3.7

Adjusted Signal

3.7

Raw Pattern Score

100%

Time Factor

2026-11-01

Last Push

9.6K

Stars

Python

Language

41.3K

Lines of Code

Files

136

Pattern Hits

2026-10-31

Scan Date

0.03

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 9.7/100 · LOW

Can maintainers explain intent, assumptions, and trade-offs? 84 finding(s).

Hallucinated Dependency & Supply Chain Risk 5.6/100 · LOW

Are imports declared and package/API names verified? 42 finding(s).

Agent Over-Engineering Ratio 10.2/100 · LOW

Are wrappers, guards, and repeated structures necessary? 78 finding(s).

PR Review Velocity Impact 16.4/100 · LOW

Which changes need focused human review? 136 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 2MEDIUM 1LOW 133

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 136 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 Identifiers67 hits · 68 pts

Severity	File	Line	Snippet	Context
LOW	tests/test_decorators.py	15	def test_decorator_raises_missing_corpus_exception():	CODE
LOW	tests/test_tokenizers.py	69	def test_tokenize_with_multiple_punctuation(self):	CODE
LOW⚡	tests/test_inflect.py	13	def s_singular_pluralize_test(self):	CODE
LOW⚡	tests/test_inflect.py	16	def s_singular_singularize_test(self):	CODE
LOW⚡	tests/test_inflect.py	19	def diagnoses_singularize_test(self):	CODE
LOW	tests/test_inflect.py	37	def test_pluralize_already_plural_jeans(self):	CODE
LOW	tests/test_inflect.py	52	def test_all_singular_irregular(self):	CODE
LOW	tests/test_np_extractor.py	38	def test_filter_insignificant(self):	STRING
LOW	tests/test_np_extractor.py	53	def test_cannot_instantiate_incomplete_extractor():	CODE
LOW	tests/test_formats.py	34	def test_delimiter_defaults_to_comma(self):	CODE
LOW	tests/test_formats.py	61	def test_read_from_file_object(self):	CODE
LOW	tests/test_formats.py	76	def test_read_from_file_object(self):	CODE
LOW	tests/test_taggers.py	65	def test_cannot_instantiate_incomplete_tagger():	CODE
LOW⚡	tests/test_classifiers.py	118	def test_show_informative_features(self):	CODE
LOW⚡	tests/test_classifiers.py	121	def test_informative_features(self):	CODE
LOW⚡	tests/test_classifiers.py	126	def test_custom_feature_extractor(self):	CODE
LOW⚡	tests/test_classifiers.py	179	def test_data_with_no_available_format(self):	CODE
LOW⚡	tests/test_classifiers.py	186	def test_accuracy_on_a_csv_file(self):	CODE
LOW⚡	tests/test_classifiers.py	191	def test_accuracy_on_json_file(self):	CODE
LOW⚡	tests/test_classifiers.py	343	def test_basic_extractor_with_list():	CODE
LOW⚡	tests/test_classifiers.py	351	def test_contains_extractor_with_string():	CODE
LOW⚡	tests/test_classifiers.py	360	def test_contains_extractor_with_list():	CODE
LOW	tests/test_classifiers.py	59	def test_raises_value_error_without_nltk_class(self):	CODE
LOW	tests/test_classifiers.py	85	def test_classify_a_list_of_words(self):	CODE
LOW	tests/test_classifiers.py	89	def test_train_from_lists_of_words(self):	CODE
LOW	tests/test_classifiers.py	138	def test_init_with_csv_file_without_format_specifier(self):	CODE
LOW	tests/test_classifiers.py	152	def test_init_with_json_file_without_format_specifier(self):	CODE
LOW	tests/test_classifiers.py	159	def test_init_with_custom_format(self):	CODE
LOW	tests/test_classifiers.py	203	def test_init_with_bad_format_specifier(self):	CODE
LOW	tests/test_classifiers.py	233	def test_custom_feature_extractor(self):	CODE
LOW	tests/test_classifiers.py	378	def test_get_words_from_dataset():	CODE
LOW⚡	tests/test_blob.py	363	def test_blob_with_no_sentences(self):	CODE
LOW⚡	tests/test_blob.py	455	def test_pos_tags_includes_one_letter_articles(self):	CODE
LOW⚡	tests/test_blob.py	460	def test_np_extractor_defaults_to_fast_tagger(self):	CODE
LOW⚡	tests/test_blob.py	465	def test_np_extractor_is_shared_among_instances(self):	CODE
LOW⚡	tests/test_blob.py	471	def test_can_use_different_np_extractors(self):	CODE
LOW⚡	tests/test_blob.py	478	def test_can_use_different_sentanalyzer(self):	CODE
LOW⚡	tests/test_blob.py	487	def test_can_get_subjectivity_and_polarity_with_different_analyzer(self):	CODE
LOW⚡	tests/test_blob.py	493	def test_pos_tagger_defaults_to_pattern(self):	CODE
LOW⚡	tests/test_blob.py	497	def test_pos_tagger_is_shared_among_instances(self):	CODE
LOW⚡	tests/test_blob.py	502	def test_can_use_different_pos_tagger(self):	CODE
LOW⚡	tests/test_blob.py	508	def test_can_pass_np_extractor_to_constructor(self):	CODE
LOW⚡	tests/test_blob.py	565	def test_using_indices_for_slicing(self):	CODE
LOW⚡	tests/test_blob.py	571	def test_indices_with_only_one_sentences(self):	CODE
LOW⚡	tests/test_blob.py	576	def test_indices_with_multiple_puncutations(self):	CODE
LOW⚡	tests/test_blob.py	739	def test_tokenizer_defaults_to_word_tokenizer(self):	CODE
LOW⚡	tests/test_blob.py	745	def test_can_use_an_different_tokenizer(self):	CODE
LOW⚡	tests/test_blob.py	750	def test_words_uses_custom_tokenizer(self):	CODE
LOW	tests/test_blob.py	221	def test_words_are_word_objects(self):	CODE
LOW	tests/test_blob.py	340	def test_senences_with_space_before_punctuation(self):	CODE
LOW	tests/test_blob.py	345	def test_sentiment_of_foreign_text(self):	CODE
LOW	tests/test_blob.py	419	def test_words_includes_apostrophes_in_contractions(self):	CODE
LOW	tests/test_blob.py	666	def test_sentences_after_concatenation(self):	CODE
LOW	tests/test_blob.py	693	def test_sentiment_of_emoticons(self):	CODE
LOW	tests/test_blob.py	727	def test_words_are_word_objects(self):	CODE
LOW	tests/test_blob.py	765	def test_tags_uses_custom_tokenizer(self):	CODE
LOW	tests/test_blob.py	779	def test_tags_with_custom_tokenizer_and_tagger(self):	CODE
LOW	tests/test_blob.py	832	def test_passing_bad_init_params(self):	CODE
LOW	tests/test_blob.py	854	def test_classify_without_classifier(self):	CODE
LOW	tests/test_blob.py	859	def test_word_string_type_after_pos_tags_is_str(self):	CODE
7 more matches not shown…

Unused Imports26 hits · 26 pts

Severity	File	Line	Context
LOW	src/textblob/np_extractors.py	11	CODE
LOW	src/textblob/np_extractors.py	12	CODE
LOW	src/textblob/np_extractors.py	12	CODE
LOW	src/textblob/__init__.py	1	CODE
LOW	src/textblob/__init__.py	1	CODE
LOW	src/textblob/__init__.py	1	CODE
LOW	src/textblob/__init__.py	1	CODE
LOW	src/textblob/__init__.py	1	CODE
LOW	src/textblob/inflect.py	11	CODE
LOW	src/textblob/inflect.py	11	CODE
LOW	src/textblob/parsers.py	10	CODE
LOW	src/textblob/parsers.py	11	CODE
LOW	src/textblob/taggers.py	11	CODE
LOW	src/textblob/taggers.py	12	CODE
LOW	src/textblob/taggers.py	12	CODE
LOW	src/textblob/utils.py	1	CODE
LOW	src/textblob/formats.py	24	CODE
LOW	src/textblob/sentiments.py	11	CODE
LOW	src/textblob/sentiments.py	12	CODE
LOW	src/textblob/sentiments.py	12	CODE
LOW	src/textblob/sentiments.py	12	CODE
LOW	src/textblob/sentiments.py	12	CODE
LOW	src/textblob/base.py	8	CODE
LOW	src/textblob/decorators.py	3	CODE
LOW	src/textblob/en/inflect.py	8	CODE
LOW	src/textblob/en/inflect.py	14	CODE

Fake / Example Data16 hits · 21 pts

Severity	File	Line	Snippet	Context
LOW⚡	tests/test_classifiers.py	105	res1 = self.classifier.prob_classify("lorem ipsum")	CODE
LOW⚡	tests/test_classifiers.py	107	self.classifier.update([("lorem ipsum", "positive")])	CODE
LOW⚡	tests/test_classifiers.py	109	res2 = self.classifier.prob_classify("lorem ipsum")	CODE
LOW	tests/test_classifiers.py	229	self.classifier.update([("lorem ipsum", "positive")])	CODE
LOW⚡	tests/test_blob.py	373	blob = tb.TextBlob("lorem ipsum")	CODE
LOW⚡	tests/test_blob.py	374	assert len(blob) == len("lorem ipsum")	CODE
LOW⚡	tests/test_blob.py	377	blob1 = tb.TextBlob("lorem ipsum")	CODE
LOW⚡	tests/test_blob.py	378	assert repr(blob1) == 'TextBlob("{}")'.format("lorem ipsum")	CODE
LOW⚡	tests/test_blob.py	381	blob1 = tb.TextBlob("lorem ipsum")	CODE
LOW⚡	tests/test_blob.py	382	blob2 = tb.TextBlob("lorem ipsum")	CODE
LOW⚡	tests/test_blob.py	383	blob3 = tb.TextBlob("dolor sit amet")	CODE
LOW⚡	tests/test_blob.py	514	blob = tb.TextBlob("lorem ipsum")	CODE
LOW⚡	tests/test_blob.py	519	blob = tb.TextBlob("lorem ipsum")	CODE
LOW⚡	tests/test_blob.py	521	assert blob.upper() == tb.TextBlob("LOREM IPSUM")	CODE
LOW⚡	tests/test_blob.py	528	blob = tb.TextBlob("Lorem Ipsum")	CODE
LOW⚡	tests/test_blob.py	530	assert blob.lower() == tb.TextBlob("lorem ipsum")	CODE

Deep Nesting11 hits · 11 pts

Severity	File	Line	Context
LOW	src/textblob/_text.py	350	CODE
LOW	src/textblob/_text.py	459	CODE
LOW	src/textblob/_text.py	1178	CODE
LOW	src/textblob/_text.py	1316	CODE
LOW	src/textblob/_text.py	1360	CODE
LOW	src/textblob/_text.py	783	CODE
LOW	src/textblob/_text.py	970	CODE
LOW	src/textblob/_text.py	1048	CODE
LOW	src/textblob/en/__init__.py	51	CODE
LOW	src/textblob/en/inflect.py	537	CODE
LOW	src/textblob/en/inflect.py	852	CODE

Empty Error Handlers2 hits · 10 pts

Severity	File	Line	Snippet	Context
HIGH	src/textblob/_text.py	42	except:	CODE
HIGH	src/textblob/_text.py	56	except:	CODE

Modern Structural Boilerplate6 hits · 6 pts

Severity	File	Line	Snippet	Context
LOW	src/textblob/np_extractors.py	14	__all__ = [	CODE
LOW	src/textblob/__init__.py	3	__all__ = [	CODE
LOW	src/textblob/inflect.py	13	__all__ = [	CODE
LOW	src/textblob/parsers.py	13	__all__ = [	CODE
LOW	src/textblob/taggers.py	14	__all__ = [	CODE
LOW	src/textblob/sentiments.py	19	__all__ = [	CODE

Over-Commented Block5 hits · 5 pts

Severity	File	Line	Snippet	Context
LOW	src/textblob/_text.py	181	# The default part-of-speech tagset used in Pattern is Penn Treebank II.	COMMENT
LOW	src/textblob/_text.py	821		COMMENT
LOW	src/textblob/_text.py	1381	ch[-1] = "I-PNP"	COMMENT
LOW	src/textblob/_text.py	1401	# ------------------------------------------------------------------	COMMENT
LOW	src/textblob/en/inflect.py	601	#### SINGULARIZE ###################################################################################	COMMENT

Decorative Section Separators1 hit · 3 pts

Severity	File	Line	Snippet	Context
MEDIUM	src/textblob/_text.py	1401	# ------------------------------------------------------------------	COMMENT

AI Structural Patterns1 hit · 1 pts

Severity	File	Line	Snippet	Context
LOW	src/textblob/_text.py	1178		CODE

Excessive Try-Catch Wrapping1 hit · 1 pts

Severity	File	Line	Snippet	Context
LOW	src/textblob/classifiers.py	98	except Exception as error:	CODE

sloria/TextBlob

Open-Source Code Quality, Security and Technical Debt Review