2.9

Adjusted Signal

2.9

Raw Pattern Score

100%

Time Factor

2026-10-30

Last Push

12.4K

Stars

Language

58.6K

Lines of Code

753

Files

125

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 10.3/100 · LOW

Can maintainers explain intent, assumptions, and trade-offs? 111 finding(s).

Hallucinated Dependency & Supply Chain Risk 1.3/100 · LOW

Are imports declared and package/API names verified? 6 finding(s).

Agent Over-Engineering Ratio 2.0/100 · LOW

Are wrappers, guards, and repeated structures necessary? 8 finding(s).

PR Review Velocity Impact 13.2/100 · LOW

Which changes need focused human review? 125 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 0MEDIUM 16LOW 108

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 125 distinct pattern matches across 8 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 Block99 hits · 99 pts

Severity	File	Line	Snippet	Context
LOW	.goreleaser.yaml	41	release:	COMMENT
LOW	devbox.json	61	"update-hash": [	COMMENT
LOW	devbox.json	81	"release-changes": "node scripts/release.ts --changes \"$@\"",	COMMENT
LOW	nix/nix.go	221		COMMENT
LOW	nix/nix.go	281	// StoreDir is the path to the Nix store directory, usually /nix/store.	COMMENT
LOW	nix/nix.go	381	// If the version isn't a valid semver, check to see if it's a	COMMENT
LOW	nix/nix.go	401	if !i.IsLix() {	COMMENT
LOW	nix/command.go	21		COMMENT
LOW	nix/flake/flakeref.go	21	TypeGitHub = "github"	COMMENT
LOW	nix/flake/flakeref.go	81		COMMENT
LOW	nix/flake/flakeref.go	321	// (which defaults to true), so we have to be conservative and	COMMENT
LOW	nix/flake/flakeref.go	341	//	COMMENT
LOW	nix/flake/flakeref.go	601		COMMENT
LOW	nix/flake/flakeref.go	621	type Installable struct {	COMMENT
LOW	testscripts/basic/install_hello.test.txt	21	# As is, we always print 'Ensuring packages are installed'.	COMMENT
LOW	testscripts/languages/python_patch_cuda.test.txt	1	# Python Patch CUDA Test	COMMENT
LOW	testscripts/add/add_insecure.tst.txt	1	# Tests installing an insecure package.	COMMENT
LOW	internal/boxcli/featureflag/impure_print_dev_env.go	1	// Copyright 2024 Jetify Inc. and contributors. All rights reserved.	COMMENT
LOW	internal/searcher/model.go	61	Systems map[string]struct {	COMMENT
LOW	internal/fileutil/fileutil.go	21	//	COMMENT
LOW	internal/nix/doc.go	1	// Copyright 2024 Jetify Inc. and contributors. All rights reserved.	COMMENT
LOW	internal/nix/install.go	21		COMMENT
LOW	internal/nix/nixprofile/item.go	21	// This field is used instead of index for `list`, `remove` and `upgrade` subcommands of `nix profile`.	COMMENT
LOW	internal/shellgen/doc.go	1	package shellgen	COMMENT
LOW	internal/devpkg/package.go	41		COMMENT
LOW	internal/devpkg/package.go	61	// - If the package doesn't exist in the lockfile, it resolves to the	COMMENT
LOW	internal/devpkg/package.go	801		COMMENT
LOW	internal/devpkg/narinfo_cache.go	221	// stores hits. Misses stay in memory because they can become hits later (a path	COMMENT
LOW	internal/plugin/plugin.go	61	// embedded ConfigFile.Hash only covers the plugin.json itself, so without this	COMMENT
LOW	internal/lock/resolve.go	221	}	COMMENT
LOW	internal/redact/redact.go	1	// Copyright 2024 Jetify Inc. and contributors. All rights reserved.	COMMENT
LOW	internal/redact/redact.go	21	// redactable. A redactable error defines an alternative message for its	COMMENT
LOW	internal/redact/redact.go	41	// }	COMMENT
LOW	internal/redact/redact.go	101	return &redactedError{	COMMENT
LOW	internal/devbox/inithookenv.go	21	// EnvVarsWithInitHook returns the environment variables for the Devbox	COMMENT
LOW	internal/devbox/update.go	81	if opts.NoInstall {	COMMENT
LOW	internal/devbox/envvars.go	81	} else {	COMMENT
LOW	internal/devbox/devbox.go	341	// my file	COMMENT
LOW	internal/devbox/devbox.go	701	// functions that we don't need (like genericBuild). For reference, each type translates to bash as follows:	COMMENT
LOW	internal/devbox/devbox.go	721	if ignoreDevEnvVar[key] {	COMMENT
LOW	internal/devbox/devbox.go	741	// 2. Copy variables from "nix print-dev-env" except for those in	COMMENT
LOW	internal/devbox/devbox.go	821	// devboxEnvPath starts with the initial PATH from print-dev-env, and is	COMMENT
LOW	internal/devbox/shellcmd/command.go	41	// value such that:	COMMENT
LOW	internal/devbox/envpath/stack.go	21	// 1. The stack enables tracking which sub-paths in PATH come from which devbox-project	COMMENT
LOW	internal/patchpkg/elf.go	61		COMMENT
LOW	internal/vercheck/project.go	21	)	COMMENT
LOW	internal/devconfig/configfile/ast.go	21	// automatically be marshaled back to JSON. Support for modifying a part of	COMMENT
LOW	internal/devconfig/configfile/ast.go	41	root, err := hujson.Parse(b)	COMMENT
LOW	internal/devconfig/configfile/file.go	21		COMMENT
LOW	internal/devconfig/configfile/file.go	61	Shell *shellConfig `json:"shell,omitempty"`	COMMENT
LOW	internal/devconfig/configfile/devbox_version.go	41	// version constraint string, which uses the default "warn" policy:	COMMENT
LOW	internal/conf/doc.go	1	// Copyright 2024 Jetify Inc. and contributors. All rights reserved.	COMMENT
LOW	internal/cuecfg/doc.go	1	// Copyright 2024 Jetify Inc. and contributors. All rights reserved.	COMMENT
LOW	examples/stacks/jekyll/myblog/_config.yml	1	# Welcome to Jekyll!	COMMENT
LOW	examples/stacks/jekyll/myblog/_config.yml	41	# - vendor/cache/	COMMENT
LOW	examples/stacks/drupal/web/robots.txt	1	#	COMMENT
LOW	…mples/stacks/drupal/web/sites/development.services.yml	1	# Local development services.	COMMENT
LOW	…s/stacks/drupal/web/sites/default/default.settings.php	901	*/	COMMENT
LOW	…s/stacks/drupal/web/sites/default/default.services.yml	1	parameters:	COMMENT
LOW	…s/stacks/drupal/web/sites/default/default.services.yml	21	# is deleted, authenticated users are logged out, and the contents of the	COMMENT
39 more matches not shown…

Decorative Section Separators8 hits · 24 pts

Severity	File	Line	Snippet	Context
MEDIUM	scripts/install.sh	11	# ========================	COMMENT
MEDIUM	scripts/install.sh	13	# ========================	COMMENT
MEDIUM	scripts/install.sh	36	# ====================	COMMENT
MEDIUM	scripts/install.sh	38	# ====================	COMMENT
MEDIUM	scripts/install.sh	56	# ====================	COMMENT
MEDIUM	scripts/install.sh	58	# ====================	COMMENT
MEDIUM	scripts/install.sh	195	# ==============	COMMENT
MEDIUM	scripts/install.sh	197	# ==============	COMMENT

Self-Referential Comments5 hits · 14 pts

Severity	File	Line	Snippet	Context
MEDIUM	…s/rails/blog/config/initializers/permissions_policy.rb	1	# Define an application-wide HTTP permissions policy. For further	COMMENT
MEDIUM	…ls/blog/config/initializers/content_security_policy.rb	3	# Define an application-wide content security policy.	COMMENT
MEDIUM	examples/stacks/rails/blog/db/schema.rb	1	# This file is auto-generated from the current state of the database. Instead	COMMENT
MEDIUM	examples/stacks/rails/blog/db/schema.rb	5	# This file is the source Rails uses to define your schema when running `bin/rails	COMMENT
MEDIUM	examples/data_science/R/src/examplePlot.R	13	geom_point() + # Create a scatter plot	CODE

Hallucination Indicators1 hit · 10 pts

Severity	File	Line	Snippet	Context
CRITICAL	.github/workflows/random-reviewer-assignment.yml	32	const prAuthor = context.payload.pull_request.user.login.toLowerCase();	CODE

AI Slop Vocabulary3 hits · 9 pts

Severity	File	Line	Snippet	Context
MEDIUM	internal/shellgen/generate.go	114	// Definitely a new file if we had to make the directory.	COMMENT
MEDIUM	internal/devconfig/configfile/env.go	27	// before calling this method. But having it makes it more robust	COMMENT
MEDIUM	examples/development/haskell/my-project/stack.yaml	4	# For advanced use and comprehensive documentation of the format, please see:	COMMENT

Redundant / Tautological Comments4 hits · 6 pts

Severity	File	Line	Snippet	Context
LOW	plugins/python/venvShellHook.sh	25	# Check if the directory exists	COMMENT
LOW	plugins/python/venvShellHook.sh	28	# Check if we've already run this script	COMMENT
LOW	…es/stacks/rails/blog/config/environments/production.rb	68	# Set this to true and configure the email server for immediate delivery to raise delivery errors.	COMMENT
LOW	.github/workflows/cli-tests.yaml	305	# Check if file exists, create directory if needed	COMMENT

Unused Imports3 hits · 3 pts

Severity	File	Line	Context
LOW	examples/stacks/django/todo_project/todo_app/admin.py	1	CODE
LOW	examples/stacks/django/todo_project/todo_app/tests.py	1	CODE
LOW	…les/cloud_development/temporal/hello/hello_activity.py	2	CODE

Fake / Example Data2 hits · 2 pts

Severity	File	Line	Snippet	Context
LOW	examples/stacks/lepp-stack/setup_postgres_db.sql	24	INSERT INTO address_book (first_name, last_name, phone, email) VALUES ('Jim', 'Hawkins', '555-0100', 'jhawk@jetpack.io')	CODE
LOW	examples/stacks/lapp-stack/setup_postgres_db.sql	24	INSERT INTO address_book (first_name, last_name, phone, email) VALUES ('Jim', 'Hawkins', '555-0100', 'jhawk@jetpack.io')	CODE

jetify-com/devbox

Open-Source Code Quality, Security and Technical Debt Review