0.9

Adjusted Signal

0.9

Raw Pattern Score

100%

Time Factor

2026-10-30

Last Push

3.3K

Stars

Python

Language

219.6K

Lines of Code

3.1K

Files

122

Pattern Hits

2026-10-31

Scan Date

0.00

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 1.7/100 · LOW

Can maintainers explain intent, assumptions, and trade-offs? 58 finding(s).

Hallucinated Dependency & Supply Chain Risk 0.9/100 · LOW

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

Agent Over-Engineering Ratio 2.3/100 · LOW

Are wrappers, guards, and repeated structures necessary? 58 finding(s).

PR Review Velocity Impact 4.5/100 · LOW

Which changes need focused human review? 122 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 8MEDIUM 19LOW 95

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 122 distinct pattern matches across 15 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.

Decorative Section Separators14 hits · 45 pts

Severity	File	Line	Snippet	Context
MEDIUM⚡	scripts/dk/countrywide.py	457	# ---------------------------------------------------------------------------	COMMENT
MEDIUM⚡	scripts/dk/countrywide.py	459	# ---------------------------------------------------------------------------	COMMENT
MEDIUM	scripts/dk/countrywide.py	107	# ---------------------------------------------------------------------------	COMMENT
MEDIUM	scripts/dk/countrywide.py	109	# ---------------------------------------------------------------------------	COMMENT
MEDIUM	scripts/dk/countrywide.py	262	# ---------------------------------------------------------------------------	COMMENT
MEDIUM	scripts/dk/countrywide.py	264	# ---------------------------------------------------------------------------	COMMENT
MEDIUM	scripts/dk/countrywide.py	292	# ---------------------------------------------------------------------------	COMMENT
MEDIUM	scripts/dk/countrywide.py	294	# ---------------------------------------------------------------------------	COMMENT
MEDIUM	scripts/dk/countrywide.py	393	# ---------------------------------------------------------------------------	COMMENT
MEDIUM	scripts/dk/countrywide.py	395	# ---------------------------------------------------------------------------	COMMENT
MEDIUM	scripts/dk/countrywide.py	488	# ---------------------------------------------------------------------------	COMMENT
MEDIUM	scripts/dk/countrywide.py	490	# ---------------------------------------------------------------------------	COMMENT
MEDIUM	scripts/dk/countrywide.py	533	# ---------------------------------------------------------------------------	COMMENT
MEDIUM	scripts/dk/countrywide.py	535	# ---------------------------------------------------------------------------	COMMENT

Excessive Try-Catch Wrapping23 hits · 24 pts

Severity	File	Line	Snippet	Context
LOW	apply-us-data.py	82	except Exception as inst:	CODE
LOW	.claude/bin/oa-verify-output.py	83	except Exception as e:	CODE
LOW	.claude/bin/oa-verify-output.py	122	except Exception as e:	CODE
LOW	.claude/bin/oa-verify-output.py	288	except Exception as e:	CODE
LOW	.claude/bin/esri-explore.py	42	except Exception as e:	CODE
LOW	.claude/bin/esri-explore.py	128	except Exception as e:	CODE
LOW	.claude/bin/esri-explore.py	169	except Exception:	CODE
LOW	.claude/bin/esri-explore.py	182	except Exception:	CODE
LOW	.claude/bin/esri-explore.py	208	except Exception as e:	CODE
LOW	.claude/bin/esri-explore.py	348	except Exception:	CODE
LOW	.claude/bin/esri-explore.py	374	except Exception as e:	CODE
LOW	scripts/hk/lib/download.py	140	except Exception as exc:	CODE
LOW	scripts/it/geocode_missing_accessi.py	87	except Exception as e:	STRING
LOW	scripts/de/sl/saarland.py	41	except Exception as exc: # retry transient errors and short pages	CODE
LOW	scripts/de/ni/alkis_ni.py	56	except Exception as exc: # noqa: BLE001 - retry on transient download errors	CODE
LOW	scripts/de/mv/alkis_mv.py	32	except Exception as exc: # noqa: BLE001 - retry on transient download errors	CODE
MEDIUM	scripts/dk/countrywide.py	555	print("Error: API key required. Set --api-key or DAR_API_KEY env var.", file=sys.stderr)	CODE
LOW	scripts/dk/countrywide.py	281	except Exception as exc:	CODE
LOW	scripts/dk/countrywide.py	477	except Exception as exc:	CODE
LOW	scripts/br/parse_cnefe.py	97	except Exception as err:	CODE
LOW	scripts/br/parse_cnefe.py	110	except Exception as err:	CODE
LOW	scripts/fi/countrywide-fi/countrywide.py	310	except Exception as e:	CODE
MEDIUM	scripts/fi/countrywide-fi/countrywide.py	311	print(f"Error Error: {e}", file=sys.stderr)	CODE

Deep Nesting23 hits · 22 pts

Severity	File	Line	Context
LOW	ci/run_changed_sources.py	86	CODE
LOW	ci/run_changed_sources.py	207	CODE
LOW	.claude/bin/oa-verify-output.py	166	CODE
LOW	.claude/bin/oa-verify-output.py	386	CODE
LOW	.claude/bin/esri-explore.py	148	CODE
LOW	.claude/bin/esri-explore.py	246	CODE
LOW	.claude/bin/esri-explore.py	152	CODE
LOW	.claude/bin/oa-conform-lint.py	241	CODE
LOW	.claude/bin/oa-conform-lint.py	267	CODE
LOW	.claude/bin/oa-conform-lint.py	346	CODE
LOW	.claude/bin/oa-conform-lint.py	402	CODE
LOW	.claude/bin/oa-conform-lint.py	432	CODE
LOW	scripts/tw/processing.py	57	CODE
LOW	scripts/de/sl/saarland.py	60	CODE
LOW	scripts/de/ni/alkis_ni.py	88	CODE
LOW	scripts/dk/countrywide.py	226	CODE
LOW	scripts/dk/countrywide.py	537	CODE
LOW	scripts/br/parse_cnefe.py	61	CODE
LOW	…s/br/cnefe_2022_addressforall/process_addressforall.py	93	CODE
LOW	scripts/fi/countrywide-fi/countrywide.py	77	CODE
LOW	scripts/fi/countrywide-fi/countrywide.py	118	CODE
LOW	scripts/fi/countrywide-fi/countrywide.py	137	CODE
LOW	scripts/fi/countrywide-fi/countrywide.py	173	CODE

Cross-Language Confusion4 hits · 18 pts

Severity	File	Line	Snippet	Context
HIGH	scripts/mx/process_inegi_census_files.py	161	os.system('ogr2ogr -f CSV ' + common_csv_temp_path + ' ' + common_db_path + ' -sql "select a.*, nom_ent, nom_mun, nom_lo	CODE
HIGH	scripts/dk/countrywide.py	133	where = f"registreringTil: {{ eq: null }}"	CODE
HIGH	scripts/dk/countrywide.py	153	where = f"{id_field}: {{ in: $ids }}, registreringTil: {{ eq: null }}"	STRING
HIGH	scripts/jp/abr_residential.py	89	r.lg_code \|\| r.machiaza_id \|\| r.blk_id \|\| r.rsdt_id \|\| coalesce(r.rsdt2_id, '') AS id,	CODE

Hyper-Verbose Identifiers18 hits · 17 pts

Severity	File	Line	Snippet	Context
LOW	test/schema_validation_v2.test.js	19	function isAdditionalPropertyError(validate, instancePath, property) {	CODE
LOW	.claude/bin/oa-verify-output.py	93	def get_latest_jobs_for_source(source_path, history=DEFAULT_HISTORY):	CODE
LOW	.claude/bin/oa-verify-output.py	216	def check_leaked_numeric_prefix(field, values):	CODE
LOW	.claude/bin/oa-verify-output.py	227	def check_duplicated_trailing_word(field, values):	CODE
LOW	scripts/hk/lib/download.py	55	def extract_current_download_url(metadata_xml: str) -> str:	CODE
LOW	scripts/hk/lib/download.py	80	def bootstrap_download_session(	CODE
LOW	scripts/hk/lib/download.py	94	def convert_to_static_download_url(url: str) -> str:	CODE
LOW	scripts/hk/lib/download.py	117	def build_manual_download_message(	CODE
LOW	scripts/hk/lib/fs.py	46	def remove_intermediate_files(archive_path: Path \| None, extract_dir: Path) -> None:	CODE
LOW	scripts/hk/lib/process.py	23	def load_records_from_geojson(file_path: Path) -> list[dict]:	CODE
LOW	scripts/mx/process_inegi_census_files.py	139	def extract_all_relevant_data_from_zip(zip_path):	CODE
LOW⚡	scripts/dk/countrywide.py	436	def build_vejnavn_lookup_for_ids(api_key, virkningstid, ids, retries=5, backoff=1.5):	CODE
LOW⚡	scripts/dk/countrywide.py	445	def build_postnummer_lookup_for_ids(api_key, virkningstid, ids, retries=5, backoff=1.5):	CODE
LOW⚡	scripts/dk/countrywide.py	451	def build_supplerendebynavn_lookup_for_ids(api_key, virkningstid, ids, retries=5, backoff=1.5):	CODE
LOW	scripts/dk/countrywide.py	319	def build_adressepunkt_lookup(api_key, virkningstid, page_size, cache_path=None,	CODE
LOW	scripts/dk/countrywide.py	376	def build_supplerendebynavn_lookup(api_key, virkningstid, page_size, cache_path=None,	CODE
LOW	scripts/dk/countrywide.py	410	def build_husnummer_lookup_for_ids(api_key, virkningstid, ids, retries=5, backoff=1.5):	CODE
LOW	scripts/dk/countrywide.py	422	def build_adressepunkt_lookup_for_ids(api_key, virkningstid, ids, retries=5, backoff=1.5):	CODE

Empty Error Handlers3 hits · 15 pts

Severity	File	Line	Snippet	Context
HIGH	.claude/bin/esri-explore.py	348	except Exception:	CODE
HIGH	.claude/bin/esri-explore.py	169	except Exception:	CODE
HIGH	.claude/bin/esri-explore.py	182	except Exception:	CODE

Unused Imports14 hits · 14 pts

Severity	File	Line	Context
LOW	scripts/se/stockholm_parse.py	7	CODE
LOW	scripts/hk/hk.py	1	CODE
LOW	scripts/hk/lib/download.py	1	CODE
LOW	scripts/hk/lib/fs.py	1	CODE
LOW	scripts/hk/lib/process.py	1	CODE
LOW	scripts/ca/countrywide/process.py	17	CODE
LOW	scripts/cz/process_cz_gml.py	1	CODE
LOW	scripts/cz/process_cz_gml.py	2	CODE
LOW	scripts/gl/countrywide.py	3	CODE
LOW	scripts/de/th/process.py	7	CODE
LOW	scripts/br/parse_cnefe.py	3	CODE
LOW	scripts/br/parse_cnefe.py	3	CODE
LOW	scripts/br/parse_cnefe.py	5	CODE
LOW	scripts/fi/countrywide-fi/countrywide.py	7	CODE

Verbosity Indicators5 hits · 11 pts

Severity	File	Line	Snippet	Context
LOW⚡	scripts/gl/countrywide.py	75	# Step 1: Fetch base layer data	COMMENT
LOW⚡	scripts/gl/countrywide.py	80	# Step 2: Extract geometry from SHAPE column and add x, y columns	COMMENT
LOW⚡	scripts/gl/countrywide.py	86	# Step 3: Perform joins with other layers	COMMENT
LOW⚡	scripts/gl/countrywide.py	141	# Step 4: Save as CSV	COMMENT
LOW⚡	scripts/gl/countrywide.py	145	# Step 5: Zip the CSV file	COMMENT

Structural Annotation Overuse5 hits · 11 pts

Severity	File	Line	Snippet	Context
LOW⚡	scripts/gl/countrywide.py	75	# Step 1: Fetch base layer data	COMMENT
LOW⚡	scripts/gl/countrywide.py	80	# Step 2: Extract geometry from SHAPE column and add x, y columns	COMMENT
LOW⚡	scripts/gl/countrywide.py	86	# Step 3: Perform joins with other layers	COMMENT
LOW⚡	scripts/gl/countrywide.py	141	# Step 4: Save as CSV	COMMENT
LOW⚡	scripts/gl/countrywide.py	145	# Step 5: Zip the CSV file	COMMENT

Self-Referential Comments2 hits · 6 pts

Severity	File	Line	Snippet	Context
MEDIUM	scripts/gl/countrywide.py	120	# Create a mapping of the original column name to the join field name	COMMENT
MEDIUM	scripts/br/cnefe_2022/process_cnefe_2022.py	17	# Define the order of tables for importing data	COMMENT

Fake / Example Data5 hits · 5 pts

Severity	File	Line	Snippet	Context
LOW	ATTRIBUTE_FUNCTIONS.md	152	This example is very useful where a data source has very plain vanilla single "number+street" values, such as "123 Main	CODE
LOW	ATTRIBUTE_FUNCTIONS.md	156	"address": "123 Main Street"	CODE
LOW	ATTRIBUTE_FUNCTIONS.md	512	"address": "123 Main Street"	CODE
LOW	AGENTS.md	82	\| `prefixed_number` \| `field` \| Extract the leading number from "123 Main St" \|	CODE
LOW	AGENTS.md	83	\| `postfixed_street` \| `field` \| Extract the street from "123 Main St" \|	CODE

Redundant / Tautological Comments3 hits · 4 pts

Severity	File	Line	Snippet	Context
LOW	scripts/ru/msk_parse.py	83	# Check if the first field contains	COMMENT
LOW	scripts/br/cnefe_2022/process_cnefe_2022.py	66	# Check if the file already exists before downloading	COMMENT
LOW	scripts/br/cnefe_2022/process_cnefe_2022.py	89	# Check if the file already exists before extracting	COMMENT

Magic Placeholder Names1 hit · 2 pts

Severity	File	Line	Snippet	Context
HIGH	scripts/dk/countrywide.py	22	export DAR_API_KEY="your_api_key"	STRING

Slop Phrases1 hit · 2 pts

Severity	File	Line	Snippet	Context
MEDIUM	sources/us/mn/fillmore.json	31	"text": "Fillmore County provides the GIS information and data as a public service. These maps do no	CODE

Over-Commented Block1 hit · 1 pts

Severity	File	Line	Snippet	Context
LOW	scripts/us/il/wth/lib.js	201	// same uploaded file and each conform pull out what they need (this repo	COMMENT

openaddresses/openaddresses

Open-Source Code Quality, Security and Technical Debt Review