0.6

Adjusted Signal

0.6

Raw Pattern Score

100%

Time Factor

2026-10-29

Last Push

6.8K

Stars

Language

262.1K

Lines of Code

919

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 2.7/100 · LOW

Can maintainers explain intent, assumptions, and trade-offs? 121 finding(s).

Hallucinated Dependency & Supply Chain Risk 0.2/100 · LOW

Are imports declared and package/API names verified? 4 finding(s).

Agent Over-Engineering Ratio 0.0/100 · LOW

Are wrappers, guards, and repeated structures necessary? 0 finding(s).

PR Review Velocity Impact 2.8/100 · 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 0HIGH 1MEDIUM 10LOW 114

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 6 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 Block109 hits · 109 pts

Severity	File	Line	Snippet	Context
LOW	THIRD_PARTY_LICENSES.txt	2621	// Redistribution and use in source and binary forms, with or without	COMMENT
LOW	tilt-values.yaml	121	ui:	COMMENT
LOW	core/pkg/reader/func.go	1	package reader	COMMENT
LOW	core/pkg/util/httputil/httputil.go	41		COMMENT
LOW	core/pkg/util/monitor/memory/memorylimitstats.go	21	// SmoothingFactor is a value between 0 and 1 which defines how weight importance	COMMENT
LOW	core/pkg/util/fileutil/locks_unix.go	41	// WriteLockedFD uses the flock() syscall to safely write to an open file as	COMMENT
LOW	core/pkg/util/filterutil/filterutil.go	61	// It takes an optional LabelConfig, which if provided enables "label-mapped"	COMMENT
LOW	core/pkg/util/worker/example_worker_test.go	21	// of 1 second between calls), we'll want to execute each in a goroutine. Let's	COMMENT
LOW	core/pkg/util/worker/example_worker_test.go	101	// Received Result: 12.00 for Input: 2	COMMENT
LOW	core/pkg/util/worker/example_worker_test.go	141	// Received Result: 15.00 for Input: 5	COMMENT
LOW	core/pkg/source/querygroup.go	61	// q1 := WithGroup(grp, QueryFoo())	COMMENT
LOW	core/pkg/source/queryresult.go	21	if results.Error != nil {	COMMENT
LOW	core/pkg/protocol/protocol.go	1	package protocol	COMMENT
LOW	core/pkg/storage/storage.go	41		COMMENT
LOW	core/pkg/model/pb/messages.pb.go	261	// corresponds to 'availability zone' of FOCUS	COMMENT
LOW	core/pkg/model/pb/messages.pb.go	461	// FOCUS Commitment Discount Type	COMMENT
LOW	core/pkg/model/kubemodel/bingen.go	1	package kubemodel	COMMENT
LOW	core/pkg/model/kubemodel/service.go	41	// 1. Load Balancers (LoadBalancer type) - Cloud provider LB hourly cost + data transfer	COMMENT
LOW	core/pkg/opencost/asset.go	1321		COMMENT
LOW	core/pkg/opencost/asset.go	2121	// to be "partially preemptible" by adding a preemptible node with a	COMMENT
LOW	core/pkg/opencost/asset.go	2141	// [corehr]([min/hr][1/min]) = [corehr]/[hr] = core	COMMENT
LOW	core/pkg/opencost/asset.go	2161	}	COMMENT
LOW	core/pkg/opencost/window.go	621	// ?------]	COMMENT
LOW	core/pkg/opencost/window.go	741	// DurationOffsetStrings returns formatted, Prometheus-compatible strings representing	COMMENT
LOW	core/pkg/opencost/window.go	761	// 1. item falls entirely within one CloudCostSet window	COMMENT
LOW	core/pkg/opencost/bingen.go	1	package opencost	COMMENT
LOW	core/pkg/opencost/bingen.go	21	////////////////////////////////////////////////////////////////////////////////	COMMENT
LOW	core/pkg/opencost/bingen.go	41	// @bingen:generate:Node	COMMENT
LOW	core/pkg/opencost/bingen.go	61	// @bingen:generate:GPUAllocation	COMMENT
LOW	core/pkg/opencost/summaryallocation.go	481	// operations details, as well as the fact that reconciliation has been	COMMENT
LOW	core/pkg/opencost/summaryallocation.go	681	// The order of operations for aggregating a SummaryAllotionSet is as	COMMENT
LOW	core/pkg/opencost/summaryallocation.go	701	// been applied. (Used for filtering proportional amount of idle.)	COMMENT
LOW	core/pkg/opencost/summaryallocation.go	921		COMMENT
LOW	core/pkg/opencost/allocation_test.go	641	// generated by GenerateMockAllocationSet:	COMMENT
LOW	core/pkg/opencost/allocation_test.go	661	// cluster1 subtotal 66.00 11.00 31.00 6.00 6.00 6.00 6.00	COMMENT
LOW	core/pkg/opencost/allocation_test.go	681	// +----------------------------------------+------+------+------+------+------+------+------+	COMMENT
LOW	core/pkg/opencost/allocation_test.go	701	// 3 Share idle	COMMENT
LOW	core/pkg/opencost/allocation_test.go	1561	},	COMMENT
LOW	core/pkg/opencost/allocation_test.go	1581	// cluster2.ram 2.5000 = 5.00*(3.0/6.0)	COMMENT
LOW	core/pkg/opencost/allocation_test.go	1621	// cluster1.ram 12.1875 = 15.00*(13.0/16.0)	COMMENT
LOW	core/pkg/opencost/allocation_test.go	1661	results: map[string]float64{	COMMENT
LOW	core/pkg/opencost/allocation_test.go	1681	// cluster2.cpu 2.5000 = 5.00*(3.0/6.0)	COMMENT
LOW	core/pkg/opencost/allocation_test.go	1961	// idle: 20.00 5.00 15.00 0.00 0.00 0.00 0.00	COMMENT
LOW	core/pkg/opencost/allocation_test.go	1981	// pod-mno: (deployment2)	COMMENT
LOW	core/pkg/opencost/allocation_test.go	2341	// TODO niko	COMMENT
LOW	core/pkg/opencost/allocation.go	221	lba.Hours = 0	COMMENT
LOW	core/pkg/opencost/allocation.go	1561	// AllocationProperty. This will only be legal if the AllocationSet is divisible by the	COMMENT
LOW	core/pkg/opencost/allocation.go	1581	// e) if there are shared resources, compute share coefficients	COMMENT
LOW	core/pkg/opencost/allocation.go	1761	// allocation only.	COMMENT
LOW	core/pkg/opencost/allocation.go	1801	err := deriveProportionalAssetResourceCosts(options, as, shareSet, parcSet)	COMMENT
LOW	core/pkg/opencost/allocation.go	1821	//	COMMENT
LOW	core/pkg/opencost/allocation.go	2101	aggSet.Insert(alloc)	COMMENT
LOW	core/pkg/opencost/allocation.go	2181	// - namespace2 36.000	COMMENT
LOW	core/pkg/opencost/allocation.go	2201	// 3. Filter out all but namespace2	COMMENT
LOW	core/pkg/opencost/mock.go	441	// and cluster2). Include Nodes and Disks for both, even though only	COMMENT
LOW	core/pkg/opencost/mock.go	461	// node1 35.00 20.00 15.00 0.00 0.00	COMMENT
LOW	core/pkg/opencost/mock.go	561		COMMENT
LOW	core/pkg/opencost/mock.go	641	//	COMMENT
LOW	core/pkg/opencost/mock.go	661	// disk3: 2.50 0.00	COMMENT
LOW	core/pkg/opencost/totals.go	341	key := node.Properties.Cluster	COMMENT
49 more matches not shown…

AI Slop Vocabulary8 hits · 24 pts

Severity	File	Line	Snippet	Context
MEDIUM	core/pkg/util/worker/worker.go	32	// WorkProcessor is a group of inputs that leverage a WorkerPool to run inputs through workers and	COMMENT
MEDIUM	core/pkg/util/worker/worker.go	39	// WorkGroup is a group of inputs that leverage a WorkerPool to run inputs through workers and	COMMENT
MEDIUM	core/pkg/protocol/protocol.go	9	// To provide a "static" set of utilities, we can utilize method selectors on	COMMENT
MEDIUM	core/pkg/model/kubemodel/kubemodel_codecs.go	264	// NewEncodingContextFromBuffer creates a new EncodingContext instance that will leverage an existing	COMMENT
MEDIUM	core/pkg/opencost/opencost_codecs_test.go	708	// convert bytes to reader in order to leverage io.Reader string table	COMMENT
MEDIUM	core/pkg/opencost/opencost_codecs.go	278	// NewEncodingContextFromBuffer creates a new EncodingContext instance that will leverage an existing	COMMENT
MEDIUM	modules/collector-source/pkg/metric/metric_codecs.go	234	// NewEncodingContextFromBuffer creates a new EncodingContext instance that will leverage an existing	COMMENT
MEDIUM	modules/collector-source/pkg/metric/store.go	28	// which utilize the same metric.	COMMENT

Self-Referential Comments2 hits · 6 pts

Severity	File	Line	Snippet	Context
MEDIUM	.github/workflows/build-and-publish-develop.yml	62	# Create the new tag	COMMENT
MEDIUM	.github/workflows/sbom.yml	171	# Create a summary of the SBOM generation	COMMENT

Magic Placeholder Names1 hit · 5 pts

Severity	File	Line	Snippet	Context
HIGH	pkg/currency/README.md	11	APIKey: "your-api-key",	CODE

Fake / Example Data3 hits · 4 pts

Severity	File	Line	Snippet	Context
LOW	pkg/costmodel/costmodel_test.go	404	Name: "fake-name",	CODE
LOW	pkg/cloud/azure/azurestorageintegration.go	33	// Using the NetCost as a 'placeholder' for Invoiced and Amortized Net costs now,	COMMENT
LOW	pkg/cloud/gcp/bigqueryintegration_types.go	240	// Using the NetCost as a 'placeholder' for these costs now, until we can revisit and spend the time to do	COMMENT

Redundant / Tautological Comments2 hits · 3 pts

Severity	File	Line	Snippet	Context
LOW	.github/workflows/sonar.yaml	71	# Check if the content matches a single number	COMMENT
LOW	.github/workflows/update-go-version.yaml	36	# Check if there are any open PRs with the go-version-update label	COMMENT

opencost/opencost

Open-Source Code Quality, Security and Technical Debt Review