2.1

Adjusted Signal

2.1

Raw Pattern Score

100%

Time Factor

2026-10-31

Last Push

4.0K

Stars

Language

351.7K

Lines of Code

1.4K

Files

556

Pattern Hits

2026-10-31

Scan Date

0.01

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 7.9/100 · LOW

Can maintainers explain intent, assumptions, and trade-offs? 472 finding(s).

Hallucinated Dependency & Supply Chain Risk 0.6/100 · LOW

Are imports declared and package/API names verified? 39 finding(s).

Agent Over-Engineering Ratio 3.2/100 · LOW

Are wrappers, guards, and repeated structures necessary? 151 finding(s).

PR Review Velocity Impact 10.1/100 · LOW

Which changes need focused human review? 556 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 20MEDIUM 46LOW 490

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 556 distinct pattern matches across 18 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 Block238 hits · 238 pts

Severity	File	Line	Snippet	Context
LOW	metrics/bigquery_test.py	1	#!/usr/bin/env python3	COMMENT
LOW	metrics/bigquery.py	1	#!/usr/bin/env python3	COMMENT
LOW	metrics/get_jq.sh	1	#!/usr/bin/env bash	COMMENT
LOW	testgrid/config-upload.sh	1	#!/usr/bin/env bash	COMMENT
LOW	testgrid/config-updater-sa.sh	1	#!/usr/bin/env bash	COMMENT
LOW	testgrid/config-updater-sa.sh	21	# to update the TG config and load a service account key into the cluster's	COMMENT
LOW	testgrid/conformance/upload_e2e.py	1	#!/usr/bin/env python3	COMMENT
LOW	testgrid/conformance/upload_e2e.py	21	# - the log file contains ginkgo's output (true for kubetest and sonobuoy..)	COMMENT
LOW	logexporter/cluster/log-dump.sh	1	#!/usr/bin/env bash	COMMENT
LOW	logexporter/cluster/log-dump.sh	941	# `gsutil cp -r /tmp/dir/logs ${gcs_artifacts_dir}` will	COMMENT
LOW	config/pj-on-kind.sh	1	#!/usr/bin/env bash	COMMENT
LOW	config/mkpj.sh	1	#!/usr/bin/env bash	COMMENT
LOW	…ig/jobs/kubernetes-sigs/agent-sandbox/generate_jobs.py	1	#!/usr/bin/env python3	COMMENT
LOW	…bernetes-sigs/cluster-api/cluster-api-prowjob-gen.yaml	1	# This is the configuration file for cluster-apis prowjob-gen which is located	COMMENT
LOW	…ra-driver-nvidia-gpu/dra-driver-nvidia-gpu-lambda.yaml	1	# Prow jobs for DRA GPU e2e tests on Lambda Cloud.	COMMENT
LOW	…nfig/jobs/image-pushing/k8s-staging-e2e-test-images.sh	1	#!/usr/bin/env bash	COMMENT
LOW	config/jobs/image-pushing/k8s-staging-perf-tests.sh	1	#!/usr/bin/env bash	COMMENT
LOW	…s/image-pushing/k8s-staging-karpenter-cluster-api.yaml	1	postsubmits:	COMMENT
LOW	config/jobs/image-pushing/k8s-staging-sig-storage.sh	1	#!/usr/bin/env bash	COMMENT
LOW	config/jobs/kubernetes-csi/gen-jobs.sh	1	#! /bin/bash -e	COMMENT
LOW	config/jobs/kubernetes-csi/gen-jobs.sh	281		COMMENT
LOW	config/jobs/kubernetes-csi/gen-jobs.sh	621	# docker-in-docker needs privileged mode	COMMENT
LOW	…kubernetes/sig-k8s-infra/trusted/sig-k8s-infra-apps.sh	1	#!/usr/bin/env bash	COMMENT
LOW	…obs/kubernetes/sig-k8s-infra/trusted/releng/sync-ar.sh	1	#!/usr/bin/env bash	COMMENT
LOW	…ig-k8s-infra/releng/artifact-promotion-presubmits.yaml	41	# branches:	COMMENT
LOW	…der-openstack/cloud-provider-openstack-presubmits.yaml	141	# - ^master$	COMMENT
LOW	…g/jobs/kubernetes/sig-cloud-provider/azure/generate.sh	1	#!/usr/bin/env bash	COMMENT
LOW	config/jobs/kubernetes/kops/build_vars.py	1	# Copyright 2025 The Kubernetes Authors.	COMMENT
LOW	config/jobs/kubernetes/kops/build_jobs.py	1	# Copyright 2020 The Kubernetes Authors.	COMMENT
LOW	config/jobs/kubernetes/kops/build_jobs.py	981	"--set=cluster.spec.kubeControllerManager.controllers=selinux-warning-controller"	COMMENT
LOW	config/jobs/kubernetes/kops/helpers.py	1	# Copyright 2020 The Kubernetes Authors.	COMMENT
LOW	config/jobs/kubernetes/sig-node/node-kubelet.yaml	1341	#- name: ci-kubernetes-node-kubelet-performance-test	COMMENT
LOW	config/jobs/kubernetes/sig-node/node-kubelet.yaml	1361	# - --provider=gce	COMMENT
LOW	images/bootstrap/runner.sh	1	#!/usr/bin/env bash	COMMENT
LOW	images/bootstrap/runner.sh	61	# A cgroup cannot both contain processes and parent controller-enabled	COMMENT
LOW	images/bootstrap/entrypoint.sh	1	#!/usr/bin/env bash	COMMENT
LOW	images/kubekins-e2e-v2/login.sh	1	#!/usr/bin/env bash	COMMENT
LOW	images/kubekins-e2e-v2/runner.sh	1	#!/usr/bin/env bash	COMMENT
LOW	images/kubekins-e2e-v2/runner.sh	41	# we need enabled by default	COMMENT
LOW	images/krte/wrapper.sh	1	#!/usr/bin/env bash	COMMENT
LOW	images/builder/run.sh	1	#!/bin/sh	COMMENT
LOW	images/kubekins-e2e/login.sh	1	#!/usr/bin/env bash	COMMENT
LOW	images/kubekins-e2e/install-bazel.sh	1	#!/usr/bin/env bash	COMMENT
LOW	images/kubekins-e2e/kops-e2e-runner.sh	1	#!/usr/bin/env bash	COMMENT
LOW	hack/analyze-memory-profiles.py	1	#!/usr/bin/env python3	COMMENT
LOW	hack/coalesce.py	1	#!/usr/bin/env python3	COMMENT
LOW	hack/pylint_bin.py	1	#!/usr/bin/env python3	COMMENT
LOW	hack/generate-jobs.py	1	# Copyright 2025 The Kubernetes Authors.	COMMENT
LOW	hack/run-in-python-container.sh	1	#!/usr/bin/env bash	COMMENT
LOW	hack/coalesce_test.py	1	#!/usr/bin/env python3	COMMENT
LOW	hack/run-in-node-container.sh	1	#!/usr/bin/env bash	COMMENT
LOW	hack/rollup-js.sh	1	#!/usr/bin/env bash	COMMENT
LOW	hack/ci/test-infra-e2e-k8s.sh	1	#!/bin/sh	COMMENT
LOW	hack/ci/test-infra-e2e-k8s.sh	21	# This version has no defaults which restrict which tests are running.	COMMENT
LOW	hack/ci/test-infra-e2e-k8s.sh	41	# JSON or YAML encoding of a string/string (!) map: {"apia.example.com/v1alpha1": "true", "apib.example.com/v1b	COMMENT
LOW	hack/ci/test-infra-e2e-k8s.sh	181		COMMENT
LOW	hack/make-rules/update/gofmt.sh	1	#!/usr/bin/env bash	COMMENT
LOW	hack/make-rules/update/file-perms.sh	1	#!/usr/bin/env bash	COMMENT
LOW	hack/make-rules/update/ts-rollup.sh	1	#!/usr/bin/env bash	COMMENT
LOW	hack/make-rules/update/misspell.sh	1	#!/usr/bin/env bash	COMMENT
178 more matches not shown…

Hyper-Verbose Identifiers103 hits · 108 pts

Severity	File	Line	Snippet	Context
LOW	metrics/bigquery_test.py	116	def test_validate_metric_name(self):	CODE
LOW	metrics/bigquery_test.py	191	def test_collect_valid_jobs_nonexistent_dir(self):	CODE
LOW	metrics/bigquery_test.py	196	def test_collect_valid_jobs_real_config(self):	CODE
LOW⚡	metrics/bigquery_test.py	222	def test_collect_valid_jobs_null_values(self):	CODE
LOW	metrics/bigquery_test.py	265	def test_filter_json_by_jobs_object_format(self):	CODE
LOW	metrics/bigquery_test.py	290	def test_filter_json_by_jobs_array_format(self):	CODE
LOW	metrics/bigquery.py	93	def _extract_jobs_from_config(config):	CODE
LOW	testgrid/conformance/upload_e2e.py	66	def log_line_strip_escape_sequences(line):	CODE
LOW	testgrid/conformance/upload_e2e.py	125	def testgrid_started_json_contents(start_time):	CODE
LOW	testgrid/conformance/upload_e2e.py	140	def testgrid_finished_json_contents(finish_time, passed, metadata):	CODE
LOW	…ig/jobs/kubernetes-sigs/agent-sandbox/generate_jobs.py	85	def presubmit_test_autogen_up_to_date(job):	CODE
LOW	…ig/jobs/kubernetes-sigs/agent-sandbox/generate_jobs.py	127	def presubmit_benchmarks_kops_gcp_claims(job):	CODE
LOW	…ig/jobs/kubernetes-sigs/agent-sandbox/generate_jobs.py	137	def presubmit_verify_olm_bundle(job):	CODE
LOW	config/jobs/kubernetes/kops/build_vars.py	37	def drop_unsupported_versions(original_list, version_to_drop):	CODE
LOW	config/jobs/kubernetes/kops/build_jobs.py	1357	def generate_presubmits_ai_conformance():	CODE
LOW	config/jobs/kubernetes/kops/build_jobs.py	1487	def generate_presubmits_distros():	CODE
LOW	config/jobs/kubernetes/kops/build_jobs.py	1720	def generate_periodics_upgrades_dns_none():	CODE
LOW	config/jobs/kubernetes/kops/build_jobs.py	1758	def generate_periodics_dns_none():	CODE
LOW	config/jobs/kubernetes/kops/build_jobs.py	1807	def generate_presubmits_dns_none():	CODE
LOW	config/jobs/kubernetes/kops/build_jobs.py	1851	def generate_presubmits_upgrades_dns_none():	CODE
LOW	config/jobs/kubernetes/kops/build_jobs.py	1888	def generate_presubmits_scale():	CODE
LOW	config/jobs/kubernetes/kops/build_jobs.py	2189	def generate_presubmits_branch():	CODE
LOW	config/jobs/kubernetes/kops/build_jobs.py	2220	def generate_presubmits_network_plugins():	CODE
LOW	kettle/make_json_test.py	494	def test_path_to_job_and_number(self):	CODE
LOW	kettle/make_db_test.py	90	def test_get_builds_normal_list(self):	STRING
LOW⚡	kettle/make_db_test.py	106	def test_get_builds_latest_fallback(self):	STRING
LOW⚡	kettle/make_db_test.py	110	def test_get_builds_non_sequential(self):	STRING
LOW⚡	kettle/make_db_test.py	116	def test_get_builds_exclude_list_no_match(self):	STRING
LOW⚡	kettle/make_db_test.py	121	def test_get_builds_exclude_list_match(self):	STRING
LOW⚡	kettle/make_db_test.py	126	def test_get_builds_exclude_list_match_using_regexp(self):	STRING
LOW	kettle/make_json.py	113	def populate_path_to_job_and_number(self):	CODE
LOW	gubernator/view_build_test.py	196	def test_finished_has_revision(self):	CODE
LOW	gubernator/view_build_test.py	254	def test_build_show_passed_skipped(self):	CODE
LOW	gubernator/view_build_test.py	273	def test_build_testgrid_links(self):	CODE
LOW	gubernator/view_build_test.py	280	def test_build_failure_no_text(self):	CODE
LOW	gubernator/view_build_test.py	376	def test_build_directory_redir(self):	CODE
LOW⚡	gubernator/view_build_test.py	406	def test_view_build_list_with_latest(self):	CODE
LOW⚡	gubernator/view_build_test.py	410	def test_view_build_list_with_old_latest(self):	CODE
LOW⚡	gubernator/view_build_test.py	415	def test_view_build_list_no_latest(self):	CODE
LOW⚡	gubernator/view_build_test.py	418	def test_view_build_list_indirect_with_latest(self):	CODE
LOW⚡	gubernator/view_build_test.py	422	def test_view_build_list_indirect_no_latest(self):	CODE
LOW	gubernator/view_build_test.py	436	def test_recent_runs_across_prs(self):	CODE
LOW	gubernator/filters_test.py	108	def test_render_status_complex(self):	CODE
LOW	gubernator/gcs_async_test.py	34	def install_handler_dispatcher(stub, matches, dispatch):	CODE
LOW	gubernator/pull_request_test.py	45	def test_builds_to_table_no_header(self):	CODE
LOW	gubernator/pull_request_test.py	56	def test_builds_to_table_podutils(self):	CODE
LOW	gubernator/main_test.py	89	def test_nodelog_missing_files(self):	CODE
LOW	gubernator/main_test.py	133	def test_nodelog_no_junit_apiserver(self):	CODE
LOW	gubernator/main_test.py	184	def test_timestamp_no_apiserver(self):	CODE
LOW	gubernator/filters.py	164	def has_lgtm_without_missing_approval(payload, user):	CODE
LOW	gubernator/view_pr_test.py	118	def test_pr_build_log_redirect(self):	CODE
LOW	gubernator/third_party/cloudstorage/cloudstorage_api.py	534	def _should_get_another_batch(self, content):	CODE
LOW	gubernator/third_party/cloudstorage/common.py	176	def get_stored_content_length(headers):	CODE
LOW	gubernator/third_party/cloudstorage/api_utils.py	72	def _get_default_retry_params():	CODE
LOW	gubernator/third_party/cloudstorage/api_utils.py	302	def belong_to_current_request(self):	CODE
LOW⚡	gubernator/third_party/defusedxml/expatbuilder.py	29	def defused_start_doctype_decl(self, name, sysid, pubid,	CODE
LOW⚡	gubernator/third_party/defusedxml/expatbuilder.py	37	def defused_unparsed_entity_decl(self, name, base, sysid, pubid,	CODE
LOW⚡	gubernator/third_party/defusedxml/expatbuilder.py	42	def defused_external_entity_ref_handler(self, context, base, sysid,	CODE
LOW⚡	gubernator/third_party/defusedxml/xmlrpc.py	125	def defused_start_doctype_decl(self, name, sysid, pubid,	CODE
LOW⚡	gubernator/third_party/defusedxml/xmlrpc.py	133	def defused_unparsed_entity_decl(self, name, base, sysid, pubid,	CODE
43 more matches not shown…

Self-Referential Comments22 hits · 69 pts

Severity	File	Line	Snippet	Context
MEDIUM	metrics/bigquery_test.py	136	# Create a temporary directory with test job configs	COMMENT
MEDIUM	metrics/bigquery_test.py	140	# Create a presubmits config	COMMENT
MEDIUM	metrics/bigquery_test.py	152	# Create a postsubmits config	COMMENT
MEDIUM	metrics/bigquery_test.py	163	# Create a periodics config	COMMENT
MEDIUM⚡	metrics/bigquery_test.py	224	# Create a temporary directory with test job configs	COMMENT
MEDIUM⚡	metrics/bigquery_test.py	228	# Create a config with explicit null values (common in real configs)	COMMENT
MEDIUM	metrics/bigquery_test.py	240	# Create a config with only some fields present	COMMENT
MEDIUM	metrics/bigquery_test.py	252	# Create an empty config (yaml.safe_load returns None)	COMMENT
MEDIUM	testgrid/config-updater-sa.sh	52	# Create a service account for performing Prow deployments in a GCP project.	COMMENT
MEDIUM	logexporter/cluster/log-dump.sh	113	# Create a temp dir that'll be deleted at the end of this bash session.	COMMENT
MEDIUM	logexporter/cluster/log-dump.sh	735	# Create the logexporter namespace, service-account secret and the logexporter daemonset within that namespace.	COMMENT
MEDIUM	config/jobs/kubernetes/kops/build_vars.py	15	# This file contains common variables and lists for generating kops prow jobs.	COMMENT
MEDIUM	images/kubekins-e2e/kops-e2e-runner.sh	62	# Define a custom instance lister for cluster/log-dump/log-dump.sh.	COMMENT
MEDIUM	scenarios/kubernetes_e2e.py	143	# Create a suffix based on the build number and job name.	COMMENT
MEDIUM	experiment/find-merge-conflicts.sh	85	# Create a branch to attempt the merge	COMMENT
MEDIUM	experiment/create-build-project.sh	18	# Create a new GCP project	COMMENT
MEDIUM	experiment/create-build-project.sh	21	# Create a default build cluster	COMMENT
MEDIUM	experiment/compatibility-versions/common.sh	21	# This file contains shared functions and variables for kind e2e scripts	COMMENT
MEDIUM	…ent/compatibility-versions/e2e-skip-version-testing.sh	72	# Define the path within the temp directory for the cloned repo	COMMENT
MEDIUM	…riment/compatibility-versions/e2e-two-steps-upgrade.sh	113	# Define the path within the temp directory for the cloned repo	COMMENT
MEDIUM	…mpatibility-versions/e2e-k8s-compatibility-versions.sh	110	# Define the path within the temp directory for the cloned repo	COMMENT
MEDIUM	jenkins/bootstrap.py	936	# Create a script for use with GIT_SSH, which defines the program git uses	COMMENT

Empty Error Handlers11 hits · 55 pts

Severity	File	Line	Snippet	Context
HIGH	hack/coalesce.py	87	except OSError:	CODE
HIGH	kettle/make_db.py	293	except ET.ParseError:	CODE
HIGH	kettle/make_db.py	157	except (ValueError, TypeError):	CODE
HIGH	gubernator/main.py	58	except KeyError:	CODE
HIGH	gubernator/filters.py	95	except (AttributeError, TypeError):	CODE
HIGH	gubernator/github/main_test.py	109	except AttributeError:	CODE
HIGH	experiment/parse_build_log.py	44	except: # pylint: disable=bare-except	CODE
HIGH	jenkins/bootstrap.py	507	except subprocess.CalledProcessError:	CODE
HIGH	jenkins/bootstrap.py	516	except subprocess.CalledProcessError:	CODE
HIGH	jenkins/bootstrap.py	269	except OSError:	CODE
HIGH	jenkins/bootstrap.py	777	except subprocess.CalledProcessError:	CODE

Excessive Try-Catch Wrapping28 hits · 54 pts

Severity	File	Line	Snippet	Context
MEDIUM	metrics/bigquery.py	364	print('Error: --filter-stale-jobs requires --jobs-dir', file=sys.stderr)	CODE
LOW	triage/generate_job_repos.py	41	except Exception:	CODE
MEDIUM	kettle/stream.py	114	print(f"Error running {func.__name__} \	CODE
LOW	kettle/model.py	177	except Exception as e: # pylint: disable=broad-except	STRING
LOW	experiment/move-annotations.py	84	except Exception as e:	CODE
LOW	experiment/edit-prowjobs.py	117	except Exception as e: # pylint: disable=broad-except	CODE
LOW	experiment/compare-yaml.py	43	except Exception as e:	CODE
MEDIUM⚡	experiment/audit/audit_log_parser.py	62	print(f"Error: Failed to parse YAML content from {url}")	CODE
MEDIUM⚡	experiment/audit/audit_log_parser.py	70	print(f"Error: Failed to download {endpoint_type} from {url}")	CODE
MEDIUM⚡	experiment/audit/audit_log_parser.py	75	print(f"Error: Unexpected failure loading {endpoint_type} from {url}")	CODE
MEDIUM⚡	experiment/audit/audit_log_parser.py	76	print(f"Error details: {e}")	CODE
MEDIUM⚡	experiment/audit/audit_log_parser.py	197	print(f"Error downloading Swagger spec: {e}")	CODE
MEDIUM⚡	experiment/audit/audit_log_parser.py	201	print(f"Error parsing Swagger JSON: {e}")	CODE
MEDIUM⚡	experiment/audit/audit_log_parser.py	731	print(f"Error: File {file_path} not found")	CODE
MEDIUM⚡	experiment/audit/audit_log_parser.py	734	print(f"Error reading file {file_path}: {e}")	CODE
MEDIUM	experiment/audit/audit_log_parser.py	110	print(f"Error: Expected YAML list format for {endpoint_type}, got {type(yaml_data)}")	CODE
MEDIUM	experiment/audit/audit_log_parser.py	850	print(f"Error writing to file: {e}")	CODE
MEDIUM	experiment/audit/audit_log_parser.py	954	print(f"Error writing {json_output_path}: {e}")	CODE
LOW⚡	experiment/audit/audit_log_parser.py	74	except Exception as e: # pylint: disable=broad-except	CODE
LOW⚡	experiment/audit/audit_log_parser.py	204	except Exception as e: # pylint: disable=broad-except	CODE
LOW⚡	experiment/audit/audit_log_parser.py	724	except Exception: # pylint: disable=broad-except	CODE
MEDIUM	experiment/audit/audit_log_parser.py	1000	print("Error: Failed to load Swagger specification")	STRING
MEDIUM	experiment/audit/kubernetes_api_analysis.py	64	print(f"Error reading swagger specification: {e}")	CODE
MEDIUM	experiment/audit/kubernetes_api_analysis.py	108	print(f"Error: Audit file not found: {audit_file}")	CODE
MEDIUM	experiment/audit/kubernetes_api_analysis.py	249	print(f"Error accessing GCS bucket: {e}")	CODE
MEDIUM	experiment/audit/kubernetes_api_analysis.py	252	print("Error: gsutil not found. Please install Google Cloud SDK.")	CODE
LOW	jenkins/bootstrap.py	1113	except Exception: # pylint: disable=broad-except	CODE
MEDIUM	jenkins/bootstrap.py	234	def commit_date(git, commit, call):	CODE

Deep Nesting57 hits · 53 pts

Severity	File	Line	Context
LOW	metrics/bigquery.py	121	CODE
LOW	config/jobs/kubernetes/kops/build_jobs.py	89	CODE
LOW	config/jobs/kubernetes/kops/build_jobs.py	335	CODE
LOW	config/jobs/kubernetes/kops/build_jobs.py	531	CODE
LOW	config/jobs/kubernetes/kops/build_jobs.py	2888	CODE
LOW	hack/coalesce.py	55	CODE
LOW	hack/generate-jobs.py	48	CODE
LOW	hack/boilerplate/verify_boilerplate.py	177	CODE
LOW	triage/generate_job_repos.py	26	CODE
LOW	kettle/make_db.py	284	CODE
LOW	kettle/make_db.py	51	CODE
LOW	kettle/make_db.py	176	CODE
LOW	kettle/stream.py	74	CODE
LOW	kettle/model.py	161	CODE
LOW	kettle/make_json.py	163	CODE
LOW	kettle/make_json.py	226	CODE
LOW	kettle/make_json.py	249	CODE
LOW	gubernator/pb_glance.py	24	CODE
LOW	gubernator/update_config.py	23	CODE
LOW	gubernator/testgrid.py	97	CODE
LOW	gubernator/gcs_async.py	29	CODE
LOW	gubernator/filters.py	100	CODE
LOW	gubernator/third_party/cloudstorage/cloudstorage_api.py	282	CODE
LOW	gubernator/third_party/cloudstorage/cloudstorage_api.py	443	CODE
LOW	gubernator/third_party/cloudstorage/cloudstorage_api.py	493	CODE
LOW	gubernator/third_party/cloudstorage/errors.py	96	CODE
LOW	gubernator/github/classifier.py	94	CODE
LOW	gubernator/github/classifier.py	280	CODE
LOW	gubernator/github/classifier.py	354	CODE
LOW	gubernator/github/models.py	30	CODE
LOW	scenarios/kubernetes_e2e.py	179	CODE
LOW	scenarios/kubernetes_janitor.py	134	CODE
LOW	experiment/move-annotations.py	41	CODE
LOW	experiment/move-annotations.py	72	CODE
LOW	experiment/edit-prowjobs.py	64	CODE
LOW	experiment/migrate_testgrid_tabs.py	40	CODE
LOW	experiment/migrate_testgrid_tabs.py	63	CODE
LOW	experiment/migrate_testgrid_tabs.py	110	CODE
LOW	experiment/migrate_testgrid_tabs.py	190	CODE
LOW	experiment/dependencies/unwanted_deps.py	213	CODE
LOW	experiment/dependencies/unwanted_deps.py	297	CODE
LOW	experiment/dependencies/gomod_staleness.py	66	CODE
LOW	experiment/audit/audit_log_parser.py	81	CODE
LOW	experiment/audit/audit_log_parser.py	528	CODE
LOW	experiment/audit/audit_log_parser.py	636	CODE
LOW	experiment/audit/audit_log_parser.py	757	CODE
LOW	experiment/audit/audit_log_parser.py	167	CODE
LOW	experiment/audit/audit_log_parser.py	209	CODE
LOW	experiment/audit/audit_log_parser.py	235	CODE
LOW	experiment/audit/audit_log_parser.py	303	CODE
LOW	experiment/audit/kubernetes_api_analysis.py	44	CODE
LOW	experiment/audit/kubernetes_api_analysis.py	93	CODE
LOW	experiment/audit/kubernetes_api_analysis.py	129	CODE
LOW	experiment/audit/kubernetes_api_analysis.py	182	CODE
LOW	jenkins/bootstrap.py	435	CODE
LOW	jenkins/bootstrap.py	672	CODE
LOW	jenkins/bootstrap_test.py	1138	CODE

Docstring Block Structure9 hits · 45 pts

Severity	File	Line	Snippet	Context
HIGH	gubernator/third_party/cloudstorage/cloudstorage_api.py	53	Opens a Google Cloud Storage file and returns it as a File-like object. Args: filename: A Google Cloud Storage fi	STRING
HIGH	gubernator/third_party/cloudstorage/cloudstorage_api.py	130	Get GCSFileStat of a Google Cloud storage file. Args: filename: A Google Cloud Storage filename of form '/bucket/	STRING
HIGH	gubernator/third_party/cloudstorage/cloudstorage_api.py	197	Returns a GCSFileStat iterator over a bucket. Optional arguments can limit the result to a subset of files under buck	STRING
HIGH	gubernator/third_party/cloudstorage/common.py	247	Validate and process a Google Cloud Stoarge path prefix. Args: path_prefix: a Google Cloud Storage path prefix of	STRING
HIGH	gubernator/third_party/cloudstorage/storage_api.py	324	Read one line delimited by '\n' from the file. A trailing newline character is kept in the string. It may be absent	STRING
HIGH	gubernator/third_party/cloudstorage/storage_api.py	366	Read data from RAW file. Args: size: Number of bytes to read as integer. Actual number of bytes read	STRING
HIGH	gubernator/third_party/cloudstorage/storage_api.py	456	Get a segment of the file from Google Storage. Args: start: start offset of the segment. Inclusive. Have to b	STRING
HIGH	gubernator/third_party/cloudstorage/api_utils.py	139	Run a tasklet with retry. The retry should be transparent to the caller: if no results are successful, the exce	STRING
HIGH	gubernator/third_party/cloudstorage/api_utils.py	272	Check init arguments. Args: name: name of the argument. For logging purpose. val: value. Value has to b	STRING

Unused Imports37 hits · 37 pts

Severity	File	Line	Context
LOW	gubernator/third_party/cloudstorage/cloudstorage_api.py	19	CODE
LOW	gubernator/third_party/cloudstorage/__init__.py	20	CODE
LOW	gubernator/third_party/cloudstorage/__init__.py	21	CODE
LOW	gubernator/third_party/cloudstorage/__init__.py	22	CODE
LOW	gubernator/third_party/cloudstorage/__init__.py	23	CODE
LOW	gubernator/third_party/cloudstorage/__init__.py	24	CODE
LOW	gubernator/third_party/cloudstorage/__init__.py	25	CODE
LOW	gubernator/third_party/cloudstorage/__init__.py	26	CODE
LOW	gubernator/third_party/cloudstorage/__init__.py	27	CODE
LOW	gubernator/third_party/cloudstorage/__init__.py	28	CODE
LOW	gubernator/third_party/cloudstorage/__init__.py	29	CODE
LOW	gubernator/third_party/defusedxml/pulldom.py	8	CODE
LOW	gubernator/third_party/defusedxml/pulldom.py	8	CODE
LOW	gubernator/third_party/defusedxml/expatbuilder.py	8	CODE
LOW	gubernator/third_party/defusedxml/expatbuilder.py	8	CODE
LOW	gubernator/third_party/defusedxml/xmlrpc.py	10	CODE
LOW	gubernator/third_party/defusedxml/xmlrpc.py	10	CODE
LOW	gubernator/third_party/defusedxml/cElementTree.py	8	CODE
LOW	gubernator/third_party/defusedxml/cElementTree.py	12	CODE
LOW	gubernator/third_party/defusedxml/sax.py	8	CODE
LOW	gubernator/third_party/defusedxml/sax.py	8	CODE
LOW	gubernator/third_party/defusedxml/__init__.py	8	CODE
LOW	gubernator/third_party/defusedxml/__init__.py	8	CODE
LOW	gubernator/third_party/defusedxml/__init__.py	10	CODE
LOW	gubernator/third_party/defusedxml/__init__.py	10	CODE
LOW	gubernator/third_party/defusedxml/__init__.py	10	CODE
LOW	gubernator/third_party/defusedxml/__init__.py	10	CODE
LOW	gubernator/third_party/defusedxml/__init__.py	10	CODE
LOW	gubernator/third_party/defusedxml/lxml.py	10	CODE
LOW	gubernator/third_party/defusedxml/lxml.py	10	CODE
LOW	gubernator/third_party/defusedxml/minidom.py	8	CODE
LOW	gubernator/third_party/defusedxml/minidom.py	8	CODE
LOW	gubernator/third_party/defusedxml/expatreader.py	8	CODE
LOW	gubernator/third_party/defusedxml/expatreader.py	8	CODE
LOW	gubernator/third_party/defusedxml/ElementTree.py	8	CODE
LOW	gubernator/third_party/defusedxml/ElementTree.py	8	CODE
LOW	gubernator/third_party/defusedxml/ElementTree.py	24	CODE

Redundant / Tautological Comments21 hits · 30 pts

Severity	File	Line	Snippet	Context
LOW	images/bootstrap/runner.sh	39	# Check if the job has opted-in to docker-in-docker availability.	COMMENT
LOW	images/kubekins-e2e-v2/runner.sh	34	# Check if the job has opted-in to docker-in-docker availability.	COMMENT
LOW	images/krte/wrapper.sh	70	# Check if the job has opted-in to docker-in-docker	COMMENT
LOW	hack/make-rules/py-test/activate-python_venv.sh	27	# Check if the virtual environment exists and matches the current python version	COMMENT
LOW	experiment/kubelet-serving-certificates/e2e-k8s.sh	229	# Check if this CSR was already approved	COMMENT
LOW	experiment/kubelet-serving-certificates/e2e-k8s.sh	239	# Check if username matches system:node:<node-name> for any of our nodes	COMMENT
LOW	experiment/kubelet-serving-certificates/e2e-k8s.sh	266	# Check if all nodes have approved CSRs	COMMENT
LOW	experiment/compatibility-versions/common.sh	346	# Check if kubectl version reports the current version	COMMENT
LOW	…sions/validate-compatibility-versions-feature-gates.sh	229	# Check if gate is:	COMMENT
LOW	…y-versions/compatibility-versions-feature-gate-test.sh	198	# Check if gitVersion contains alpha.0 and increment VERSION_DELTA if needed	COMMENT
LOW	…y-versions/compatibility-versions-feature-gate-test.sh	226	# Check if files exist at the current paths and update if needed with alternative paths	COMMENT
LOW	…ent/compatibility-versions/e2e-skip-version-testing.sh	120	# Check if gitVersion contains alpha.0 and increment VERSION_DELTA if needed	COMMENT
LOW	…riment/compatibility-versions/e2e-two-steps-upgrade.sh	64	# Check if gitVersion contains alpha.0 and increment VERSION_DELTA if needed	COMMENT
LOW	…mpatibility-versions/e2e-k8s-compatibility-versions.sh	64	# Check if gitVersion contains alpha.0 and increment VERSION_DELTA if needed	COMMENT
LOW	experiment/audit/audit_log_parser.py	221	# Check if operation is deprecated	COMMENT
LOW	experiment/audit/audit_log_parser.py	266	# Check if this looks like a resource type (plural noun at end of path or before {name})	COMMENT
LOW	experiment/audit/audit_log_parser.py	412	# Check if this is a watch operation by looking at query parameters	COMMENT
LOW	experiment/audit/audit_log_parser.py	534	# Check if this is a watch operation from query parameters	COMMENT
LOW	experiment/audit/audit_log_parser.py	689	# Check if this is a watch operation based on query parameters	COMMENT
LOW	experiment/audit/audit_log_parser.py	1018	# Check if any pending eligible endpoints are already being exercised in audit logs	STRING
LOW	experiment/audit/kubernetes_api_analysis.py	218	# Check if finished.json exists in this directory	COMMENT

AI Slop Vocabulary6 hits · 15 pts

Severity	File	Line	Snippet	Context
MEDIUM	kubetest/util.go	43	// Essentially curl url \| writer including request headers	COMMENT
MEDIUM	kubetest/util.go	69	// Essentially curl url \| writer	COMMENT
MEDIUM	kubetest/stage.go	68	// Essentially release/push-build.sh --bucket=B --ci? --gcs-suffix=S --noupdatelatest	COMMENT
LOW	config/jobs/kubernetes/kops/build_jobs.py	228	# reference the cluster name is to just pass it into the script	COMMENT
LOW	config/jobs/kubernetes/kops/helpers.py	276	# for now, we just return the image from this hardcoded list	COMMENT
MEDIUM	jenkins/bootstrap.py	1181	# and utilize this flag	COMMENT

Slop Phrases9 hits · 14 pts

Severity	File	Line	Snippet	Context
LOW	…netes-sigs/cluster-api/cluster-api-main-periodics.yaml	172	# Please also make sure to refer a version where a kindest/node image exists	COMMENT
LOW	…etes-sigs/cluster-api/cluster-api-main-presubmits.yaml	188	# Please also make sure to refer a version where a kindest/node image exists	COMMENT
LOW	…gs/cluster-api/cluster-api-release-1-12-periodics.yaml	172	# Please also make sure to refer a version where a kindest/node image exists	COMMENT
LOW	…gs/cluster-api/cluster-api-release-1-13-periodics.yaml	172	# Please also make sure to refer a version where a kindest/node image exists	COMMENT
LOW	…gs/cluster-api/cluster-api-release-1-14-periodics.yaml	172	# Please also make sure to refer a version where a kindest/node image exists	COMMENT
LOW	…s/cluster-api/cluster-api-release-1-12-presubmits.yaml	188	# Please also make sure to refer a version where a kindest/node image exists	COMMENT
LOW	…bernetes-sigs/cluster-api/cluster-api-prowjob-gen.yaml	20	# # Please also make sure to refer a version where a kindest/node image exists for (see https://github.com/kubern	COMMENT
LOW	…s/cluster-api/cluster-api-release-1-13-presubmits.yaml	188	# Please also make sure to refer a version where a kindest/node image exists	COMMENT
LOW	…s/cluster-api/cluster-api-release-1-14-presubmits.yaml	188	# Please also make sure to refer a version where a kindest/node image exists	COMMENT

Modern Structural Boilerplate6 hits · 6 pts

Severity	File	Line	Snippet	Context
LOW	gubernator/third_party/cloudstorage/cloudstorage_api.py	23	__all__ = ['copy2',	CODE
LOW	gubernator/third_party/cloudstorage/common.py	21	__all__ = ['CS_XML_NS',	CODE
LOW	gubernator/third_party/cloudstorage/errors.py	21	__all__ = ['AuthorizationError',	CODE
LOW	gubernator/third_party/cloudstorage/storage_api.py	21	__all__ = ['ReadBuffer',	CODE
LOW	gubernator/third_party/cloudstorage/api_utils.py	19	__all__ = ['set_default_retry_params',	CODE
LOW	gubernator/third_party/cloudstorage/rest_api.py	21	__all__ = ['add_sync_methods']	CODE

AI Structural Patterns3 hits · 3 pts

Severity	File	Line	Context
LOW	config/jobs/kubernetes/kops/build_jobs.py	89	CODE
LOW	config/jobs/kubernetes/kops/build_jobs.py	335	CODE
LOW	experiment/find_developers.py	36	CODE

Modern AI Meta-Vocabulary1 hit · 3 pts

Severity	File	Line	Snippet	Context
MEDIUM	experiment/lambda/e2e-test.sh	16	# e2e-test.sh -- orchestrates GPU e2e tests on a Lambda Cloud instance.	COMMENT

Fake / Example Data2 hits · 2 pts

Severity	File	Line	Snippet	Context
LOW	testgrid/config.md	318	alert_mail_to_addresses: 'foo@bar.com'	CODE
LOW⚡	jenkins/bootstrap_test.py	870	bootstrap.GCE_KEY_ENV: 'fake-key',	CODE

Example Usage Blocks1 hit · 2 pts

Severity	File	Line	Snippet	Context
LOW	config/jobs/kubernetes-csi/gen-jobs.sh	304	# Usage:	COMMENT

TODO Padding1 hit · 2 pts

Severity	File	Line	Snippet	Context
LOW	robots/issue-creator/sources/flakyjob-reporter.go	251	// TODO: implement priority calculations later	COMMENT

Overly Generic Function Names1 hit · 1 pts

Severity	File	Line	Snippet	Context
LOW	triage/interactive.js	305	function getData() {	CODE

kubernetes/test-infra

Open-Source Code Quality, Security and Technical Debt Review