1.8

Adjusted Signal

1.8

Raw Pattern Score

100%

Time Factor

2026-10-30

Last Push

24.0K

Stars

Language

55.7K

Lines of Code

351

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 8.4/100 · LOW

Can maintainers explain intent, assumptions, and trade-offs? 72 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 0.3/100 · LOW

Are wrappers, guards, and repeated structures necessary? 3 finding(s).

PR Review Velocity Impact 6.6/100 · LOW

Which changes need focused human review? 72 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 0MEDIUM 2LOW 70

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 72 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.

Over-Commented Block45 hits · 45 pts

Severity	File	Line	Snippet	Context
LOW	.golangci.yaml	1	# Based on https://gist.github.com/maratori/47a4d00457a92aa426dbd48a18776322	COMMENT
LOW	.golangci.yaml	141	## you may want to enable	COMMENT
LOW	.golangci.yaml	161	## disabled	COMMENT
LOW	.golangci.yaml	181	#- wsl_v5 # [too strict and mostly code is not more readable] add or remove empty lines	COMMENT
LOW	.golangci.yaml	201	#	COMMENT
LOW	.golangci.yaml	321	gocritic:	COMMENT
LOW	.golangci.yaml	381	nolintlint:	COMMENT
LOW	.golangci.yaml	421	# https://github.com/go-simpler/sloglint?tab=readme-ov-file#no-global	COMMENT
LOW	website/src/env.d.ts	1	/// <reference path="../.astro/types.d.ts" />	COMMENT
LOW	src/superfile_config/hotkeys.toml	1	##############################################	COMMENT
LOW	src/superfile_config/config.toml	1	##############################################	COMMENT
LOW	src/superfile_config/config.toml	21		COMMENT
LOW	src/superfile_config/config.toml	41	# Should we display a footer in the file panel that provides more file information?	COMMENT
LOW	src/superfile_config/config.toml	101	# Whether to use the builtin syntax highlighting with chroma or use bat. Values: "" for builtin chroma, "bat" for bat	COMMENT
LOW	src/superfile_config/config.toml	121	# Default (0): Use the same width as file picker panel.	COMMENT
LOW	src/superfile_config/config.toml	161	#-- Detailed Metadata	COMMENT
LOW	src/superfile_config/vimHotkeys.toml	1	##############################################	COMMENT
LOW	src/superfile_config/theme/gruvbox-dark-hard.toml	1	##############################################	COMMENT
LOW	src/superfile_config/theme/kaolin.toml	1	##############################################	COMMENT
LOW	src/superfile_config/theme/everforest-dark-hard.toml	1	##############################################	COMMENT
LOW	src/superfile_config/theme/tokyonight.toml	1	##############################################	COMMENT
LOW	src/superfile_config/theme/0x96f.toml	1	##############################################	COMMENT
LOW	src/superfile_config/theme/everforest-dark-medium.toml	1	##############################################	COMMENT
LOW	src/superfile_config/theme/sugarplum.toml	1	##############################################	COMMENT
LOW	src/superfile_config/theme/catppuccin-latte.toml	1	##############################################	COMMENT
LOW	src/superfile_config/theme/blood.toml	1	##############################################	COMMENT
LOW	src/superfile_config/theme/catppuccin-mocha.toml	1	##############################################	COMMENT
LOW	src/superfile_config/theme/hacks.toml	1	##############################################	COMMENT
LOW	src/superfile_config/theme/catppuccin-macchiato.toml	1	##############################################	COMMENT
LOW	src/superfile_config/theme/onedark.toml	1	##############################################	COMMENT
LOW	src/superfile_config/theme/poimandres.toml	1	##############################################	COMMENT
LOW	src/superfile_config/theme/dracula.toml	1	##############################################	COMMENT
LOW	src/superfile_config/theme/rose-pine.toml	1	##############################################	COMMENT
LOW	src/superfile_config/theme/gruvbox.toml	1	##############################################	COMMENT
LOW	src/superfile_config/theme/ayu-dark.toml	1	##############################################	COMMENT
LOW	src/superfile_config/theme/monokai.toml	1	##############################################	COMMENT
LOW	src/superfile_config/theme/nord.toml	1	##############################################	COMMENT
LOW	src/superfile_config/theme/catppuccin-frappe.toml	1	##############################################	COMMENT
LOW	src/config/icon/function.go	1	package icon	COMMENT
LOW	src/internal/model_prompt_test.go	41	// 4a. Working split	COMMENT
LOW	src/internal/function.go	21	var suffixRegexp = regexp.MustCompile(`^(.*)$(\d+)$$`)	COMMENT
LOW	src/internal/ui/processbar/model_update_test.go	1	package processbar	COMMENT
LOW	src/internal/ui/filepanel/get_elements_test.go	21	utils.SetupDirectories(t, curTestDir, dir1, dir2, dirNatural)	COMMENT
LOW	src/internal/ui/prompt/model_test.go	261	// 1 - Default view with shell mode and spf prompt mode	COMMENT
LOW	src/internal/ui/preview/render_test.go	21	- video, pdf, image, corrupted files, files with bad perms?,	COMMENT

Structural Annotation Overuse9 hits · 20 pts

Severity	File	Line	Snippet	Context
LOW⚡	dev.sh	176	# Step 1: Tidy up the go mod	COMMENT
LOW⚡	dev.sh	185	# Step 2: Format the code	COMMENT
LOW⚡	dev.sh	194	# Step 3: Run the linter	COMMENT
LOW⚡	dev.sh	203	# Step 4: Run unit tests (unless skipped)	COMMENT
LOW⚡	dev.sh	225	# Step 5: Run integration testsuite (if requested)	COMMENT
LOW	dev.sh	296	# Step 6: Build the app	COMMENT
LOW⚡	website/src/content/docs/configure/enable-plugin.md	20	### Step 1: Install Required Dependencies	COMMENT
LOW⚡	website/src/content/docs/configure/enable-plugin.md	24	### Step 2: Edit Configuration File	COMMENT
LOW⚡	website/src/content/docs/configure/enable-plugin.md	32	### Step 3: Enable the Plugin	COMMENT

Verbosity Indicators6 hits · 13 pts

Severity	File	Line	Snippet	Context
LOW⚡	dev.sh	176	# Step 1: Tidy up the go mod	COMMENT
LOW⚡	dev.sh	185	# Step 2: Format the code	COMMENT
LOW⚡	dev.sh	194	# Step 3: Run the linter	COMMENT
LOW⚡	dev.sh	203	# Step 4: Run unit tests (unless skipped)	COMMENT
LOW⚡	dev.sh	225	# Step 5: Run integration testsuite (if requested)	COMMENT
LOW	dev.sh	296	# Step 6: Build the app	COMMENT

Redundant / Tautological Comments4 hits · 8 pts

Severity	File	Line	Snippet	Context
LOW	dev.sh	12	# Check if colors should be disabled	COMMENT
LOW	dev.sh	75	# Check if activate script exists and has proper permissions	COMMENT
LOW⚡	dev.sh	229	# Check if Python is available	COMMENT
LOW⚡	dev.sh	235	# Check if testsuite requirements are installed	COMMENT

Self-Referential Comments1 hit · 3 pts

Severity	File	Line	Snippet	Context
MEDIUM	.golangci.yaml	13	# This file is licensed under the terms of the MIT license https://opensource.org/license/mit	COMMENT

AI Slop Vocabulary1 hit · 3 pts

Severity	File	Line	Snippet	Context
MEDIUM	.golangci.yaml	142	#- arangolint # opinionated best practices for arangodb client	COMMENT

TODO Padding2 hits · 3 pts

Severity	File	Line	Snippet	Context
LOW	src/internal/model_layout_test.go	269	// TODO: Add validation that we are actually at sidebar	COMMENT
LOW	src/internal/validation.go	376	// TODO: Add validations for overlay models	COMMENT

Hyper-Verbose Identifiers2 hits · 2 pts

Severity	File	Line	Snippet	Context
LOW	testsuite/core/trash_utils.py	40	def _find_darwin_trashed_path(original_path: Path) -> Optional[Path]:	CODE
LOW	testsuite/core/trash_utils.py	86	def _find_windows_trashed_path(original_path: Path) -> Optional[Path]:	CODE

AI Structural Patterns1 hit · 1 pts

Severity	File	Line	Snippet	Context
LOW	testsuite/core/base_test.py	43		CODE

Deep Nesting1 hit · 1 pts

Severity	File	Line	Snippet	Context
LOW	testsuite/core/runner.py	40		CODE

yorukot/superfile

Open-Source Code Quality, Security and Technical Debt Review