1.2

Adjusted Signal

1.2

Raw Pattern Score

100%

Time Factor

2026-10-31

Last Push

5.3K

Stars

Language

1.4M

Lines of Code

5.2K

Files

1.2K

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 4.8/100 · LOW

Can maintainers explain intent, assumptions, and trade-offs? 1093 finding(s).

Hallucinated Dependency & Supply Chain Risk 0.6/100 · LOW

Are imports declared and package/API names verified? 32 finding(s).

Agent Over-Engineering Ratio 0.6/100 · LOW

Are wrappers, guards, and repeated structures necessary? 40 finding(s).

PR Review Velocity Impact 6.0/100 · LOW

Which changes need focused human review? 1165 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 15HIGH 9MEDIUM 220LOW 921

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 1165 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 Block729 hits · 540 pts

Severity	File	Line	Snippet	Context
LOW	packaging/nfpm/mimir/runtime_config.yml	1	---	COMMENT
LOW	tools/check-mangling-returned-slices-enabled.sh	1	#! /usr/bin/env bash	COMMENT
LOW	tools/querytee/proxy_backend.go	181	// ShouldHandleTenants reports whether this backend should handle a request for the given tenant IDs.	COMMENT
LOW	tools/disable-failing-upstream-promql-tests/main.go	1	// SPDX-License-Identifier: AGPL-3.0-only	COMMENT
LOW	tools/release/create-draft-release.sh	1	#!/usr/bin/env bash	COMMENT
LOW	…velopment/mimir-microservices-mode/config/runtime.yaml	1	# This file can be used to set overrides or other runtime config.	COMMENT
LOW	integration/package.go	1	// SPDX-License-Identifier: AGPL-3.0-only	COMMENT
LOW	integration/tenant_with_metadata_limits_test.go	21	"github.com/grafana/mimir/integration/e2emimir"	COMMENT
LOW	integration/backward_compatibility_test.go	301	labels.MustNewMatcher(labels.MatchEqual, "name", "store-gateway-client"),	COMMENT
LOW	integration/e2emimir/rw2/rc3/types.pb.go	181	return nil	COMMENT
LOW	integration/e2emimir/rw2/rc3/types.pb.go	201	// exemplars represents an optional set of exemplars attached to this series' samples.	COMMENT
LOW	integration/e2emimir/rw2/rc3/types.pb.go	301		COMMENT
LOW	integration/e2emimir/rw2/rc3/types.pb.go	521	Sum float64 `protobuf:"fixed64,3,opt,name=sum,proto3" json:"sum,omitempty"`	COMMENT
LOW	integration/e2emimir/rw2/rc3/types.pb.go	541	NegativeSpans []BucketSpan `protobuf:"bytes,8,rep,name=negative_spans,json=negativeSpans,proto3" json:"negative_spans"`	COMMENT
LOW	integration/e2emimir/rw2/rc3/types.pb.go	561	//	COMMENT
LOW	integration/e2emimir/rw2/rc3/types.pb.go	581	//	COMMENT
LOW	…s/configurations/single-process-config-blocks-tls.yaml	61	bucket_name: mimir	COMMENT
LOW	…rces/mimir/configure/configuration-parameters/index.md	101	```yaml	COMMENT
LOW	…rces/mimir/configure/configuration-parameters/index.md	121	# SIGTERM, Mimir will report not-ready status via /ready endpoint.	COMMENT
LOW	…rces/mimir/configure/configuration-parameters/index.md	141	# CLI flag: -api.skip-label-name-validation-header-enabled	COMMENT
LOW	…rces/mimir/configure/configuration-parameters/index.md	221	# CLI flag: -compactor-scheduler.lease-duration	COMMENT
LOW	…rces/mimir/configure/configuration-parameters/index.md	241	# (experimental) The number of maintenance intervals before planning occurs	COMMENT
LOW	…rces/mimir/configure/configuration-parameters/index.md	261	# (advanced) Number of times to backoff and retry before failing.	COMMENT
LOW	…rces/mimir/configure/configuration-parameters/index.md	281		COMMENT
LOW	…rces/mimir/configure/configuration-parameters/index.md	301	[enabled: <boolean> \| default = false]	COMMENT
LOW	…rces/mimir/configure/configuration-parameters/index.md	321	# size the file in advance. Additional activities are ignored.	COMMENT
LOW	…rces/mimir/configure/configuration-parameters/index.md	361	# CLI flag: -vault.auth.approle.wrapping-token	COMMENT
LOW	…rces/mimir/configure/configuration-parameters/index.md	381	# if the service_account_token is not specified.	COMMENT
LOW	…rces/mimir/configure/configuration-parameters/index.md	421	runtime_config:	COMMENT
LOW	…rces/mimir/configure/configuration-parameters/index.md	441		COMMENT
LOW	…rces/mimir/configure/configuration-parameters/index.md	481	[enabled: <boolean> \| default = false]	COMMENT
LOW	…rces/mimir/configure/configuration-parameters/index.md	521	# (advanced) Period at which to heartbeat to the ring.	COMMENT
LOW	…rces/mimir/configure/configuration-parameters/index.md	541	# CLI flag: -overrides-exporter.ring.instance-port	COMMENT
LOW	…rces/mimir/configure/configuration-parameters/index.md	561	[wait_stability_max_duration: <duration> \| default = 5m]	COMMENT
LOW	…rces/mimir/configure/configuration-parameters/index.md	581		COMMENT
LOW	…rces/mimir/configure/configuration-parameters/index.md	601	# (experimental) Percentage [0-100] of request or message buffers to	COMMENT
LOW	…rces/mimir/configure/configuration-parameters/index.md	641	# The gcs_backend block configures the connection to Google Cloud Storage	COMMENT
LOW	…rces/mimir/configure/configuration-parameters/index.md	701	# CLI flag: -server.grpc-conn-limit	COMMENT
LOW	…rces/mimir/configure/configuration-parameters/index.md	781	[client_ca_file: <string> \| default = ""]	COMMENT
LOW	…rces/mimir/configure/configuration-parameters/index.md	821	# client didn't send any request within timeout.	COMMENT
LOW	…rces/mimir/configure/configuration-parameters/index.md	841	# CLI flag: -server.grpc.keepalive.max-connection-idle	COMMENT
LOW	…rces/mimir/configure/configuration-parameters/index.md	861	# CLI flag: -server.grpc.keepalive.timeout	COMMENT
LOW	…rces/mimir/configure/configuration-parameters/index.md	881	# Size of the read buffer for each gRPC connection (bytes). A smaller buffer may	COMMENT
LOW	…rces/mimir/configure/configuration-parameters/index.md	901	# CLI flag: -server.log-source-ips-enabled	COMMENT
LOW	…rces/mimir/configure/configuration-parameters/index.md	921	# Optionally log request headers.	COMMENT
LOW	…rces/mimir/configure/configuration-parameters/index.md	961	# configured cluster validation label is compared with the cluster	COMMENT
LOW	…rces/mimir/configure/configuration-parameters/index.md	981	[soft_validation: <boolean> \| default = false]	COMMENT
LOW	…rces/mimir/configure/configuration-parameters/index.md	1021	[health_check_ingesters: <boolean> \| default = true]	COMMENT
LOW	…rces/mimir/configure/configuration-parameters/index.md	1041	# CLI flag: -distributor.retry-after-header.min-backoff	COMMENT
LOW	…rces/mimir/configure/configuration-parameters/index.md	1061	[enable_elected_replica_metric: <boolean> \| default = false]	COMMENT
LOW	…rces/mimir/configure/configuration-parameters/index.md	1101		COMMENT
LOW	…rces/mimir/configure/configuration-parameters/index.md	1161	[heartbeat_period: <duration> \| default = 15s]	COMMENT
LOW	…rces/mimir/configure/configuration-parameters/index.md	1181		COMMENT
LOW	…rces/mimir/configure/configuration-parameters/index.md	1201	instance_limits:	COMMENT
LOW	…rces/mimir/configure/configuration-parameters/index.md	1221	# (experimental) Enable pooling of buffers used for marshaling write requests.	COMMENT
LOW	…rces/mimir/configure/configuration-parameters/index.md	1241		COMMENT
LOW	…rces/mimir/configure/configuration-parameters/index.md	1261	# CLI flag: -distributor.reactive-limiter.min-limit-factor	COMMENT
LOW	…rces/mimir/configure/configuration-parameters/index.md	1281	# CLI flag: -distributor.reactive-limiter.recent-quantile	COMMENT
LOW	…rces/mimir/configure/configuration-parameters/index.md	1341		COMMENT
LOW	…rces/mimir/configure/configuration-parameters/index.md	1361	# configuration is not used when ingest storage is enabled. This option needs	COMMENT
669 more matches not shown…

Self-Referential Comments165 hits · 495 pts

Severity	File	Line	Snippet	Context
MEDIUM	tools/release/create-draft-release.sh	87	# Create the release as a draft, so the artifacts can be attached before the caller publishes	COMMENT
MEDIUM	…monolithic-mode-with-swift-storage/config/runtime.yaml	1	# This file is left empty. It can be configured with overrides or other runtime config.	COMMENT
MEDIUM	operations/mimir-tests/build.sh	16	# Create a test environment.	COMMENT
MEDIUM	…imir-distributed/charts/minio/templates/configmap.yaml	77	# Create the bucket if it does not exist and set objectlocking if enabled (NOTE: versioning will be not changed if	COMMENT
MEDIUM	…imir-distributed/charts/minio/templates/configmap.yaml	122	# Create the buckets	COMMENT
MEDIUM	…imir-distributed/charts/minio/templates/configmap.yaml	184	# Create the user if it does not exist	COMMENT
MEDIUM	…imir-distributed/charts/minio/templates/configmap.yaml	211	# Create the users	COMMENT
MEDIUM	…imir-distributed/charts/minio/templates/configmap.yaml	262	# Create the name if it does not exist	COMMENT
MEDIUM	…imir-distributed/charts/minio/templates/configmap.yaml	338	# Create the svcacct if it does not exist	COMMENT
MEDIUM	…imir-distributed/charts/minio/templates/configmap.yaml	77	# Create the bucket if it does not exist and set objectlocking if enabled (NOTE: versioning will be not changed if	COMMENT
MEDIUM	…imir-distributed/charts/minio/templates/configmap.yaml	122	# Create the buckets	COMMENT
MEDIUM	…imir-distributed/charts/minio/templates/configmap.yaml	184	# Create the user if it does not exist	COMMENT
MEDIUM	…imir-distributed/charts/minio/templates/configmap.yaml	211	# Create the users	COMMENT
MEDIUM	…imir-distributed/charts/minio/templates/configmap.yaml	262	# Create the name if it does not exist	COMMENT
MEDIUM	…imir-distributed/charts/minio/templates/configmap.yaml	338	# Create the svcacct if it does not exist	COMMENT
MEDIUM	…imir-distributed/charts/minio/templates/configmap.yaml	77	# Create the bucket if it does not exist and set objectlocking if enabled (NOTE: versioning will be not changed if	COMMENT
MEDIUM	…imir-distributed/charts/minio/templates/configmap.yaml	122	# Create the buckets	COMMENT
MEDIUM	…imir-distributed/charts/minio/templates/configmap.yaml	184	# Create the user if it does not exist	COMMENT
MEDIUM	…imir-distributed/charts/minio/templates/configmap.yaml	211	# Create the users	COMMENT
MEDIUM	…imir-distributed/charts/minio/templates/configmap.yaml	262	# Create the name if it does not exist	COMMENT
MEDIUM	…imir-distributed/charts/minio/templates/configmap.yaml	338	# Create the svcacct if it does not exist	COMMENT
MEDIUM	…imir-distributed/charts/minio/templates/configmap.yaml	77	# Create the bucket if it does not exist and set objectlocking if enabled (NOTE: versioning will be not changed if	COMMENT
MEDIUM	…imir-distributed/charts/minio/templates/configmap.yaml	122	# Create the buckets	COMMENT
MEDIUM	…imir-distributed/charts/minio/templates/configmap.yaml	184	# Create the user if it does not exist	COMMENT
MEDIUM	…imir-distributed/charts/minio/templates/configmap.yaml	211	# Create the users	COMMENT
MEDIUM	…imir-distributed/charts/minio/templates/configmap.yaml	262	# Create the name if it does not exist	COMMENT
MEDIUM	…imir-distributed/charts/minio/templates/configmap.yaml	338	# Create the svcacct if it does not exist	COMMENT
MEDIUM	…imir-distributed/charts/minio/templates/configmap.yaml	77	# Create the bucket if it does not exist and set objectlocking if enabled (NOTE: versioning will be not changed if	COMMENT
MEDIUM	…imir-distributed/charts/minio/templates/configmap.yaml	122	# Create the buckets	COMMENT
MEDIUM	…imir-distributed/charts/minio/templates/configmap.yaml	184	# Create the user if it does not exist	COMMENT
MEDIUM	…imir-distributed/charts/minio/templates/configmap.yaml	211	# Create the users	COMMENT
MEDIUM	…imir-distributed/charts/minio/templates/configmap.yaml	262	# Create the name if it does not exist	COMMENT
MEDIUM	…imir-distributed/charts/minio/templates/configmap.yaml	338	# Create the svcacct if it does not exist	COMMENT
MEDIUM	…imir-distributed/charts/minio/templates/configmap.yaml	77	# Create the bucket if it does not exist and set objectlocking if enabled (NOTE: versioning will be not changed if	COMMENT
MEDIUM	…imir-distributed/charts/minio/templates/configmap.yaml	122	# Create the buckets	COMMENT
MEDIUM	…imir-distributed/charts/minio/templates/configmap.yaml	184	# Create the user if it does not exist	COMMENT
MEDIUM	…imir-distributed/charts/minio/templates/configmap.yaml	211	# Create the users	COMMENT
MEDIUM	…imir-distributed/charts/minio/templates/configmap.yaml	262	# Create the name if it does not exist	COMMENT
MEDIUM	…imir-distributed/charts/minio/templates/configmap.yaml	338	# Create the svcacct if it does not exist	COMMENT
MEDIUM	…imir-distributed/charts/minio/templates/configmap.yaml	77	# Create the bucket if it does not exist and set objectlocking if enabled (NOTE: versioning will be not changed if	COMMENT
MEDIUM	…imir-distributed/charts/minio/templates/configmap.yaml	122	# Create the buckets	COMMENT
MEDIUM	…imir-distributed/charts/minio/templates/configmap.yaml	184	# Create the user if it does not exist	COMMENT
MEDIUM	…imir-distributed/charts/minio/templates/configmap.yaml	211	# Create the users	COMMENT
MEDIUM	…imir-distributed/charts/minio/templates/configmap.yaml	262	# Create the name if it does not exist	COMMENT
MEDIUM	…imir-distributed/charts/minio/templates/configmap.yaml	338	# Create the svcacct if it does not exist	COMMENT
MEDIUM	…imir-distributed/charts/minio/templates/configmap.yaml	77	# Create the bucket if it does not exist and set objectlocking if enabled (NOTE: versioning will be not changed if	COMMENT
MEDIUM	…imir-distributed/charts/minio/templates/configmap.yaml	122	# Create the buckets	COMMENT
MEDIUM	…imir-distributed/charts/minio/templates/configmap.yaml	184	# Create the user if it does not exist	COMMENT
MEDIUM	…imir-distributed/charts/minio/templates/configmap.yaml	211	# Create the users	COMMENT
MEDIUM	…imir-distributed/charts/minio/templates/configmap.yaml	262	# Create the name if it does not exist	COMMENT
MEDIUM	…imir-distributed/charts/minio/templates/configmap.yaml	338	# Create the svcacct if it does not exist	COMMENT
MEDIUM	…imir-distributed/charts/minio/templates/configmap.yaml	77	# Create the bucket if it does not exist and set objectlocking if enabled (NOTE: versioning will be not changed if	COMMENT
MEDIUM	…imir-distributed/charts/minio/templates/configmap.yaml	122	# Create the buckets	COMMENT
MEDIUM	…imir-distributed/charts/minio/templates/configmap.yaml	184	# Create the user if it does not exist	COMMENT
MEDIUM	…imir-distributed/charts/minio/templates/configmap.yaml	211	# Create the users	COMMENT
MEDIUM	…imir-distributed/charts/minio/templates/configmap.yaml	262	# Create the name if it does not exist	COMMENT
MEDIUM	…imir-distributed/charts/minio/templates/configmap.yaml	338	# Create the svcacct if it does not exist	COMMENT
MEDIUM	…imir-distributed/charts/minio/templates/configmap.yaml	77	# Create the bucket if it does not exist and set objectlocking if enabled (NOTE: versioning will be not changed if	COMMENT
MEDIUM	…imir-distributed/charts/minio/templates/configmap.yaml	122	# Create the buckets	COMMENT
MEDIUM	…imir-distributed/charts/minio/templates/configmap.yaml	184	# Create the user if it does not exist	COMMENT
105 more matches not shown…

Redundant / Tautological Comments141 hits · 212 pts

Severity	File	Line	Snippet	Context
LOW	tools/lint-runbooks.sh	20	# Check if each alert is referenced in the runbooks.	COMMENT
LOW	tools/git-worktree-volumes.sh	12	# Check if we're in a git worktree (.git is a file, not a directory)	COMMENT
LOW	tools/git-worktree-volumes.sh	21	# Check if the worktree git directory exists	COMMENT
LOW	tools/release/notify-changelog-cut.sh	27	# Check if the notification has already been posted.	COMMENT
LOW	operations/mimir-mixin-tools/screenshots/run.sh	13	# Check if the config file exists.	COMMENT
LOW	operations/mimir-mixin-tools/serve/run.sh	55	# Check if the config file exists.	COMMENT
LOW	…imir-distributed/charts/minio/templates/configmap.yaml	48	# Check if the bucket exists, by using the exit code of `mc ls`	COMMENT
LOW	…imir-distributed/charts/minio/templates/configmap.yaml	164	# Check if the user exists, by using the exit code of `mc admin user info`	COMMENT
LOW	…imir-distributed/charts/minio/templates/configmap.yaml	250	# Check if the policy exists, by using the exit code of `mc admin policy info`	COMMENT
LOW	…imir-distributed/charts/minio/templates/configmap.yaml	317	# Check if the svcacct exists, by using the exit code of `mc admin user svcacct info`	COMMENT
LOW	…imir-distributed/charts/minio/templates/configmap.yaml	341	# Check if policy file is define	COMMENT
LOW	…imir-distributed/charts/minio/templates/configmap.yaml	48	# Check if the bucket exists, by using the exit code of `mc ls`	COMMENT
LOW	…imir-distributed/charts/minio/templates/configmap.yaml	164	# Check if the user exists, by using the exit code of `mc admin user info`	COMMENT
LOW	…imir-distributed/charts/minio/templates/configmap.yaml	250	# Check if the policy exists, by using the exit code of `mc admin policy info`	COMMENT
LOW	…imir-distributed/charts/minio/templates/configmap.yaml	317	# Check if the svcacct exists, by using the exit code of `mc admin user svcacct info`	COMMENT
LOW	…imir-distributed/charts/minio/templates/configmap.yaml	341	# Check if policy file is define	COMMENT
LOW	…imir-distributed/charts/minio/templates/configmap.yaml	48	# Check if the bucket exists, by using the exit code of `mc ls`	COMMENT
LOW	…imir-distributed/charts/minio/templates/configmap.yaml	164	# Check if the user exists, by using the exit code of `mc admin user info`	COMMENT
LOW	…imir-distributed/charts/minio/templates/configmap.yaml	250	# Check if the policy exists, by using the exit code of `mc admin policy info`	COMMENT
LOW	…imir-distributed/charts/minio/templates/configmap.yaml	317	# Check if the svcacct exists, by using the exit code of `mc admin user svcacct info`	COMMENT
LOW	…imir-distributed/charts/minio/templates/configmap.yaml	341	# Check if policy file is define	COMMENT
LOW	…imir-distributed/charts/minio/templates/configmap.yaml	48	# Check if the bucket exists, by using the exit code of `mc ls`	COMMENT
LOW	…imir-distributed/charts/minio/templates/configmap.yaml	164	# Check if the user exists, by using the exit code of `mc admin user info`	COMMENT
LOW	…imir-distributed/charts/minio/templates/configmap.yaml	250	# Check if the policy exists, by using the exit code of `mc admin policy info`	COMMENT
LOW	…imir-distributed/charts/minio/templates/configmap.yaml	317	# Check if the svcacct exists, by using the exit code of `mc admin user svcacct info`	COMMENT
LOW	…imir-distributed/charts/minio/templates/configmap.yaml	341	# Check if policy file is define	COMMENT
LOW	…imir-distributed/charts/minio/templates/configmap.yaml	48	# Check if the bucket exists, by using the exit code of `mc ls`	COMMENT
LOW	…imir-distributed/charts/minio/templates/configmap.yaml	164	# Check if the user exists, by using the exit code of `mc admin user info`	COMMENT
LOW	…imir-distributed/charts/minio/templates/configmap.yaml	250	# Check if the policy exists, by using the exit code of `mc admin policy info`	COMMENT
LOW	…imir-distributed/charts/minio/templates/configmap.yaml	317	# Check if the svcacct exists, by using the exit code of `mc admin user svcacct info`	COMMENT
LOW	…imir-distributed/charts/minio/templates/configmap.yaml	341	# Check if policy file is define	COMMENT
LOW	…imir-distributed/charts/minio/templates/configmap.yaml	48	# Check if the bucket exists, by using the exit code of `mc ls`	COMMENT
LOW	…imir-distributed/charts/minio/templates/configmap.yaml	164	# Check if the user exists, by using the exit code of `mc admin user info`	COMMENT
LOW	…imir-distributed/charts/minio/templates/configmap.yaml	250	# Check if the policy exists, by using the exit code of `mc admin policy info`	COMMENT
LOW	…imir-distributed/charts/minio/templates/configmap.yaml	317	# Check if the svcacct exists, by using the exit code of `mc admin user svcacct info`	COMMENT
LOW	…imir-distributed/charts/minio/templates/configmap.yaml	341	# Check if policy file is define	COMMENT
LOW	…imir-distributed/charts/minio/templates/configmap.yaml	48	# Check if the bucket exists, by using the exit code of `mc ls`	COMMENT
LOW	…imir-distributed/charts/minio/templates/configmap.yaml	164	# Check if the user exists, by using the exit code of `mc admin user info`	COMMENT
LOW	…imir-distributed/charts/minio/templates/configmap.yaml	250	# Check if the policy exists, by using the exit code of `mc admin policy info`	COMMENT
LOW	…imir-distributed/charts/minio/templates/configmap.yaml	317	# Check if the svcacct exists, by using the exit code of `mc admin user svcacct info`	COMMENT
LOW	…imir-distributed/charts/minio/templates/configmap.yaml	341	# Check if policy file is define	COMMENT
LOW	…imir-distributed/charts/minio/templates/configmap.yaml	48	# Check if the bucket exists, by using the exit code of `mc ls`	COMMENT
LOW	…imir-distributed/charts/minio/templates/configmap.yaml	164	# Check if the user exists, by using the exit code of `mc admin user info`	COMMENT
LOW	…imir-distributed/charts/minio/templates/configmap.yaml	250	# Check if the policy exists, by using the exit code of `mc admin policy info`	COMMENT
LOW	…imir-distributed/charts/minio/templates/configmap.yaml	317	# Check if the svcacct exists, by using the exit code of `mc admin user svcacct info`	COMMENT
LOW	…imir-distributed/charts/minio/templates/configmap.yaml	341	# Check if policy file is define	COMMENT
LOW	…imir-distributed/charts/minio/templates/configmap.yaml	48	# Check if the bucket exists, by using the exit code of `mc ls`	COMMENT
LOW	…imir-distributed/charts/minio/templates/configmap.yaml	164	# Check if the user exists, by using the exit code of `mc admin user info`	COMMENT
LOW	…imir-distributed/charts/minio/templates/configmap.yaml	250	# Check if the policy exists, by using the exit code of `mc admin policy info`	COMMENT
LOW	…imir-distributed/charts/minio/templates/configmap.yaml	317	# Check if the svcacct exists, by using the exit code of `mc admin user svcacct info`	COMMENT
LOW	…imir-distributed/charts/minio/templates/configmap.yaml	341	# Check if policy file is define	COMMENT
LOW	…imir-distributed/charts/minio/templates/configmap.yaml	48	# Check if the bucket exists, by using the exit code of `mc ls`	COMMENT
LOW	…imir-distributed/charts/minio/templates/configmap.yaml	164	# Check if the user exists, by using the exit code of `mc admin user info`	COMMENT
LOW	…imir-distributed/charts/minio/templates/configmap.yaml	250	# Check if the policy exists, by using the exit code of `mc admin policy info`	COMMENT
LOW	…imir-distributed/charts/minio/templates/configmap.yaml	317	# Check if the svcacct exists, by using the exit code of `mc admin user svcacct info`	COMMENT
LOW	…imir-distributed/charts/minio/templates/configmap.yaml	341	# Check if policy file is define	COMMENT
LOW	…imir-distributed/charts/minio/templates/configmap.yaml	48	# Check if the bucket exists, by using the exit code of `mc ls`	COMMENT
LOW	…imir-distributed/charts/minio/templates/configmap.yaml	164	# Check if the user exists, by using the exit code of `mc admin user info`	COMMENT
LOW	…imir-distributed/charts/minio/templates/configmap.yaml	250	# Check if the policy exists, by using the exit code of `mc admin policy info`	COMMENT
LOW	…imir-distributed/charts/minio/templates/configmap.yaml	317	# Check if the svcacct exists, by using the exit code of `mc admin user svcacct info`	COMMENT
81 more matches not shown…

Decorative Section Separators40 hits · 180 pts

Severity	File	Line	Snippet	Context
MEDIUM⚡	pkg/mimir/modules.go	670	// ┌──────────────────┐ QF to ┌──────────────────┐	COMMENT
MEDIUM⚡	pkg/mimir/modules.go	672	// │ router │──────────────▶│ frontend worker │	COMMENT
MEDIUM⚡	pkg/mimir/modules.go	674	// └──────────────────┘ └──────────────────┘	COMMENT
MEDIUM⚡	pkg/mimir/modules.go	678	// microservice ┌──────────────────┐ │	COMMENT
MEDIUM⚡	pkg/mimir/modules.go	680	// ─ ─ ─ ─▶│ router │◀─────┘	COMMENT
MEDIUM⚡	pkg/mimir/modules.go	682	// └──────────────────┘	COMMENT
MEDIUM⚡	pkg/mimir/modules.go	685	// /metadata & /chunk ┌─────────────────────┼─────────────────────┐	COMMENT
MEDIUM⚡	pkg/mimir/modules.go	689	// ┌──────────────────┐ ┌──────────────────┐ ┌────────────────────┐	COMMENT
MEDIUM⚡	pkg/mimir/modules.go	693	// └──────────────────┘ └──────────────────┘ └────────────────────┘	COMMENT
MEDIUM⚡	pkg/mimir/modules.go	695	// │ └──────────┬──────────┘	COMMENT
MEDIUM⚡	pkg/mimir/modules.go	697	// │ ┌──────────────────┐	COMMENT
MEDIUM⚡	pkg/mimir/modules.go	699	// └──────────────────────│ Prometheus API │	COMMENT
MEDIUM⚡	pkg/mimir/modules.go	701	// └──────────────────┘	COMMENT
MEDIUM⚡	pkg/storage/indexheader/index/sparse_symbols.go	37	// ┌────────────────────┬─────────────────────┐	COMMENT
MEDIUM⚡	pkg/storage/indexheader/index/sparse_symbols.go	39	// ├────────────────────┴─────────────────────┤	COMMENT
MEDIUM⚡	pkg/storage/indexheader/index/sparse_symbols.go	40	// │ ┌──────────────────────┬───────────────┐ │	COMMENT
MEDIUM⚡	pkg/storage/indexheader/index/sparse_symbols.go	42	// │ ├──────────────────────┴───────────────┤ │	COMMENT
MEDIUM⚡	pkg/storage/indexheader/index/sparse_symbols.go	44	// │ ├──────────────────────┬───────────────┤ │	COMMENT
MEDIUM⚡	pkg/storage/indexheader/index/sparse_symbols.go	46	// │ └──────────────────────┴───────────────┘ │	COMMENT
MEDIUM⚡	pkg/storage/indexheader/index/sparse_symbols.go	47	// ├──────────────────────────────────────────┤	COMMENT
MEDIUM⚡	pkg/storage/indexheader/index/sparse_symbols.go	49	// └──────────────────────────────────────────┘	COMMENT
MEDIUM⚡	pkg/storage/indexheader/index/postings.go	154	// │ ┌────────────────────────────────────────┐ │	COMMENT
MEDIUM⚡	pkg/storage/indexheader/index/postings.go	156	// │ ├──────────────────────┬─────────────────┤ │	COMMENT
MEDIUM⚡	pkg/storage/indexheader/index/postings.go	158	// │ ├──────────────────────┼─────────────────┤ │	COMMENT
MEDIUM⚡	pkg/storage/indexheader/index/postings.go	160	// │ ├──────────────────────┴─────────────────┤ │	COMMENT
MEDIUM⚡	pkg/storage/indexheader/index/postings.go	162	// │ └────────────────────────────────────────┘ │	COMMENT
MEDIUM⚡	pkg/storage/indexheader/index/sparse_postings.go	31	// │ ┌────────────────────────────────────────┐ │	COMMENT
MEDIUM⚡	pkg/storage/indexheader/index/sparse_postings.go	33	// │ ├──────────────────────┬─────────────────┤ │	COMMENT
MEDIUM⚡	pkg/storage/indexheader/index/sparse_postings.go	35	// │ ├──────────────────────┼─────────────────┤ │	COMMENT
MEDIUM⚡	pkg/storage/indexheader/index/sparse_postings.go	37	// │ ├──────────────────────┴─────────────────┤ │	COMMENT
MEDIUM⚡	pkg/storage/indexheader/index/sparse_postings.go	39	// │ └────────────────────────────────────────┘ │	COMMENT
MEDIUM⚡	pkg/storage/indexheader/index/sparse_postings.go	115	// ┌─────────────────────┬──────────────────────┐	COMMENT
MEDIUM⚡	pkg/storage/indexheader/index/sparse_postings.go	117	// ├─────────────────────┴──────────────────────┤	COMMENT
MEDIUM⚡	pkg/storage/indexheader/index/sparse_postings.go	118	// │ ┌────────────────────────────────────────┐ │	COMMENT
MEDIUM⚡	pkg/storage/indexheader/index/sparse_postings.go	120	// │ ├──────────────────────┬─────────────────┤ │	COMMENT
MEDIUM⚡	pkg/storage/indexheader/index/sparse_postings.go	122	// │ ├──────────────────────┼─────────────────┤ │	COMMENT
MEDIUM⚡	pkg/storage/indexheader/index/sparse_postings.go	124	// │ ├──────────────────────┴─────────────────┤ │	COMMENT
MEDIUM⚡	pkg/storage/indexheader/index/sparse_postings.go	126	// │ └────────────────────────────────────────┘ │	COMMENT
MEDIUM⚡	pkg/storage/indexheader/index/sparse_postings.go	128	// ├────────────────────────────────────────────┤	COMMENT
MEDIUM⚡	pkg/storage/indexheader/index/sparse_postings.go	130	// └────────────────────────────────────────────┘	COMMENT

Hallucination Indicators15 hits · 150 pts

Severity	File	Line	Snippet	Context
CRITICAL	docs/sources/mimir/manage/mimir-runbooks/_index.md	1379	$.apps.v1.statefulSet.spec.template.metadata.withLabelsMixin({ [$._config.gossip_member_label]: 'false' }),	CODE
CRITICAL	pkg/util/validation/limits.go	560	if !l.RulerAlertmanagerClientConfig.NotifierConfig.OAuth2.EndpointParams.IsInitialized() {	CODE
CRITICAL	pkg/ingester/ingester_tsdb.go	146	blockRanges := i.cfg.BlocksStorageConfig.TSDB.BlockRanges.ToMilliseconds()	CODE
CRITICAL	pkg/ingester/ingester_tsdb.go	199	RetentionDuration: i.cfg.BlocksStorageConfig.TSDB.Retention.Milliseconds(),	CODE
CRITICAL	pkg/storage/ingest/config_test.go	290	require.NoError(t, cfg.KafkaConfig.SASL.MSKIAM.Secret.AccessKey.Set("AKID"))	CODE
CRITICAL	pkg/storage/ingest/config_test.go	311	require.NoError(t, cfg.KafkaConfig.SASL.MSKIAM.Secret.AccessKey.Set("AKID"))	CODE
CRITICAL	pkg/storage/ingest/config_test.go	312	require.NoError(t, cfg.KafkaConfig.SASL.MSKIAM.Secret.SecretKey.Set("secret"))	CODE
CRITICAL	pkg/storage/ingest/config_test.go	339	require.NoError(t, cfg.KafkaConfig.SASL.MSKIAM.Secret.AccessKey.Set("AKID"))	CODE
CRITICAL	pkg/storage/ingest/config_test.go	340	require.NoError(t, cfg.KafkaConfig.SASL.MSKIAM.Secret.SecretKey.Set("secret"))	CODE
CRITICAL	pkg/storage/ingest/config_test.go	360	require.NoError(t, cfg.KafkaConfig.SASL.Oauthbearer.Secret.Token.Set("foo"))	CODE
CRITICAL	pkg/storage/ingest/config_test.go	371	require.NoError(t, cfg.KafkaConfig.SASL.Oauthbearer.Secret.Token.Set("foo"))	CODE
CRITICAL	pkg/storage/ingest/config_test.go	409	require.NoError(t, cfg.KafkaConfig.SASL.Oauthbearer.Secret.Token.Set("foo"))	CODE
CRITICAL	pkg/ruler/ruler_test.go	1899	require.NoError(t, cfg.Ring.Common.KVStore.Mock.CAS(ctx, RulerRingKey, func(in interface{}) (out interface{}, retry	CODE
CRITICAL	pkg/ruler/ruler_test.go	1979	require.NoError(t, cfg.Ring.Common.KVStore.Mock.CAS(ctx, RulerRingKey, func(in interface{}) (out interface{}, retry b	CODE
CRITICAL	pkg/blockbuilder/tsdb.go	318	blockRanges := b.cfg.BlocksStorage.TSDB.BlockRanges.ToMilliseconds()	CODE

AI Response Leakage8 hits · 55 pts

Severity	File	Line	Snippet	Context
HIGH	…-compartments/config/alertmanager-fallback-config.yaml	6	# In this example we're not going to send any notification out of Alertmanager.	COMMENT
HIGH	…ngest-storage/config/alertmanager-fallback-config.yaml	6	# In this example we're not going to send any notification out of Alertmanager.	COMMENT
HIGH	docs/configurations/overrides-exporter-runtime.yaml	2	# In this example, we're overriding ingestion limits for a single tenant.	COMMENT
HIGH	…ferences/architecture/components/overrides-exporter.md	33	# In this example, we're overriding ingestion limits for a single tenant.	COMMENT
HIGH	…grafana-mimir/config/alertmanager-fallback-config.yaml	6	# In this example we're not going to send any notification out of Alertmanager.	COMMENT
HIGH	operations/mimir-rules-action/README.md	94	RULES_DIR: "./rules/" # In this example rules are stored in a rules directory in the repo	CODE
HIGH	operations/mimir-rules-action/README.md	128	RULES_DIR: "./rules/" # In this example rules are stored in a rules directory in the repo	CODE
HIGH	pkg/util/limiter/utilization.go	193	// stable results. In this implementation we use a warmup period equal to the	COMMENT

Structural Annotation Overuse18 hits · 32 pts

Severity	File	Line	Snippet	Context
LOW	…ir/set-up/jsonnet/migrate-from-consul-to-memberlist.md	28	## Step 1: Enable memberlist and multi KV store.	COMMENT
LOW	…ir/set-up/jsonnet/migrate-from-consul-to-memberlist.md	43	## Step 2: Enable KV store mirroring	COMMENT
LOW	…ir/set-up/jsonnet/migrate-from-consul-to-memberlist.md	67	## Step 3: Switch Primary and Secondary store	COMMENT
LOW	…ir/set-up/jsonnet/migrate-from-consul-to-memberlist.md	86	## Step 4: Disable mirroring to Consul	COMMENT
LOW	…ir/set-up/jsonnet/migrate-from-consul-to-memberlist.md	102	## Step 5: Disable `multi` KV Store	COMMENT
LOW	…ir/set-up/jsonnet/migrate-from-consul-to-memberlist.md	130	## Step 6: Cleanup	COMMENT
LOW	…/configure/configure-spread-minimizing-tokens/index.md	32	## Step 1: Disable write requests to ingesters from `zone-a`	COMMENT
LOW	…/configure/configure-spread-minimizing-tokens/index.md	58	## Step 2: Shut down ingesters from `zone-a`	COMMENT
LOW	…/configure/configure-spread-minimizing-tokens/index.md	64	## Step 3: Enable spread-minimizing tokens for ingesters in `zone-a`	COMMENT
LOW	…/configure/configure-spread-minimizing-tokens/index.md	92	## Step 4: Re-enable write requests to ingesters from `zone-a`	COMMENT
LOW⚡	…/configure/configure-spread-minimizing-tokens/index.md	110	## Step 5: Migrate ingesters from `zone-b`	COMMENT
LOW⚡	…/configure/configure-spread-minimizing-tokens/index.md	114	## Step 6: Migrate ingesters from `zone-c`	COMMENT
LOW⚡	…/configure/configure-spread-minimizing-tokens/index.md	118	## Step 7: Delete the old token files	COMMENT
LOW⚡	pkg/ingester/ingester_compaction.go	658	// Step 1: compact the OOO head to persist all out-of-order data before any	COMMENT
LOW⚡	pkg/ingester/ingester_compaction.go	666	// Step 2: persist the queued non-owned series in a block and evict them from	COMMENT
LOW	pkg/ingester/ingester_ring_lifecycler_test.go	318	// Step 1: Pre-register the instance with tokens using a classic lifecycler.	COMMENT
LOW⚡	pkg/ingester/ingester_ring_lifecycler_test.go	337	// Step 2: Start tokenless lifecycler for the same instance.	COMMENT
LOW⚡	pkg/ingester/ingester_ring_lifecycler_test.go	343	// Step 3: Verify tokens have been removed.	COMMENT

AI Slop Vocabulary10 hits · 28 pts

Severity	File	Line	Snippet	Context
MEDIUM	tools/querytee/proxy.go	83	// as query tee does not currently import and utilize mimir.Config.	COMMENT
MEDIUM	integration/zone_aware_test.go	37	// enable hedging to help speed up this test and make it more robust.	COMMENT
MEDIUM	integration/e2emimir/client.go	778	// TODO: Upgrade to Alertmanager v0.20.0+ and utilize vendored structs	COMMENT
MEDIUM	operations/helm/charts/mimir-distributed/values.yaml	3887	# for cadvisor, kubelet, and kube-state-metrics. The scraped metrics are reduced to those pertaining to	COMMENT
LOW	.github/workflows/update-vendored-mimir-prometheus.yml	36	# The main use case is for weekly branches, so we just use the same branch name here too.	COMMENT
MEDIUM	pkg/util/limiter/utilization.go	166	// Provided that nowFn returns a Time with monotonic clock reading (like time.Now()), time.Sub is robust	COMMENT
MEDIUM	pkg/storage/indexheader/encoding/factory.go	38	// Reading from a section of the table rather than the whole table allows the reader to leverage	COMMENT
MEDIUM	pkg/usagetracker/tracker_store_test.go	384	// theoretical minimum as a robust lower bound to avoid flakiness, while still	COMMENT
MEDIUM	pkg/ruler/manager_test.go	467	// This is a hack, but we have no more robust way to ensure that the notifier has acknowledged the shutdown request.	COMMENT
MEDIUM	pkg/api/api.go	254	// UI components lead to a large number of routes to support, utilize a path prefix instead	COMMENT

Slop Phrases10 hits · 22 pts

Severity	File	Line	Snippet	Context
MEDIUM	docs/configurations/demo.yaml	2	# It is for demonstration purposes only.	COMMENT
MEDIUM	…figurations/single-process-config-blocks-gossip-1.yaml	53	# Mimir of course supports multiple options (S3, GCS, Azure), but for demonstration purposes	COMMENT
MEDIUM	…figurations/single-process-config-blocks-gossip-2.yaml	53	# Mimir of course supports multiple options (S3, GCS, Azure), but for demonstration purposes	COMMENT
MEDIUM	…/get-started/play-with-grafana-mimir/config/mimir.yaml	2	# It is for demonstration purposes only.	COMMENT
MEDIUM	operations/helm/charts/mimir-distributed/values.yaml	4111	# alternatively, you can use strings, which lets you use the mimir defines:	COMMENT
LOW	operations/helm/charts/mimir-distributed/values.yaml	7	# make sure to use the values.yaml from the branch or tag that matches the mimir-distributed Helm chart version that you	COMMENT
LOW	operations/helm/charts/mimir-distributed/values.yaml	3263	# If you enable this, make sure to disable the gateway's ingress.	COMMENT
LOW	pkg/frontend/querymiddleware/roundtrip_test.go	648	// TestMiddlewaresConsistency ensures that we don't forget to add a middleware to a given type of request	COMMENT
LOW	pkg/util/gziphandler/gzip.go	94	// writers, so don't forget to do that.	COMMENT
LOW	pkg/distributor/validate_test.go	1576	// TestNewValidationConfigFieldCompleteness ensures that we don't forget to populate a new field we may add to validatio	COMMENT

Fake / Example Data17 hits · 18 pts

Severity	File	Line	Snippet	Context
LOW	…nt/mimir-compartments/config/example-alertmanager.yaml	5	smtp_from: 'alertmanager@example.org'	CODE
LOW	…/mimir-ingest-storage/config/example-alertmanager.yaml	5	smtp_from: 'alertmanager@example.org'	CODE
LOW	…ment/mimir-microservices-mode/config/alertmanager.yaml	5	smtp_from: 'alertmanager@example.org'	CODE
LOW	integration/alertmanager_test.go	37	smtp_from: 'youraddress@example.org'	CODE
LOW	integration/alertmanager_test.go	44	- to: 'youraddress@example.org'	CODE
LOW	integration/tenant_with_metadata_limits_test.go	35	// - tenant ID and metadata "placeholder" override match, but there's no explicit override (orgID="tenant:test-run=789")	COMMENT
LOW	docs/sources/mimir/references/http-api/_index.md	1374	smtp_from: 'youraddress@example.org'	CODE
LOW	docs/sources/mimir/references/http-api/_index.md	1382	- to: 'youraddress@example.org'	CODE
LOW	pkg/alertmanager/multitenant_test.go	1270	smtp_from: 'youraddress@example.org'	CODE
LOW	pkg/alertmanager/multitenant_test.go	1276	- to: 'youraddress@example.org'	CODE
LOW	pkg/alertmanager/multitenant_test.go	1386	smtp_from: 'youraddress@example.org'	CODE
LOW	pkg/alertmanager/multitenant_test.go	1392	- to: 'youraddress@example.org'	CODE
LOW	pkg/alertmanager/alertstore/local/store_test.go	149	smtp_from: 'alertmanager@example.org'	CODE
LOW	pkg/storage/bucket/client_test.go	93	"client_email": "test@test.com",	CODE
LOW	pkg/queue/tree/multi_algorithm_tree_queue_test.go	129	someConsumer := "placeholder"	CODE
LOW	pkg/queue/tree/multi_algorithm_tree_queue_test.go	193	dequeueArgs: &DequeueArgs{ConsumerID: "placeholder", LastTenantIndex: newConsumerTenantIndex},	CODE
LOW	pkg/queue/tree/multi_algorithm_tree_queue_test.go	209	dequeueArgs: &DequeueArgs{ConsumerID: "placeholder", LastTenantIndex: newConsumerTenantIndex},	CODE

Verbosity Indicators8 hits · 15 pts

Severity	File	Line	Snippet	Context
LOW	pkg/costattribution/sample_tracker.go	217	// if not overflow, we need to check if the key exists in the observed map,	COMMENT
LOW	pkg/costattribution/sample_tracker.go	285	// if it is not known, we need to check if the max cardinality is exceeded	COMMENT
LOW	pkg/ingester/ingester_query.go	371	// because the purpose of this function is to show a snapshot of the live ingester's state.	COMMENT
LOW⚡	pkg/ingester/ingester_compaction.go	658	// Step 1: compact the OOO head to persist all out-of-order data before any	COMMENT
LOW⚡	pkg/ingester/ingester_compaction.go	666	// Step 2: persist the queued non-owned series in a block and evict them from	COMMENT
LOW	pkg/ingester/ingester_ring_lifecycler_test.go	318	// Step 1: Pre-register the instance with tokens using a classic lifecycler.	COMMENT
LOW⚡	pkg/ingester/ingester_ring_lifecycler_test.go	337	// Step 2: Start tokenless lifecycler for the same instance.	COMMENT
LOW⚡	pkg/ingester/ingester_ring_lifecycler_test.go	343	// Step 3: Verify tokens have been removed.	COMMENT

Synthetic Comment Markers1 hit · 8 pts

Severity	File	Line	Snippet	Context
HIGH	pkg/streamingpromql/types/ring_buffer_test.go	674	// capacity at least as large as requested. This makes it difficult to consistently test scenarios like	COMMENT

Example Usage Blocks2 hits · 3 pts

Severity	File	Line	Snippet	Context
LOW	tools/release/create-draft-release.sh	10	# Usage:	COMMENT
LOW	pkg/ingester/lookupplan/csv_test_data_test.go	32	// Usage example:	COMMENT

Modern AI Meta-Vocabulary1 hit · 3 pts

Severity	File	Line	Snippet	Context
MEDIUM	operations/helm/charts/mimir-distributed/values.yaml	3770	# Users are recommended to switch to Grafana k8s-monitoring, that orchestrates the lifecycle of Grafana Alloy instance	COMMENT

grafana/mimir

Open-Source Code Quality, Security and Technical Debt Review