0.2

Adjusted Signal

0.2

Raw Pattern Score

100%

Time Factor

2026-10-31

Last Push

64.1K

Stars

Markdown

Language

725.1K

Lines of Code

40.3K

Files

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 0.5/100 · LOW

Can maintainers explain intent, assumptions, and trade-offs? 31 finding(s).

Hallucinated Dependency & Supply Chain Risk 0.1/100 · LOW

Are imports declared and package/API names verified? 8 finding(s).

Agent Over-Engineering Ratio 0.3/100 · LOW

Are wrappers, guards, and repeated structures necessary? 20 finding(s).

PR Review Velocity Impact 0.9/100 · LOW

Which changes need focused human review? 52 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 9MEDIUM 18LOW 25

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 52 distinct pattern matches across 14 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.

Modern AI Meta-Vocabulary12 hits · 42 pts

Severity	File	Line	Snippet	Context
MEDIUM⚡	pages.zh/common/zapier-scaffold.md	1	# zapier scaffold	COMMENT
MEDIUM⚡	pages.zh/common/zapier-scaffold.md	4	> 更多信息：<https://platform.zapier.com/reference/cli#scaffold>。	CODE
MEDIUM⚡	pages.zh/common/zapier-scaffold.md	4	> 更多信息：<https://platform.zapier.com/reference/cli#scaffold>。	CODE
MEDIUM⚡	pages.ko/common/zapier-scaffold.md	1	# zapier scaffold	COMMENT
MEDIUM⚡	pages.ko/common/zapier-scaffold.md	4	> 더 많은 정보: <https://platform.zapier.com/reference/cli#scaffold>.	CODE
MEDIUM⚡	pages.ko/common/zapier-scaffold.md	4	> 더 많은 정보: <https://platform.zapier.com/reference/cli#scaffold>.	CODE
MEDIUM⚡	pages/common/zapier-scaffold.md	1	# zapier scaffold	COMMENT
MEDIUM⚡	pages/common/zapier-scaffold.md	4	> More information: <https://platform.zapier.com/reference/cli#scaffold>.	CODE
MEDIUM⚡	pages/common/zapier-scaffold.md	4	> More information: <https://platform.zapier.com/reference/cli#scaffold>.	CODE
MEDIUM⚡	pages.ru/common/zapier-scaffold.md	1	# zapier scaffold	COMMENT
MEDIUM⚡	pages.ru/common/zapier-scaffold.md	4	> Больше информации: <https://platform.zapier.com/reference/cli#scaffold>.	CODE
MEDIUM⚡	pages.ru/common/zapier-scaffold.md	4	> Больше информации: <https://platform.zapier.com/reference/cli#scaffold>.	CODE

Cross-File Repetition6 hits · 30 pts

Severity	File	Snippet	Context
HIGH	scripts/set-see-also.py	a python script to add or update the "more information" link for all translations of a page. note: if the current direct	STRING
HIGH	scripts/set-page-title.py	a python script to add or update the "more information" link for all translations of a page. note: if the current direct	STRING
HIGH	scripts/set-more-info-link.py	a python script to add or update the "more information" link for all translations of a page. note: if the current direct	STRING
HIGH	scripts/set-see-also.py	synchronize a "more information" link into all translations. parameters: root (path): tldr_root pages_dirs (list of path	STRING
HIGH	scripts/set-page-title.py	synchronize a "more information" link into all translations. parameters: root (path): tldr_root pages_dirs (list of path	STRING
HIGH	scripts/set-more-info-link.py	synchronize a "more information" link into all translations. parameters: root (path): tldr_root pages_dirs (list of path	STRING

Magic Placeholder Names2 hits · 10 pts

Severity	File	Line	Snippet	Context
HIGH	pages/common/vllm-chat.md	24	`vllm chat --api-key {{your_api_key}} --quick "{{message}}"`	CODE
HIGH	pages/common/aider.md	8	`aider --model {{model_name}} --api-key {{your_api_key}}`	CODE

Fake / Example Data6 hits · 6 pts

Severity	File	Line	Snippet	Context
LOW	pages.ko/common/sd.md	8	`{{echo 'lorem ipsum 23 '}} \| sd '\s+$' ''`	CODE
LOW	pages.ko/common/csvgrep.md	14	- "이름" 열에서 "John Doe"가 포함되지 않는 행 찾기:	CODE
LOW	pages.id/common/csvgrep.md	15	- Temukan baris-baris di mana kolom "nama" TIDAK memuat string "John Doe":	CODE
LOW	pages/common/sd.md	8	`{{echo 'lorem ipsum 23 '}} \| sd '\s+$' ''`	CODE
LOW	pages/common/csvgrep.md	15	- Find rows in which the "name" column does NOT include the string "John Doe":	CODE
LOW	contributing-guides/style-guide.md	395	> It is suggested to enclose placeholders accepting strings as input within quotes. i.e. Use `"{{placeholder}}"` instead	CODE

Hyper-Verbose Identifiers6 hits · 6 pts

Severity	File	Line	Snippet	Context
LOW	scripts/update-command.py	76	def take_cmd_example_with_common_part(cmd_examples: list[str], common_part: str) -> str:	CODE
LOW	scripts/update-command.py	92	def find_cmd_example_with_common_part(common_part: str, page_text: str) -> list[str]:	CODE
LOW	scripts/set-alias-page.py	120	def generate_alias_page_content(	CODE
LOW	scripts/set-alias-page.py	221	def get_alias_command_in_page(path: Path, alias_pattern: str) -> AliasPageContent:	CODE
LOW	scripts/set-alias-page.py	285	def sync_alias_page_to_locale(pages_dir: Path, alias_page: AliasPage) -> list[Path]:	CODE
LOW	scripts/_common.py	400	def test_create_argument_parser():	CODE

Dead Code3 hits · 6 pts

Severity	File	Line	Context
MEDIUM	scripts/update-command.py	232	CODE
MEDIUM	scripts/update-command.py	234	CODE
MEDIUM	scripts/update-command.py	237	CODE

Deep Nesting6 hits · 6 pts

Severity	File	Line	Context
LOW	scripts/set-alias-page.py	442	CODE
LOW	scripts/set-see-also.py	221	CODE
LOW	scripts/set-page-title.py	166	CODE
LOW	scripts/_common.py	95	CODE
LOW	scripts/set-more-info-link.py	213	CODE
LOW	scripts/pdf/render.py	20	CODE

Synthetic Comment Markers1 hit · 5 pts

Severity	File	Line	Snippet	Context
HIGH	contributing-guides/AI-policy.md	20	- By submitting contributions generated by AI, you assume full responsibility for the contributions.	CODE

Excessive Try-Catch Wrapping3 hits · 3 pts

Severity	File	Line	Snippet	Context
MEDIUM	scripts/send-to-bot.py	51	print("Error sending data to tldr-bot:", str(e), file=sys.stderr)	STRING
MEDIUM	scripts/send-to-bot.py	81	print("Error sending data to tldr-bot!", file=sys.stderr)	STRING
LOW	scripts/wrong-filename.py	58	except Exception as exc:	CODE

Redundant / Tautological Comments2 hits · 3 pts

Severity	File	Line	Snippet	Context
LOW	scripts/_common.py	82	# Check if SystemExit is raised	COMMENT
LOW	scripts/_common.py	407	# Check if each expected argument is added with the correct configurations	COMMENT

Self-Referential Comments1 hit · 3 pts

Severity	File	Line	Snippet	Context
MEDIUM	scripts/build.sh	57	# Create the zip archive	COMMENT

Over-Commented Block2 hits · 2 pts

Severity	File	Line	Snippet	Context
LOW	scripts/check-pr.sh	1	#!/usr/bin/env bash	COMMENT
LOW	scripts/test.sh	1	#!/usr/bin/env bash	COMMENT

Modern Structural Boilerplate1 hit · 1 pts

Severity	File	Line	Snippet	Context
LOW	scripts/update-command.py	59	logger = logging.getLogger(__name__)	CODE

AI Structural Patterns1 hit · 1 pts

Severity	File	Line	Snippet	Context
LOW	scripts/set-alias-page.py	142		CODE

tldr-pages/tldr

Open-Source Code Quality, Security and Technical Debt Review