1.9

Adjusted Signal

1.9

Raw Pattern Score

100%

Time Factor

2026-10-31

Last Push

11.7K

Stars

Language

423.2K

Lines of Code

2.1K

Files

537

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 7.5/100 · LOW

Can maintainers explain intent, assumptions, and trade-offs? 492 finding(s).

Hallucinated Dependency & Supply Chain Risk 0.1/100 · LOW

Are imports declared and package/API names verified? 12 finding(s).

Agent Over-Engineering Ratio 1.4/100 · LOW

Are wrappers, guards, and repeated structures necessary? 45 finding(s).

PR Review Velocity Impact 9.2/100 · LOW

Which changes need focused human review? 537 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 1MEDIUM 137LOW 399

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 537 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 Block337 hits · 274 pts

Severity	File	Line	Snippet	Context
LOW	.goreleaser.yaml	241	- profilecli	COMMENT
LOW	ui/src/hooks/useLabelSuggestions.ts	81	const paramsRef = useRef({ context, startBucket, endBucket });	COMMENT
LOW	ui/src/hooks/useLabelSuggestions.ts	141	}, [debouncedKey]);	COMMENT
LOW	ui/src/lib/flamegraph/FlameGraph/FlameGraph.tsx	1	// This component is based on logic from the flamebearer project	COMMENT
LOW	ui/src/lib/flamegraph/FlameGraph/treeTransforms.ts	21	roots: LevelItem[],	COMMENT
LOW	cmd/profilecli/replay_format.go	21	// File layout:	COMMENT
LOW	cmd/profilecli/replay_version.go	1	package main	COMMENT
LOW	cmd/pyroscope/pyroscope.yaml	1	# Pyroscope example configuration file.	COMMENT
LOW	cmd/pyroscope/pyroscope.yaml	21	# HTTP server listen address.	COMMENT
LOW	cmd/pyroscope/pyroscope.yaml	41		COMMENT
LOW	cmd/pyroscope/pyroscope.yaml	61		COMMENT
LOW	cmd/pyroscope/pyroscope.yaml	81		COMMENT
LOW	cmd/pyroscope/pyroscope.yaml	101		COMMENT
LOW	cmd/pyroscope/pyroscope.yaml	121		COMMENT
LOW	cmd/pyroscope/pyroscope.yaml	141		COMMENT
LOW	cmd/pyroscope/pyroscope.yaml	161	# be forcibly closed. Default: infinity	COMMENT
LOW	cmd/pyroscope/pyroscope.yaml	181		COMMENT
LOW	cmd/pyroscope/pyroscope.yaml	201	# grpc_server_write_buffer_size: 32768	COMMENT
LOW	cmd/pyroscope/pyroscope.yaml	221		COMMENT
LOW	cmd/pyroscope/pyroscope.yaml	241	# Comma separated list of headers to exclude from tracing spans. Only used if	COMMENT
LOW	cmd/pyroscope/pyroscope.yaml	261	raft:	COMMENT
LOW	cmd/pyroscope/pyroscope.yaml	281	# pushtimeout: 5s	COMMENT
LOW	cmd/pyroscope/pyroscope.yaml	301	# host: "localhost:8500"	COMMENT
LOW	cmd/pyroscope/pyroscope.yaml	321	# Per-tenant allowed ingestion burst size (in sample size). Units in MB. The	COMMENT
LOW	cmd/pyroscope/pyroscope.yaml	341	# Maximum number of sessions per series. 0 to disable.	COMMENT
LOW	cmd/pyroscope/pyroscope.yaml	361	# max_profile_stacktrace_samples: 16000	COMMENT
LOW	cmd/pyroscope/pyroscope.yaml	381	# distributor_aggregation_period: 0s	COMMENT
LOW	cmd/pyroscope/pyroscope.yaml	401	# be modified to only query data within the allowed time range. 0 to disable,	COMMENT
LOW	cmd/pyroscope/pyroscope.yaml	421	# Include profiles that were sampled out and stored with stacktraces stripped	COMMENT
LOW	cmd/pyroscope/pyroscope.yaml	441	# query_sanitize_on_merge: true	COMMENT
LOW	cmd/pyroscope/pyroscope.yaml	461	# output split shards is controlled by -compactor.split-and-merge-shards.	COMMENT
LOW	cmd/pyroscope/pyroscope.yaml	481	# overrides for a specific tenant. If not set, the default S3 client settings	COMMENT
LOW	cmd/pyroscope/pyroscope.yaml	521	# The etcd endpoints to connect to.	COMMENT
LOW	cmd/pyroscope/pyroscope.yaml	541	# shutdown and restored at startup.	COMMENT
LOW	cmd/pyroscope/pyroscope.yaml	561	# Abort if this node fails to join memberlist cluster at startup. When	COMMENT
LOW	cmd/pyroscope/pyroscope.yaml	581	# [v1 storage only] How big should a single row group be uncompressed	COMMENT
LOW	cmd/pyroscope/pyroscope.yaml	601	# Set to false to disable tracing.	COMMENT
LOW	cmd/pyroscope/pyroscope.yaml	621		COMMENT
LOW	cmd/pyroscope/pyroscope.yaml	641	profile_dump:	COMMENT
LOW	cmd/pyroscope/pyroscope.yaml	661	# https://docs.aws.amazon.com/general/latest/gr/s3.html or the address of an	COMMENT
LOW	cmd/pyroscope/pyroscope.yaml	681		COMMENT
LOW	cmd/pyroscope/pyroscope.yaml	701	# cloud platforms.	COMMENT
LOW	cmd/pyroscope/pyroscope.yaml	721	# secret credential.	COMMENT
LOW	cmd/pyroscope/pyroscope.yaml	741	# endpoint suffix is used.	COMMENT
LOW	cmd/pyroscope/pyroscope.yaml	761	# user_id: ""	COMMENT
LOW	cmd/pyroscope/pyroscope.yaml	781		COMMENT
LOW	cmd/pyroscope/pyroscope.yaml	801		COMMENT
LOW	cmd/pyroscope/pyroscope.yaml	821	# When running in single binary (--target=all) Pyroscope will push (Go SDK)	COMMENT
LOW	cmd/pyroscope/pyroscope.yaml	841	# Enable anonymous usage statistics collection. For more details about usage	COMMENT
LOW	cmd/pyroscope/pyroscope.yaml	861	# server started, operational routes removed from main port.	COMMENT
LOW	tools/packaging/test-install.sh	1	#!/usr/bin/env bash	COMMENT
LOW	tools/examples/select-examples.sh	1	#!/usr/bin/env bash	COMMENT
LOW	tools/k6/tests/reads.js	41	//	COMMENT
LOW	…ure-server/reference-configuration-parameters/index.md	141	# Set to false to disable tracing.	COMMENT
LOW	…ure-server/reference-configuration-parameters/index.md	161	# shell, because ";" starts a new command.	COMMENT
LOW	…ure-server/reference-configuration-parameters/index.md	261	# CLI flag: -storage.cos.http.response-header-timeout	COMMENT
LOW	…ure-server/reference-configuration-parameters/index.md	281	# CLI flag: -storage.cos.max-idle-connections	COMMENT
LOW	…ure-server/reference-configuration-parameters/index.md	321		COMMENT
LOW	…ure-server/reference-configuration-parameters/index.md	341	# Prints the application banner at startup.	COMMENT
LOW	…ure-server/reference-configuration-parameters/index.md	441		COMMENT
277 more matches not shown…

Self-Referential Comments82 hits · 245 pts

Severity	File	Line	Snippet	Context
MEDIUM	cmd/profilecli/recording_rules.go	19	# Create a rule that records the total CPU usage of the garbage collector function for every service in the "emea" re	COMMENT
MEDIUM	tools/packaging/postinstall.sh	17	# Create the user	COMMENT
MEDIUM	…ope/helm/pyroscope/rendered/legacy-micro-services.yaml	316	# Create the bucket if it does not exist and set objectlocking if enabled (NOTE: versioning will be not changed if	COMMENT
MEDIUM	…ope/helm/pyroscope/rendered/legacy-micro-services.yaml	361	# Create the buckets	COMMENT
MEDIUM	…ope/helm/pyroscope/rendered/legacy-micro-services.yaml	422	# Create the user if it does not exist	COMMENT
MEDIUM	…ope/helm/pyroscope/rendered/legacy-micro-services.yaml	449	# Create the users	COMMENT
MEDIUM	…ope/helm/pyroscope/rendered/legacy-micro-services.yaml	500	# Create the name if it does not exist	COMMENT
MEDIUM	…ope/helm/pyroscope/rendered/legacy-micro-services.yaml	576	# Create the svcacct if it does not exist	COMMENT
MEDIUM	…roscope/helm/pyroscope/rendered/micro-services-v2.yaml	316	# Create the bucket if it does not exist and set objectlocking if enabled (NOTE: versioning will be not changed if	COMMENT
MEDIUM	…roscope/helm/pyroscope/rendered/micro-services-v2.yaml	361	# Create the buckets	COMMENT
MEDIUM	…roscope/helm/pyroscope/rendered/micro-services-v2.yaml	422	# Create the user if it does not exist	COMMENT
MEDIUM	…roscope/helm/pyroscope/rendered/micro-services-v2.yaml	449	# Create the users	COMMENT
MEDIUM	…roscope/helm/pyroscope/rendered/micro-services-v2.yaml	500	# Create the name if it does not exist	COMMENT
MEDIUM	…roscope/helm/pyroscope/rendered/micro-services-v2.yaml	576	# Create the svcacct if it does not exist	COMMENT
MEDIUM	…/pyroscope/helm/pyroscope/rendered/micro-services.yaml	316	# Create the bucket if it does not exist and set objectlocking if enabled (NOTE: versioning will be not changed if	COMMENT
MEDIUM	…/pyroscope/helm/pyroscope/rendered/micro-services.yaml	361	# Create the buckets	COMMENT
MEDIUM	…/pyroscope/helm/pyroscope/rendered/micro-services.yaml	422	# Create the user if it does not exist	COMMENT
MEDIUM	…/pyroscope/helm/pyroscope/rendered/micro-services.yaml	449	# Create the users	COMMENT
MEDIUM	…/pyroscope/helm/pyroscope/rendered/micro-services.yaml	500	# Create the name if it does not exist	COMMENT
MEDIUM	…/pyroscope/helm/pyroscope/rendered/micro-services.yaml	576	# Create the svcacct if it does not exist	COMMENT
MEDIUM	…helm/pyroscope/rendered/legacy-micro-services-hpa.yaml	274	# Create the bucket if it does not exist and set objectlocking if enabled (NOTE: versioning will be not changed if	COMMENT
MEDIUM	…helm/pyroscope/rendered/legacy-micro-services-hpa.yaml	319	# Create the buckets	COMMENT
MEDIUM	…helm/pyroscope/rendered/legacy-micro-services-hpa.yaml	380	# Create the user if it does not exist	COMMENT
MEDIUM	…helm/pyroscope/rendered/legacy-micro-services-hpa.yaml	407	# Create the users	COMMENT
MEDIUM	…helm/pyroscope/rendered/legacy-micro-services-hpa.yaml	458	# Create the name if it does not exist	COMMENT
MEDIUM	…helm/pyroscope/rendered/legacy-micro-services-hpa.yaml	534	# Create the svcacct if it does not exist	COMMENT
MEDIUM	…/docker/grafana-provisioning/datasources/pyroscope.yml	1	# This file is generated from the template:	COMMENT
MEDIUM	…/docker/grafana-provisioning/datasources/pyroscope.yml	1	# This file is generated from the template:	COMMENT
MEDIUM	…f/local/grafana-provisioning/datasources/pyroscope.yml	1	# This file is generated from the template:	COMMENT
MEDIUM	…ng-pull/grafana-provisioning/datasources/pyroscope.yml	1	# This file is generated from the template:	COMMENT
MEDIUM	…ng-push/grafana-provisioning/datasources/pyroscope.yml	1	# This file is generated from the template:	COMMENT
MEDIUM	…golang-push/grafana-provisioning/datasources/tempo.yml	1	# This file is generated from the template:	COMMENT
MEDIUM	examples/tracing/golang-push/tempo/tempo.yml	1	# This file is generated from the template:	COMMENT
MEDIUM	…/python/grafana-provisioning/datasources/pyroscope.yml	1	# This file is generated from the template:	COMMENT
MEDIUM	…cing/python/grafana-provisioning/datasources/tempo.yml	1	# This file is generated from the template:	COMMENT
MEDIUM	examples/tracing/python/tempo/tempo.yml	1	# This file is generated from the template:	COMMENT
MEDIUM	…ng/java/grafana-provisioning/datasources/pyroscope.yml	1	# This file is generated from the template:	COMMENT
MEDIUM	…racing/java/grafana-provisioning/datasources/tempo.yml	1	# This file is generated from the template:	COMMENT
MEDIUM	examples/tracing/java/tempo/tempo.yml	1	# This file is generated from the template:	COMMENT
MEDIUM	…/dotnet/grafana-provisioning/datasources/pyroscope.yml	1	# This file is generated from the template:	COMMENT
MEDIUM	…cing/dotnet/grafana-provisioning/datasources/tempo.yml	1	# This file is generated from the template:	COMMENT
MEDIUM	examples/tracing/dotnet/tempo/tempo.yml	1	# This file is generated from the template:	COMMENT
MEDIUM	…va-wall/grafana-provisioning/datasources/pyroscope.yml	1	# This file is generated from the template:	COMMENT
MEDIUM	…g/java-wall/grafana-provisioning/datasources/tempo.yml	1	# This file is generated from the template:	COMMENT
MEDIUM	examples/tracing/java-wall/tempo/tempo.yml	1	# This file is generated from the template:	COMMENT
MEDIUM	…g/tempo/grafana-provisioning/datasources/pyroscope.yml	1	# This file is generated from the template:	COMMENT
MEDIUM	…acing/tempo/grafana-provisioning/datasources/tempo.yml	1	# This file is generated from the template:	COMMENT
MEDIUM	examples/tracing/tempo/tempo/tempo.yml	1	# This file is generated from the template:	COMMENT
MEDIUM	…ng/ruby/grafana-provisioning/datasources/pyroscope.yml	1	# This file is generated from the template:	COMMENT
MEDIUM	…racing/ruby/grafana-provisioning/datasources/tempo.yml	1	# This file is generated from the template:	COMMENT
MEDIUM	examples/tracing/ruby/tempo/tempo.yml	1	# This file is generated from the template:	COMMENT
MEDIUM	examples/_templates/sync_test.go	35	return "# This file is generated from the template:\n" +	CODE
MEDIUM	…ang-pgo/grafana-provisioning/datasources/pyroscope.yml	1	# This file is generated from the template:	COMMENT
MEDIUM	…express/grafana-provisioning/datasources/pyroscope.yml	1	# This file is generated from the template:	COMMENT
MEDIUM	…ss-pull/grafana-provisioning/datasources/pyroscope.yml	1	# This file is generated from the template:	COMMENT
MEDIUM	…ress-ts/grafana-provisioning/datasources/pyroscope.yml	1	# This file is generated from the template:	COMMENT
MEDIUM	…-inline/grafana-provisioning/datasources/pyroscope.yml	1	# This file is generated from the template:	COMMENT
MEDIUM	…inyhttp/grafana-provisioning/datasources/pyroscope.yml	1	# This file is generated from the template:	COMMENT
MEDIUM	…hare-k6/grafana-provisioning/datasources/pyroscope.yml	1	# This file is generated from the template:	COMMENT
MEDIUM	…/simple/grafana-provisioning/datasources/pyroscope.yml	1	# This file is generated from the template:	COMMENT
22 more matches not shown…

Decorative Section Separators33 hits · 108 pts

Severity	File	Line	Snippet	Context
MEDIUM	ui/CLAUDE.md	93	// ─── Section name ────────────────────────	COMMENT
MEDIUM	ui/src/theme.css	221	/* ── Primary (blue #3d71d9) ─────────────────────────────────────────────── */	COMMENT
MEDIUM⚡	ui/src/theme.css	235	/* ── Success (green #1a7f4b) ────────────────────────────────────────────── */	COMMENT
MEDIUM⚡	ui/src/theme.css	243	/* ── Error (red #d10e5c) ────────────────────────────────────────────────── */	COMMENT
MEDIUM⚡	ui/src/theme.css	251	/* ── Warning (orange #ff9900) ───────────────────────────────────────────── */	COMMENT
MEDIUM	operations/pyroscope/helm/pyroscope/values.yaml	441	# -------------------------------------	COMMENT
MEDIUM	operations/pyroscope/helm/pyroscope/values.yaml	443	# -------------------------------------	COMMENT
MEDIUM	operations/pyroscope/helm/pyroscope/values.yaml	467	# -------------------------------------	COMMENT
MEDIUM	operations/pyroscope/helm/pyroscope/values.yaml	469	# -------------------------------------	COMMENT
MEDIUM	operations/pyroscope/helm/pyroscope/values.yaml	489	# -------------------------------------	COMMENT
MEDIUM	operations/pyroscope/helm/pyroscope/values.yaml	491	# -------------------------------------	COMMENT
MEDIUM	…rations/pyroscope/helm/pyroscope/e2e/httproute_test.go	48	// ── 1. Gateway API CRDs ──────────────────────────────────────────────────	COMMENT
MEDIUM	…rations/pyroscope/helm/pyroscope/e2e/httproute_test.go	65	// ── 2. Envoy Gateway ─────────────────────────────────────────────────────	COMMENT
MEDIUM	…rations/pyroscope/helm/pyroscope/e2e/httproute_test.go	80	// ── 3. GatewayClass + Gateway ─────────────────────────────────────────────	COMMENT
MEDIUM	…rations/pyroscope/helm/pyroscope/e2e/httproute_test.go	96	// ── 4. Port-forward Envoy proxy ───────────────────────────────────────────	COMMENT
MEDIUM	…rations/pyroscope/helm/pyroscope/e2e/httproute_test.go	184	// ── ingest rule: /push.v1.PusherService/ /ingest ──────────────────	COMMENT
MEDIUM	…rations/pyroscope/helm/pyroscope/e2e/httproute_test.go	201	// ── settings rule: /settings.v1.SettingsService/ ─────────────────	COMMENT
MEDIUM	operations/pyroscope/helm/pyroscope/e2e/main_test.go	34	// ── 1. Kind cluster ──────────────────────────────────────────────────────	COMMENT
MEDIUM	operations/pyroscope/helm/pyroscope/e2e/main_test.go	54	// ── 2. Helm chart dependencies ────────────────────────────────────────────	COMMENT
MEDIUM	operations/pyroscope/helm/pyroscope/e2e/main_test.go	63	// ── 3. Suite-specific setup ───────────────────────────────────────────────	COMMENT
MEDIUM	operations/pyroscope/helm/pyroscope/e2e/main_test.go	104	// ── helpers ────────────────────────────────────────────────────────────────────	COMMENT
MEDIUM	examples/_templates/sync_test.go	87	// ── tracing ──────────────────────────────────────────────────────────────	COMMENT
MEDIUM⚡	examples/_templates/sync_test.go	117	// ── base-url ──────────────────────────────────────────────────────────────	COMMENT
MEDIUM⚡	examples/_templates/sync_test.go	123	// ── golang-pgo ───────────────────────────────────────────────────────────	COMMENT
MEDIUM⚡	examples/_templates/sync_test.go	129	// ── grafana-alloy-auto-instrumentation ────────────────────────────────────	COMMENT
MEDIUM	examples/_templates/sync_test.go	156	// ── language-sdk-instrumentation/dotnet ──────────────────────────────────	COMMENT
MEDIUM	examples/_templates/sync_test.go	170	// ── language-sdk-instrumentation/golang-push ─────────────────────────────	COMMENT
MEDIUM	examples/_templates/sync_test.go	191	// ── language-sdk-instrumentation/java ────────────────────────────────────	COMMENT
MEDIUM	examples/_templates/sync_test.go	205	// ── language-sdk-instrumentation/nodejs ──────────────────────────────────	COMMENT
MEDIUM	examples/_templates/sync_test.go	227	// ── language-sdk-instrumentation/python ──────────────────────────────────	COMMENT
MEDIUM	examples/_templates/sync_test.go	245	// ── language-sdk-instrumentation/ruby ────────────────────────────────────	COMMENT
MEDIUM	examples/_templates/sync_test.go	263	// ── language-sdk-instrumentation/rust ────────────────────────────────────	COMMENT
MEDIUM	examples/_templates/sync_test.go	273	// ── otel-collector ───────────────────────────────────────────────────────	COMMENT

Slop Phrases17 hits · 50 pts

Severity	File	Line	Snippet	Context
MEDIUM	examples/tracing/golang-push/utility/utility.go	50	// this is just for demonstration purposes to show how performance impacts show up in the	COMMENT
MEDIUM	examples/tracing/python/lib/utility/utility.py	30	# this is just for demonstration purposes to show how performance impacts show up in the	COMMENT
MEDIUM	…/src/main/java/org/example/rideshare/OrderService.java	41	// this is just for demonstration purposes to show how performance impacts show up in the	COMMENT
MEDIUM	…/src/main/java/org/example/rideshare/OrderService.java	51	// this is just for demonstration purposes to show how performance impacts show up in the	COMMENT
MEDIUM	examples/tracing/ruby/lib/utility/utility.rb	19	# this is just for demonstration purposes to show how performance impacts show up in the	COMMENT
MEDIUM	examples/golang-pgo/utility/utility.go	49	// this is just for demonstration purposes to show how performance impacts show up in the	COMMENT
MEDIUM	…umentation/golang-push/rideshare-k6/utility/utility.go	50	// this is just for demonstration purposes to show how performance impacts show up in the	COMMENT
MEDIUM	…ntation/golang-push/rideshare-alloy/utility/utility.go	50	// this is just for demonstration purposes to show how performance impacts show up in the	COMMENT
MEDIUM	…strumentation/golang-push/rideshare/utility/utility.go	50	// this is just for demonstration purposes to show how performance impacts show up in the	COMMENT
MEDIUM	…entation/python/rideshare/flask/lib/utility/utility.py	30	# this is just for demonstration purposes to show how performance impacts show up in the	COMMENT
MEDIUM	…tation/python/rideshare/fastapi/lib/utility/utility.py	35	# this is just for demonstration purposes to show how performance impacts show up in the	COMMENT
MEDIUM	…hon/rideshare/django/app/ride_share/utility/utility.py	30	# this is just for demonstration purposes to show how performance impacts show up in the	COMMENT
MEDIUM	…-sdk-instrumentation/rust/rideshare/server/src/main.rs	140	// this is just for demonstration purposes to show how performance impacts show up in the	COMMENT
MEDIUM	…/src/main/java/org/example/rideshare/OrderService.java	41	// this is just for demonstration purposes to show how performance impacts show up in the	COMMENT
MEDIUM	…ruby/rideshare_rails/app/helpers/application_helper.rb	20	# this is just for demonstration purposes to show how performance impacts show up in the	COMMENT
MEDIUM	…-instrumentation/ruby/rideshare/lib/utility/utility.rb	19	# this is just for demonstration purposes to show how performance impacts show up in the	COMMENT
LOW	pkg/util/gziphandler/gzip.go	80	// writers, so don't forget to do that.	COMMENT

Redundant / Tautological Comments22 hits · 33 pts

Severity	File	Line	Snippet	Context
LOW	tools/packaging/test-install.sh	19	# Check if we should be using deb or rpm	COMMENT
LOW	…ope/helm/pyroscope/rendered/legacy-micro-services.yaml	287	# Check if the bucket exists, by using the exit code of `mc ls`	COMMENT
LOW	…ope/helm/pyroscope/rendered/legacy-micro-services.yaml	402	# Check if the user exists, by using the exit code of `mc admin user info`	COMMENT
LOW	…ope/helm/pyroscope/rendered/legacy-micro-services.yaml	488	# Check if the policy exists, by using the exit code of `mc admin policy info`	COMMENT
LOW	…ope/helm/pyroscope/rendered/legacy-micro-services.yaml	555	# Check if the svcacct exists, by using the exit code of `mc admin user svcacct info`	COMMENT
LOW	…ope/helm/pyroscope/rendered/legacy-micro-services.yaml	579	# Check if policy file is define	COMMENT
LOW	…roscope/helm/pyroscope/rendered/micro-services-v2.yaml	287	# Check if the bucket exists, by using the exit code of `mc ls`	COMMENT
LOW	…roscope/helm/pyroscope/rendered/micro-services-v2.yaml	402	# Check if the user exists, by using the exit code of `mc admin user info`	COMMENT
LOW	…roscope/helm/pyroscope/rendered/micro-services-v2.yaml	488	# Check if the policy exists, by using the exit code of `mc admin policy info`	COMMENT
LOW	…roscope/helm/pyroscope/rendered/micro-services-v2.yaml	555	# Check if the svcacct exists, by using the exit code of `mc admin user svcacct info`	COMMENT
LOW	…roscope/helm/pyroscope/rendered/micro-services-v2.yaml	579	# Check if policy file is define	COMMENT
LOW	…/pyroscope/helm/pyroscope/rendered/micro-services.yaml	287	# Check if the bucket exists, by using the exit code of `mc ls`	COMMENT
LOW	…/pyroscope/helm/pyroscope/rendered/micro-services.yaml	402	# Check if the user exists, by using the exit code of `mc admin user info`	COMMENT
LOW	…/pyroscope/helm/pyroscope/rendered/micro-services.yaml	488	# Check if the policy exists, by using the exit code of `mc admin policy info`	COMMENT
LOW	…/pyroscope/helm/pyroscope/rendered/micro-services.yaml	555	# Check if the svcacct exists, by using the exit code of `mc admin user svcacct info`	COMMENT
LOW	…/pyroscope/helm/pyroscope/rendered/micro-services.yaml	579	# Check if policy file is define	COMMENT
LOW	…helm/pyroscope/rendered/legacy-micro-services-hpa.yaml	245	# Check if the bucket exists, by using the exit code of `mc ls`	COMMENT
LOW	…helm/pyroscope/rendered/legacy-micro-services-hpa.yaml	360	# Check if the user exists, by using the exit code of `mc admin user info`	COMMENT
LOW	…helm/pyroscope/rendered/legacy-micro-services-hpa.yaml	446	# Check if the policy exists, by using the exit code of `mc admin policy info`	COMMENT
LOW	…helm/pyroscope/rendered/legacy-micro-services-hpa.yaml	513	# Check if the svcacct exists, by using the exit code of `mc admin user svcacct info`	COMMENT
LOW	…helm/pyroscope/rendered/legacy-micro-services-hpa.yaml	537	# Check if policy file is define	COMMENT
LOW	.github/workflows/update-contributors.yml	49	# Check if PR already exists for this branch	COMMENT

AI Slop Vocabulary5 hits · 15 pts

Severity	File	Line	Snippet	Context
MEDIUM	tools/examples/select-examples.sh	12	# the shared test harness.	COMMENT
MEDIUM	pkg/segmentwriter/client/distributor/distributor.go	17	// NOTE(kolesnikovae): Essentially, we do not depend on the dskit/ring and	COMMENT
MEDIUM	pkg/metastore/metastore.go	144	// FSM handlers that utilize the components.	COMMENT
MEDIUM	pkg/metastore/compaction/compactor/compaction_queue.go	470	// batches. However, marking visited blocks seems to be more robust,	COMMENT
MEDIUM	…astore/compaction/compactor/store/block_queue_store.go	25	// NOTE(kolesnikovae): We can leverage the fact that removed entries are	COMMENT

Hyper-Verbose Identifiers12 hits · 12 pts

Severity	File	Line	Snippet	Context
LOW	ui/src/admin/utils.ts	270	export function convertExecutionNodeToTree(	CODE
LOW	ui/src/admin/utils.ts	306	function convertExecutionNodeToTreeWithBase(	CODE
LOW	ui/src/lib/flamegraph/FlameGraph/dataTransform.ts	228	export function getMessageCheckFieldsResult(wrongFields: CheckFieldsResult) {	CODE
LOW	tools/k6/lib/request.js	9	export function doSelectMergeProfileRequest(body, headers) {	CODE
LOW	tools/k6/lib/request.js	36	export function doSelectMergeStacktracesRequest(body, headers) {	CODE
LOW	examples/tracing/python/lib/utility/utility.py	23	def check_driver_availability(n):	CODE
LOW	examples/tracing/ruby/lib/utility/utility.rb	11	def check_driver_availability(n)	CODE
LOW	…entation/python/rideshare/flask/lib/utility/utility.py	23	def check_driver_availability(n):	CODE
LOW	…tation/python/rideshare/fastapi/lib/utility/utility.py	28	def check_driver_availability(n):	CODE
LOW	…hon/rideshare/django/app/ride_share/utility/utility.py	23	def check_driver_availability(n):	CODE
LOW	…ruby/rideshare_rails/app/helpers/application_helper.rb	12	def check_driver_availability(n)	CODE
LOW	…-instrumentation/ruby/rideshare/lib/utility/utility.rb	11	def check_driver_availability(n)	CODE

Structural Annotation Overuse7 hits · 12 pts

Severity	File	Line	Snippet	Context
LOW	docs/internal/V2-MIGRATION.md	33	### Step 3: Remove v1 components	COMMENT
LOW	docs/internal/V2-MIGRATION.md	86	### Step 3: Remove v1 components	COMMENT
LOW	pkg/debuginfo/store_test.go	557	// Step 1: ShouldInitiateUpload.	COMMENT
LOW⚡	pkg/debuginfo/store_test.go	569	// Step 2: HTTP POST upload.	COMMENT
LOW⚡	pkg/debuginfo/store_test.go	574	// Step 3: UploadFinished.	COMMENT
LOW	pkg/debuginfo/store_test.go	726	// Step 1: ShouldInitiateUpload.	COMMENT
LOW	pkg/debuginfo/store_test.go	737	// Step 2: Upload body larger than 10 bytes.	COMMENT

Verbosity Indicators7 hits · 12 pts

Severity	File	Line	Snippet	Context
LOW	pkg/phlaredb/phlaredb.go	529	// blocks move from heads to flushing to blockQuerier, so we need to check if that might have happened and caused a dup	COMMENT
LOW	pkg/debuginfo/store_test.go	557	// Step 1: ShouldInitiateUpload.	COMMENT
LOW⚡	pkg/debuginfo/store_test.go	569	// Step 2: HTTP POST upload.	COMMENT
LOW⚡	pkg/debuginfo/store_test.go	574	// Step 3: UploadFinished.	COMMENT
LOW	pkg/debuginfo/store_test.go	726	// Step 1: ShouldInitiateUpload.	COMMENT
LOW	pkg/debuginfo/store_test.go	737	// Step 2: Upload body larger than 10 bytes.	COMMENT
LOW	pkg/metastore/index/cleaner/retention/retention.go	194	// Finally, we need to check if the anonymous tenant has any tombstones to	COMMENT

Unused Imports11 hits · 11 pts

Severity	File	Line	Context
LOW	examples/tracing/java/load-generator.py	4	CODE
LOW	examples/tracing/java-wall/load-generator.py	4	CODE
LOW	…instrumentation/python/rideshare/fastapi/lib/server.py	2	CODE
LOW	…ation/python/rideshare/django/app/ride_share/models.py	1	CODE
LOW	…tation/python/rideshare/django/app/ride_share/admin.py	1	CODE
LOW	…tation/python/rideshare/django/app/ride_share/tests.py	1	CODE
LOW	…share/django/app/ride_share/views/frontend/frontend.py	2	CODE
LOW	…share/django/app/ride_share/views/frontend/frontend.py	3	CODE
LOW	…share/django/app/ride_share/views/frontend/frontend.py	4	CODE
LOW	…e-sdk-instrumentation/rust/rideshare/load-generator.py	1	CODE
LOW	…e-sdk-instrumentation/java/rideshare/load-generator.py	4	CODE

Synthetic Comment Markers1 hit · 8 pts

Severity	File	Line	Snippet	Context
HIGH	pkg/model/pprofsplit/pprof_split_by_test.go	28	// Test cases are mostly generated by AI.	COMMENT

Modern AI Meta-Vocabulary1 hit · 3 pts

Severity	File	Line	Snippet	Context
MEDIUM	.github/workflows/helm-integration-httproute.yml	28	# kind, kubectl, and helm must be on PATH; the test binary orchestrates	COMMENT

TODO Padding1 hit · 2 pts

Severity	File	Line	Snippet	Context
LOW	pkg/og/util/attime/attime.go	59	// TODO: implement	COMMENT

Fake / Example Data1 hit · 1 pts

Severity	File	Line	Snippet	Context
LOW	pkg/objstore/client/factory_test.go	45	"client_email": "test@test.com",	CODE

grafana/pyroscope

Open-Source Code Quality, Security and Technical Debt Review