1.1

Adjusted Signal

1.1

Raw Pattern Score

100%

Time Factor

2026-10-30

Last Push

15.4K

Stars

Language

224.9K

Lines of Code

1.4K

Files

186

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 3.8/100 · LOW

Can maintainers explain intent, assumptions, and trade-offs? 172 finding(s).

Hallucinated Dependency & Supply Chain Risk 1.1/100 · 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? 10 finding(s).

PR Review Velocity Impact 5.4/100 · LOW

Which changes need focused human review? 186 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 5HIGH 0MEDIUM 9LOW 172

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 186 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 Block167 hits · 167 pts

Severity	File	Line	Snippet	Context
LOW	.golangci.yml	181	- switch	COMMENT
LOW	.golangci.yml	301	# Default: true	COMMENT
LOW	.golangci.yml	321	# Optimizes into strings concatenation.	COMMENT
LOW	.golangci.yml	481	# Mark all exported fields as used.	COMMENT
LOW	.golangci.yml	501	# Suggest the use of time.Month in time.Date.	COMMENT
LOW	cmd/notification-email/email.yaml	41		COMMENT
LOW	config/acquis.yaml	1	# TODO: explain this file, point to docs, recommend acquis.d	COMMENT
LOW	config/acquis.yaml	21	# labels:	COMMENT
LOW	config/profiles.yaml	21	- type: ban	COMMENT
LOW	config/detect.yaml	1	---	COMMENT
LOW	config/detect.yaml	101	source: file	COMMENT
LOW	config/detect.yaml	501	# anti-lockout	COMMENT
LOW	config/detect.yaml	521	# datasource:	COMMENT
LOW	config/detect.yaml	541	# # XXX this? or /var/log/syslog?	COMMENT
LOW	config/detect.yaml	561	## This only works on deb-based systems. On other distributions, the	COMMENT
LOW	config/detect.yaml	581	#	COMMENT
LOW	config/detect.yaml	601	# - Systemd.UnitLogsToJournal("gitea.service")	COMMENT
LOW	config/detect.yaml	621	# acquisition_spec:	COMMENT
LOW	config/detect.yaml	641	# datasource:	COMMENT
LOW	config/detect.yaml	661	# filenames:	COMMENT
LOW	config/detect.yaml	681	#pureftpd-file:	COMMENT
LOW	config/detect.yaml	701	# - Systemd.UnitLogsToJournal("vsftpd.service")	COMMENT
LOW	config/detect.yaml	721	# acquisition_spec:	COMMENT
LOW	.github/workflows/codeql-analysis.yml	1	# yamllint disable rule:comments	COMMENT
LOW	.github/workflows/codeql-analysis.yml	61	uses: github/codeql-action/init@9b3254085494b55a0f7c4c2b3d2d52cc712ce370 # v4.39.1	COMMENT
LOW	pkg/cwhub/sync.go	301	// When the item is:	COMMENT
LOW	pkg/cwhub/doc.go	1	// Package cwhub is responsible for providing the state of the local hub to the security engine and cscli command.	COMMENT
LOW	pkg/cwhub/doc.go	21	// - /etc/crowdsec/hub/.index.json	COMMENT
LOW	pkg/cwhub/doc.go	41	// - /var/lib/crowdsec/data/log4j2_cve_2021_44228.txt	COMMENT
LOW	pkg/cwhub/doc.go	61	//	COMMENT
LOW	pkg/cwhub/doc.go	81	//	COMMENT
LOW	pkg/cwhub/doc.go	101	// if err != nil {	COMMENT
LOW	pkg/database/ent/machine_query.go	301	// var v []struct {	COMMENT
LOW	pkg/database/ent/machine_query.go	321	//	COMMENT
LOW	pkg/database/ent/bouncer_query.go	261	//	COMMENT
LOW	pkg/database/ent/bouncer_query.go	281		COMMENT
LOW	pkg/database/ent/bouncer_create.go	401	_node.AutoCreated = value	COMMENT
LOW	pkg/database/ent/bouncer_create.go	1081	}	COMMENT
LOW	pkg/database/ent/allowlistitem_query.go	301	// var v []struct {	COMMENT
LOW	pkg/database/ent/allowlistitem_query.go	321	//	COMMENT
LOW	pkg/database/ent/machine_create.go	441	for _, k := range nodes {	COMMENT
LOW	pkg/database/ent/machine_create.go	1221	// ExecX is like Exec, but panics if an error occurs.	COMMENT
LOW	pkg/database/ent/alert_create.go	721	// sql.ResolveWithNewValues(),	COMMENT
LOW	pkg/database/ent/alert_create.go	1021	panic(err)	COMMENT
LOW	pkg/database/ent/metric_create.go	161	return _node, _spec	COMMENT
LOW	pkg/database/ent/metric_create.go	421	// ExecX is like Exec, but panics if an error occurs.	COMMENT
LOW	pkg/database/ent/lock_create.go	141	// ).	COMMENT
LOW	pkg/database/ent/lock_create.go	361	// // Override some of the fields with custom	COMMENT
LOW	pkg/database/ent/configitem_create.go	161	_node.Name = value	COMMENT
LOW	pkg/database/ent/configitem_create.go	181	// // update values.	COMMENT
LOW	pkg/database/ent/configitem_create.go	441		COMMENT
LOW	pkg/database/ent/decision_query.go	301	// CreatedAt time.Time `json:"created_at,omitempty"`	COMMENT
LOW	pkg/database/ent/meta_query.go	301	// CreatedAt time.Time `json:"created_at,omitempty"`	COMMENT
LOW	pkg/database/ent/event_query.go	301	// CreatedAt time.Time `json:"created_at,omitempty"`	COMMENT
LOW	pkg/database/ent/configitem_query.go	261	//	COMMENT
LOW	pkg/database/ent/configitem_query.go	281		COMMENT
LOW	pkg/database/ent/allowlist_create.go	241	// client.AllowList.Create().	COMMENT
LOW	pkg/database/ent/allowlist_create.go	581	// // the was proposed for insertion.	COMMENT
LOW	pkg/database/ent/allowlistitem_create.go	321	// // Update the row with the new values	COMMENT
LOW	pkg/database/ent/allowlistitem_create.go	621	// client.AllowListItem.CreateBulk(builders...).	COMMENT
107 more matches not shown…

Hallucination Indicators5 hits · 50 pts

Severity	File	Line	Snippet	Context
CRITICAL	pkg/appsec/challenge/fingerprint_mismatch.go	39	innerWidth := f.Signals.Device.ScreenResolution.InnerWidth.Int()	CODE
CRITICAL	pkg/appsec/challenge/fingerprint_proto_test.go	67	assert.True(t, fp.Signals.Browser.Features.SumPrecise.Bool())	CODE
CRITICAL	pkg/appsec/challenge/js/fpscanner/fpscanner.js	48	}`,w=new Blob([h],{type:"application/javascript"});i=URL.createObjectURL(w),n=new Worker(i),o=window.setTime	CODE
CRITICAL	pkg/apiserver/controllers/controller.go	126	jwtAuth.Use(authBodyLimit, c.HandlerV1.Middlewares.JWT.Middleware.MiddlewareFunc(), v1.PrometheusMachinesMiddleware)	CODE
CRITICAL	pkg/apiserver/controllers/controller.go	156	eitherAuth.Use(authBodyLimit, eitherAuthMiddleware(c.HandlerV1.Middlewares.JWT.Middleware.MiddlewareFunc(), c.HandlerV1	CODE

Decorative Section Separators9 hits · 27 pts

Severity	File	Line	Snippet	Context
MEDIUM	cmd/notification-email/email.yaml	12	#-------------------------	COMMENT
MEDIUM	cmd/notification-splunk/splunk.yaml	12	#-------------------------	COMMENT
MEDIUM	cmd/notification-slack/slack.yaml	12	#-------------------------	COMMENT
MEDIUM	cmd/notification-sentinel/sentinel.yaml	11	#-------------------------	COMMENT
MEDIUM	cmd/notification-http/http.yaml	12	#-------------------------	COMMENT
MEDIUM	cmd/notification-dummy/dummy.yaml	12	#-------------------------	COMMENT
MEDIUM	config/detect.yaml	507	# ------------------------------------------------	COMMENT
MEDIUM	config/detect.yaml	510	# ------------------------------------------------	COMMENT
MEDIUM	pkg/csplugin/testdata/dummy.yaml	12	#-------------------------	COMMENT

Redundant / Tautological Comments3 hits · 4 pts

Severity	File	Line	Snippet	Context
LOW	.golangci.yml	81	- godot # Check if comments end in a period	CODE
LOW	test/lib/setup_file.sh	192	# Check if there's something on stdin by consuming it. Only use this as a way	COMMENT
LOW	config/detect.yaml	11	# Check if apache2 is installed (enabled or not) or the log files exist	COMMENT

TODO Padding1 hit · 2 pts

Severity	File	Line	Snippet	Context
LOW	pkg/acquisition/modules/kinesis/run.go	357	// TODO: implement exponential backoff	COMMENT

Hyper-Verbose Identifiers1 hit · 1 pts

Severity	File	Line	Snippet	Context
LOW	test/bin/mock-http.py	10	class RequestHandler(BaseHTTPRequestHandler):	CODE

crowdsecurity/crowdsec

Open-Source Code Quality, Security and Technical Debt Review