3.3

Adjusted Signal

3.3

Raw Pattern Score

100%

Time Factor

2026-10-23

Last Push

12.8K

Stars

Rust

Language

197.3K

Lines of Code

828

Files

645

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 14.8/100 · LOW

Can maintainers explain intent, assumptions, and trade-offs? 640 finding(s).

Hallucinated Dependency & Supply Chain Risk 0.7/100 · LOW

Are imports declared and package/API names verified? 5 finding(s).

Agent Over-Engineering Ratio 0.6/100 · LOW

Are wrappers, guards, and repeated structures necessary? 25 finding(s).

PR Review Velocity Impact 15.6/100 · LOW

Which changes need focused human review? 645 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 4MEDIUM 3LOW 638

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 645 distinct pattern matches across 7 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 Block611 hits · 596 pts

Severity	File	Line	Snippet	Context
LOW	ui/vite.config.ts	41	],	COMMENT
LOW	ui/src/components/swarm/tasks-section.tsx	161	// <SortableHeader column={column} title="Created" />	COMMENT
LOW	ui/src/lib/color.ts	441	// case Types.TagColor.Slate:	COMMENT
LOW	ui/src/lib/color.ts	461	// return "amber-400";	COMMENT
LOW	ui/src/lib/color.ts	481	// case Types.TagColor.LightGreen:	COMMENT
LOW	ui/src/lib/color.ts	501		COMMENT
LOW	ui/src/lib/color.ts	521	// return "blue-900";	COMMENT
LOW	ui/src/lib/color.ts	541	// case Types.TagColor.DarkPurple:	COMMENT
LOW	ui/src/lib/color.ts	561	// return "rose-600";	COMMENT
LOW	bin/core/src/network.rs	1	//! # Network Configuration Module	COMMENT
LOW	bin/core/src/monitor/mod.rs	81	}	COMMENT
LOW	bin/core/src/api/execute/stack.rs	621	req	COMMENT
LOW	bin/core/src/resource/swarm.rs	181	// let swarms = find_collect(&db_client().swarms, None, None)	COMMENT
LOW	bin/core/src/helpers/action_state.rs	1	//! # Action State Management	COMMENT
LOW	bin/core/src/helpers/action_state.rs	41	pub sync:	COMMENT
LOW	bin/core/src/helpers/action_state.rs	81		COMMENT
LOW	bin/core/src/helpers/action_state.rs	141	/// is dropped, preventing deadlocks. This is ensured by all public methods	COMMENT
LOW	bin/cli/src/command/mod.rs	181		COMMENT
LOW	bin/periphery/src/stats/mem.rs	1	/// Memory breakdown, all fields in bytes.	COMMENT
LOW	config/periphery.config.toml	1	################################	COMMENT
LOW	config/periphery.config.toml	21	## - JSON: https://it-tools.tech/toml-to-json	COMMENT
LOW	config/periphery.config.toml	41		COMMENT
LOW	config/periphery.config.toml	61	## For example, `bash` or `zsh`.	COMMENT
LOW	config/periphery.config.toml	81	## Default: 5-sec	COMMENT
LOW	config/periphery.config.toml	101		COMMENT
LOW	config/periphery.config.toml	121	## Periphery gains knowledge of the Core public key through the noise handshake.	COMMENT
LOW	config/periphery.config.toml	141	# core_address = "demo.komo.do"	COMMENT
LOW	config/periphery.config.toml	161	## Default: If 'core_addresses' are defined, false, otherwise true.	COMMENT
LOW	config/periphery.config.toml	181		COMMENT
LOW	config/periphery.config.toml	201	###########	COMMENT
LOW	config/periphery.config.toml	221	## Set the opentelemetry service name attached to the telemetry Periphery will send.	COMMENT
LOW	config/periphery.config.toml	241	## Default: false	COMMENT
LOW	config/periphery.config.toml	261		COMMENT
LOW	config/periphery.config.toml	281	# [[image_registry]]	COMMENT
LOW	config/core.config.toml	1	###########################	COMMENT
LOW	config/core.config.toml	21	## - JSON: https://it-tools.tech/toml-to-json	COMMENT
LOW	config/core.config.toml	41	## Env: KOMODO_BIND_IP	COMMENT
LOW	config/core.config.toml	61	## Default: None	COMMENT
LOW	config/core.config.toml	81		COMMENT
LOW	config/core.config.toml	101	## Users will still be able to trigger reconnect by clicking the connection indicator.	COMMENT
LOW	config/core.config.toml	121	## Env: KOMODO_REPO_DIRECTORY	COMMENT
LOW	config/core.config.toml	141	## Allow user login with a username / password.	COMMENT
LOW	config/core.config.toml	161	## Default: None	COMMENT
LOW	config/core.config.toml	181		COMMENT
LOW	config/core.config.toml	201	## Normally all enabled users can create resources.	COMMENT
LOW	config/core.config.toml	221	## Default: empty string, meaning a random secret will be generated at startup.	COMMENT
LOW	config/core.config.toml	241	##	COMMENT
LOW	config/core.config.toml	261	## Optional, no default.	COMMENT
LOW	config/core.config.toml	281		COMMENT
LOW	config/core.config.toml	321	## Required if github_oauth is enabled.	COMMENT
LOW	config/core.config.toml	341	auth_rate_limit_disabled = false	COMMENT
LOW	config/core.config.toml	361	## Default: empty	COMMENT
LOW	config/core.config.toml	381		COMMENT
LOW	config/core.config.toml	401	## Apply Content Security Policy directives.	COMMENT
LOW	config/core.config.toml	421	## Interval at which to poll Resources for any updates / automated actions.	COMMENT
LOW	config/core.config.toml	441	## Path to the ssl cert.	COMMENT
LOW	config/core.config.toml	461	## Env: KOMODO_DATABASE_ADDRESS	COMMENT
LOW	config/core.config.toml	481		COMMENT
LOW	config/core.config.toml	501	###########	COMMENT
LOW	config/core.config.toml	521		COMMENT
551 more matches not shown…

Hyper-Verbose Identifiers25 hits · 25 pts

Severity	File	Line	Snippet	Context
LOW	ui/src/app/topbar/omni-search/hooks.tsx	360	function terminalTargetDescription(	CODE
LOW	ui/src/resources/new-with-deploy-target.tsx	9	export default function NewResourceWithDeployTarget({	CODE
LOW	ui/src/resources/swarm/resources.tsx	12	export default function SwarmHostedResourcesSection({	CODE
LOW	ui/src/resources/server/resources.tsx	12	export default function ServerHostedResourcesSection({	CODE
LOW	…/src/resources/procedure/config/execution-selector.tsx	17	export default function ProcedureExecutionSelector({	CODE
LOW	ui/src/resources/deployment/update-available.tsx	16	export default function DeploymentUpdateAvailable({	CODE
LOW	ui/src/resources/deployment/tabs.tsx	139	function InspectDeploymentContainer({	CODE
LOW	ui/src/resources/deployment/config/restart.tsx	12	export default function DeploymentRestartSelector({	CODE
LOW	ui/src/resources/deployment/config/network.tsx	14	export default function DeploymentNetworkSelector({	CODE
LOW	ui/src/resources/repo/resources.tsx	12	export default function RepoLinkedResourcesSection({	CODE
LOW	ui/src/components/docker/batch-executions.tsx	95	function DockerBatchExecutionsDropdownMenu({	CODE
LOW	ui/src/components/docker/batch-executions.tsx	173	function DockerBatchExecutionsModal({	CODE
LOW	ui/src/components/permissions/specific-selector.tsx	46	export default function SpecificPermissionSelector({	CODE
LOW	ui/src/components/permissions/specific-section.tsx	22	export default function SpecificPermissionsSection({	CODE
LOW	ui/src/lib/utils.ts	241	export function resourceTargetFromTerminalTarget(	CODE
LOW	ui/src/lib/color.ts	44	export function swarmNodeAvailabilityIntention(	CODE
LOW	ui/src/lib/color.ts	256	export function resourceSyncStateIntention(status?: Types.ResourceSyncState) {	CODE
LOW	ui/src/lib/hooks.ts	601	export function useResourceSelectionState(	CODE
LOW	ui/src/lib/hooks.ts	614	export function useSelectedDockerResources(type: DockerResourceType) {	CODE
LOW	ui/src/lib/hooks.ts	656	export function useFilterByUpdateAvailable(): [boolean, () => void] {	CODE
LOW	ui/src/lib/hooks.ts	748	export function useTerminalTargetPermissions(target: Types.TerminalTarget) {	CODE
LOW	ui/src/lib/hooks.ts	759	export function useTemplatesQueryBehavior() {	CODE
LOW	ui/src/pages/swarm/config/services.tsx	13	export default function SwarmConfigServicesSection({	CODE
LOW	ui/src/pages/swarm/secret/services.tsx	13	export default function SwarmSecretServicesSection({	CODE
LOW	ui/src/pages/terminals/new.tsx	367	function CreateStackServiceTerminal({	CODE

Magic Placeholder Names4 hits · 25 pts

Severity	File	Line	Snippet	Context
HIGH	bin/cli/README.md	20	key = "YOUR-API-KEY"	CODE
HIGH	bin/cli/README.md	28	komodo --url "https://your.komodo.address" --key "YOUR-API-KEY" --secret "YOUR-API-SECRET" ...	CODE
HIGH	client/core/rs/src/api/mod.rs	11	//! - X-Api-Key: `your_api_key`	COMMENT
HIGH	client/core/rs/src/api/mod.rs	38	//! --header "X-Api-Key: your_api_key" \	COMMENT

Self-Referential Comments2 hits · 6 pts

Severity	File	Line	Snippet	Context
MEDIUM	config/core.config.toml	12	## This file is bundled into the official image, `ghcr.io/moghtech/komodo-core`,	COMMENT
MEDIUM	config/core.config.toml	146	## Create a new Komodo user (Sign Up button), login to the database with Compass, note down your old users username and	COMMENT

Slop Phrases1 hit · 3 pts

Severity	File	Line	Snippet	Context
MEDIUM	config/core.config.toml	284	## you can add the audience `...` to the list here (assuming it should be trusted).	COMMENT

TODO Padding1 hit · 2 pts

Severity	File	Line	Snippet	Context
LOW	bin/periphery/src/api/terminal.rs	405	// TODO: Handle error	COMMENT

Unused Imports1 hit · 1 pts

Severity	File	Line	Snippet	Context
LOW	scripts/install-cli.py	2		CODE

moghtech/komodo

Open-Source Code Quality, Security and Technical Debt Review