1.1

Adjusted Signal

1.1

Raw Pattern Score

100%

Time Factor

2026-10-30

Last Push

14.3K

Stars

Language

298.3K

Lines of Code

927

Files

160

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 1.7/100 · LOW

Can maintainers explain intent, assumptions, and trade-offs? 91 finding(s).

Hallucinated Dependency & Supply Chain Risk 0.1/100 · LOW

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

Agent Over-Engineering Ratio 3.6/100 · LOW

Are wrappers, guards, and repeated structures necessary? 64 finding(s).

PR Review Velocity Impact 4.9/100 · LOW

Which changes need focused human review? 160 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 67LOW 92

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 160 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.

Decorative Section Separators64 hits · 216 pts

Severity	File	Line	Snippet	Context
MEDIUM⚡	internal/cortex/util/services/service.go	47	// ┌────────────────────────────────────────────────────────────────────┐	COMMENT
MEDIUM⚡	internal/cortex/util/services/service.go	50	// ┌─────┐ ┌──────────┐ ┌─────────┐ ┌──────────┐ ┌────────────┐	COMMENT
MEDIUM⚡	internal/cortex/util/services/service.go	51	// │ New │─────▶│ Starting │─────▶│ Running │────▶│ Stopping │───┬─▶│ Terminated │	COMMENT
MEDIUM⚡	internal/cortex/util/services/service.go	52	// └─────┘ └──────────┘ └─────────┘ └──────────┘ │ └────────────┘	COMMENT
MEDIUM⚡	internal/cortex/util/services/service.go	55	// │ │ ┌────────┐	COMMENT
MEDIUM⚡	internal/cortex/util/services/service.go	56	// └──────────────────────────────────────────┴──▶│ Failed │	COMMENT
MEDIUM⚡	internal/cortex/util/services/service.go	57	// └────────┘	COMMENT
MEDIUM⚡	examples/interactive/interactive_test.go	138	// ┌──────────────┐	COMMENT
MEDIUM⚡	examples/interactive/interactive_test.go	142	// ├──────────────┼──────────────────────────────────────────────────┐	COMMENT
MEDIUM⚡	examples/interactive/interactive_test.go	144	// ├──────────────┼──────────────────────────────────────────────────┘	COMMENT
MEDIUM⚡	examples/interactive/interactive_test.go	146	// ├──────────────┼──────────────────────────────────────────────────┐	COMMENT
MEDIUM⚡	examples/interactive/interactive_test.go	148	// └──────────────┴──────────────────────────────────────────────────┘	COMMENT
MEDIUM⚡	examples/interactive/interactive_test.go	188	// ┌───────────┐	COMMENT
MEDIUM⚡	examples/interactive/interactive_test.go	190	// ┌──────────────┐ │ Store 1 │	COMMENT
MEDIUM⚡	examples/interactive/interactive_test.go	192	// ├──────────────┼ └───────────┘	COMMENT
MEDIUM⚡	examples/interactive/interactive_test.go	194	// ├──────────────┼ ┌───────────┐	COMMENT
MEDIUM⚡	examples/interactive/interactive_test.go	196	// └──────────────┴ │ Store 2 │	COMMENT
MEDIUM⚡	examples/interactive/interactive_test.go	198	// └───────────┘	COMMENT
MEDIUM⚡	examples/interactive/interactive_test.go	235	// ┌────────────┐	COMMENT
MEDIUM⚡	examples/interactive/interactive_test.go	236	// ┌───────────────────────────────────────────────┐ │ │	COMMENT
MEDIUM⚡	examples/interactive/interactive_test.go	238	// └───────────────────────────────────────────────┘ │ │	COMMENT
MEDIUM⚡	examples/interactive/interactive_test.go	239	// ├────────────┤	COMMENT
MEDIUM⚡	examples/interactive/interactive_test.go	241	// └────────────┘	COMMENT
MEDIUM⚡	examples/interactive/interactive_test.go	243	// ┌────────────┐	COMMENT
MEDIUM⚡	examples/interactive/interactive_test.go	244	// ┌───────────────────────────────────────────────┐ │ │	COMMENT
MEDIUM⚡	examples/interactive/interactive_test.go	246	// └───────────────────────────────────────────────┘ │ │	COMMENT
MEDIUM⚡	examples/interactive/interactive_test.go	247	// ├────────────┤	COMMENT
MEDIUM⚡	examples/interactive/interactive_test.go	249	// └────────────┘	COMMENT
MEDIUM⚡	examples/interactive/interactive_test.go	251	// ┌────────────┐	COMMENT
MEDIUM⚡	examples/interactive/interactive_test.go	252	// ┌───────────────────────────────────────────────┐ │ │	COMMENT
MEDIUM⚡	examples/interactive/interactive_test.go	254	// └───────────────────────────────────────────────┘ │ │	COMMENT
MEDIUM⚡	examples/interactive/interactive_test.go	255	// ├────────────┤	COMMENT
MEDIUM⚡	examples/interactive/interactive_test.go	257	// └────────────┘	COMMENT
MEDIUM⚡	examples/interactive/interactive_test.go	301	// ┌──────────────┐	COMMENT
MEDIUM⚡	examples/interactive/interactive_test.go	303	// │ SeaweedFS │ ┌───────────┐	COMMENT
MEDIUM⚡	examples/interactive/interactive_test.go	305	// ├──────────────┼──────────────────────────────────────────────────┐ │ Store 1 │◄──────┐	COMMENT
MEDIUM⚡	examples/interactive/interactive_test.go	307	// ├──────────────┼──────────────────────────────────────────────────┘ └───────────┘ │	COMMENT
MEDIUM⚡	examples/interactive/interactive_test.go	309	// ├──────────────┼──────────────────────────────────────────────────┐ ┌───────────┐ │	COMMENT
MEDIUM⚡	examples/interactive/interactive_test.go	311	// └──────────────┴──────────────────────────────────────────────────┘ │ Store 2 │◄──────┤	COMMENT
MEDIUM⚡	examples/interactive/interactive_test.go	313	// └───────────┘ │	COMMENT
MEDIUM⚡	examples/interactive/interactive_test.go	316	// │ ┌───────────────┐	COMMENT
MEDIUM⚡	examples/interactive/interactive_test.go	317	// ┌────────────┐ │ │ │	COMMENT
MEDIUM⚡	examples/interactive/interactive_test.go	318	// ┌───────────────────────────────────────────────┐ │ │ ├──────┤ Querier │	COMMENT
MEDIUM⚡	examples/interactive/interactive_test.go	320	// └───────────────────────────────────────────────┘ │ │ │ └───────────────┘	COMMENT
MEDIUM⚡	examples/interactive/interactive_test.go	321	// ├────────────┤ │	COMMENT
MEDIUM⚡	examples/interactive/interactive_test.go	322	// │ Sidecar │◄─────┤	COMMENT
MEDIUM⚡	examples/interactive/interactive_test.go	323	// └────────────┘ │	COMMENT
MEDIUM⚡	examples/interactive/interactive_test.go	325	// ┌────────────┐ │	COMMENT
MEDIUM⚡	examples/interactive/interactive_test.go	326	// ┌───────────────────────────────────────────────┐ │ │ │	COMMENT
MEDIUM⚡	examples/interactive/interactive_test.go	328	// └───────────────────────────────────────────────┘ │ │ │	COMMENT
MEDIUM⚡	examples/interactive/interactive_test.go	329	// ├────────────┤ │	COMMENT
MEDIUM⚡	examples/interactive/interactive_test.go	330	// │ Sidecar │◄─────┤	COMMENT
MEDIUM⚡	examples/interactive/interactive_test.go	331	// └────────────┘ │	COMMENT
MEDIUM⚡	examples/interactive/interactive_test.go	333	// ┌────────────┐ │	COMMENT
MEDIUM⚡	examples/interactive/interactive_test.go	334	// ┌───────────────────────────────────────────────┐ │ │ │	COMMENT
MEDIUM⚡	examples/interactive/interactive_test.go	336	// └───────────────────────────────────────────────┘ │ │ │	COMMENT
MEDIUM⚡	examples/interactive/interactive_test.go	337	// ├────────────┤ │	COMMENT
MEDIUM⚡	examples/interactive/interactive_test.go	338	// │ Sidecar │◄─────┘	COMMENT
MEDIUM⚡	examples/interactive/interactive_test.go	339	// └────────────┘	COMMENT
MEDIUM⚡	pkg/block/indexheader/binary_reader.go	889	// │ ┌────────────────────────────────────────┐ │	COMMENT
4 more matches not shown…

Over-Commented Block80 hits · 78 pts

Severity	File	Line	Snippet	Context
LOW	doc.go	1	// Copyright (c) The Thanos Authors.	COMMENT
LOW	mixin/README.md	61	{	COMMENT
LOW	internal/cortex/tenant/resolver.go	21	// ignore stutter warning	COMMENT
LOW	…ternal/cortex/chunk/cache/memcached_client_selector.go	41	str: a.String(),	COMMENT
LOW	internal/cortex/util/log/wrappers.go	21		COMMENT
LOW	internal/cortex/util/services/service.go	41	}	COMMENT
LOW	internal/cortex/util/services/service.go	61	StartAsync(ctx context.Context) error	COMMENT
LOW	internal/cortex/util/services/service.go	81	// FailureCase returns error if Service is in Failed state.	COMMENT
LOW	internal/cortex/util/services/basic_service.go	21	// If RunningFn or Stopping return error, Service will end in Failed state, otherwise if both functions return without	COMMENT
LOW	internal/cortex/util/services/basic_service.go	41	// Same context is available via ServiceContext() method (not part of Service interface).	COMMENT
LOW	internal/cortex/util/services/basic_service.go	241	close(b.terminatedWaitersCh)	COMMENT
LOW	internal/cortex/util/services/basic_service.go	261	// func (s *exampleService) Send(msg string) bool {	COMMENT
LOW	internal/cortex/cortexpb/compat.go	21		COMMENT
LOW	internal/cortex/querier/series/series_set.go	1	// Copyright (c) The Cortex Authors.	COMMENT
LOW	internal/cortex/querier/queryrange/roundtrip.go	1	// Copyright (c) The Cortex Authors.	COMMENT
LOW	examples/interactive/interactive_test.go	181	SamplerParam: 1,	COMMENT
LOW	examples/interactive/interactive_test.go	241	// └────────────┘	COMMENT
LOW	examples/interactive/interactive_test.go	301	// ┌──────────────┐	COMMENT
LOW	examples/interactive/interactive_test.go	321	// ├────────────┤ │	COMMENT
LOW	.github/workflows/codeql-analysis.yml	1	# For most projects, this workflow file will not need changing; you simply need	COMMENT
LOW	pkg/prober/prober.go	1	// Copyright (c) The Thanos Authors.	COMMENT
LOW	pkg/reloader/reloader_test.go	401	// The reloader watches 2 directories: dir and dir/rule-dir.	COMMENT
LOW	pkg/reloader/reloader_test.go	421	// └─ rule3-source.yaml	COMMENT
LOW	pkg/reloader/reloader_test.go	441	testutil.Ok(t, os.Rename(tempRule1File, path.Join(dir, "rule1.yaml")))	COMMENT
LOW	pkg/reloader/reloader_test.go	461	testutil.Ok(t, os.Symlink(path.Join(dir2, "rule3-001.yaml"), path.Join(dir2, "rule3.yaml")))	COMMENT
LOW	pkg/reloader/reloader_test.go	481	// ├─ rule3-002.yaml -> rule3-source.yaml (*)	COMMENT
LOW	pkg/reloader/reloader_test.go	501	// ├─ rule2.yaml	COMMENT
LOW	pkg/reloader/reloader_test.go	721	// ├─ rule-dir -> dir2/rule-dir	COMMENT
LOW	pkg/reloader/reloader_test.go	741	//	COMMENT
LOW	pkg/reloader/reloader_test.go	901	// The reloader watches 2 directories: dir and dir/rule-dir.	COMMENT
LOW	pkg/reloader/reloader_test.go	921	// └─ rule3-source.yaml	COMMENT
LOW	pkg/reloader/reloader_test.go	941	// ├─ rule1.yaml	COMMENT
LOW	pkg/reloader/reloader_test.go	961	// │ └─ rule4.yaml	COMMENT
LOW	pkg/reloader/reloader_test.go	1121	switch rel {	COMMENT
LOW	pkg/reloader/reloader_test.go	1141	// in a directory that isn't watched but the reloader should detect	COMMENT
LOW	pkg/reloader/reloader.go	1	// Copyright (c) The Thanos Authors.	COMMENT
LOW	pkg/reloader/reloader.go	21	// CfgFile: "/path/to/cfg",	COMMENT
LOW	pkg/reloader/reloader.go	41	// }()	COMMENT
LOW	pkg/reloader/reloader.go	141	// TODO: https://github.com/thanos-io/thanos/issues/7201	COMMENT
LOW	pkg/reloader/reloader.go	161	RuntimeInfoURL *url.URL	COMMENT
LOW	pkg/cacheutil/memcached_server_selector.go	21	// Therefore, MemcachedJumpHashSelector works best for servers	COMMENT
LOW	pkg/exthttp/transport.go	61	// Set this value so that the underlying transport round-tripper	COMMENT
LOW	pkg/discovery/dns/miekgdns/lookup.go	21	//	COMMENT
LOW	pkg/discovery/dns/miekgdns/lookup.go	81	// immediately returned, otherwise the other servers in the config are	COMMENT
LOW	pkg/receive/handler.go	941	if r.replicated {	COMMENT
LOW	pkg/receive/handler.go	1721	type replicationErrors struct {	COMMENT
LOW	pkg/queryfrontend/roundtrip_test.go	581	res *http.Response	COMMENT
LOW	pkg/queryfrontend/roundtrip_test.go	601	// stored in the cache.	COMMENT
LOW	pkg/rules/rulespb/custom.go	41	return &Rule{	COMMENT
LOW	pkg/rules/rulespb/custom.go	301	func (x AlertState) Compare(y AlertState) int {	COMMENT
LOW	pkg/gate/gate.go	21	//	COMMENT
LOW	pkg/api/api.go	1	// Copyright (c) The Thanos Authors.	COMMENT
LOW	pkg/api/api_test.go	1	// Copyright (c) The Thanos Authors.	COMMENT
LOW	pkg/api/status/v1.go	1	// Copyright (c) The Thanos Authors.	COMMENT
LOW	pkg/api/query/v1.go	1	// Copyright (c) The Thanos Authors.	COMMENT
LOW	pkg/api/query/v1_test.go	1	// Copyright (c) The Thanos Authors.	COMMENT
LOW	pkg/api/query/engine.go	1	// Copyright (c) The Thanos Authors.	COMMENT
LOW	pkg/errors/stacktrace.go	21	pc := make([]uintptr, stackDepth)	COMMENT
LOW	pkg/querysharding/analyzer.go	1	// Copyright (c) The Thanos Authors.	COMMENT
LOW	pkg/querysharding/analyzer.go	81	// Analyze uses the following algorithm:	COMMENT
20 more matches not shown…

Structural Annotation Overuse6 hits · 9 pts

Severity	File	Line	Snippet	Context
LOW	pkg/promclient/promclient.go	785	// NOTE: This method is tested in pkg/store/prometheus_test.go against Prometheus.	COMMENT
LOW	pkg/promclient/promclient.go	807	// NOTE: This method is tested in pkg/store/prometheus_test.go against Prometheus.	COMMENT
LOW	pkg/promclient/promclient.go	830	// NOTE: This method is tested in pkg/store/prometheus_test.go against Prometheus.	COMMENT
LOW	pkg/promclient/promclient.go	853	// NOTE: This method is tested in pkg/store/prometheus_test.go against Prometheus.	COMMENT
LOW	pkg/promclient/promclient.go	880	// NOTE: This method is tested in pkg/store/prometheus_test.go against Prometheus.	COMMENT
LOW	pkg/promclient/promclient.go	924	// NOTE: This method is tested in pkg/store/prometheus_test.go against Prometheus.	COMMENT

AI Response Leakage1 hit · 8 pts

Severity	File	Line	Snippet	Context
HIGH	pkg/tracing/jaeger/remote.go	5	// Since these are part of the 'internal' package folder in the OpenTelemetry-go repo, I have added	COMMENT

Self-Referential Comments2 hits · 6 pts

Severity	File	Line	Snippet	Context
MEDIUM	scripts/website/mdoxpostprocess.sh	9	# Create an _index.md in this dir to enable sorting capabilities and make this version appear top in version picker	COMMENT
MEDIUM	scripts/website/mdoxpostprocess.sh	18	# Create a thanos/_index.md file to make sure links work.	COMMENT

Fake / Example Data5 hits · 5 pts

Severity	File	Line	Snippet	Context
LOW	docs/proposals-done/202005-query-logging.md	49	principalEmail: "user@example.com"	CODE
LOW	pkg/ui/react-app/src/pages/graph/GraphControls.test.tsx	92	expect(timeInput.prop('placeholder')).toEqual('End time');	CODE
LOW	pkg/ui/react-app/src/pages/graph/GraphControls.test.tsx	116	expect(input.prop('placeholder')).toEqual('Res. (s)');	CODE
LOW	pkg/ui/react-app/src/pages/graph/Panel.test.tsx	146	expect(timeInput.prop('placeholder')).toEqual('Evaluation time');	CODE
LOW	pkg/ui/react-app/src/pages/graph/TimeInput.test.tsx	58	expect(input.prop('placeholder')).toEqual(timeInputProps.placeholder);	CODE

AI Slop Vocabulary1 hit · 3 pts

Severity	File	Line	Snippet	Context
MEDIUM	pkg/verifier/safe_delete.go	135	// TODO: Make this check more robust.	COMMENT

TODO Padding1 hit · 2 pts

Severity	File	Line	Snippet	Context
LOW	test/e2e/rule_test.go	920	//TODO: Implement test with unavailable remote-write endpoint(receiver)	COMMENT

thanos-io/thanos

Open-Source Code Quality, Security and Technical Debt Review