3.8

Adjusted Signal

3.8

Raw Pattern Score

100%

Time Factor

2026-10-30

Last Push

5.4K

Stars

Python

Language

42.2K

Lines of Code

476

Files

186

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 13.3/100 · LOW

Can maintainers explain intent, assumptions, and trade-offs? 159 finding(s).

Hallucinated Dependency & Supply Chain Risk 3.4/100 · LOW

Are imports declared and package/API names verified? 21 finding(s).

Agent Over-Engineering Ratio 12.6/100 · LOW

Are wrappers, guards, and repeated structures necessary? 150 finding(s).

PR Review Velocity Impact 21.6/100 · LOW

Which changes need focused human review? 186 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 1MEDIUM 3LOW 181

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 186 distinct pattern matches across 10 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 Identifiers137 hits · 99 pts

Severity	File	Line	Snippet	Context
LOW	…ces/scripts/data/new_language/validate_new_language.py	75	def check_exact_language_names(	CODE
LOW	…ces/scripts/data/new_language/validate_new_language.py	158	def check_copied_table_coverage(	CODE
LOW	pokemon_v2/serializers.py	747	def get_region_version_groups(self, obj: Region) -> ReturnList[ReturnDict[str, Any]]:	CODE
LOW	pokemon_v2/serializers.py	991	def get_encounter_pokemon_details(self, obj: Encounter) -> ReturnDict[str, Any] \| None:	CODE
LOW	pokemon_v2/serializers.py	1039	def get_encounter_pokemon_details(self, obj: Encounter) -> ReturnDict[str, Any] \| None:	CODE
LOW	pokemon_v2/serializers.py	1992	def get_type_past_relationships(self, obj: Type) -> list[dict[str, Any]]:	CODE
LOW	pokemon_v2/serializers.py	2653	def get_pokemon_form_pokemon_names(self, obj: PokemonForm) -> ReturnList[ReturnDict[str, Any]]:	CODE
LOW	pokemon_v2/serializers.py	2689	def get_pokemon_form_triggers_conditions(self, obj: PokemonForm) -> list[dict[str, Any]]:	CODE
LOW	pokemon_v2/serializers.py	2766	def get_method_version_groups(self, obj: MoveLearnMethod) -> ReturnList[ReturnDict[str, Any]]:	CODE
LOW	pokemon_v2/serializers.py	3093	def get_past_pokemon_abilities(self, obj: Pokemon) -> list[dict[str, Any]]:	CODE
LOW	pokemon_v2/serializers.py	3440	def _serialized_evolution_variables(self) -> list[tuple[str, dict[str, Any]]]:	CODE
LOW	pokemon_v2/serializers.py	3685	def get_pokedex_version_groups(self, obj: Pokedex) -> ReturnList[ReturnDict[str, Any]]:	CODE
LOW	pokemon_v2/serializers.py	3742	def get_version_group_regions(self, obj: VersionGroup) -> ReturnList[ReturnDict[str, Any]]:	CODE
LOW	pokemon_v2/serializers.py	3758	def get_version_groups_pokedexes(self, obj: VersionGroup) -> ReturnList[ReturnDict[str, Any]]:	CODE
LOW	pokemon_v2/test_models.py	27	def test_unique_encounter_pokemon_details(self):	CODE
LOW	pokemon_v2/test_models.py	46	def test_required_and_evolved_pokemon_form_foreign_keys(self):	CODE
LOW	pokemon_v2/test_models.py	70	def test_evolution_triggers_foreign_keys(self):	CODE
LOW	pokemon_v2/test_models.py	87	def test_evolution_variables_integrity(self):	CODE
LOW	pokemon_v2/test_models.py	111	def test_all_csv_identifiers_are_ascii_slugs(self):	CODE
LOW	pokemon_v2/test_models.py	198	def test_identifier_pattern_examples(self):	CODE
LOW	pokemon_v2/test_models.py	237	def test_generation_vi_sprite_group_keys_and_paths(self):	CODE
LOW	pokemon_v2/test_models.py	252	def test_form_sprite_lookup_falls_back_to_pokemon_id_for_default_forms(self):	CODE
LOW⚡	pokemon_v2/tests.py	223	def setup_item_attribute_map_data(cls, item, item_attribute):	CODE
LOW⚡	pokemon_v2/tests.py	230	def setup_item_fling_effect_data(cls, name="itm flng efct"):	CODE
LOW⚡	pokemon_v2/tests.py	239	def setup_item_fling_effect_effect_text_data(cls, item_fling_effect, effect="itm flng efct efct txt"):	CODE
LOW⚡	pokemon_v2/tests.py	372	def setup_contest_type_name_data(cls, contest_type, name="cntst tp nm"):	CODE
LOW⚡	pokemon_v2/tests.py	381	def setup_contest_effect_data(cls, appeal=2, jam=0):	CODE
LOW⚡	pokemon_v2/tests.py	388	def setup_contest_effect_flavor_text_data(cls, contest_effect, flavor_text="cntst efct flvr txt"):	CODE
LOW⚡	pokemon_v2/tests.py	442	def setup_berry_flavor_name_data(cls, berry_flavor, name="bry flvr nm"):	CODE
LOW⚡	pokemon_v2/tests.py	451	def setup_berry_firmness_data(cls, name="bry frmns"):	CODE
LOW⚡	pokemon_v2/tests.py	460	def setup_berry_firmness_name_data(cls, berry_firmness, name="bry frmns nm"):	CODE
LOW⚡	pokemon_v2/tests.py	850	def setup_version_group_move_learn_method_data(cls, version_group=None, move_learn_method=None):	CODE
LOW⚡	pokemon_v2/tests.py	859	def setup_super_contest_combo_data(cls, first_move, second_move):	CODE
LOW⚡	pokemon_v2/tests.py	866	def setup_move_flavor_text_data(cls, move, flavor_text="move flvr txt"):	CODE
LOW⚡	pokemon_v2/tests.py	1055	def setup_move_stat_change_data(cls, move, stat=None, change=1):	CODE
LOW⚡	pokemon_v2/tests.py	1064	def setup_pokeathlon_stat_data(cls, name="pkathln stt"):	CODE
LOW⚡	pokemon_v2/tests.py	1071	def setup_pokeathlon_stat_name_data(cls, pokeathlon_stat, name="pkathln stt nm"):	CODE
LOW⚡	pokemon_v2/tests.py	1197	def setup_pokedex_version_group_data(cls, pokedex, version_group=None):	CODE
LOW⚡	pokemon_v2/tests.py	1207	def setup_pokemon_habitat_data(cls, name="pkm hbtt"):	CODE
LOW⚡	pokemon_v2/tests.py	1216	def setup_pokemon_habitat_name_data(cls, pokemon_habitat, name="pkm hbtt nm"):	CODE
LOW	pokemon_v2/tests.py	80	def setup_generation_name_data(cls, generation, name="gen nm"):	CODE
LOW	pokemon_v2/tests.py	99	def setup_version_group_region_data(cls, version_group=None, region=None):	CODE
LOW	pokemon_v2/tests.py	144	def setup_ability_effect_text_data(cls, ability, short_effect="ablty shrt efct", effect="ablty efct"):	CODE
LOW	pokemon_v2/tests.py	155	def setup_ability_change_data(cls, ability):	CODE
LOW	pokemon_v2/tests.py	164	def setup_ability_change_effect_text_data(cls, ability_change, effect="ablty change efct"):	CODE
LOW	pokemon_v2/tests.py	175	def setup_ability_flavor_text_data(cls, ability, flavor_text="ablty flvr txt"):	CODE
LOW	pokemon_v2/tests.py	192	def setup_item_attribute_data(cls, name="itm attr"):	CODE
LOW	pokemon_v2/tests.py	201	def setup_item_attribute_name_data(cls, item_attribute, name="itm attr nm"):	CODE
LOW	pokemon_v2/tests.py	212	def setup_item_attribute_description_data(cls, item_attribute, description="itm attr desc"):	CODE
LOW	pokemon_v2/tests.py	259	def setup_item_pocket_name_data(cls, item_pocket, name="itm pkt nm"):	CODE
LOW	pokemon_v2/tests.py	277	def setup_item_category_name_data(cls, item_category, name="itm ctgry nm"):	CODE
LOW	pokemon_v2/tests.py	326	def setup_item_effect_text_data(cls, item, short_effect="ablty shrt efct", effect="ablty efct"):	CODE
LOW	pokemon_v2/tests.py	337	def setup_item_flavor_text_data(cls, item, flavor_text="itm flvr txt"):	CODE
LOW	pokemon_v2/tests.py	353	def setup_item_game_index_data(cls, item, game_index=0):	CODE
LOW	pokemon_v2/tests.py	399	def setup_contest_effect_effect_text_data(cls, contest_effect, effect="cntst efct efct txt"):	CODE
LOW	pokemon_v2/tests.py	410	def setup_super_contest_effect_data(cls, appeal=2):	CODE
LOW	pokemon_v2/tests.py	419	def setup_super_contest_effect_flavor_text_data(cls, super_contest_effect, flavor_text="spr cntst efct flvr txt"):	CODE
LOW	pokemon_v2/tests.py	471	def setup_berry_flavor_map_data(cls, berry, berry_flavor, potency=20):	CODE
LOW	pokemon_v2/tests.py	522	def setup_egg_group_name_data(cls, egg_group, name="ntr nm"):	CODE
LOW	pokemon_v2/tests.py	539	def setup_growth_rate_description_data(cls, growth_rate, description="grth rt desc"):	CODE
77 more matches not shown…

Unused Imports20 hits · 20 pts

Severity	File	Line	Context
LOW	config/docker_compose.py	6	CODE
LOW	config/local.py	3	CODE
LOW	config/docker.py	4	CODE
LOW	…ces/scripts/data/new_language/validate_new_language.py	4	CODE
LOW	…ources/scripts/data/new_language/apply_new_language.py	7	CODE
LOW	Resources/scripts/data/gen8/read_swsh.py	4	CODE
LOW	pokemon_v2/models.py	3	CODE
LOW	pokemon_v2/serializers.py	3	CODE
LOW	pokemon_v2/serializers.py	15	CODE
LOW	pokemon_v2/api.py	2	CODE
LOW	pokemon_v2/api.py	24	CODE
LOW	pokemon_v2/api.py	25	CODE
LOW	pokemon_v2/api.py	29	CODE
LOW	pokemon_v2/api.py	29	CODE
LOW	pokemon_v2/test_models.py	12	CODE
LOW	pokemon_v2/tests.py	10	CODE
LOW	pokemon_v2/urls.py	8	CODE
LOW	pokemon_v2/urls.py	17	CODE
LOW	data/v2/build.py	31	CODE
LOW	data/v2/__init__.py	1	CODE

Hallucination Indicators1 hit · 10 pts

Severity	File	Line	Snippet	Context
CRITICAL	pokemon_v2/api.py	9	from django.core.exceptions import FieldError	CODE

Deep Nesting9 hits · 9 pts

Severity	File	Line	Context
LOW	Resources/scripts/check_csv.py	8	CODE
LOW	Resources/scripts/scraping_pokeball_price.py	113	CODE
LOW	Resources/scripts/scraping_pokeball_price.py	136	CODE
LOW	Resources/scripts/data/check_encounters.py	51	CODE
LOW	Resources/scripts/data/gen8/read_swsh.py	134	CODE
LOW	Resources/scripts/data/gen8/read_swsh.py	188	CODE
LOW	pokemon_v2/serializers.py	2689	CODE
LOW	pokemon_v2/test_models.py	111	CODE
LOW	data/v2/build.py	68	CODE

Excessive Try-Catch Wrapping5 hits · 6 pts

Severity	File	Line	Snippet	Context
LOW	Resources/scripts/scraping_pokeball_price.py	199	except Exception as e:	CODE
MEDIUM	Resources/scripts/scraping_pokeball_price.py	200	print(f"Error on {b['name']}: {e}")	CODE
LOW	Resources/scripts/data/gen8/to_csv.py	35	except Exception as error:	CODE
LOW	Resources/scripts/data/gen8/to_csv.py	74	except Exception as error:	CODE
LOW	pokemon_v2/test_models.py	160	except Exception as e: # noqa: BLE001	CODE

Empty Error Handlers1 hit · 5 pts

Severity	File	Line	Snippet	Context
HIGH	data/v2/build.py	80	except (OSError, urllib.error.URLError, ValueError):	CODE

AI Slop Vocabulary2 hits · 4 pts

Severity	File	Line	Snippet	Context
MEDIUM	ruff.toml	14	"DJ", # flake8-django: django best practices	CODE
MEDIUM	ruff.toml	22	"PYI", # flake8-pyi: stub file best practices	CODE

AI Structural Patterns7 hits · 4 pts

Severity	File	Line	Context
LOW	pokemon_v2/tests.py	478	CODE
LOW	pokemon_v2/tests.py	882	CODE
LOW	pokemon_v2/tests.py	943	CODE
LOW	pokemon_v2/tests.py	983	CODE
LOW	pokemon_v2/tests.py	1295	CODE
LOW	pokemon_v2/tests.py	1598	CODE
LOW	pokemon_v2/tests.py	1685	CODE

Redundant / Tautological Comments2 hits · 3 pts

Severity	File	Line	Snippet	Context
LOW	Resources/scripts/updater.sh	192	# Check if the updater script has pushed the data to a new branch	COMMENT
LOW	pokemon_v2/test_models.py	149	# Check if identifier matches the pattern	COMMENT

Over-Commented Block2 hits · 2 pts

Severity	File	Line	Snippet	Context
LOW	Resources/gcp/create_gql_vm.sh	61	# set -a && source .env && set +a	COMMENT
LOW	data/v2/build.py	1	# To build out the data you'll need to jump into the Django shell	COMMENT

PokeAPI/pokeapi

Open-Source Code Quality, Security and Technical Debt Review