2.4

Adjusted Signal

2.4

Raw Pattern Score

100%

Time Factor

2026-09-30

Last Push

77.8K

Stars

Python

Language

152.6K

Lines of Code

355

Files

106

Pattern Hits

2026-10-31

Scan Date

0.18

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 0.9/100 · LOW

Can maintainers explain intent, assumptions, and trade-offs? 29 finding(s).

Hallucinated Dependency & Supply Chain Risk 0.0/100 · LOW

Are imports declared and package/API names verified? 0 finding(s).

Agent Over-Engineering Ratio 10.9/100 · LOW

Are wrappers, guards, and repeated structures necessary? 93 finding(s).

PR Review Velocity Impact 13.3/100 · LOW

Which changes need focused human review? 106 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 64MEDIUM 4LOW 38

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 106 distinct pattern matches across 4 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.

Cross-File Repetition64 hits · 320 pts

Severity	File	Line	Snippet	Context
HIGH	readme.md	0	this is multiline comment multiline comment takes multiple lines. python is eating the world	STRING
HIGH	Korean/readme_ko.md	0	this is multiline comment multiline comment takes multiple lines. python is eating the world	STRING
HIGH	Greek/readme.md	0	this is multiline comment multiline comment takes multiple lines. python is eating the world	STRING
HIGH	Portuguese/README.md	0	this is multiline comment multiline comment takes multiple lines. python is eating the world	STRING
HIGH	Spanish/readme.md	0	this is multiline comment multiline comment takes multiple lines. python is eating the world	STRING
HIGH	Korean/04_strings_ko.md	0	i am a teacher and enjoy teaching. i didn't find anything as rewarding as empowering people. that is why i created 30 da	STRING
HIGH	04_Day_Strings/04_strings.md	0	i am a teacher and enjoy teaching. i didn't find anything as rewarding as empowering people. that is why i created 30 da	STRING
HIGH	04_Day_Strings/day_4.py	0	i am a teacher and enjoy teaching. i didn't find anything as rewarding as empowering people. that is why i created 30 da	STRING
HIGH	Portuguese/04_strings_pt.md	0	i am a teacher and enjoy teaching. i didn't find anything as rewarding as empowering people. that is why i created 30 da	STRING
HIGH	Persain/04_strings.md	0	i am a teacher and enjoy teaching. i didn't find anything as rewarding as empowering people. that is why i created 30 da	STRING
HIGH	French/04_strings_fr.md	0	i am a teacher and enjoy teaching. i didn't find anything as rewarding as empowering people. that is why i created 30 da	STRING
HIGH	Spanish/04_strings_sp.md	0	i am a teacher and enjoy teaching. i didn't find anything as rewarding as empowering people. that is why i created 30 da	STRING
HIGH	Chinese/04_strings.md	0	i am a teacher and enjoy teaching. i didn't find anything as rewarding as empowering people. that is why i created 30 da	STRING
HIGH	Arabic/04_strings.md	0	i am a teacher and enjoy teaching. i didn't find anything as rewarding as empowering people. that is why i created 30 da	STRING
HIGH	old_files/readme19-21.md	0	{ "name":"asabeneh", "country":"finland", "city":"helsinki", "skills":["javascrip", "react","python"] }	STRING
HIGH	Portuguese/19_file_handling_pt.md	0	{ "name":"asabeneh", "country":"finland", "city":"helsinki", "skills":["javascrip", "react","python"] }	STRING
HIGH	Persain/19_file_handling.md	0	{ "name":"asabeneh", "country":"finland", "city":"helsinki", "skills":["javascrip", "react","python"] }	STRING
HIGH	French/19_file_handling_fr.md	0	{ "name":"asabeneh", "country":"finland", "city":"helsinki", "skills":["javascrip", "react","python"] }	STRING
HIGH	Arabic/19_file_handling.md	0	{ "name":"asabeneh", "country":"finland", "city":"helsinki", "skills":["javascrip", "react","python"] }	STRING
HIGH	19_Day_File_handling/19_file_handling.md	0	{ "name":"asabeneh", "country":"finland", "city":"helsinki", "skills":["javascrip", "react","python"] }	STRING
HIGH	old_files/readme19-21.md	0	{ "name": "asabeneh", "country": "finland", "city": "helsinki", "skills": ["javascrip", "react", "python"] }	STRING
HIGH	Portuguese/19_file_handling_pt.md	0	{ "name": "asabeneh", "country": "finland", "city": "helsinki", "skills": ["javascrip", "react", "python"] }	STRING
HIGH	Persain/19_file_handling.md	0	{ "name": "asabeneh", "country": "finland", "city": "helsinki", "skills": ["javascrip", "react", "python"] }	STRING
HIGH	French/19_file_handling_fr.md	0	{ "name": "asabeneh", "country": "finland", "city": "helsinki", "skills": ["javascrip", "react", "python"] }	STRING
HIGH	Arabic/19_file_handling.md	0	{ "name": "asabeneh", "country": "finland", "city": "helsinki", "skills": ["javascrip", "react", "python"] }	STRING
HIGH	19_Day_File_handling/19_file_handling.md	0	{ "name": "asabeneh", "country": "finland", "city": "helsinki", "skills": ["javascrip", "react", "python"] }	STRING
HIGH	old_files/readme16-18.md	0	python is the most beautiful language that a human being has ever created. i recommend python for a first programming la	STRING
HIGH	18_Day_Regular_expressions/18_regular_expressions.md	0	python is the most beautiful language that a human being has ever created. i recommend python for a first programming la	STRING
HIGH	Portuguese/18_regular_expressions_pt.md	0	python is the most beautiful language that a human being has ever created. i recommend python for a first programming la	STRING
HIGH	Persain/18_regular_expressions.md	0	python is the most beautiful language that a human being has ever created. i recommend python for a first programming la	STRING
HIGH	French/18_regular_expressions_fr.md	0	python is the most beautiful language that a human being has ever created. i recommend python for a first programming la	STRING
HIGH	Spanish/18_regular_expressions_sp.md	0	python is the most beautiful language that a human being has ever created. i recommend python for a first programming la	STRING
HIGH	Chinese/18_regular_expressions_cn.md	0	python is the most beautiful language that a human being has ever created. i recommend python for a first programming la	STRING
HIGH	Arabic/18_regular_expressions.md	0	python is the most beautiful language that a human being has ever created. i recommend python for a first programming la	STRING
HIGH	old_files/readme16-18.md	0	%i a%m te%%a%%che%r% a%n%d %% i l%o%ve te%ach%ing. t%he%re i%s n%o%th%ing as r%ewarding a%s e%duc%at%i%ng a%n%d e%m%p%ow	STRING
HIGH	18_Day_Regular_expressions/18_regular_expressions.md	0	%i a%m te%%a%%che%r% a%n%d %% i l%o%ve te%ach%ing. t%he%re i%s n%o%th%ing as r%ewarding a%s e%duc%at%i%ng a%n%d e%m%p%ow	STRING
HIGH	Portuguese/18_regular_expressions_pt.md	0	%i a%m te%%a%%che%r% a%n%d %% i l%o%ve te%ach%ing. t%he%re i%s n%o%th%ing as r%ewarding a%s e%duc%at%i%ng a%n%d e%m%p%ow	STRING
HIGH	Persain/18_regular_expressions.md	0	%i a%m te%%a%%che%r% a%n%d %% i l%o%ve te%ach%ing. t%he%re i%s n%o%th%ing as r%ewarding a%s e%duc%at%i%ng a%n%d e%m%p%ow	STRING
HIGH	French/18_regular_expressions_fr.md	0	%i a%m te%%a%%che%r% a%n%d %% i l%o%ve te%ach%ing. t%he%re i%s n%o%th%ing as r%ewarding a%s e%duc%at%i%ng a%n%d e%m%p%ow	STRING
HIGH	Spanish/18_regular_expressions_sp.md	0	%i a%m te%%a%%che%r% a%n%d %% i l%o%ve te%ach%ing. t%he%re i%s n%o%th%ing as r%ewarding a%s e%duc%at%i%ng a%n%d e%m%p%ow	STRING
HIGH	Chinese/18_regular_expressions_cn.md	0	%i a%m te%%a%%che%r% a%n%d %% i l%o%ve te%ach%ing. t%he%re i%s n%o%th%ing as r%ewarding a%s e%duc%at%i%ng a%n%d e%m%p%ow	STRING
HIGH	Arabic/18_regular_expressions.md	0	%i a%m te%%a%%che%r% a%n%d %% i l%o%ve te%ach%ing. t%he%re i%s n%o%th%ing as r%ewarding a%s e%duc%at%i%ng a%n%d e%m%p%ow	STRING
HIGH	old_files/readme16-18.md	0	i am teacher and i love teaching. there is nothing as rewarding as educating and empowering people. i found teaching mor	STRING
HIGH	18_Day_Regular_expressions/18_regular_expressions.md	0	i am teacher and i love teaching. there is nothing as rewarding as educating and empowering people. i found teaching mor	STRING
HIGH	Portuguese/18_regular_expressions_pt.md	0	i am teacher and i love teaching. there is nothing as rewarding as educating and empowering people. i found teaching mor	STRING
HIGH	Persain/18_regular_expressions.md	0	i am teacher and i love teaching. there is nothing as rewarding as educating and empowering people. i found teaching mor	STRING
HIGH	French/18_regular_expressions_fr.md	0	i am teacher and i love teaching. there is nothing as rewarding as educating and empowering people. i found teaching mor	STRING
HIGH	Spanish/18_regular_expressions_sp.md	0	i am teacher and i love teaching. there is nothing as rewarding as educating and empowering people. i found teaching mor	STRING
HIGH	Chinese/18_regular_expressions_cn.md	0	i am teacher and i love teaching. there is nothing as rewarding as educating and empowering people. i found teaching mor	STRING
HIGH	Arabic/18_regular_expressions.md	0	i am teacher and i love teaching. there is nothing as rewarding as educating and empowering people. i found teaching mor	STRING
HIGH	old_files/readme16-18.md	0	i am not sure if there is a convention how to write the word e-mail. some people write it as email others may write it a	STRING
HIGH	18_Day_Regular_expressions/18_regular_expressions.md	0	i am not sure if there is a convention how to write the word e-mail. some people write it as email others may write it a	STRING
HIGH	Portuguese/18_regular_expressions_pt.md	0	i am not sure if there is a convention how to write the word e-mail. some people write it as email others may write it a	STRING
HIGH	Persain/18_regular_expressions.md	0	i am not sure if there is a convention how to write the word e-mail. some people write it as email others may write it a	STRING
HIGH	French/18_regular_expressions_fr.md	0	i am not sure if there is a convention how to write the word e-mail. some people write it as email others may write it a	STRING
HIGH	Spanish/18_regular_expressions_sp.md	0	i am not sure if there is a convention how to write the word e-mail. some people write it as email others may write it a	STRING
HIGH	Chinese/18_regular_expressions_cn.md	0	i am not sure if there is a convention how to write the word e-mail. some people write it as email others may write it a	STRING
HIGH	Arabic/18_regular_expressions.md	0	i am not sure if there is a convention how to write the word e-mail. some people write it as email others may write it a	STRING
HIGH	old_files/readme16-18.md	0	%i $am@% a %tea@cher%, &and& i lo%#ve %tea@ching%;. there $is nothing; &as& mo@re rewarding as educa@ting &and& @emp%o@w	STRING
HIGH	18_Day_Regular_expressions/18_regular_expressions.md	0	%i $am@% a %tea@cher%, &and& i lo%#ve %tea@ching%;. there $is nothing; &as& mo@re rewarding as educa@ting &and& @emp%o@w	STRING
4 more matches not shown…

Excessive Try-Catch Wrapping13 hits · 17 pts

Severity	File	Line	Snippet	Context
LOW	German/17_exception_handling_de.md	53	except Exception as e:	CODE
LOW	Uzbek/17_exception_handling_uz.md	74	except Exception as e:	CODE
MEDIUM	Portuguese/17_exception_handling_pt.md	58	print('Something went wrong')	CODE
MEDIUM	Portuguese/17_exception_handling_pt.md	72	print('Something went wrong')	CODE
LOW	Portuguese/17_exception_handling_pt.md	140	except Exception as e:	CODE
LOW	Persain/17_exception_handling.md	139	except Exception as e:	CODE
LOW	French/17_exception_handling_fr.md	139	except Exception as e:	CODE
LOW	Spanish/17_exception_handling_sp.md	121	except Exception as e:	CODE
LOW	Chinese/17_exception_handling_cn.md	122	except Exception as e:	CODE
LOW	Arabic/17_exception_handling.md	139	except Exception as e:	CODE
MEDIUM	17_Day_Exception_handling/17_exception_handling.md	57	print('Something went wrong')	CODE
MEDIUM	17_Day_Exception_handling/17_exception_handling.md	71	print('Something went wrong')	CODE
LOW	17_Day_Exception_handling/17_exception_handling.md	139	except Exception as e:	CODE

Hyper-Verbose Identifiers16 hits · 16 pts

Severity	File	Line	Snippet	Context
LOW	old_files/readme13-15.md	382	def decorator_with_parameters(function):	CODE
LOW	old_files/readme13-15.md	383	def wrapper_accepting_parameters(para1, para2, para3):	CODE
LOW	Portuguese/14_higher_order_functions_pt.md	195	def decorator_with_parameters(function):	CODE
LOW	Portuguese/14_higher_order_functions_pt.md	196	def wrapper_accepting_parameters(para1, para2, para3):	CODE
LOW	Persain/14_higher_order_functions.md	191	def decorator_with_parameters(function):	CODE
LOW	Persain/14_higher_order_functions.md	192	def wrapper_accepting_parameters(para1, para2, para3):	CODE
LOW	French/14_higher_order_functions_fr.md	196	def decorator_with_parameters(function):	CODE
LOW	French/14_higher_order_functions_fr.md	197	def wrapper_accepting_parameters(para1, para2, para3):	CODE
LOW	Spanish/14_higher_order_functions_sp.md	194	def decorator_with_parameters(function):	CODE
LOW	Spanish/14_higher_order_functions_sp.md	195	def wrapper_accepting_parameters(para1, para2, para3):	CODE
LOW	Chinese/14_higher_order_functions.md	193	def decorator_with_parameters(function):	CODE
LOW	Chinese/14_higher_order_functions.md	194	def wrapper_accepting_parameters(para1, para2, para3):	CODE
LOW	Arabic/14_higher_order_functions.md	196	def decorator_with_parameters(function):	CODE
LOW	Arabic/14_higher_order_functions.md	197	def wrapper_accepting_parameters(para1, para2, para3):	CODE
LOW	…ay_Higher_order_functions/14_higher_order_functions.md	195	def decorator_with_parameters(function):	CODE
LOW	…ay_Higher_order_functions/14_higher_order_functions.md	196	def wrapper_accepting_parameters(para1, para2, para3):	CODE

Over-Commented Block13 hits · 13 pts

Severity	File	Line	Snippet	Context
LOW	Korean/10_loops_ko.md	381	###	COMMENT
LOW	old_files/readme10-12.md	321	In python after semicolon, it requires some code to run but we don't like to execute any code after if or for loop we ca	COMMENT
LOW	Uzbek/25_pandas_uz.md	161	# Ustun nomlari	COMMENT
LOW	10_Day_Loops/10_loops.md	401	####	COMMENT
LOW	Portuguese/12_modules_pt.md	261	```py	COMMENT
LOW	Portuguese/10_loops_pt.md	401	####	COMMENT
LOW	French/10_loops_fr.md	401	####	COMMENT
LOW	French/12_modules_fr.md	261	```py	COMMENT
LOW	12_Day_Modules/12_modules.md	261	```py	COMMENT
LOW	Spanish/12_modules_sp.md	261	#kcsy2	COMMENT
LOW	Chinese/12_modules.md	261	#输出：	COMMENT
LOW	Arabic/10_loops.md	401	####	COMMENT
LOW	Arabic/12_modules.md	261	print(user_id_gen_by_user()) # إدخال المستخدم: 5 5	COMMENT

Asabeneh/30-Days-Of-Python

Open-Source Code Quality, Security and Technical Debt Review