2.0

Adjusted Signal

2.0

Raw Pattern Score

100%

Time Factor

—

Last Push

—

Stars

—

Language

102.7K

Lines of Code

420

Files

174

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 7.2/100 · LOW

Can maintainers explain intent, assumptions, and trade-offs? 140 finding(s).

Hallucinated Dependency & Supply Chain Risk 0.5/100 · LOW

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

Agent Over-Engineering Ratio 4.5/100 · LOW

Are wrappers, guards, and repeated structures necessary? 89 finding(s).

PR Review Velocity Impact 9.8/100 · LOW

Which changes need focused human review? 174 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 3MEDIUM 12LOW 159

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 174 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 Block64 hits · 64 pts

Severity	File	Line	Snippet	Context
LOW	compose.yaml	1	# Copyright The OpenTelemetry Authors	COMMENT
LOW	.markdownlint.yaml	1	# Copyright The OpenTelemetry Authors	COMMENT
LOW	compose.extras.yaml	1	# Copyright The OpenTelemetry Authors	COMMENT
LOW	compose.extras.yaml	21	# otel-collector:	COMMENT
LOW	compose.agent.yaml	1	# Copyright The OpenTelemetry Authors	COMMENT
LOW	src/load-generator/requirements.txt	921	# opentelemetry-exporter-otlp-proto-grpc	COMMENT
LOW	src/load-generator/requirements.txt	981	# -r requirements.in	COMMENT
LOW	src/ad/src/main/java/oteldemo/AdService.java	61	private HealthStatusManager healthMgr;	COMMENT
LOW	src/chatbot/requirements.txt	1	#	COMMENT
LOW	src/chatbot/requirements.txt	741	# gradio	COMMENT
LOW	src/chatbot/requirements.txt	801	# -r requirements.in	COMMENT
LOW	src/chatbot/requirements.txt	1341	# httpcore2	COMMENT
LOW	src/telemetry-docs/templates/markdown/weaver.yaml	1	# Copyright The OpenTelemetry Authors	COMMENT
LOW	src/grafana/grafana.ini	201	;reporting_enabled = true	COMMENT
LOW	src/grafana/grafana.ini	601		COMMENT
LOW	src/grafana/grafana.ini	941	#################################### Distributed tracing ############	COMMENT
LOW	src/grafana/grafana.ini	1041	# max_connections to Grafana Live WebSocket endpoint per Grafana server instance. See Grafana Live docs	COMMENT
LOW	src/grafana/grafana.ini	1061	[plugin.grafana-image-renderer]	COMMENT
LOW	src/grafana/grafana.ini	1081	# For the verbose information to be included in the Grafana server log you have to adjust the rendering log level to deb	COMMENT
LOW	src/agent/requirements.txt	201	# py-key-value-aio	COMMENT
LOW	src/agent/requirements.txt	1921	# via	COMMENT
LOW	src/agent/requirements.txt	1941	# opentelemetry-instrumentation-asgi	COMMENT
LOW	src/agent/requirements.txt	1961	# opentelemetry-instrumentation-openai	COMMENT
LOW	src/agent/requirements.txt	2001	# via traceloop-sdk	COMMENT
LOW	src/agent/requirements.txt	2021	# opentelemetry-instrumentation-haystack	COMMENT
LOW	src/agent/requirements.txt	2041	# opentelemetry-instrumentation-sqlalchemy	COMMENT
LOW	src/agent/requirements.txt	2221	opentelemetry-proto==1.45.1 \	COMMENT
LOW	src/agent/requirements.txt	2241	# via	COMMENT
LOW	src/agent/requirements.txt	2261	# opentelemetry-instrumentation-llamaindex	COMMENT
LOW	src/agent/requirements.txt	2281	# opentelemetry-instrumentation-voyageai	COMMENT
LOW	src/agent/requirements.txt	2301	# opentelemetry-instrumentation-lancedb	COMMENT
LOW	src/agent/requirements.txt	2621	# openfeature-provider-flagd	COMMENT
LOW	src/agent/requirements.txt	3041	# -r requirements.in	COMMENT
LOW	src/agent/requirements.txt	3301	# httpx2	COMMENT
LOW	src/agent/requirements.txt	3321	# py-key-value-aio	COMMENT
LOW	src/mcp/requirements.txt	181	# via aiohttp	COMMENT
LOW	src/mcp/requirements.txt	1341	--hash=sha256:fd24c4425fdb8e822601335602375c6d0cb020f7a368e1d5842eb7925a9c8748	COMMENT
LOW	src/mcp/requirements.txt	1361	# opentelemetry-instrumentation-alephalpha	COMMENT
LOW	src/mcp/requirements.txt	1381	# opentelemetry-instrumentation-openai	COMMENT
LOW	src/mcp/requirements.txt	1421	# via traceloop-sdk	COMMENT
LOW	src/mcp/requirements.txt	1441	# opentelemetry-instrumentation-lancedb	COMMENT
LOW	src/mcp/requirements.txt	1461	# opentelemetry-instrumentation-together	COMMENT
LOW	src/mcp/requirements.txt	1641	# opentelemetry-exporter-otlp-common	COMMENT
LOW	src/mcp/requirements.txt	1661	# opentelemetry-instrumentation-haystack	COMMENT
LOW	src/mcp/requirements.txt	1681	# opentelemetry-instrumentation-sqlalchemy	COMMENT
LOW	src/mcp/requirements.txt	1701	# opentelemetry-instrumentation-cohere	COMMENT
LOW	src/mcp/requirements.txt	1721	# opentelemetry-instrumentation-together	COMMENT
LOW	src/mcp/requirements.txt	2021	py-key-value-aio==0.4.6 \	COMMENT
LOW	src/mcp/requirements.txt	2301	--hash=sha256:2a0d60c172f83ac6ab31e4554906c0f3b3588d37b5cb939b1c061f4907e278e0 \	COMMENT
LOW	src/mcp/requirements.txt	2481	# traceloop-sdk	COMMENT
LOW	src/mcp/requirements.txt	2501	# langchain-protocol	COMMENT
LOW	src/flagd-ui/priv/static/robots.txt	1	# See https://www.robotstxt.org/robotstxt.html for documentation on how to use the robots.txt file	COMMENT
LOW	src/flagd-ui/assets/js/app.js	21	window.addEventListener("phx:page-loading-stop", _info => topbar.hide())	COMMENT
LOW	src/checkout/genproto/oteldemo/demo.pb.go	1	// Copyright 2020 Google LLC	COMMENT
LOW	src/checkout/genproto/oteldemo/demo_grpc.pb.go	1	// Copyright 2020 Google LLC	COMMENT
LOW	src/product-catalog/genproto/oteldemo/demo.pb.go	1	// Copyright 2020 Google LLC	COMMENT
LOW	src/product-catalog/genproto/oteldemo/demo_grpc.pb.go	1	// Copyright 2020 Google LLC	COMMENT
LOW	src/otel-collector/otelcol-config.yml	221	#	COMMENT
LOW	src/otel-collector/otelcol-config-observability.yml	1	# Copyright The OpenTelemetry Authors	COMMENT
LOW	src/otel-collector/otelcol-config-extras.yml	1	# Copyright The OpenTelemetry Authors	COMMENT
4 more matches not shown…

Hyper-Verbose Identifiers59 hits · 54 pts

Severity	File	Line	Snippet	Context
LOW	test/telemetry/conftest.py	122	def _prometheus_service_count():	CODE
LOW	test/telemetry/conftest.py	145	def _opensearch_service_log_count(service):	CODE
LOW	test/telemetry/conftest.py	161	def _opensearch_service_log_counts(services):	CODE
LOW	test/telemetry/conftest.py	280	def _run_agentic_warmup_probe():	CODE
LOW	test/telemetry/test_agentic.py	32	def test_agent_has_workflow_span(jaeger_url):	CODE
LOW	src/load-generator/locustfile.py	272	async def open_cart_page_and_change_currency(self, page: PageWithRetry):	CODE
LOW	src/frontend/protos/demo.ts	437	function createBaseEmptyCartRequest(): EmptyCartRequest {	CODE
LOW	src/frontend/protos/demo.ts	724	function createBaseListRecommendationsRequest(): ListRecommendationsRequest {	CODE
LOW	src/frontend/protos/demo.ts	817	function createBaseListRecommendationsResponse(): ListRecommendationsResponse {	CODE
LOW	src/frontend/protos/demo.ts	1047	function createBaseListProductsResponse(): ListProductsResponse {	CODE
LOW	src/frontend/protos/demo.ts	1116	function createBaseGetProductRequest(): GetProductRequest {	CODE
LOW	src/frontend/protos/demo.ts	1183	function createBaseSearchProductsRequest(): SearchProductsRequest {	CODE
LOW	src/frontend/protos/demo.ts	1250	function createBaseSearchProductsResponse(): SearchProductsResponse {	CODE
LOW	src/frontend/protos/demo.ts	1319	function createBaseGetQuoteRequest(): GetQuoteRequest {	CODE
LOW	src/frontend/protos/demo.ts	1406	function createBaseGetQuoteResponse(): GetQuoteResponse {	CODE
LOW	src/frontend/protos/demo.ts	1481	function createBaseShipOrderRequest(): ShipOrderRequest {	CODE
LOW	src/frontend/protos/demo.ts	1568	function createBaseShipOrderResponse(): ShipOrderResponse {	CODE
LOW	src/frontend/protos/demo.ts	1887	function createBaseGetSupportedCurrenciesResponse(): GetSupportedCurrenciesResponse {	CODE
LOW	src/frontend/protos/demo.ts	1962	function createBaseCurrencyConversionRequest(): CurrencyConversionRequest {	CODE
LOW	src/frontend/protos/demo.ts	2590	function createBaseSendOrderConfirmationRequest(): SendOrderConfirmationRequest {	CODE
LOW	src/frontend/protos/demo.ts	2677	function createBasePlaceOrderRequest(): PlaceOrderRequest {	CODE
LOW	src/frontend/protos/demo.ts	2826	function createBasePlaceOrderResponse(): PlaceOrderResponse {	CODE
LOW	src/frontend/protos/demo.ts	3292	function createBaseGetFlagResponse(): GetFlagResponse {	CODE
LOW	src/frontend/protos/demo.ts	3359	function createBaseCreateFlagRequest(): CreateFlagRequest {	CODE
LOW	src/frontend/protos/demo.ts	3460	function createBaseCreateFlagResponse(): CreateFlagResponse {	CODE
LOW	src/frontend/protos/demo.ts	3527	function createBaseUpdateFlagRequest(): UpdateFlagRequest {	CODE
LOW	src/frontend/protos/demo.ts	3612	function createBaseUpdateFlagResponse(): UpdateFlagResponse {	CODE
LOW	src/frontend/protos/demo.ts	3664	function createBaseListFlagsRequest(): ListFlagsRequest {	CODE
LOW	src/frontend/protos/demo.ts	3716	function createBaseListFlagsResponse(): ListFlagsResponse {	CODE
LOW	src/frontend/protos/demo.ts	3783	function createBaseDeleteFlagRequest(): DeleteFlagRequest {	CODE
LOW	src/frontend/protos/demo.ts	3850	function createBaseDeleteFlagResponse(): DeleteFlagResponse {	CODE
LOW	src/chatbot/src/opamp.py	60	def build_agent_disconnect_message(self) -> bytes:	CODE
LOW	src/agent/src/agents/patch_vcr.py	25	def patched_deserialize_response(vcr_response, httpx_module):	CODE
LOW	src/agent/src/agents/patch_vcr.py	216	def _install_best_match_playback():	CODE
LOW	src/react-native-app/protos/demo.ts	408	function createBaseEmptyCartRequest(): EmptyCartRequest {	CODE
LOW	src/react-native-app/protos/demo.ts	639	function createBaseListRecommendationsRequest(): ListRecommendationsRequest {	CODE
LOW	src/react-native-app/protos/demo.ts	715	function createBaseListRecommendationsResponse(): ListRecommendationsResponse {	CODE
LOW	src/react-native-app/protos/demo.ts	914	function createBaseListProductsResponse(): ListProductsResponse {	CODE
LOW	src/react-native-app/protos/demo.ts	973	function createBaseGetProductRequest(): GetProductRequest {	CODE
LOW	src/react-native-app/protos/demo.ts	1030	function createBaseSearchProductsRequest(): SearchProductsRequest {	CODE
LOW	src/react-native-app/protos/demo.ts	1087	function createBaseSearchProductsResponse(): SearchProductsResponse {	CODE
LOW	src/react-native-app/protos/demo.ts	1146	function createBaseGetQuoteRequest(): GetQuoteRequest {	CODE
LOW	src/react-native-app/protos/demo.ts	1222	function createBaseGetQuoteResponse(): GetQuoteResponse {	CODE
LOW	src/react-native-app/protos/demo.ts	1281	function createBaseShipOrderRequest(): ShipOrderRequest {	CODE
LOW	src/react-native-app/protos/demo.ts	1357	function createBaseShipOrderResponse(): ShipOrderResponse {	CODE
LOW	src/react-native-app/protos/demo.ts	1622	function createBaseGetSupportedCurrenciesResponse(): GetSupportedCurrenciesResponse {	CODE
LOW	src/react-native-app/protos/demo.ts	1685	function createBaseCurrencyConversionRequest(): CurrencyConversionRequest {	CODE
LOW	src/react-native-app/protos/demo.ts	2199	function createBaseSendOrderConfirmationRequest(): SendOrderConfirmationRequest {	CODE
LOW	src/react-native-app/protos/demo.ts	2275	function createBasePlaceOrderRequest(): PlaceOrderRequest {	CODE
LOW	src/react-native-app/protos/demo.ts	2398	function createBasePlaceOrderResponse(): PlaceOrderResponse {	CODE
LOW	src/react-native-app/protos/demo.ts	2795	function createBaseGetFlagResponse(): GetFlagResponse {	CODE
LOW	src/react-native-app/protos/demo.ts	2852	function createBaseCreateFlagRequest(): CreateFlagRequest {	CODE
LOW	src/react-native-app/protos/demo.ts	2941	function createBaseCreateFlagResponse(): CreateFlagResponse {	CODE
LOW	src/react-native-app/protos/demo.ts	2998	function createBaseUpdateFlagRequest(): UpdateFlagRequest {	CODE
LOW	src/react-native-app/protos/demo.ts	3072	function createBaseUpdateFlagResponse(): UpdateFlagResponse {	CODE
LOW	src/react-native-app/protos/demo.ts	3115	function createBaseListFlagsRequest(): ListFlagsRequest {	CODE
LOW	src/react-native-app/protos/demo.ts	3158	function createBaseListFlagsResponse(): ListFlagsResponse {	CODE
LOW	src/react-native-app/protos/demo.ts	3215	function createBaseDeleteFlagRequest(): DeleteFlagRequest {	CODE
LOW	src/react-native-app/protos/demo.ts	3272	function createBaseDeleteFlagResponse(): DeleteFlagResponse {	CODE

Excessive Try-Catch Wrapping27 hits · 30 pts

Severity	File	Line	Snippet	Context
LOW	test/telemetry/conftest.py	367	except Exception as e:	CODE
LOW	test/telemetry/conftest.py	382	except Exception as e:	CODE
MEDIUM	test/telemetry/conftest.py	208	def _raise_for_status(resp, description):	CODE
LOW	src/load-generator/locustfile.py	282	except Exception as e:	CODE
LOW	src/load-generator/locustfile.py	306	except Exception as e:	CODE
LOW	src/chatbot/src/chat_interface/chat_interface.py	63	except Exception as e:	CODE
LOW	src/agent/src/agents/agents.py	107	except Exception as e:	CODE
LOW	src/agent/src/agents/patch_vcr.py	49	except Exception:	CODE
LOW	src/agent/src/agents/patch_vcr.py	95	except Exception:	CODE
LOW	src/agent/src/agents/patch_vcr.py	116	except Exception:	CODE
LOW	src/agent/src/agents/patch_vcr.py	120	except Exception:	CODE
LOW	src/agent/src/agents/patch_vcr.py	141	except Exception:	CODE
LOW	src/agent/src/agents/patch_vcr.py	228	except Exception:	CODE
LOW	src/agent/src/agents/patch_vcr.py	252	except Exception as e:	CODE
MEDIUM	src/agent/src/agents/patch_vcr.py	37	def normalize_body(request):	CODE
LOW	src/agent/src/agents/mcp_client.py	28	except Exception as e:	CODE
MEDIUM	src/agent/src/agents/mcp_client.py	25	def cleanup(self):	CODE
LOW	src/shared/tools.py	49	except Exception as e:	CODE
LOW	src/shared/tools.py	69	except Exception as e:	CODE
LOW	src/shared/tools.py	82	except Exception as e:	CODE
LOW	src/shared/tools.py	98	except Exception as e:	CODE
LOW	src/shared/tools.py	111	except Exception as e:	CODE
LOW	src/shared/tools.py	124	except Exception as e:	CODE
LOW	src/shared/tools.py	149	except Exception as e:	CODE
LOW	src/shared/tools.py	162	except Exception as e:	CODE
LOW	src/shared/tools.py	176	except Exception as e:	CODE
LOW	src/shared/tools.py	214	except Exception as e:	CODE

Modern AI Meta-Vocabulary6 hits · 17 pts

Severity	File	Line	Snippet	Context
MEDIUM	test/telemetry/services.py	46	# Services that only run when compose.agent.yaml is included (make start-agentic).	COMMENT
MEDIUM	test/telemetry/services.py	47	# Excluded from minimal/full scopes; covered by the agentic scope.	COMMENT
MEDIUM	test/telemetry/services.py	104	# Directed edges expected in the agentic service graph:	COMMENT
MEDIUM	.github/workflows/run-agentic-telemetry-tests.yml	22	# Human PRs: run after a reviewer approves a PR that touches agentic paths.	COMMENT
MEDIUM	.github/workflows/run-agentic-telemetry-tests.yml	94	# agentic paths. This is the only path for non-dependabot contributors.	COMMENT
MEDIUM	src/agent/README.md	233	\|-- agents.py # FastAPI app and LangChain agent orchestration	CODE

Empty Error Handlers2 hits · 10 pts

Severity	File	Line	Snippet	Context
HIGH	src/agent/src/agents/patch_vcr.py	49	except Exception:	CODE
HIGH	src/agent/src/agents/patch_vcr.py	95	except Exception:	CODE

Cross-Language Confusion1 hit · 8 pts

Severity	File	Line	Snippet	Context
HIGH	test/telemetry/conftest.py	117	# Jaeger returns {"services": null} until the first span arrives, so coerce	COMMENT

Self-Referential Comments2 hits · 6 pts

Severity	File	Line	Snippet	Context
MEDIUM	compose.extras.yaml	7	# This file is intentionally empty. It is always loaded last, giving forks	COMMENT
MEDIUM	src/otel-collector/otelcol-config-extras.yml	7	# This file is intentionally empty. It is always loaded last, giving forks	COMMENT

Example Usage Blocks3 hits · 4 pts

Severity	File	Line	Snippet	Context
LOW	compose.observability.yaml	7	# Usage:	COMMENT
LOW	compose.extras.yaml	10	# Usage:	COMMENT
LOW	compose.full.yaml	7	# Usage:	COMMENT

Deep Nesting4 hits · 4 pts

Severity	File	Line	Context
LOW	test/telemetry/conftest.py	387	CODE
LOW	test/telemetry/test_agentic.py	21	CODE
LOW	test/telemetry/test_traces_edges.py	14	CODE
LOW	internal/tools/sanitycheck.py	15	CODE

AI Slop Vocabulary1 hit · 3 pts

Severity	File	Line	Snippet	Context
MEDIUM	test/telemetry/conftest.py	167	# this robust across the full and minimal scopes while still proving each	COMMENT

Unused Imports2 hits · 2 pts

Severity	File	Line	Snippet	Context
LOW	src/load-generator/locustfile.py	13		CODE
LOW	src/load-generator/locustfile.py	38		CODE

Redundant / Tautological Comments1 hit · 2 pts

Severity	File	Line	Snippet	Context
LOW	src/email/email_server.rb	65	# Check if memory leak flag is enabled	COMMENT

Modern Structural Boilerplate1 hit · 1 pts

Severity	File	Line	Snippet	Context
LOW	src/mcp/src/mcp_server/astronomy_shop_mcp_server.py	13	logger = logging.getLogger(__name__)	CODE

Fake / Example Data1 hit · 1 pts

Severity	File	Line	Snippet	Context
LOW	src/shipping/src/shipping_service.rs	139	street_address: "123 Main St".into(),	CODE

open-telemetry/opentelemetry-demo

Open-Source Code Quality, Security and Technical Debt Review