1251		CODE

chenyme/grok2api

Open-Source Code Quality, Security and Technical Debt Review