0.5

Adjusted Signal

0.5

Raw Pattern Score

100%

Time Factor

2026-10-31

Last Push

24.1K

Stars

Language

1.2M

Lines of Code

3.6K

Files

525

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 2.3/100 · LOW

Can maintainers explain intent, assumptions, and trade-offs? 511 finding(s).

Hallucinated Dependency & Supply Chain Risk 0.1/100 · LOW

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

Agent Over-Engineering Ratio 0.1/100 · LOW

Are wrappers, guards, and repeated structures necessary? 10 finding(s).

PR Review Velocity Impact 2.5/100 · LOW

Which changes need focused human review? 525 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 3HIGH 1MEDIUM 18LOW 503

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 525 distinct pattern matches across 12 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 Block485 hits · 482 pts

Severity	File	Line	Snippet	Context
LOW	temporal/fx.go	981	// - []go.opentelemetry.io/otel/sdk/trace.BatchSpanProcessorOption	COMMENT
LOW	cmd/tools/test/find_altered_tests.go	21	// - Target Git Reference (-t): The target Git reference (commit SHA, branch, etc.).	COMMENT
LOW	cmd/tools/check-dependencies/plan.go	41	// pseudoRelease is the release implied by a pseudo-version.	COMMENT
LOW	cmd/tools/check-dependencies/main.go	1	// check-dependencies validates that key Go module dependencies (go.temporal.io/api	COMMENT
LOW	cmd/tools/check-dependencies/main.go	381	// --single-branch: fetch only the ref for --branch, not all remote branches.	COMMENT
LOW	cmd/tools/check-dependencies/main_test.go	141	onBranchHash string	COMMENT
LOW	temporaltest/server_test.go	281	// TODO(jlegrone): investigate why custom search attribute missing here while setting it from workflow succeeds.	COMMENT
LOW	temporaltest/internal/lite_server.go	41	// This is required if Ephemeral is false.	COMMENT
LOW	tools/ci-notify/datarace.go	21	// write/write, so both kinds must be matched.	COMMENT
LOW	tools/flakereport/doc.go	1	// Package flakereport implements Bayesian commit bisection for identifying which commit	COMMENT
LOW	tools/flakereport/doc.go	21	//	COMMENT
LOW	tools/flakereport/doc.go	41	//	COMMENT
LOW	tools/flakereport/doc.go	61	// # Output	COMMENT
LOW	tools/tdbg/util.go	101	// - week/w	COMMENT
LOW	tools/tdbg/util.go	141	res := now.Add(time.Duration(-num) * dur) // using server's local timezone	COMMENT
LOW	tools/tdbg/scheduleaudit/loaders.go	181	// visibilityPageSize is the per-call page size for visibility queries. 1000 is a safe default; the server may clamp	COMMENT
LOW	tools/tdbg/scheduleaudit/analyzer.go	21	)	COMMENT
LOW	develop/buf-breaking.sh	1	#!/usr/bin/env bash	COMMENT
LOW	develop/github/monitor_test.sh	1	#!/bin/bash	COMMENT
LOW	develop/github/memory_monitor.sh	1	#!/bin/bash	COMMENT
LOW	chasm/path_encoder.go	21		COMMENT
LOW	chasm/tree.go	41	)	COMMENT
LOW	chasm/tree.go	101	// Do NOT set this field directly, use setValueState() method instead.	COMMENT
LOW	chasm/tree.go	121	// transaction) and also the executionState from backend (for previous transactions).	COMMENT
LOW	chasm/tree.go	901	n.updateLastUpdateVersionedTransition()	COMMENT
LOW	chasm/tree.go	2841	NodesWithUncoveredTasks int	COMMENT
LOW	chasm/tree.go	3001	return err	COMMENT
LOW	chasm/tree.go	3021	// and hit other undefined issues when root is deleted.	COMMENT
LOW	chasm/tree.go	3881	// executed. Intended for use by standby handlers.	COMMENT
LOW	chasm/task.go	21	ScheduledTime time.Time	COMMENT
LOW	chasm/task.go	61	}	COMMENT
LOW	chasm/describe.go	1	package chasm	COMMENT
LOW	chasm/detached_tree.go	21	"go.temporal.io/server/service/history/tasks"	COMMENT
LOW	chasm/visibility.go	241	// affecting the stored data, but the *commonpb.Payload values are shared.	COMMENT
LOW	chasm/ref.go	41		COMMENT
LOW	chasm/search_attribute.go	21	// var testComponentStartTimeSearchAttribute = NewSearchAttributeTime("StartTime", SearchAttributeFieldDateTime01)	COMMENT
LOW	chasm/context.go	21		COMMENT
LOW	chasm/context.go	41	NamespaceEntry() *namespace.Namespace	COMMENT
LOW	chasm/context.go	61	// RequestLinks returns the links attached to the given component for the specific requestID.	COMMENT
LOW	chasm/context.go	81	structuredRef(Component) (ComponentRef, error)	COMMENT
LOW	chasm/context.go	121	// nil/empty links removes the entry.	COMMENT
LOW	chasm/tree_test.go	1701		COMMENT
LOW	chasm/engine.go	81	BusinessIDConflictPolicyUseExisting	COMMENT
LOW	chasm/engine.go	121	// must be recorded. It only matters for UpdateComponent().	COMMENT
LOW	chasm/engine.go	141	// Fields:	COMMENT
LOW	chasm/engine.go	161	// - ExecutionKey: The unique identifier for the execution. This key can be used to	COMMENT
LOW	chasm/engine.go	241	// supplied component ref is validated. Currently only UpdateComponent() honors it; it defaults to	COMMENT
LOW	chasm/engine.go	261	// Type Parameters:	COMMENT
LOW	chasm/engine.go	361	// the ref in the transition function. There are some caveats there, check the	COMMENT
LOW	chasm/timeskipping.go	21	// adjust the config via SetTimeSkippingConfig.	COMMENT
LOW	chasm/lib/namespacereplication/tasks.go	641	// — the frontend's retry interceptor and SDK/activity retry re-issue the	COMMENT
LOW	chasm/lib/namespacereplication/peer_applier.go	41	// PeerApplyResultApplied means the peer accepted the mutation as new state	COMMENT
LOW	chasm/lib/namespacereplication/peer_applier.go	61	// PeerApplier applies a committed namespace mutation to a single peer cell and	COMMENT
LOW	chasm/lib/namespacereplication/component.go	121		COMMENT
LOW	…eplication/gen/namespacereplicationpb/v1/service.pb.go	21	// Verify that this generated code is sufficiently up-to-date.	COMMENT
LOW	…eplication/gen/namespacereplicationpb/v1/message.pb.go	281	type NamespaceMutation struct {	COMMENT
LOW	chasm/lib/activity/operator_commands.go	141	HeartbeatTimeout: a.GetHeartbeatTimeout(),	COMMENT
LOW	chasm/lib/activity/operator_commands.go	401	}	COMMENT
LOW	chasm/lib/activity/responses.go	321		COMMENT
LOW	chasm/lib/activity/validator.go	81	// ValidateAndNormalizeActivityAttributes validates and normalizes the common activity request attributes.	COMMENT
425 more matches not shown…

Decorative Section Separators10 hits · 30 pts

Severity	File	Line	Snippet	Context
MEDIUM	tests/history_node_cleanup_test.go	105	// ── Step 1: start and complete run A ─────────────────────────────────────	COMMENT
MEDIUM	tests/history_node_cleanup_test.go	146	// ── Step 2: reset A → run B ───────────────────────────────────────────────	COMMENT
MEDIUM	tests/history_node_cleanup_test.go	162	// ── Step 3: force-delete run A ────────────────────────────────────────────	COMMENT
MEDIUM	tests/history_node_cleanup_test.go	174	// ── Step 4: force-delete run B ────────────────────────────────────────────	COMMENT
MEDIUM	tests/history_node_cleanup_test.go	183	// ── Assertions ────────────────────────────────────────────────────────────	COMMENT
MEDIUM	tests/timeskipping_test.go	1569	// ── Assertion 1/2/3: the three history events are present. ────────────────	COMMENT
MEDIUM	tests/timeskipping_test.go	1712	// ── Assertion 7: activity-2 events are stamped with virtual time. ─────────	COMMENT
MEDIUM	tests/timeskipping_test.go	1750	// ── Assertion 8: activity-2 timeout task is anchored to wall clock. ──────	COMMENT
MEDIUM	service/history/workflow/mutable_state_impl_test.go	9129	// ── closeTransactionHandleActivityUserTimerTasks scenarios ──────────────────	COMMENT
MEDIUM	service/history/workflow/mutable_state_impl_test.go	9248	// closeTransactionRegenerateTimerTasksForTimeSkipping ───────────	COMMENT

Hallucination Indicators3 hits · 30 pts

Severity	File	Line	Snippet	Context
CRITICAL	service/matching/physical_task_queue_manager_test.go	193	s.tqMgr.backlogMgr.taskReader.gorogrp.Cancel()	CODE
CRITICAL	service/matching/physical_task_queue_manager_test.go	194	s.tqMgr.backlogMgr.taskReader.gorogrp.Wait()	CODE
CRITICAL	service/history/api/multioperation/api.go	195	updateID := uws.updateReq.Request.Request.Meta.GetUpdateId()	CODE

AI Slop Vocabulary7 hits · 21 pts

Severity	File	Line	Snippet	Context
MEDIUM	temporal/fx.go	392	// into fx providers here. Essentially, we want an `fx.In` object in the server graph, and an `fx.Out` object in the	COMMENT
MEDIUM	tests/xdc/activity_timer_task_replication_test.go	85	// checkpoints. That is the property that matters, and it is robust to however many tasks	COMMENT
MEDIUM	common/persistence/execution_manager.go	535	// try to utilize resp as much as possible, for RebuildMutableState API	COMMENT
MEDIUM	common/persistence/execution_manager.go	954	// try to utilize resp as much as possible, for RebuildMutableState API	COMMENT
MEDIUM	service/matching/scale_manager_test.go	212	// fixed expected count, this is robust to how many matches happened earlier in the test.	COMMENT
MEDIUM	service/frontend/fx.go	101	// A more robust approach would require using fx groups but we shouldn't overcomplicate until this becomes an issue.	COMMENT
MEDIUM	service/history/tasks/task_category_registry.go	26	// each entry point that uses it. Essentially, get it from the dependency graph instead of calling this method, unless	COMMENT

Verbosity Indicators5 hits · 8 pts

Severity	File	Line	Snippet	Context
LOW	tests/versioning_3_test.go	5942	// Step 3: CaN run starts on v1. Target=v2, declined=v2 → case 4 suppresses signal.	COMMENT
LOW	tests/versioning_3_test.go	5963	// Step 4: Rollback — set v1 as current again. Target becomes v1.	COMMENT
LOW	tests/versioning_3_test.go	5985	// Step 5: Set v2 as current again. Target goes back to v2.	COMMENT
LOW	common/archiver/history_iterator.go	181	// We need to check if there's more history batches.	COMMENT
LOW	service/history/statemachine_environment.go	147	// for close workflow we need to check if it is still the current run	COMMENT

Synthetic Comment Markers1 hit · 8 pts

Severity	File	Line	Snippet	Context
HIGH	tests/client_misc_test.go	864	// Server complete workflow as requested.	COMMENT

Structural Annotation Overuse4 hits · 6 pts

Severity	File	Line	Snippet	Context
LOW	tests/versioning_3_test.go	5942	// Step 3: CaN run starts on v1. Target=v2, declined=v2 → case 4 suppresses signal.	COMMENT
LOW	tests/versioning_3_test.go	5963	// Step 4: Rollback — set v1 as current again. Target becomes v1.	COMMENT
LOW	tests/versioning_3_test.go	5985	// Step 5: Set v2 as current again. Target goes back to v2.	COMMENT
LOW	…on/persistence/transitionhistory/transition_history.go	79	// NOTE: This function should only be used when there is reloading logic on top of it, since the error returned is a	COMMENT

TODO Padding4 hits · 6 pts

Severity	File	Line	Snippet	Context
LOW	tests/xdc/nexus_request_forwarding_test.go	89	// TODO: Add test cases for dispatch by endpoint ID once endpoints support replication.	COMMENT
LOW	tests/xdc/nexus_request_forwarding_test.go	266	// TODO: Add test cases for dispatch by endpoint ID once endpoints support replication.	COMMENT
LOW	service/matching/pri_matcher_test.go	645	// TODO: Add tests for verifying the validator doesn't consume rate limit tokens.	COMMENT
LOW	service/history/replication/executable_sync_hsm_task.go	187	// TODO: implement the following methods to batch syncHSM task if needed	COMMENT

Example Usage Blocks3 hits · 4 pts

Severity	File	Line	Snippet	Context
LOW	develop/github/monitor_test.sh	7	# Usage:	COMMENT
LOW	develop/github/memory_monitor.sh	21	# Usage:	COMMENT
LOW	common/log/interface.go	11	// Usage example:	COMMENT

Self-Referential Comments1 hit · 3 pts

Severity	File	Line	Snippet	Context
MEDIUM	…rker/workerdeployment/replaytester/generate_history.sh	47	# Create the default namespace	COMMENT

Slop Phrases1 hit · 2 pts

Severity	File	Line	Snippet	Context
LOW	service/matching/counter/map.go	87	// don't forget to fix the map:	COMMENT

Fake / Example Data1 hit · 1 pts

Severity	File	Line	Snippet	Context
LOW	cmd/tools/check-dependencies/main_test.go	185	run("config", "user.email", "test@test.com")	CODE

temporalio/temporal

Open-Source Code Quality, Security and Technical Debt Review