0.7

Adjusted Signal

0.7

Raw Pattern Score

100%

Time Factor

2026-10-31

Last Push

26.2K

Stars

Language

646.4K

Lines of Code

4.2K

Files

353

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 3.0/100 · LOW

Can maintainers explain intent, assumptions, and trade-offs? 338 finding(s).

Hallucinated Dependency & Supply Chain Risk 0.2/100 · LOW

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

Agent Over-Engineering Ratio 0.2/100 · LOW

Are wrappers, guards, and repeated structures necessary? 11 finding(s).

PR Review Velocity Impact 3.1/100 · LOW

Which changes need focused human review? 353 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 2HIGH 1MEDIUM 17LOW 333

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 353 distinct pattern matches across 13 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 Block292 hits · 292 pts

Severity	File	Line	Snippet	Context
LOW	cmd/scheduler/app/app.go	201		COMMENT
LOW	docker/library-scripts/go-debian.sh	1	#!/usr/bin/env bash	COMMENT
LOW	docker/library-scripts/kubectl-helm-debian.sh	1	#!/usr/bin/env bash	COMMENT
LOW	docker/library-scripts/docker-in-docker-debian.sh	1	#!/usr/bin/env bash	COMMENT
LOW	docker/library-scripts/common-debian.sh	1	#!/usr/bin/env bash	COMMENT
LOW	docker/custom-scripts/install-dapr-tools.sh	1	#!/usr/bin/env bash	COMMENT
LOW	docker/custom-scripts/setup-user.sh	1	#!/usr/bin/env bash	COMMENT
LOW	docker/custom-scripts/docker-bind-mount.sh	1	#!/usr/bin/env bash	COMMENT
LOW	docker/custom-scripts/setup-docker-multiarch.sh	1	#!/usr/bin/env bash	COMMENT
LOW	docker/custom-scripts/devcontainer-init.sh	1	#!/usr/bin/env bash	COMMENT
LOW	tests/config/k6_sa.yaml	1	# Copyright 2023 The Dapr Authors	COMMENT
LOW	tests/config/zipkin.yaml	1	#	COMMENT
LOW	tests/config/tailscale_role.yaml	1	# Copyright 2022 The Dapr Authors	COMMENT
LOW	tests/config/dapr_kafka_bindings.yaml	1	#	COMMENT
LOW	tests/config/tailscale_key.yaml	1	# Copyright 2022 The Dapr Authors	COMMENT
LOW	tests/config/tailscale_sa.yaml	1	# Copyright 2022 The Dapr Authors	COMMENT
LOW	tests/config/dapr_vault_secretstore.yaml	1	#	COMMENT
LOW	tests/config/dapr_kafka_bindings_custom_route.yaml	1	#	COMMENT
LOW	tests/config/dapr_kafka_bindings_grpc.yaml	1	#	COMMENT
LOW	tests/config/kafka_pubsub.yaml	1	#	COMMENT
LOW	tests/config/k6_sa_secret.yaml	1	# Copyright 2023 The Dapr Authors	COMMENT
LOW	tests/config/resiliency_kafka_bindings_grpc.yaml	1	#	COMMENT
LOW	tests/config/resiliency_servicebus_pubsub.yaml	1	#	COMMENT
LOW	tests/config/resiliency_redis_pubsub.yaml	1	#	COMMENT
LOW	tests/config/redis_override.yaml	1	#	COMMENT
LOW	tests/config/dapr_redis_configuration.yaml	1	#	COMMENT
LOW	tests/config/dapr_postgres_query_state.yaml	1	#	COMMENT
LOW	…ts/config/app_topic_subscription_pluggable_pubsub.yaml	1	#	COMMENT
LOW	tests/config/tailscale_subnet_router.yaml	1	# Copyright 2022 The Dapr Authors	COMMENT
LOW	tests/config/pubsub_perf_components.yaml	1	#	COMMENT
LOW	tests/config/k6_rolebinding.yaml	1	# Copyright 2023 The Dapr Authors	COMMENT
LOW	tests/config/dapr_servicebus_pubsub.yaml	1	#	COMMENT
LOW	tests/config/preview_configurations.yaml	1	#	COMMENT
LOW	tests/config/kafka_override.yaml	1	#	COMMENT
LOW	tests/config/dapr_redis_pubsub.yaml	1	#	COMMENT
LOW	tests/config/dapr_cron_binding.yaml	1	#	COMMENT
LOW	tests/config/mongodb_override.yaml	1	#	COMMENT
LOW	tests/config/resiliency_kafka_bindings.yaml	1	#	COMMENT
LOW	tests/config/dapr_redis_pluggable_state.yaml	1	#	COMMENT
LOW	tests/config/dapr_cosmosdb_state_actorstore.yaml	1	#	COMMENT
LOW	tests/config/meilisearch.yaml	1	#	COMMENT
LOW	tests/config/dapr_cosmosdb_state.yaml	1	#	COMMENT
LOW	tests/config/tailscale_rolebinding.yaml	1	# Copyright 2022 The Dapr Authors	COMMENT
LOW	tests/config/dapr_kafka_pluggable_bindings.yaml	1	#	COMMENT
LOW	tests/config/dapr_cosmosdb_query_state.yaml	1	#	COMMENT
LOW	tests/config/dapr_redis_state_query.yaml	1	#	COMMENT
LOW	tests/config/dapr_postgres_state.yaml	1	#	COMMENT
LOW	tests/integration/framework/iowriter/report.go	81		COMMENT
LOW	tests/integration/framework/iowriter/report.go	101	// a server has no ErrorLog of its own.	COMMENT
LOW	tests/integration/framework/binary/binary.go	41	"crypto_localstorage",	COMMENT
LOW	tests/integration/framework/client/http.go	21	)	COMMENT
LOW	…sts/integration/framework/process/workflow/workflow.go	61		COMMENT
LOW	…ramework/process/workflow/terminalcost/terminalcost.go	41	"github.com/dapr/durabletask-go/client"	COMMENT
LOW	…tion/framework/process/kubernetes/informer/informer.go	61	// burst exceeds one segment.	COMMENT
LOW	…tion/framework/process/kubernetes/informer/informer.go	161	//	COMMENT
LOW	…tegration/suite/daprd/middleware/http/informational.go	41	// informationalGuest is the binary encoding of this http-wasm guest, which	COMMENT
LOW	…ration/suite/daprd/shutdown/block/app/pubsub/nonack.go	121	case <-time.After(time.Second * 1):	COMMENT
LOW	…integration/suite/daprd/mtls/standalone/svidcontext.go	41	// svidcontext validates end-to-end, through the real daprd binary, that the	COMMENT
LOW	…ation/suite/daprd/binding/input/http/optionstimeout.go	41	// Scenario:	COMMENT
LOW	…ntegration/suite/daprd/workflow/signing/nomtlserror.go	81	// The log line confirms daprd detected the misconfiguration. The	COMMENT
232 more matches not shown…

Structural Annotation Overuse20 hits · 43 pts

Severity	File	Line	Snippet	Context
LOW⚡	…te/daprd/workflow/crossapp/suborchestrator/localmix.go	92	// Step 1: Call local sub-orchestrator (no AppID specified)	COMMENT
LOW⚡	…te/daprd/workflow/crossapp/suborchestrator/localmix.go	101	// Step 2: Call cross-app sub-orchestrator	COMMENT
LOW⚡	…te/daprd/workflow/crossapp/suborchestrator/localmix.go	111	// Step 3: Call another local sub-orchestrator (no AppID specified)	COMMENT
LOW⚡	…te/daprd/workflow/crossapp/suborchestrator/localmix.go	120	// Step 4: Call another local sub-orchestrator (with local AppID specified)	COMMENT
LOW⚡	…ion/suite/daprd/workflow/crossapp/activity/localmix.go	92	// Step 1: Call local activity (no AppID specified)	COMMENT
LOW⚡	…ion/suite/daprd/workflow/crossapp/activity/localmix.go	101	// Step 2: Call cross-app activity	COMMENT
LOW⚡	…ion/suite/daprd/workflow/crossapp/activity/localmix.go	111	// Step 3: Call another local activity (no AppID specified)	COMMENT
LOW⚡	…ion/suite/daprd/workflow/crossapp/activity/localmix.go	120	// Step 4: Call another local activity (with local AppID specified)	COMMENT
LOW⚡	…ion/suite/daprd/workflow/crossapp/activity/multihop.go	87	// Step 1: Process data in app1	COMMENT
LOW⚡	…ion/suite/daprd/workflow/crossapp/activity/multihop.go	97	// Step 2: Validate data in app2	COMMENT
LOW⚡	…ion/suite/daprd/workflow/crossapp/activity/multihop.go	107	// Step 3: Transform data in app3	COMMENT
LOW⚡	…ion/suite/daprd/workflow/crossapp/activity/multihop.go	117	// Step 4: Enrich data in app4	COMMENT
LOW⚡	…tegration/suite/daprd/workflow/propagation/activity.go	65	// Step 1: plain activity, no propagation	COMMENT
LOW⚡	…tegration/suite/daprd/workflow/propagation/activity.go	70	// Step 2: activity WITH history propagation — should receive the	COMMENT
LOW	.github/scripts/dapr_bot.js	2	// IMPORTANT: Make sure usernames are lower-cased	COMMENT
LOW⚡	pkg/api/errors/README.md	11	#### Step 1: Understanding the Current Error Handling	COMMENT
LOW⚡	pkg/api/errors/README.md	19	#### Step 2: Adding New Errors	COMMENT
LOW⚡	pkg/api/errors/README.md	24	#### Step 3: Designing Rich Error Messages	COMMENT
LOW	pkg/api/errors/README.md	48	#### Step 4: Implementing the New Error Model	COMMENT
LOW	pkg/api/errors/README.md	53	#### Step 5: Testing and Integration	COMMENT

Verbosity Indicators14 hits · 32 pts

Severity	File	Line	Snippet	Context
LOW⚡	…te/daprd/workflow/crossapp/suborchestrator/localmix.go	92	// Step 1: Call local sub-orchestrator (no AppID specified)	COMMENT
LOW⚡	…te/daprd/workflow/crossapp/suborchestrator/localmix.go	101	// Step 2: Call cross-app sub-orchestrator	COMMENT
LOW⚡	…te/daprd/workflow/crossapp/suborchestrator/localmix.go	111	// Step 3: Call another local sub-orchestrator (no AppID specified)	COMMENT
LOW⚡	…te/daprd/workflow/crossapp/suborchestrator/localmix.go	120	// Step 4: Call another local sub-orchestrator (with local AppID specified)	COMMENT
LOW⚡	…ion/suite/daprd/workflow/crossapp/activity/localmix.go	92	// Step 1: Call local activity (no AppID specified)	COMMENT
LOW⚡	…ion/suite/daprd/workflow/crossapp/activity/localmix.go	101	// Step 2: Call cross-app activity	COMMENT
LOW⚡	…ion/suite/daprd/workflow/crossapp/activity/localmix.go	111	// Step 3: Call another local activity (no AppID specified)	COMMENT
LOW⚡	…ion/suite/daprd/workflow/crossapp/activity/localmix.go	120	// Step 4: Call another local activity (with local AppID specified)	COMMENT
LOW⚡	…ion/suite/daprd/workflow/crossapp/activity/multihop.go	87	// Step 1: Process data in app1	COMMENT
LOW⚡	…ion/suite/daprd/workflow/crossapp/activity/multihop.go	97	// Step 2: Validate data in app2	COMMENT
LOW⚡	…ion/suite/daprd/workflow/crossapp/activity/multihop.go	107	// Step 3: Transform data in app3	COMMENT
LOW⚡	…ion/suite/daprd/workflow/crossapp/activity/multihop.go	117	// Step 4: Enrich data in app4	COMMENT
LOW⚡	…tegration/suite/daprd/workflow/propagation/activity.go	65	// Step 1: plain activity, no propagation	COMMENT
LOW⚡	…tegration/suite/daprd/workflow/propagation/activity.go	70	// Step 2: activity WITH history propagation — should receive the	COMMENT

Decorative Section Separators10 hits · 30 pts

Severity	File	Line	Snippet	Context
MEDIUM	docker/library-scripts/go-debian.sh	21	#-------------------------------------------------------------------------------------------------------------	COMMENT
MEDIUM	docker/library-scripts/go-debian.sh	24	#-------------------------------------------------------------------------------------------------------------	COMMENT
MEDIUM	docker/library-scripts/kubectl-helm-debian.sh	21	#-------------------------------------------------------------------------------------------------------------	COMMENT
MEDIUM	docker/library-scripts/kubectl-helm-debian.sh	24	#-------------------------------------------------------------------------------------------------------------	COMMENT
MEDIUM	docker/library-scripts/docker-in-docker-debian.sh	21	#-------------------------------------------------------------------------------------------------------------	COMMENT
MEDIUM	docker/library-scripts/docker-in-docker-debian.sh	24	#-------------------------------------------------------------------------------------------------------------	COMMENT
MEDIUM	docker/library-scripts/docker-in-docker-debian.sh	216	#-------------------------------------------------------------------------------------------------------------	COMMENT
MEDIUM	docker/library-scripts/docker-in-docker-debian.sh	219	#-------------------------------------------------------------------------------------------------------------	COMMENT
MEDIUM	docker/library-scripts/common-debian.sh	21	#-------------------------------------------------------------------------------------------------------------	COMMENT
MEDIUM	docker/library-scripts/common-debian.sh	24	#-------------------------------------------------------------------------------------------------------------	COMMENT

Hallucination Indicators2 hits · 20 pts

Severity	File	Line	Snippet	Context
CRITICAL	pkg/runtime/channels/channels.go	270	ca := endpoint.Spec.ClientTLS.RootCA.Value.String()	CODE
CRITICAL	pkg/runtime/channels/channels.go	284	cert, err := tls.X509KeyPair([]byte(endpoint.Spec.ClientTLS.Certificate.Value.String()), []byte(endpoint.Spec.ClientTL	CODE

AI Slop Vocabulary4 hits · 12 pts

Severity	File	Line	Snippet	Context
MEDIUM	tests/e2e/pubsub/pubsub_test.go	356	// not the full exhaustion, so it is robust to broker redelivery timing.	COMMENT
MEDIUM	.github/workflows/dapr.yml	316	# harness-driven feature flags share one feature manifest per daprd,	COMMENT
MEDIUM	.github/workflows/dapr.yml	317	# and the placement authority is chosen per harness rather than per	COMMENT
MEDIUM	pkg/scheduler/server/internal/serialize/serialize.go	142	// This is robust even when the actor type or id themselves contain "\|\|",	COMMENT

Self-Referential Comments3 hits · 9 pts

Severity	File	Line	Snippet	Context
MEDIUM	docker/custom-scripts/setup-docker-multiarch.sh	21	# Create a buildx builder with support for multi-arch	COMMENT
MEDIUM	.github/workflows/dapr-perf-components.yml	135	# Create a resource group	COMMENT
MEDIUM	.github/workflows/dapr-perf.yml	152	# Create a resource group	COMMENT

Synthetic Comment Markers1 hit · 5 pts

Severity	File	Line	Snippet	Context
HIGH	docs/decision_records/sdk/SDK-001-releases.md	18	Auto-generation of gRPC client side code from Dapr proto files allows Dapr to provide SDKs for the major languages with	CODE

Fake / Example Data3 hits · 3 pts

Severity	File	Line	Snippet	Context
LOW	tests/platforms/kubernetes/daprcomponent_test.go	24	const testName = "fake-name"	CODE
LOW	pkg/components/state/pluggable_test.go	389	fakeData := []byte(`fake-data`)	CODE
LOW	pkg/components/bindings/output_pluggable_test.go	152	const fakeOp, fakeMetadataKey, fakeMetadataValue = "fake-op", "fake-key", "fake-value"	CODE

TODO Padding1 hit · 2 pts

Severity	File	Line	Snippet	Context
LOW	tests/runner/testrunner.go	111	// TODO: Add logging and reporting initialization	COMMENT

Redundant / Tautological Comments1 hit · 2 pts

Severity	File	Line	Snippet	Context
LOW	.github/workflows/dapr.yml	1027	# Check if the dapr-${daprVersion}.tgz file is modified.	COMMENT

Slop Phrases1 hit · 2 pts

Severity	File	Line	Snippet	Context
LOW	pkg/resiliency/resiliency.go	377	// Note: If this value changes to 0, don't forget to disable "Replay" in direct messaging	COMMENT

Hyper-Verbose Identifiers1 hit · 1 pts

Severity	File	Line	Snippet	Context
LOW	tests/apps/perf/workflowsapp/app.py	165	def shutdown_workflow_runtime():	CODE

dapr/dapr

Open-Source Code Quality, Security and Technical Debt Review