3.6

Adjusted Signal

3.6

Raw Pattern Score

100%

Time Factor

2026-10-30

Last Push

6.3K

Stars

Language

492.7K

Lines of Code

2.3K

Files

1.6K

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 15.1/100 · LOW

Can maintainers explain intent, assumptions, and trade-offs? 1604 finding(s).

Hallucinated Dependency & Supply Chain Risk 0.5/100 · LOW

Are imports declared and package/API names verified? 7 finding(s).

Agent Over-Engineering Ratio 1.4/100 · LOW

Are wrappers, guards, and repeated structures necessary? 69 finding(s).

PR Review Velocity Impact 16.3/100 · LOW

Which changes need focused human review? 1643 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 34LOW 1604

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 1643 distinct pattern matches across 14 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 Block1538 hits · 1517 pts

Severity	File	Line	Snippet	Context
LOW	cmd/version.go	1	// Copyright (C) 2014-2018 Goodrain Co., Ltd.	COMMENT
LOW	cmd/grctl/grctl.go	1	// Copyright (C) 2014-2018 Goodrain Co., Ltd.	COMMENT
LOW	cmd/grctl/server/grctl.go	1	// Copyright (C) 2014-2018 Goodrain Co., Ltd.	COMMENT
LOW	cmd/grctl/option/conf.go	1	// Copyright (C) 2014-2018 Goodrain Co., Ltd.	COMMENT
LOW	cmd/init-probe/probe.go	1	// RAINBOND, Application Management Platform	COMMENT
LOW	cmd/init-probe/cmd/probe_cmd.go	1	// RAINBOND, Application Management Platform	COMMENT
LOW	cmd/init-probe/healthy/depends_health.go	1	// RAINBOND, Application Management Platform	COMMENT
LOW	cmd/api/main.go	1	// Copyright (C) 2014-2018 Goodrain Co., Ltd.	COMMENT
LOW	cmd/api/option/option.go	1	// Copyright (C) 2014-2018 Goodrain Co., Ltd.	COMMENT
LOW	cmd/mq/mq.go	1	// Copyright (C) 2014-2018 Goodrain Co., Ltd.	COMMENT
LOW	cmd/worker/worker.go	1	// Copyright (C) 2014-2018 Goodrain Co., Ltd.	COMMENT
LOW	cmd/builder/builder.go	1	// Copyright (C) 2014-2018 Goodrain Co., Ltd.	COMMENT
LOW	grctl/clients/kubernetes.go	1	// Copyright (C) 2014-2018 Goodrain Co., Ltd.	COMMENT
LOW	grctl/cmd/config.go	1	// RAINBOND, Application Management Platform	COMMENT
LOW	grctl/cmd/cmd.go	1	// Copyright (C) 2014-2018 Goodrain Co., Ltd.	COMMENT
LOW	grctl/cmd/build.go	1	// RAINBOND, Application Management Platform	COMMENT
LOW	grctl/cmd/registry.go	1	// Copyright (C) 2014-2021 Goodrain Co., Ltd.	COMMENT
LOW	grctl/cmd/replace.go	1	// Copyright (C) 2014-2018 Goodrain Co., Ltd.	COMMENT
LOW	grctl/cluster/cluster.go	1	// RAINBOND, Application Management Platform	COMMENT
LOW	grctl/registry/freeversion.go	1	// Copyright (C) 2014-2021 Goodrain Co., Ltd.	COMMENT
LOW	grctl/registry/freeimage.go	1	// Copyright (C) 2014-2021 Goodrain Co., Ltd.	COMMENT
LOW	grctl/registry/registry.go	1	// Copyright (C) 2014-2021 Goodrain Co., Ltd.	COMMENT
LOW	grctl/registry/freecomponent.go	1	// Copyright (C) 2014-2021 Goodrain Co., Ltd.	COMMENT
LOW	util/sshclient.go	1	// Copyright (C) 2014-2018 Goodrain Co., Ltd.	COMMENT
LOW	util/ippool.go	1	// RAINBOND, Application Management Platform	COMMENT
LOW	util/command.go	1	// RAINBOND, Application Management Platform	COMMENT
LOW	util/uuid_test.go	1	// RAINBOND, Application Management Platform	COMMENT
LOW	util/pprofer.go	1	// Copyright (C) 2014-2018 Goodrain Co., Ltd.	COMMENT
LOW	util/comman.go	1	// Copyright (C) 2014-2018 Goodrain Co., Ltd.	COMMENT
LOW	util/hosts.go	1	// RAINBOND, Application Management Platform	COMMENT
LOW	util/constants.go	1	// Copyright (C) 2014-2018 Goodrain Co., Ltd.	COMMENT
LOW	util/string_test.go	1	// RAINBOND, Application Management Platform	COMMENT
LOW	util/sshclient_test.go	1	// Copyright (C) 2014-2018 Goodrain Co., Ltd.	COMMENT
LOW	util/chan.go	1	// Copyright (C) 2014-2018 Goodrain Co., Ltd.	COMMENT
LOW	util/hash_test.go	1	// RAINBOND, Application Management Platform	COMMENT
LOW	util/language.go	1	// RAINBOND, Application Management Platform	COMMENT
LOW	util/ip.go	1	// RAINBOND, Application Management Platform	COMMENT
LOW	util/copyio.go	1	// RAINBOND, Application Management Platform	COMMENT
LOW	util/ip_test.go	1	// RAINBOND, Application Management Platform	COMMENT
LOW	util/comman_test.go	1	// Copyright (C) 2014-2018 Goodrain Co., Ltd.	COMMENT
LOW	util/hash.go	1	// RAINBOND, Application Management Platform	COMMENT
LOW	util/uuid.go	1	// Copyright (C) 2014-2018 Goodrain Co., Ltd.	COMMENT
LOW	util/bytes.go	1	// RAINBOND, Application Management Platform	COMMENT
LOW	util/string.go	1	// RAINBOND, Application Management Platform	COMMENT
LOW	util/prober/manager_test.go	1	// RAINBOND, Application Management Platform	COMMENT
LOW	util/prober/manager.go	1	// RAINBOND, Application Management Platform	COMMENT
LOW	util/prober/probes/http.go	1	// RAINBOND, Application Management Platform	COMMENT
LOW	util/prober/probes/probe.go	1	// RAINBOND, Application Management Platform	COMMENT
LOW	util/prober/types/v1/types.go	1	// RAINBOND, Application Management Platform	COMMENT
LOW	util/grpc/resolver.go	1	// Copyright 2016 The etcd Authors	COMMENT
LOW	util/retryutil/retry_util.go	1	// Copyright (C) 2014-2021 Goodrain Co., Ltd.	COMMENT
LOW	util/leader/kube_leader.go	1	// RAINBOND, Application Management Platform	COMMENT
LOW	util/ansible/node.go	1	// Copyright (C) 2014-2018 Goodrain Co., Ltd.	COMMENT
LOW	util/zip/register.go	1	// RAINBOND, Application Management Platform	COMMENT
LOW	util/zip/writer.go	1	// RAINBOND, Application Management Platform	COMMENT
LOW	util/zip/writer.go	221		COMMENT
LOW	util/zip/writer.go	281	// Officially, the name and comment fields are supposed to be encoded	COMMENT
LOW	util/zip/reader.go	1	// RAINBOND, Application Management Platform	COMMENT
LOW	util/zip/reader.go	461	// signature, the value 0x08074b50 has commonly been adopted	COMMENT
LOW	util/zip/struct.go	1	// RAINBOND, Application Management Platform	COMMENT
1478 more matches not shown…

Decorative Section Separators28 hits · 90 pts

Severity	File	Line	Snippet	Context
MEDIUM	hack/release/release.py	88	# --------------------------------------------------------------------------	COMMENT
MEDIUM	hack/release/release.py	90	# --------------------------------------------------------------------------	COMMENT
MEDIUM⚡	hack/release/release.py	103	# --------------------------------------------------------------------------	COMMENT
MEDIUM⚡	hack/release/release.py	105	# --------------------------------------------------------------------------	COMMENT
MEDIUM⚡	hack/release/release.py	169	# --------------------------------------------------------------------------	COMMENT
MEDIUM⚡	hack/release/release.py	171	# --------------------------------------------------------------------------	COMMENT
MEDIUM	hack/release/release.py	204	# --------------------------------------------------------------------------	COMMENT
MEDIUM	hack/release/release.py	206	# --------------------------------------------------------------------------	COMMENT
MEDIUM	hack/release/release.py	235	# --------------------------------------------------------------------------	COMMENT
MEDIUM	hack/release/release.py	237	# --------------------------------------------------------------------------	COMMENT
MEDIUM	hack/release/release.py	258	# --------------------------------------------------------------------------	COMMENT
MEDIUM	hack/release/release.py	260	# --------------------------------------------------------------------------	COMMENT
MEDIUM	hack/release/release.py	280	# --------------------------------------------------------------------------	COMMENT
MEDIUM	hack/release/release.py	282	# --------------------------------------------------------------------------	COMMENT
MEDIUM	hack/release/release.py	345	# --------------------------------------------------------------------------	COMMENT
MEDIUM	hack/release/release.py	347	# --------------------------------------------------------------------------	COMMENT
MEDIUM	.github/workflows/dev-build.yml	1	# =============================================================================	COMMENT
MEDIUM	.github/workflows/dev-build.yml	19	# =============================================================================	COMMENT
MEDIUM	.github/workflows/dev-build.yml	66	# ---------------------------------------------------------------------------	COMMENT
MEDIUM	.github/workflows/dev-build.yml	68	# ---------------------------------------------------------------------------	COMMENT
MEDIUM	.github/workflows/dev-build.yml	110	# ---------------------------------------------------------------------------	COMMENT
MEDIUM	.github/workflows/dev-build.yml	112	# ---------------------------------------------------------------------------	COMMENT
MEDIUM	.github/workflows/dev-build.yml	178	# ---------------------------------------------------------------------------	COMMENT
MEDIUM	.github/workflows/dev-build.yml	180	# ---------------------------------------------------------------------------	COMMENT
MEDIUM	.github/workflows/dev-build.yml	234	# ---------------------------------------------------------------------------	COMMENT
MEDIUM	.github/workflows/dev-build.yml	236	# ---------------------------------------------------------------------------	COMMENT
MEDIUM	.github/workflows/dev-build.yml	282	# ---------------------------------------------------------------------------	COMMENT
MEDIUM	.github/workflows/dev-build.yml	286	# ---------------------------------------------------------------------------	COMMENT

Hallucination Indicators5 hits · 50 pts

Severity	File	Line	Snippet	Context
CRITICAL	api/handler/k8s_attribute_vm_runtime_test.go	239	if updated.Spec.Template.Spec.Domain.Memory.Guest.Cmp(targetMemory) != 0 {	CODE
CRITICAL	api/handler/k8s_attribute_vm_runtime_test.go	294	if updated.Spec.Template.Spec.Domain.Memory.Guest.Cmp(targetMemory) != 0 {	CODE
CRITICAL	api/handler/k8s_attribute_vm_runtime_test.go	356	if updated.Spec.Template.Spec.Domain.Memory.Guest.Cmp(targetMemory) != 0 {	CODE
CRITICAL	api/handler/k8s_attribute_vm_runtime_test.go	426	if updated.Spec.Template.Spec.Domain.Memory.Guest.Cmp(desiredMemory) != 0 {	CODE
CRITICAL	api/handler/service_vm_live_update.go	150	if vm.Spec.Template.Spec.Domain.Memory.Guest == nil \|\| vm.Spec.Template.Spec.Domain.Memory.Guest.Cmp(targetGuest) != 0	CODE

Hyper-Verbose Identifiers37 hits · 40 pts

Severity	File	Line	Snippet	Context
LOW⚡	hack/release/release.py	111	def validate_upgrade_versions(entries):	CODE
LOW⚡	hack/release/release.py	163	def release_date_from_timestamp(published_at, tz_hours=8):	CODE
LOW⚡	hack/release/release_test.py	22	def test_parse_and_chart_version(self):	CODE
LOW⚡	hack/release/release_test.py	26	def test_rejects_non_release_tags(self):	CODE
LOW⚡	hack/release/release_test.py	33	def test_entry_matches_published_shape(self):	CODE
LOW⚡	hack/release/release_test.py	49	def test_sorts_by_semver_not_string(self):	CODE
LOW⚡	hack/release/release_test.py	54	def test_rerun_same_release_is_noop(self):	CODE
LOW⚡	hack/release/release_test.py	60	def test_conflicting_existing_entry_is_refused(self):	CODE
LOW⚡	hack/release/release_test.py	65	def test_foreign_image_is_refused(self):	CODE
LOW⚡	hack/release/release_test.py	71	def test_unsorted_feed_is_refused(self):	CODE
LOW⚡	hack/release/release_test.py	75	def test_china_date_from_utc_timestamp(self):	CODE
LOW⚡	hack/release/release_test.py	79	def test_checked_in_feed_is_valid_and_round_trips(self):	CODE
LOW	hack/release/release_test.py	91	def test_install_script_only_changes_version_line(self):	CODE
LOW	hack/release/release_test.py	95	def test_install_script_requires_exactly_one_line(self):	CODE
LOW	hack/release/release_test.py	109	def test_chart_never_moves_backwards(self):	CODE
LOW	hack/release/release_test.py	115	def test_chart_bump_ignores_nested_version_keys(self):	CODE
LOW⚡	hack/release/release_test.py	139	def test_patch_release_does_not_touch_docs(self):	STRING
LOW⚡	hack/release/release_test.py	144	def test_new_minor_rolls_table(self):	STRING
LOW⚡	hack/release/release_test.py	153	def test_older_release_leaves_docs_alone(self):	STRING
LOW⚡	hack/release/release_test.py	209	def test_green_full_run_of_same_commits_passes(self):	STRING
LOW⚡	hack/release/release_test.py	212	def test_failed_or_env_failure_blocks(self):	STRING
LOW⚡	hack/release/release_test.py	216	def test_fast_tier_does_not_count(self):	STRING
LOW⚡	hack/release/release_test.py	224	def test_nightly_without_sources_blocks(self):	STRING
LOW⚡	hack/release/release_test.py	229	def test_signature_matches_feishu_algorithm(self):	STRING
LOW⚡	hack/release/release_test.py	235	def test_payload_without_secret(self):	STRING
LOW⚡	hack/release/release_test.py	244	def test_payload_with_secret_is_signed(self):	STRING
LOW⚡	hack/release/release_test.py	249	def test_notify_without_webhook_is_a_no_op(self):	STRING
LOW⚡	hack/release/release_test.py	257	def test_notify_failure_does_not_fail(self):	STRING
LOW	hack/release/release_test.py	169	def test_single_arch_and_missing_are_reported(self):	STRING
LOW	hack/release/release_test.py	180	def test_bearer_challenge_is_followed(self):	STRING
LOW⚡	…/contrib/docker/registry-gc/provision_identity_test.py	13	def test_independent_keys_and_console_scope_are_consistent(self):	CODE
LOW⚡	…/contrib/docker/registry-gc/provision_identity_test.py	23	def test_reuse_does_not_rotate_existing_credentials(self):	CODE
LOW⚡	…/contrib/docker/registry-gc/provision_identity_test.py	31	def test_partial_installation_preserves_existing_key(self):	CODE
LOW⚡	…/contrib/docker/registry-gc/provision_identity_test.py	41	def test_foreign_scope_or_corruption_blocks_all_writes(self):	CODE
LOW⚡	…/contrib/docker/registry-gc/provision_identity_test.py	54	def test_reused_shared_key_is_rejected(self):	CODE
LOW⚡	…/contrib/docker/registry-gc/provision_identity_test.py	60	def test_create_race_does_not_overwrite_or_print_credentials(self):	CODE
LOW⚡	…/contrib/docker/registry-gc/provision_identity_test.py	69	def test_cli_requires_explicit_context_and_redacts_subprocess_errors(self):	CODE

Structural Annotation Overuse14 hits · 21 pts

Severity	File	Line	Snippet	Context
LOW	third_party/process-exporter/proc/tracker.go	419	// Step 1: track any new proc that should be tracked based on its name and cmdline.	COMMENT
LOW	third_party/process-exporter/proc/tracker.go	440	// Step 2: track any untracked new proc that should be tracked because its parent is tracked.	COMMENT
LOW	…arty/coreos-etcd/Documentation/upgrades/upgrade_3_5.md	133	#### Step 1: check upgrade requirements	COMMENT
LOW	…arty/coreos-etcd/Documentation/upgrades/upgrade_3_5.md	161	#### Step 2: download snapshot backup from leader	COMMENT
LOW	…arty/coreos-etcd/Documentation/upgrades/upgrade_3_5.md	195	#### Step 3: stop one existing etcd server	COMMENT
LOW	…arty/coreos-etcd/Documentation/upgrades/upgrade_3_5.md	250	#### Step 4: restart the etcd server with same configuration	COMMENT
LOW	…arty/coreos-etcd/Documentation/upgrades/upgrade_3_5.md	299	#### Step 5: repeat step 3 and step 4 for rest of the members	COMMENT
LOW	…arty/coreos-etcd/Documentation/upgrades/upgrade_3_4.md	257	#### Step 1: check upgrade requirements	COMMENT
LOW	…arty/coreos-etcd/Documentation/upgrades/upgrade_3_4.md	285	#### Step 2: download snapshot backup from leader	COMMENT
LOW	…arty/coreos-etcd/Documentation/upgrades/upgrade_3_4.md	319	#### Step 3: stop one existing etcd server	COMMENT
LOW	…arty/coreos-etcd/Documentation/upgrades/upgrade_3_4.md	367	#### Step 4: restart the etcd server with same configuration	COMMENT
LOW	…arty/coreos-etcd/Documentation/upgrades/upgrade_3_4.md	418	#### Step 5: repeat step 3 and step 4 for rest of the members	COMMENT
LOW	pkg/component/filepersistence/volcengine.go	168	// Step 1: Find the file system ID by name	COMMENT
LOW	pkg/component/filepersistence/volcengine.go	189	// Step 2: Delete the file system by ID	COMMENT

AI Slop Vocabulary3 hits · 9 pts

Severity	File	Line	Snippet	Context
MEDIUM	third_party/coreos-etcd/etcdserver/server.go	162	// The API/raft component can utilize ClusterVersion to determine if	COMMENT
MEDIUM	builder/parser/compose/version3.go	154	// NOTE: V3 doesn't use IP (they utilize Swarm instead for host-networking).	COMMENT
MEDIUM	builder/sources/container_config.go	80	// container, and the runtime should leverage this to ensure correct	COMMENT

Verbosity Indicators5 hits · 8 pts

Severity	File	Line	Snippet	Context
LOW	third_party/process-exporter/proc/tracker.go	419	// Step 1: track any new proc that should be tracked based on its name and cmdline.	COMMENT
LOW	third_party/process-exporter/proc/tracker.go	440	// Step 2: track any untracked new proc that should be tracked because its parent is tracked.	COMMENT
LOW	pkg/apis/rainbond/v1alpha1/helmapp_status.go	82	// We are updating an existing condition, so we need to check if it has changed.	COMMENT
LOW	pkg/component/filepersistence/volcengine.go	168	// Step 1: Find the file system ID by name	COMMENT
LOW	pkg/component/filepersistence/volcengine.go	189	// Step 2: Delete the file system by ID	COMMENT

Excessive Try-Catch Wrapping4 hits · 5 pts

Severity	File	Line	Snippet	Context
LOW	hack/release/release.py	447	except Exception as err: # noqa: BLE001	CODE
LOW	hack/contrib/docker/registry-gc/provision_identity.py	60	except Exception:	CODE
LOW	hack/contrib/docker/registry-gc/provision_identity.py	111	except Exception:	CODE
MEDIUM	hack/contrib/docker/registry-gc/provision_identity.py	40	def validate_secret(secret, name, enterprise, region):	CODE

TODO Padding3 hits · 4 pts

Severity	File	Line	Snippet	Context
LOW	third_party/coreos-etcd/pkg/proxy/server.go	247	// TODO: implement packet reordering from multiple TCP connections	COMMENT
LOW	…_party/coreos-etcd/etcdserver/api/v3client/v3client.go	48	// TODO: implement clientv3.Auth interface?	COMMENT
LOW	pkg/apis/rainbond/v1alpha1/third_component.go	203	// TODO: implement a realistic TCP lifecycle hook	COMMENT

Self-Referential Comments1 hit · 3 pts

Severity	File	Line	Snippet	Context
MEDIUM	.github/workflows/mimo.yml	92	# Define the MiMo provider. apiKey uses {env:...} so the key is read at	COMMENT

Modern AI Meta-Vocabulary1 hit · 3 pts

Severity	File	Line	Snippet	Context
MEDIUM	pkg/common/scheme.go	41	// +kubebuilder:scaffold:scheme	COMMENT

Deep Nesting2 hits · 2 pts

Severity	File	Line	Snippet	Context
LOW	scripts/validate_test_manifest.py	55		CODE
LOW	scripts/report_go_test_coverage.py	60		CODE

Fake / Example Data1 hit · 2 pts

Severity	File	Line	Snippet	Context
LOW	util/govalidator/validator_map.go	14	// e.g: data := map[string]interface{}{"name": "John Doe", "age": 30, "single": false}	COMMENT

Unused Imports1 hit · 1 pts

Severity	File	Line	Snippet	Context
LOW	scripts/report_go_test_coverage.py	4		CODE

goodrain/rainbond

Open-Source Code Quality, Security and Technical Debt Review