5.2

Adjusted Signal

5.2

Raw Pattern Score

100%

Time Factor

2026-10-30

Last Push

39.6K

Stars

Language

433.7K

Lines of Code

2.0K

Files

1.9K

Pattern Hits

2026-10-31

Scan Date

0.04

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 12.8/100 · LOW

Can maintainers explain intent, assumptions, and trade-offs? 1098 finding(s).

Hallucinated Dependency & Supply Chain Risk 6.6/100 · LOW

Are imports declared and package/API names verified? 622 finding(s).

Agent Over-Engineering Ratio 13.5/100 · LOW

Are wrappers, guards, and repeated structures necessary? 949 finding(s).

PR Review Velocity Impact 24.0/100 · LOW

Which changes need focused human review? 1916 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 74MEDIUM 42LOW 1799

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 1916 distinct pattern matches across 17 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 Identifiers752 hits · 794 pts

Severity	File	Line	Snippet	Context
LOW	sdks/python/tests/test_connector.py	61	def test_typed_requests_discovery_and_credential_check(self):	CODE
LOW	sdks/python/tests/test_connector.py	84	def test_request_refusals_do_not_call_source(self):	CODE
LOW	sdks/python/tests/test_connector.py	102	def test_classified_failures_not_due_and_unclassified_io(self):	CODE
LOW	sdks/python/tests/test_connector.py	127	def test_credentials_are_redacted_from_logs_and_response_validation(self):	CODE
LOW	sdks/python/tests/test_connector.py	162	def test_page_self_checks_and_credential_status_schema(self):	CODE
LOW	sdks/python/tests/test_connector.py	182	def test_typed_page_carries_new_connector_fields_on_supported_api(self):	CODE
LOW	sdks/python/tests/test_connector.py	206	def test_fetch_ordered_record_flag_is_optional_version_gated_and_still_validates_items(self):	CODE
LOW	sdks/python/tests/test_connector.py	233	def test_configuration_diagnostics_redact_before_truncation(self):	CODE
LOW	sdks/python/tests/test_connector.py	243	def test_grouped_exceptions_redact_multiline_secrets_before_layout(self):	CODE
LOW	sdks/python/tests/test_connector.py	263	def test_public_request_helpers_wrap_credentials_and_allow_public_sources(self):	CODE
LOW	sdks/python/tests/test_connector.py	329	def test_receive_dispatches_custom_route_and_rejects_incoherent_verdict(self):	CODE
LOW	sdks/python/tests/test_connector.py	369	def test_connector_routes_register_dispatch_and_validate_before_handler(self):	CODE
LOW	sdks/python/tests/test_connector.py	429	def test_connector_route_registration_requires_declared_nonduplicate_handlers(self):	CODE
LOW	sdks/python/tests/test_connector.py	445	def test_route_only_connector_refuses_legacy_receive_and_requires_routes(self):	CODE
LOW	sdks/python/tests/test_connector.py	498	def test_attachment_handlers_dispatch_and_enforce_declared_size(self):	CODE
LOW	sdks/python/tests/test_connector.py	535	def test_fetch_output_rejects_extension_and_manifest_storage_bounds(self):	CODE
LOW	sdks/python/tests/test_signing.py	132	def test_health_is_exempt_from_authentication(self):	CODE
LOW	sdks/python/tests/test_signing.py	140	def test_authentication_precedes_post_dispatch(self):	CODE
LOW	sdks/python/tests/test_signing.py	172	def test_missing_or_malformed_key_configuration_fails_closed_without_echoing_secret(self):	CODE
LOW	sdks/python/tests/test_signing.py	197	def test_key_rotation_accepts_overlap_and_rejects_retired_keys(self):	CODE
LOW	sdks/python/tests/test_server.py	45	def test_discovery_matches_the_manifest_bytes(self):	CODE
LOW⚡	sdks/python/tests/test_server.py	70	def test_unknown_route_and_wrong_method(self):	CODE
LOW⚡	sdks/python/tests/test_server.py	74	def test_successful_invocation_is_schema_valid(self):	CODE
LOW⚡	sdks/python/tests/test_server.py	80	def test_dict_responses_are_accepted(self):	CODE
LOW⚡	sdks/python/tests/test_server.py	91	def test_unexpected_exception_is_terminal_internal_error(self):	CODE
LOW⚡	sdks/python/tests/test_server.py	95	def test_invalid_response_is_caught_before_sending(self):	CODE
LOW⚡	sdks/python/tests/test_server.py	100	def test_response_over_the_declared_limit(self):	CODE
LOW⚡	sdks/python/tests/test_server.py	103	def test_invalid_request_body(self):	CODE
LOW⚡	sdks/python/tests/test_server.py	110	def test_undeclared_media_type(self):	CODE
LOW⚡	sdks/python/tests/test_server.py	113	def test_error_codes_are_checked(self):	CODE
LOW⚡	sdks/python/tests/test_server.py	122	def test_invalid_configuration_is_rejected_before_the_normalizer_runs(self):	CODE
LOW⚡	sdks/python/tests/test_server.py	128	def test_validate_configuration_lists_every_problem(self):	CODE
LOW	sdks/python/tests/test_server.py	151	def test_records_carry_the_invocation_id(self):	CODE
LOW	sdks/python/tests/test_server.py	189	def test_disconnected_caller_does_not_raise_a_server_error(self):	CODE
LOW	sdks/python/tests/test_server.py	227	def test_persistent_responses_disable_nagle(self):	CODE
LOW	sdks/python/tests/test_server.py	279	def test_malformed_requests_get_an_envelope(self):	CODE
LOW	sdks/python/tests/test_server.py	305	def test_build_request_from_the_normative_fixture(self):	CODE
LOW	sdks/python/tests/test_ingestion.py	53	def test_normative_response_cases_match_the_contract_oracle(self):	CODE
LOW	sdks/python/tests/test_ingestion.py	96	def test_pages_require_manifest_opt_in_before_dispatch(self):	CODE
LOW	sdks/python/tests/test_ingestion.py	108	def test_unknown_space_is_rejected_before_the_handler_runs(self):	CODE
LOW	sdks/python/tests/test_ingestion.py	118	def test_provenance_bound_uses_stored_json_size(self):	CODE
LOW	sdks/python/tests/test_models.py	59	def test_every_fixture_schema_has_a_model(self):	CODE
LOW	sdks/python/tests/test_models.py	62	def test_schema_valid_fixtures_round_trip_exactly(self):	CODE
LOW	sdks/python/tests/test_models.py	75	def test_schema_outcome_matches_the_index(self):	CODE
LOW	sdks/python/tests/test_models.py	80	def test_decoding_rejects_unknown_fields_and_wrong_kinds(self):	CODE
LOW	sdks/python/tests/test_models.py	92	def test_unions_decode_by_kind(self):	CODE
LOW	sdks/python/tests/test_system_one.py	11	def test_dns_timeout_retains_no_paid_work_or_concurrency_slot(self):	CODE
LOW	sdks/python/tests/test_system_one.py	34	def test_bearer_credentials_require_https_or_numeric_loopback(self):	CODE
LOW⚡	sdks/python/tests/test_blob.py	30	def test_checksum_mismatch_is_terminal(self):	CODE
LOW⚡	sdks/python/tests/test_blob.py	35	def test_size_mismatch_is_terminal(self):	CODE
LOW⚡	sdks/python/tests/test_blob.py	41	def test_missing_file_is_terminal(self):	CODE
LOW⚡	sdks/python/tests/test_blob.py	80	def test_transient_failures_are_retryable(self):	CODE
LOW⚡	sdks/python/tests/test_blob.py	86	def test_missing_blob_is_terminal(self):	CODE
LOW⚡	sdks/python/tests/test_blob.py	90	def test_connection_refused_is_retryable(self):	CODE
LOW⚡	sdks/python/tests/test_subscription.py	85	def test_discovery_lists_the_subscription_and_negotiates_plugin_api(self) -> None:	CODE
LOW⚡	sdks/python/tests/test_subscription.py	95	def test_decides_each_evaluation(self) -> None:	CODE
LOW⚡	sdks/python/tests/test_subscription.py	104	def test_refuses_invalid_requests_terminally(self) -> None:	CODE
LOW	sdks/python/tests/test_subscription.py	116	def test_checks_the_response_before_sending_it(self) -> None:	CODE
LOW	sdks/python/tests/test_subscription.py	129	def test_maps_handler_errors_to_the_envelope(self) -> None:	CODE
LOW	sdks/python/tests/test_subscription.py	137	def test_fixture_helpers_match_the_go_tooling(self) -> None:	CODE
692 more matches not shown…

Fake / Example Data490 hits · 410 pts

Severity	File	Line	Snippet	Context
LOW⚡	sdks/python/tests/test_subscription.py	161	"extensions": {"example.editorial": {"schema_version": "1", "data": {"author": "Jane Doe"}}},	CODE
LOW⚡	sdks/python/tests/test_subscription.py	168	self.assertEqual(invocation.field("/extensions/example.editorial/data/author"), "Jane Doe")	CODE
LOW	plugins/rss/rss_test.go	451	paragraph := strings.Repeat("<p>Lorem ipsum dolor sit amet.</p>", 5000) // about 170 KiB of HTML per item, under the 10	CODE
LOW	plugins/rss/rss_test.go	451	paragraph := strings.Repeat("<p>Lorem ipsum dolor sit amet.</p>", 5000) // about 170 KiB of HTML per item, under the 10	CODE
LOW	plugins/rss/testdata/golden/atom.json	64	"email": "alex@example.org",	CODE
LOW	plugins/alerts/README.md	43	\| `{"field": "author", "equals": "Jane Doe"}` \| The article's metadata field has this value ([fields](#field-filters)) \|	CODE
LOW	plugins/alerts/README.md	354	author:"Jane Doe" OR source:wire	CODE
LOW⚡	plugins/alerts/tests/test_described.py	150	"extensions": {"example.news": {"schema_version": "1", "data": {"author": "Jane Doe", "categories": ["	CODE
LOW⚡	plugins/alerts/tests/test_described.py	155	{"title": "Les dockers votent la grève au port", "source": "wire", "author": "Jane Doe", "categ	CODE
LOW⚡	plugins/alerts/tests/test_rule.py	101	self.assertEqual(self.ask({"all": [T("grève"), {"field": "author", "equals": "Jane Doe"}]}), "match")	CODE
LOW	plugins/alerts/tests/notation-cases.json	19	"equals": "Jane Doe"	CODE
LOW	plugins/alerts/alerts/notation.py	4	author:"Jane Doe" OR source:wire	STRING
LOW⚡	plugins/m365-mail/mapping_test.go	9	m.From.EmailAddress.Address = "desk@example.org"	CODE
LOW⚡	plugins/m365-mail/mapping_test.go	12	m.Sender.EmailAddress.Address = "delegate@example.org"	CODE
LOW⚡	plugins/m365-mail/mapping_test.go	13	s := session{cfg: config{Mailbox: "reader@example.org", Folder: "archive"}}	CODE
LOW	plugins/m365-mail/mail_test.go	29	const cfgJSON = `{"tenant_id":"00000000-0000-0000-0000-000000000000","mailbox":"monitoring@example.org","backfill_since"	CODE
LOW	plugins/m365-mail/harness_test.go	34	g := &fakeGraph{t: t, url: process.Start(t, "graph").URL, clientID: "11111111-1111-1111-1111-111111111111", mailbox: "m	CODE
LOW	plugins/m365-mail/harness_test.go	94	"from": map[string]any{"emailAddress": map[string]any{"name": "Desk", "address": "desk@example.org"}},	CODE
LOW	plugins/m365-mail/harness_test.go	95	"toRecipients": []any{map[string]any{"emailAddress": map[string]any{"name": "Monitor", "address": "monitoring@example.	CODE
LOW	plugins/m365-mail/testdata/golden/attachments.json	6	"mailbox": "monitoring@example.org",	CODE
LOW	plugins/m365-mail/testdata/golden/attachments.json	28	"address": "desk@example.org",	CODE
LOW	plugins/m365-mail/testdata/golden/attachments.json	41	"address": "monitoring@example.org",	CODE
LOW	plugins/m365-mail/testdata/golden/attachments.json	176	"address": "desk@example.org",	CODE
LOW	plugins/m365-mail/testdata/golden/attachments.json	186	"address": "monitoring@example.org",	CODE
LOW	…/m365-mail/testdata/golden/no_backfill_starts_now.json	6	"mailbox": "monitoring@example.org",	CODE
LOW	…/m365-mail/testdata/golden/no_backfill_starts_now.json	24	"address": "desk@example.org",	CODE
LOW	…/m365-mail/testdata/golden/no_backfill_starts_now.json	37	"address": "monitoring@example.org",	CODE
LOW	…/m365-mail/testdata/golden/no_backfill_starts_now.json	63	"address": "desk@example.org",	CODE
LOW	…/m365-mail/testdata/golden/no_backfill_starts_now.json	76	"address": "monitoring@example.org",	CODE
LOW	…/m365-mail/testdata/golden/no_backfill_starts_now.json	122	"address": "desk@example.org",	CODE
LOW	…/m365-mail/testdata/golden/no_backfill_starts_now.json	132	"address": "monitoring@example.org",	CODE
LOW	plugins/m365-mail/testdata/golden/delta_paging.json	6	"mailbox": "monitoring@example.org",	CODE
LOW	plugins/m365-mail/testdata/golden/delta_paging.json	24	"address": "desk@example.org",	CODE
LOW	plugins/m365-mail/testdata/golden/delta_paging.json	37	"address": "monitoring@example.org",	CODE
LOW	plugins/m365-mail/testdata/golden/delta_paging.json	54	"address": "desk@example.org",	CODE
LOW	plugins/m365-mail/testdata/golden/delta_paging.json	67	"address": "monitoring@example.org",	CODE
LOW	plugins/m365-mail/testdata/golden/delta_paging.json	84	"address": "desk@example.org",	CODE
LOW	plugins/m365-mail/testdata/golden/delta_paging.json	97	"address": "monitoring@example.org",	CODE
LOW	plugins/m365-mail/testdata/golden/delta_paging.json	114	"address": "desk@example.org",	CODE
LOW	plugins/m365-mail/testdata/golden/delta_paging.json	127	"address": "monitoring@example.org",	CODE
LOW	plugins/m365-mail/testdata/golden/delta_paging.json	172	"address": "desk@example.org",	CODE
LOW	plugins/m365-mail/testdata/golden/delta_paging.json	182	"address": "monitoring@example.org",	CODE
LOW	plugins/m365-mail/testdata/golden/delta_paging.json	234	"address": "desk@example.org",	CODE
LOW	plugins/m365-mail/testdata/golden/delta_paging.json	244	"address": "monitoring@example.org",	CODE
LOW	plugins/m365-mail/testdata/golden/delta_paging.json	309	"address": "desk@example.org",	CODE
LOW	plugins/m365-mail/testdata/golden/delta_paging.json	319	"address": "monitoring@example.org",	CODE
LOW	plugins/m365-mail/testdata/golden/delta_paging.json	354	"address": "desk@example.org",	CODE
LOW	plugins/m365-mail/testdata/golden/delta_paging.json	367	"address": "monitoring@example.org",	CODE
LOW	plugins/m365-mail/testdata/golden/delta_paging.json	413	"address": "desk@example.org",	CODE
LOW	plugins/m365-mail/testdata/golden/delta_paging.json	423	"address": "monitoring@example.org",	CODE
LOW	…s/m365-mail/testdata/golden/foreign_link_restarts.json	6	"mailbox": "monitoring@example.org",	CODE
LOW	…s/m365-mail/testdata/golden/foreign_link_restarts.json	24	"address": "desk@example.org",	CODE
LOW	…s/m365-mail/testdata/golden/foreign_link_restarts.json	37	"address": "monitoring@example.org",	CODE
LOW	…s/m365-mail/testdata/golden/foreign_link_restarts.json	86	"address": "desk@example.org",	CODE
LOW	…s/m365-mail/testdata/golden/foreign_link_restarts.json	96	"address": "monitoring@example.org",	CODE
LOW⚡	…gins/m365-mail/testdata/golden/bodies_and_headers.json	131	"address": "relay@example.org",	CODE
LOW⚡	…gins/m365-mail/testdata/golden/bodies_and_headers.json	140	"address": "r@example.org",	CODE
LOW⚡	…gins/m365-mail/testdata/golden/bodies_and_headers.json	146	"address": "r@example.org",	CODE
LOW⚡	…gins/m365-mail/testdata/golden/bodies_and_headers.json	152	"address": "r@example.org",	CODE
LOW⚡	…gins/m365-mail/testdata/golden/bodies_and_headers.json	158	"address": "r@example.org",	CODE
430 more matches not shown…

Empty Error Handlers59 hits · 295 pts

Severity	File	Line	Snippet	Context
HIGH	sdks/python/src/quivr_plugin/server.py	589	except KeyboardInterrupt:	CODE
HIGH	sdks/python/src/quivr_plugin/system_one.py	205	except OSError:	CODE
HIGH	plugins/newsml-g2/newsml_g2/normalizer.py	132	except (ValueError, OverflowError):	CODE
HIGH	plugins/pdf-text/pdf_text/normalizer.py	123	except Exception:	CODE
HIGH	deploy/infrastructure.py	247	except (OSError, subprocess.TimeoutExpired, ValueError, KeyError, TypeError):	CODE
HIGH	deploy/cpu/embedding_server.py	200	except KeyboardInterrupt:	CODE
HIGH	deploy/cpu/text_encoder.py	365	except OSError:	CODE
HIGH	deploy/cpu/text_encoder.py	470	except KeyboardInterrupt:	CODE
HIGH	deploy/cpu/text_encoder.py	169	except OSError:	CODE
HIGH	deploy/cpu/text_encoder.py	230	except (BrokenPipeError, ConnectionResetError, OSError):	CODE
HIGH	deploy/vector-host/host.py	240	except (RuntimeError, ValueError, OSError, KeyError, IndexError, subprocess.TimeoutExpired):	CODE
HIGH	deploy/vector-host/host.py	260	except (OSError, AttributeError):	CODE
HIGH	deploy/railway/reset.py	333	except Exception:	CODE
HIGH	scripts/connector_restart.py	63	except ProcessLookupError:	CODE
HIGH	scripts/load_stack.py	130	except OSError:	CODE
HIGH	scripts/load_stack.py	212	except ProcessLookupError:	CODE
HIGH	scripts/load_stack.py	220	except ProcessLookupError:	CODE
HIGH	scripts/check.py	92	except ValueError:	CODE
HIGH	scripts/connector_x_restart.py	75	except ProcessLookupError:	CODE
HIGH	scripts/local.py	297	except ProcessLookupError:pass	CODE
HIGH	scripts/local.py	736	except Exception:pass	CODE
HIGH	scripts/local.py	456	except ProcessLookupError:pass	CODE
HIGH	scripts/local.py	486	except OSError:pass	CODE
HIGH	scripts/local.py	742	except Exception:pass	CODE
HIGH	scripts/local.py	409	except ProcessLookupError: pass	CODE
HIGH	scripts/measure_cpu_embeddings.py	81	except (OSError, ValueError):	CODE
HIGH	scripts/measure_cpu_embeddings.py	91	except (OSError, ValueError):	CODE
HIGH	scripts/ingestion_plugin.py	72	except (ProcessLookupError, PermissionError):	CODE
HIGH	scripts/ingestion_plugin.py	76	except subprocess.TimeoutExpired:	CODE
HIGH	scripts/ports.py	61	except (OSError, ValueError, IndexError, subprocess.SubprocessError):	CODE
HIGH	scripts/adapter_postgres.py	82	except subprocess.TimeoutExpired:	CODE
HIGH	scripts/measure_archive.py	243	except (OSError, ValueError, IndexError):	CODE
HIGH	scripts/normalizer_plugin.py	343	except (ProcessLookupError, PermissionError):	CODE
HIGH	scripts/migrations.py	117	except BaseUnavailable:	CODE
HIGH	scripts/measure_cold_index.py	692	except MeasurementError:	CODE
HIGH	scripts/measure_cold_index.py	751	except Exception:	CODE
HIGH	scripts/migration_policy.py	230	except Error:	CODE
HIGH	scripts/subscription_plugin.py	293	except (ProcessLookupError, PermissionError):	CODE
HIGH	scripts/single_machine_smoke.py	58	except ValueError:	CODE
HIGH	scripts/eval/news_set.py	113	except Exception:	CODE
HIGH	scripts/eval/news_set.py	1027	except Exception:	CODE
HIGH	scripts/eval/run.py	799	except (OSError, AttributeError):	CODE
HIGH	scripts/eval/jev.py	125	except ProcessLookupError:	CODE
HIGH	scripts/eval/modal_engine.py	147	except (control_store.LeaseLost, control_store.Unavailable):	CODE
HIGH	scripts/eval/modal_search.py	248	except control_store.LeaseLost:	CODE
HIGH	scripts/eval/modal_search.py	201	except control_store.LeaseLost:	CODE
HIGH	scripts/eval/results.py	301	except Unavailable:	CODE
HIGH	scripts/eval/results.py	361	except Unavailable:	CODE
HIGH	scripts/eval/search_trial.py	655	except control_store.LeaseLost:	CODE
HIGH	scripts/eval/search_trial.py	173	except OSError:	CODE
HIGH	scripts/eval/query_encoder_parity.py	359	except KeyboardInterrupt:	CODE
HIGH	scripts/eval/campaign.py	107	except ProcessLookupError:	CODE
HIGH	scripts/eval/embeddings.py	233	except (BrokenPipeError, ConnectionResetError):	CODE
HIGH	scripts/eval/search_campaign.py	537	except control_store.Contention:	CODE
HIGH	scripts/eval/oss_bakeoff.py	99	except (urllib.error.URLError, TimeoutError):	CODE
HIGH	scripts/eval/oss_bakeoff.py	362	except (ValueError, OSError, AttributeError, TypeError):	CODE
HIGH	scripts/eval/engine_stack.py	132	except ProcessLookupError:	CODE
HIGH	scripts/eval/engine_stack.py	139	except ProcessLookupError:	CODE
HIGH	scripts/eval/engine_confirmation.py	493	except (control_store.LeaseLost, control_store.Unavailable):	CODE

Deep Nesting254 hits · 247 pts

Severity	File	Line	Context
LOW	sdks/python/tests/test_connector.py	263	CODE
LOW	sdks/python/tests/test_signing.py	197	CODE
LOW	sdks/python/tests/test_subscription.py	25	CODE
LOW	sdks/python/tests/test_subscription.py	29	CODE
LOW	sdks/python/scripts/generate.py	146	CODE
LOW	sdks/python/src/quivr_plugin/ingestion.py	85	CODE
LOW	sdks/python/src/quivr_plugin/ingestion.py	152	CODE
LOW	sdks/python/src/quivr_plugin/ingestion.py	256	CODE
LOW	sdks/python/src/quivr_plugin/server.py	483	CODE
LOW	sdks/python/src/quivr_plugin/server.py	508	CODE
LOW	sdks/python/src/quivr_plugin/subscription.py	154	CODE
LOW	sdks/python/src/quivr_plugin/manifest.py	191	CODE
LOW	sdks/python/src/quivr_plugin/system_one.py	182	CODE
LOW	sdks/python/src/quivr_plugin/connector.py	240	CODE
LOW	sdks/python/src/quivr_plugin/connector.py	407	CODE
LOW	sdks/python/src/quivr_plugin/_codec.py	123	CODE
LOW	sdks/python/src/quivr_plugin/credential.py	20	CODE
LOW	sdks/python/src/quivr_plugin/credential.py	24	CODE
LOW	plugins/newsml-g2/newsml_g2/normalizer.py	35	CODE
LOW	plugins/newsml-g2/newsml_g2/normalizer.py	206	CODE
LOW	plugins/jev-rerank/tests/test_retrieval.py	131	CODE
LOW	plugins/jev-rerank/tests/test_retrieval.py	277	CODE
LOW	plugins/jev-rerank/tests/test_core_candidates.py	24	CODE
LOW	plugins/jev-rerank/jev_rerank/retriever.py	57	CODE
LOW	plugins/alerts/alerts/notation.py	77	CODE
LOW	plugins/alerts/alerts/rule.py	70	CODE
LOW	deploy/infrastructure.py	58	CODE
LOW	deploy/infrastructure.py	222	CODE
LOW	deploy/infrastructure.py	271	CODE
LOW	deploy/infrastructure.py	287	CODE
LOW	deploy/infrastructure.py	392	CODE
LOW	deploy/compose/reset.py	19	CODE
LOW	deploy/railway/infrastructure.py	178	CODE
LOW	deploy/railway/infrastructure.py	244	CODE
LOW	deploy/railway/infrastructure.py	275	CODE
LOW	deploy/railway/reset.py	95	CODE
LOW	deploy/railway/reset.py	233	CODE
LOW	deploy/railway/core-entrypoint.py	455	CODE
LOW	deploy/railway/provision.py	63	CODE
LOW	deploy/single-machine/setup.py	176	CODE
LOW	deploy/single-machine/setup.py	252	CODE
LOW	deploy/modal/embedding_api.py	72	CODE
LOW	deploy/modal/embedding_api.py	78	CODE
LOW	…nts/skills/ship-pr-dev/scripts/collect_ship_context.py	93	CODE
LOW	.agents/skills/review-code-dev/scripts/ocr.py	40	CODE
LOW	…ure-learning-tools/scripts/inspect_project_guidance.py	59	CODE
LOW	…d/templates/normalizer/__PLUGIN_MODULE__/normalizer.py	42	CODE
LOW	scripts/measure.py	249	CODE
LOW	scripts/test_image_context.py	127	CODE
LOW	scripts/ci_select.py	43	CODE
LOW	scripts/test_single_machine.py	16	CODE
LOW	scripts/guides.py	81	CODE
LOW	scripts/guides.py	220	CODE
LOW	scripts/test_core_entrypoint.py	51	CODE
LOW	scripts/test_core_entrypoint.py	111	CODE
LOW	scripts/test_core_entrypoint.py	167	CODE
LOW	scripts/test_core_entrypoint.py	210	CODE
LOW	scripts/test_core_entrypoint.py	253	CODE
LOW	scripts/connector_restart.py	14	CODE
LOW	scripts/connector_restart.py	42	CODE
194 more matches not shown…

Excessive Try-Catch Wrapping129 hits · 146 pts

Severity	File	Line	Snippet	Context
LOW	sdks/python/src/quivr_plugin/ingestion.py	289	except Exception:	CODE
LOW	sdks/python/src/quivr_plugin/ingestion.py	341	except Exception:	CODE
LOW	sdks/python/src/quivr_plugin/server.py	308	except Exception: # a failing check means not ready, never a dropped connection	CODE
LOW	sdks/python/src/quivr_plugin/server.py	341	except Exception:	CODE
LOW	sdks/python/src/quivr_plugin/server.py	401	except Exception: # an unexpected bug: report it, never crash the server	CODE
LOW	sdks/python/src/quivr_plugin/server.py	460	except Exception: # an unexpected bug: report it, never crash the server	CODE
LOW	sdks/python/src/quivr_plugin/server.py	532	except Exception: # last resort: every answer carries the envelope	CODE
LOW	sdks/python/src/quivr_plugin/system_one.py	152	except Exception:	CODE
MEDIUM	sdks/python/src/quivr_plugin/system_one.py	149	def run() -> None:	CODE
LOW	sdks/python/src/quivr_plugin/connector.py	628	except Exception:	CODE
LOW	sdks/python/src/quivr_plugin/credential.py	94	except Exception:	CODE
LOW	plugins/hosted-embed/tokenizer.go	128	except Exception:	CODE
LOW	plugins/pdf-text/pdf_text/normalizer.py	88	except Exception as exc: # unsupported algorithm or a broken encryption dictionary	CODE
LOW	plugins/pdf-text/pdf_text/normalizer.py	98	except Exception as exc: # pypdf raises PdfReadError and various parsing errors on damaged files	CODE
LOW	plugins/pdf-text/pdf_text/normalizer.py	123	except Exception:	CODE
LOW	plugins/pdf-text/pdf_text/normalizer.py	131	except Exception: # one damaged page does not lose the others	CODE
LOW	plugins/core-ingest/tokenizer.py	45	except Exception:	CODE
LOW	plugins/core-ingest/tokenizer.py	51	except Exception:	CODE
LOW	deploy/weaviate_client.py	92	except Exception:	CODE
LOW	deploy/infrastructure.py	194	except Exception:	CODE
LOW	deploy/infrastructure.py	282	except Exception:	CODE
LOW	deploy/reset.py	65	except Exception:	CODE
LOW	deploy/reset_storage.py	31	except Exception:	CODE
LOW	deploy/cpu/embedding_server.py	205	except Exception:	CODE
MEDIUM	deploy/cpu/embedding_server.py	166	def _healthcheck(url):	CODE
LOW	deploy/cpu/text_encoder.py	332	except Exception:	CODE
LOW	deploy/cpu/text_encoder.py	342	except Exception:	CODE
LOW	deploy/cpu/text_encoder.py	463	except Exception:	CODE
MEDIUM	deploy/cpu/text_encoder.py	78	def _distribution_version(name):	CODE
LOW	deploy/compose/reset.py	150	except Exception:	CODE
LOW	deploy/vector-host/azure.py	68	except Exception as error:	CODE
LOW	deploy/railway/reset.py	326	except Exception:	CODE
LOW	deploy/railway/reset.py	333	except Exception:	CODE
LOW	deploy/single-machine/cache.py	54	except Exception:	CODE
LOW	deploy/modal/embedding_api.py	135	except Exception:	CODE
LOW	scripts/measure.py	60	except Exception as error: # timeouts, refused connections and non-200 are failures, retained	CODE
LOW	scripts/measure.py	116	except Exception as error: # sampling is diagnostic; keep the measurement running	CODE
LOW	scripts/measure.py	156	except Exception as error:	CODE
LOW	scripts/prepare_embeddings.py	102	except Exception:	CODE
LOW⚡	scripts/local.py	736	except Exception:pass	CODE
LOW⚡	scripts/local.py	738	except Exception as error:(stack.directory/'dependency-inventory.json').write_text(json.dumps({'status':'not inv	CODE
LOW⚡	scripts/local.py	742	except Exception:pass	CODE
MEDIUM	scripts/local.py	288	def owns_process(self,pid):	CODE
LOW	scripts/fake_api.py	38	except Exception:	CODE
LOW	scripts/fake_api.py	46	except Exception as error:	CODE
LOW⚡	scripts/adapter_postgres.py	112	except Exception as error:	CODE
LOW⚡	scripts/adapter_postgres.py	121	except Exception as error:	CODE
LOW⚡	scripts/adapter_postgres.py	126	except Exception as error:	CODE
LOW	scripts/measure_archive.py	143	except Exception:	CODE
LOW	scripts/measure_archive.py	571	except Exception:	CODE
LOW	scripts/measure_archive.py	666	except Exception as error:	CODE
LOW	scripts/measure_archive.py	675	except Exception as error:	CODE
LOW	scripts/prepare_query_encoder.py	159	except Exception:	CODE
MEDIUM	scripts/prepare_query_encoder.py	22	def _read_lock(lock_path):	CODE
LOW	scripts/measure_cold_index.py	744	except Exception:	CODE
LOW	scripts/measure_cold_index.py	751	except Exception:	CODE
LOW	scripts/measure_cold_index.py	791	except Exception:	CODE
LOW	scripts/measure_cold_index.py	1170	except Exception as error: # Keep diagnostics controlled and generic.	CODE
MEDIUM	scripts/measure_cold_index.py	719	def connect(self) -> None:	CODE
LOW	scripts/load.py	138	except Exception as error:	CODE
69 more matches not shown…

Unused Imports119 hits · 110 pts

Severity	File	Line	Context
LOW	sdks/go/scripts/sync_schemas.py	11	CODE
LOW	sdks/python/tests/test_server.py	21	CODE
LOW	…thon/examples/static-source/static_source/connector.py	2	CODE
LOW	sdks/python/scripts/generate.py	14	CODE
LOW	sdks/python/src/quivr_plugin/_json.py	2	CODE
LOW	sdks/python/src/quivr_plugin/signing.py	2	CODE
LOW	sdks/python/src/quivr_plugin/ingestion.py	2	CODE
LOW	sdks/python/src/quivr_plugin/tracing.py	2	CODE
LOW	sdks/python/src/quivr_plugin/server.py	17	CODE
LOW	sdks/python/src/quivr_plugin/models.py	6	CODE
LOW	sdks/python/src/quivr_plugin/subscription.py	22	CODE
LOW	sdks/python/src/quivr_plugin/manifest.py	2	CODE
LOW	sdks/python/src/quivr_plugin/__init__.py	7	CODE
LOW	sdks/python/src/quivr_plugin/__init__.py	8	CODE
LOW	sdks/python/src/quivr_plugin/__init__.py	8	CODE
LOW	sdks/python/src/quivr_plugin/__init__.py	8	CODE
LOW	sdks/python/src/quivr_plugin/__init__.py	8	CODE
LOW	sdks/python/src/quivr_plugin/__init__.py	8	CODE
LOW	sdks/python/src/quivr_plugin/__init__.py	8	CODE
LOW	sdks/python/src/quivr_plugin/__init__.py	8	CODE
LOW	sdks/python/src/quivr_plugin/__init__.py	8	CODE
LOW	sdks/python/src/quivr_plugin/__init__.py	8	CODE
LOW	sdks/python/src/quivr_plugin/__init__.py	8	CODE
LOW	sdks/python/src/quivr_plugin/__init__.py	8	CODE
LOW	sdks/python/src/quivr_plugin/__init__.py	8	CODE
LOW	sdks/python/src/quivr_plugin/__init__.py	22	CODE
LOW	sdks/python/src/quivr_plugin/__init__.py	23	CODE
LOW	sdks/python/src/quivr_plugin/__init__.py	23	CODE
LOW	sdks/python/src/quivr_plugin/__init__.py	23	CODE
LOW	sdks/python/src/quivr_plugin/__init__.py	23	CODE
LOW	sdks/python/src/quivr_plugin/__init__.py	24	CODE
LOW	sdks/python/src/quivr_plugin/__init__.py	24	CODE
LOW	sdks/python/src/quivr_plugin/__init__.py	24	CODE
LOW	sdks/python/src/quivr_plugin/__init__.py	25	CODE
LOW	sdks/python/src/quivr_plugin/__init__.py	25	CODE
LOW	sdks/python/src/quivr_plugin/__init__.py	25	CODE
LOW	sdks/python/src/quivr_plugin/__init__.py	25	CODE
LOW	sdks/python/src/quivr_plugin/__init__.py	25	CODE
LOW	sdks/python/src/quivr_plugin/__init__.py	25	CODE
LOW	sdks/python/src/quivr_plugin/__init__.py	25	CODE
LOW	sdks/python/src/quivr_plugin/__init__.py	34	CODE
LOW	sdks/python/src/quivr_plugin/__init__.py	36	CODE
LOW	sdks/python/src/quivr_plugin/__init__.py	36	CODE
LOW	sdks/python/src/quivr_plugin/__init__.py	36	CODE
LOW	sdks/python/src/quivr_plugin/__init__.py	37	CODE
LOW	sdks/python/src/quivr_plugin/__init__.py	37	CODE
LOW	sdks/python/src/quivr_plugin/__init__.py	37	CODE
LOW	sdks/python/src/quivr_plugin/__init__.py	37	CODE
LOW	sdks/python/src/quivr_plugin/__init__.py	37	CODE
LOW	sdks/python/src/quivr_plugin/system_one.py	2	CODE
LOW	sdks/python/src/quivr_plugin/logs.py	8	CODE
LOW	sdks/python/src/quivr_plugin/connector.py	2	CODE
LOW	sdks/python/src/quivr_plugin/_codec.py	6	CODE
LOW	sdks/python/src/quivr_plugin/errors.py	2	CODE
LOW	sdks/python/src/quivr_plugin/testing.py	14	CODE
LOW	sdks/python/src/quivr_plugin/credential.py	2	CODE
LOW	sdks/python/src/quivr_plugin/blob.py	2	CODE
LOW	sdks/python/src/quivr_plugin/schema.py	2	CODE
LOW	plugins/newsml-g2/newsml_g2/normalizer.py	2	CODE
LOW	plugins/jev-rerank/tests/test_retrieval.py	1	CODE
59 more matches not shown…

Cross-Language Confusion12 hits · 65 pts

Severity	File	Line	Snippet	Context
HIGH	deploy/cpu/text_encoder.py	356	body = b'{"error":{"message":"overloaded","type":"server_error","code":"overloaded","param":null}}'	CODE
HIGH	deploy/vector-host/azure.py	321	verified = subprocess.run([*ssh, 'sudo cloud-init status --wait >/dev/null && test "$(sudo cat '	CODE
HIGH⚡	scripts/test_image_context.py	90	(root / 'Dockerfile').write_text(f'FROM node AS build\nCOPY web ./\nFROM node\nRUN true \\\n && true\n{copy_line	CODE
HIGH⚡	scripts/test_guides.py	104	code = 'n=$(cat count 2>/dev/null \|\| echo 0); echo $((n+1)) > count; ' \	CODE
HIGH	scripts/test_ci_select.py	328	self.assertEqual(job['with']['ref'], '${{ needs.paths-filter.outputs.ref \|\| inputs.ref \|\| github.sha	CODE
HIGH	scripts/test_ci_select.py	337	self.assertEqual(step['with']['ref'], '${{ needs.paths-filter.outputs.ref \|\| inputs.ref \|\| githu	CODE
HIGH	scripts/eval/news_set.py	538	Undefined kappa (all grades identical) is null, never fabricated as 1.	STRING
HIGH	scripts/eval/modal_engine.py	182	.run_commands('cd /repo && go mod download', 'cd /repo && python scripts/prepare_tokenizer.py',	CODE
HIGH	scripts/eval/modal_engine.py	183	'cd /repo && python scripts/prepare_embeddings.py'))	CODE
HIGH	scripts/eval/test_campaign_reporting.py	139	return Response(b'{"data":{"comment":null}}')	CODE
HIGH⚡	scripts/eval/test_news_providers.py	812	('{"questions":null}', 'invalid_questions'),	CODE
HIGH	scripts/eval/test_news_providers.py	776	('{"grades":null}', {'bad_values': 3}),	CODE

Over-Commented Block57 hits · 57 pts

Severity	File	Line	Snippet	Context
LOW	sdks/go/quivrplugin/connector.go	101	// CredentialStatus is a successful credential check.	COMMENT
LOW	plugins/core-ingest/parity_test.go	21	)	COMMENT
LOW	deploy/railway/core-entrypoint.py	21	PLUGIN_PYTHON = '/opt/quivr-plugins/bin/python'	COMMENT
LOW	tests/load/hydration-after-restart/main.go	1	// Opt-in SQL measurement on an isolated, migrated PostgreSQL database.	COMMENT
LOW	…s/skills/diagnosing-bugs/scripts/hitl-loop.template.sh	1	#!/usr/bin/env bash	COMMENT
LOW	internal/quarantine/run.go	61	// the reprocess is canceled.	COMMENT
LOW	internal/quarantine/run.go	81	// Version stays quarantined with its reason.	COMMENT
LOW	internal/quarantine/quarantine.go	1	// Package quarantine lists the Record Versions stuck in quarantine and	COMMENT
LOW	internal/quarantine/quarantine.go	61		COMMENT
LOW	internal/app/run.go	81	ChangeRetention string `json:"change_retention"`	COMMENT
LOW	internal/app/run.go	101	// Plugin pins one external plugin; it is shorthand for a one-item	COMMENT
LOW	internal/app/run.go	121	// ChangePrune tunes the worker's change-journal prune (THE-697).	COMMENT
LOW	internal/app/run.go	141	// 0s exits at once; worker only).	COMMENT
LOW	internal/normalization/normalization.go	1	// Package normalization invokes the pinned external normalizer for accepted	COMMENT
LOW	internal/processing/processing.go	41	// core.ingest plugin (THE-777). A Corpus still routed to a generation it	COMMENT
LOW	internal/plugins/pin.go	41	Endpoint string `json:"endpoint"`	COMMENT
LOW	internal/plugins/work.go	21	// plugin of the plan it is pinned to could not be reached, or could no longer	COMMENT
LOW	internal/plugins/devhost/fakeplugin/fakeplugin.go	21	"time"	COMMENT
LOW	internal/plugins/devhost/fakeplugin/connector.go	21	// "page_size": n}), the checkpoint is {"offset": n}, and a credential token	COMMENT
LOW	…nal/plugins/devhost/fakeplugin/fixture_subscription.go	21	}	COMMENT
LOW	internal/plugins/registry/plan.go	161	// recorded.	COMMENT
LOW	internal/plugins/registry/plan.go	381	// Roles are the plan's roles after the configuration applies.	COMMENT
LOW	internal/plugins/registry/registry.go	61	ErrNotFound = publicerr.NotFound	COMMENT
LOW	internal/plugins/registry/registry.go	241	// Manifest is the exact quivr-plugin.yaml the digest covers. Registrations	COMMENT
LOW	internal/plugins/registry/registry.go	381	PipelinePlans(ctx context.Context, limit int) ([]Plan, error)	COMMENT
LOW	internal/plugins/registry/registry.go	401	ClaimCheck(ctx context.Context, lease time.Duration) (Registration, bool, error)	COMMENT
LOW	internal/content/searchable.go	121		COMMENT
LOW	internal/observability/rollup.go	21	// SeriesSearch is one public search; its key is mode and profile.	COMMENT
LOW	internal/operations/operations.go	201	type Store interface {	COMMENT
LOW	internal/backfill/run.go	41	BeginBackfill(ctx context.Context, org, id, plan string) (Target, error)	COMMENT
LOW	internal/backfill/backfill.go	141	// RecordEstimate keeps a dry run under the request key, replacing an	COMMENT
LOW	internal/adapters/postgres/searchable.go	41	return tx.Commit(ctx)	COMMENT
LOW	internal/adapters/postgres/plugins.go	41	AND EXISTS (SELECT 1 FROM pipeline_plan_roles pr WHERE pr.plan_id=w.plan_id AND pr.registration_id=plugin_registrations	COMMENT
LOW	internal/adapters/postgres/delivery.go	61	func attemptID(org, deliveryID string, number int) string {	COMMENT
LOW	internal/adapters/postgres/backfill.go	21	// $1 organization, $2 corpus, $3 generation, $4 accepted-after,	COMMENT
LOW	internal/adapters/postgres/eligibility.go	1	package postgres	COMMENT
LOW	internal/adapters/postgres/eligibility.go	21	// The primary key makes this scalar lookup equivalent; large reads retain	COMMENT
LOW	internal/adapters/postgres/facet_snapshots.go	21	// Fast facet counting (THE-1387). Exact aggregation reads every current	COMMENT
LOW	internal/adapters/pluginhttp/connector.go	21	const (	COMMENT
LOW	internal/retrieval/plugin.go	21		COMMENT
LOW	internal/retrieval/rebuild.go	41	// target projection or vector coverage, in stable order. An empty bounded	COMMENT
LOW	internal/orchestration/temporal/ingestion.go	41	// rather than its start-to-close bound (THE-745, THE-835), so a dead worker	COMMENT
LOW	internal/monitoring/delivery.go	81	ErrorMessage string	COMMENT
LOW	internal/monitoring/preview.go	21	// defaultPreviewBudget leaves response headroom inside the HTTP request's	COMMENT
LOW	internal/monitoring/preview.go	81	// PreviewResult is what a preview found. It is computed on request and never	COMMENT
LOW	internal/monitoring/evaluation.go	21	DecisionNotReady Decision = "not_ready"	COMMENT
LOW	internal/monitoring/monitoring.go	161	}	COMMENT
LOW	internal/monitoring/monitoring.go	181	RenameSavedQuery(ctx context.Context, org, key, id, name string) (SavedQuery, error)	COMMENT
LOW	internal/monitoring/migration.go	21		COMMENT
LOW	internal/monitoring/migration.go	81		COMMENT
LOW	docs/inventory.toml	1	# Documentation inventory: the single list of living documentation pages.	COMMENT
LOW	docs/inventory.toml	21	# audience: who reads it	COMMENT
LOW	quivr-search/src/lib/notation.ts	1	// The text notation of keyword alerts, ported from the alerts plugin's	COMMENT
LOW	scripts/local.py	41		COMMENT
LOW	scripts/plugin_sdk.sh	1	#!/usr/bin/env bash	COMMENT
LOW	scripts/plugin_sdk_go.sh	1	#!/usr/bin/env bash	COMMENT
LOW	client/compat.go	1	package client	COMMENT

AI Slop Vocabulary16 hits · 48 pts

Severity	File	Line	Snippet	Context
MEDIUM	scripts/ci_select.py	119	# Includes workflow/action, Go dependency, deployment, test and shared harness changes.	COMMENT
MEDIUM	scripts/local.py	45	# Shortened webhook retry policy of the local harness, like its other short intervals (dev and verify;	COMMENT
MEDIUM	scripts/local.py	47	# on loopback, so the harness also lifts the private-destination refusal (deployment default: refused).	COMMENT
MEDIUM	scripts/local.py	60	# Every harness service port comes from one allocator that never hands a port out twice and stays	COMMENT
MEDIUM	scripts/local.py	156	# Change-journal prune acceptance owns org_r, the only Organization the harness prunes.	COMMENT
MEDIUM	scripts/local.py	201	# and log directory. Only verify_keyless uses it; the harness always returns to config.json.	COMMENT
MEDIUM	scripts/local.py	304	# The harness spawned the worker and never reaps it, so once killed it stays a zombie: stopped, holding	COMMENT
MEDIUM	scripts/local.py	478	# Never leave the harness keyless for a later step, even when the scenario fails. Like the	COMMENT
MEDIUM	scripts/local.py	640	# Normalizer and alert-rule plugins, the keyless core, then the harness lifecycle.	COMMENT
MEDIUM	scripts/ports.py	36	# Per user: /tmp is shared on Linux, and leases only coordinate one user's harness runs.	COMMENT
MEDIUM⚡	scripts/test_local.py	233	# The harness never reaps the processes it kills; /proc on Linux and ps on macOS must both see the zombie as gon	COMMENT
MEDIUM	scripts/test_local.py	97	# Start through the harness config boundary; the external launch is a real child.	STRING
MEDIUM	scripts/test_reset.py	18	# No existing harness reset checks this new external command's guard.	COMMENT
MEDIUM	scripts/test_reset.py	341	# harness stop helpers do not own this new reset boundary's stricter guard.	COMMENT
MEDIUM	scripts/inventory.py	15	# Declared supported platform of the local harness and CI. Nothing else is claimed.	COMMENT
MEDIUM	conformance/runner.py	187	# The existing harness owns its ports, dependencies and fake paid services.	COMMENT

Decorative Section Separators6 hits · 22 pts

Severity	File	Line	Snippet	Context
MEDIUM	.agents/skills/wizard/template.sh	11	# ──────────────────────────────────────────────────────────────────────────	COMMENT
MEDIUM	.agents/skills/wizard/template.sh	13	# ──────────────────────────────────────────────────────────────────────────	COMMENT
MEDIUM⚡	.agents/skills/wizard/template.sh	182	# ──────────────────────────────────────────────────────────────────────────	COMMENT
MEDIUM⚡	.agents/skills/wizard/template.sh	185	# ──────────────────────────────────────────────────────────────────────────	COMMENT
MEDIUM⚡	.agents/skills/wizard/template.sh	191	# ── Example stage: replace with your real steps ───────────────────────────	COMMENT
MEDIUM	.agents/skills/wizard/template.sh	202	# ──────────────────────────────────────────────────────────────────────────	COMMENT

Modern AI Meta-Vocabulary7 hits · 18 pts

Severity	File	Line	Snippet	Context
MEDIUM	sdks/python/README.md	152	see [scaffold coverage and version ownership](../go/README.md#scaffold-and-version-ownership).	CODE
MEDIUM	.agents/skills/review-code-dev/companion.json	7	"notes": "## Alibaba delegation workflow\n\nBased on Alibaba open-code-review-delegate at v1.12.1 (Apache-2.0). Retain	CODE
MEDIUM	internal/plugins/cli/dev_test.go	27	// exit codes. The templates themselves are owned by the scaffold package.	COMMENT
MEDIUM	internal/plugins/scaffold/scaffold.go	1	// Package scaffold writes the Python plugin templates embedded in the quivr	COMMENT
MEDIUM	docs/dated/research/modern-search-devx.md	160	Cependant, la référence Python qualifie encore la création d'index FTS de **hautement expérimentale et susceptible de ch	CODE
MEDIUM	scripts/plugin_sdk.sh	140	# Push scaffold and neutral source, certified without external services.	COMMENT
MEDIUM	scripts/eval/engine_confirmation.py	119	# Include the schemas, migration SQL and all CLI scaffold fixtures embedded	COMMENT

Synthetic Comment Markers3 hits · 15 pts

Severity	File	Line	Snippet	Context
HIGH	.agents/skills/triage/SKILL.md	16	> This was generated by AI during triage.	CODE
HIGH	.agents/skills/humanizer/README.md	5	Humanizer makes AI-written text sound like a person wrote it, without changing what it says. It is built on Wikipedia's	CODE
HIGH	.agents/skills/humanizer/SKILL.md	397	The patterns come from Wikipedia's ["Signs of AI writing"](https://en.wikipedia.org/wiki/Wikipedia:Signs_of_AI_writing),	CODE

Structural Annotation Overuse7 hits · 10 pts

Severity	File	Line	Snippet	Context
LOW	.agents/skills/review-code-dev/SKILL.md	108	### Step 1: Preview — Determine What to Review	COMMENT
LOW	.agents/skills/review-code-dev/SKILL.md	128	### Step 2: Get Rules for Files	COMMENT
LOW	.agents/skills/review-code-dev/SKILL.md	136	### Step 3: Get Diffs	COMMENT
LOW	.agents/skills/review-code-dev/SKILL.md	158	### Step 4: Review Each File	COMMENT
LOW	.agents/skills/review-code-dev/SKILL.md	171	### Step 5: Format Output	COMMENT
LOW	.agents/skills/review-code-dev/SKILL.md	184	### Step 6: Classify and Report	COMMENT
LOW	.agents/skills/review-code-dev/SKILL.md	196	### Step 7: Fix (Optional)	COMMENT

Hallucination Indicators1 hit · 10 pts

Severity	File	Line	Snippet	Context
CRITICAL	scripts/eval/test_search_trial.py	164	wire.fp.raw._sock.settimeout.assert_called_once_with(1.)	CODE

Modern Structural Boilerplate2 hits · 2 pts

Severity	File	Line	Snippet	Context
LOW	sdks/python/src/quivr_plugin/models.py	1306	__all__ = [	CODE
LOW	sdks/python/src/quivr_plugin/__init__.py	44	__all__ = [	CODE

Example Usage Blocks1 hit · 2 pts

Severity	File	Line	Snippet	Context
LOW	…s/skills/diagnosing-bugs/scripts/hitl-loop.template.sh	6	# Usage:	COMMENT

AI Structural Patterns1 hit · 1 pts

Severity	File	Line	Snippet	Context
LOW	scripts/eval/news_set.py	361		CODE

The-Vibe-Company/Quivr

Open-Source Code Quality, Security and Technical Debt Review