3.1

Adjusted Signal

3.1

Raw Pattern Score

100%

Time Factor

2026-10-30

Last Push

5.9K

Stars

Java

Language

1.9M

Lines of Code

13.9K

Files

3.7K

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 7.4/100 · LOW

Can maintainers explain intent, assumptions, and trade-offs? 2770 finding(s).

Hallucinated Dependency & Supply Chain Risk 1.4/100 · LOW

Are imports declared and package/API names verified? 140 finding(s).

Agent Over-Engineering Ratio 11.5/100 · LOW

Are wrappers, guards, and repeated structures necessary? 2916 finding(s).

PR Review Velocity Impact 14.1/100 · LOW

Which changes need focused human review? 3708 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 28HIGH 37MEDIUM 803LOW 2840

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 3708 distinct pattern matches across 22 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.

Decorative Section Separators755 hits · 2325 pts

Severity	File	Line	Snippet	Context
MEDIUM	…kages/http-client-python/eng/scripts/ci/run_pyright.py	3	# --------------------------------------------------------------------------------------------	COMMENT
MEDIUM	…kages/http-client-python/eng/scripts/ci/run_pyright.py	6	# --------------------------------------------------------------------------------------------	COMMENT
MEDIUM	packages/http-client-python/eng/scripts/ci/util.py	3	# --------------------------------------------------------------------------------------------	COMMENT
MEDIUM	packages/http-client-python/eng/scripts/ci/util.py	6	# --------------------------------------------------------------------------------------------	COMMENT
MEDIUM	packages/http-client-python/eng/scripts/ci/conf.py	3	# --------------------------------------------------------------------------------------------	COMMENT
MEDIUM	packages/http-client-python/eng/scripts/ci/conf.py	6	# --------------------------------------------------------------------------------------------	COMMENT
MEDIUM	…kages/http-client-python/eng/scripts/ci/run_apiview.py	3	# --------------------------------------------------------------------------------------------	COMMENT
MEDIUM	…kages/http-client-python/eng/scripts/ci/run_apiview.py	6	# --------------------------------------------------------------------------------------------	COMMENT
MEDIUM	packages/http-client-python/eng/scripts/ci/run_mypy.py	3	# --------------------------------------------------------------------------------------------	COMMENT
MEDIUM	packages/http-client-python/eng/scripts/ci/run_mypy.py	6	# --------------------------------------------------------------------------------------------	COMMENT
MEDIUM	…ckages/http-client-python/eng/scripts/ci/run_pylint.py	3	# --------------------------------------------------------------------------------------------	COMMENT
MEDIUM	…ckages/http-client-python/eng/scripts/ci/run_pylint.py	6	# --------------------------------------------------------------------------------------------	COMMENT
MEDIUM	…/http-client-python/eng/scripts/ci/run_sphinx_build.py	3	# --------------------------------------------------------------------------------------------	COMMENT
MEDIUM	…/http-client-python/eng/scripts/ci/run_sphinx_build.py	6	# --------------------------------------------------------------------------------------------	COMMENT
MEDIUM	…ckages/http-client-python/eng/scripts/setup/run_tsp.py	1	# -------------------------------------------------------------------------	COMMENT
MEDIUM	…ckages/http-client-python/eng/scripts/setup/run_tsp.py	5	# --------------------------------------------------------------------------	COMMENT
MEDIUM	…ages/http-client-python/eng/scripts/setup/venvtools.py	1	# -------------------------------------------------------------------------	COMMENT
MEDIUM	…ages/http-client-python/eng/scripts/setup/venvtools.py	5	# --------------------------------------------------------------------------	COMMENT
MEDIUM	…ttp-client-python/eng/scripts/setup/package_manager.py	3	# -------------------------------------------------------------------------	COMMENT
MEDIUM	…ttp-client-python/eng/scripts/setup/package_manager.py	7	# --------------------------------------------------------------------------	COMMENT
MEDIUM	…p-client-python/eng/scripts/setup/build_pygen_wheel.py	3	# -------------------------------------------------------------------------	COMMENT
MEDIUM	…p-client-python/eng/scripts/setup/build_pygen_wheel.py	7	# --------------------------------------------------------------------------	COMMENT
MEDIUM	…ages/http-client-python/eng/scripts/setup/run_batch.py	1	# -------------------------------------------------------------------------	COMMENT
MEDIUM	…ages/http-client-python/eng/scripts/setup/run_batch.py	5	# --------------------------------------------------------------------------	COMMENT
MEDIUM	…ckages/http-client-python/eng/scripts/setup/install.py	3	# -------------------------------------------------------------------------	COMMENT
MEDIUM	…ckages/http-client-python/eng/scripts/setup/install.py	7	# --------------------------------------------------------------------------	COMMENT
MEDIUM	…ckages/http-client-python/eng/scripts/setup/prepare.py	3	# -------------------------------------------------------------------------	COMMENT
MEDIUM	…ckages/http-client-python/eng/scripts/setup/prepare.py	7	# --------------------------------------------------------------------------	COMMENT
MEDIUM	packages/http-client-python/tests/conftest.py	1	# -------------------------------------------------------------------------	COMMENT
MEDIUM	packages/http-client-python/tests/conftest.py	5	# --------------------------------------------------------------------------	COMMENT
MEDIUM	packages/http-client-python/tests/tox.ini	22	# =============================================================================	COMMENT
MEDIUM	packages/http-client-python/tests/tox.ini	24	# =============================================================================	COMMENT
MEDIUM	packages/http-client-python/tests/tox.ini	62	# =============================================================================	COMMENT
MEDIUM	packages/http-client-python/tests/tox.ini	66	# =============================================================================	COMMENT
MEDIUM	packages/http-client-python/tests/tox.ini	147	# =============================================================================	COMMENT
MEDIUM	packages/http-client-python/tests/tox.ini	149	# =============================================================================	COMMENT
MEDIUM	…es/http-client-python/tests/unit/test_raw_bytes_xml.py	1	# -------------------------------------------------------------------------	COMMENT
MEDIUM	…es/http-client-python/tests/unit/test_raw_bytes_xml.py	5	# --------------------------------------------------------------------------	COMMENT
MEDIUM	…nt-python/tests/unit/test_generated_packaging_files.py	1	# -------------------------------------------------------------------------	COMMENT
MEDIUM	…nt-python/tests/unit/test_generated_packaging_files.py	5	# --------------------------------------------------------------------------	COMMENT
MEDIUM	packages/http-client-python/tests/unit/conftest.py	1	# -------------------------------------------------------------------------	COMMENT
MEDIUM	packages/http-client-python/tests/unit/conftest.py	5	# --------------------------------------------------------------------------	COMMENT
MEDIUM	…/http-client-python/tests/unit/test_preprocess_etag.py	1	# -------------------------------------------------------------------------	COMMENT
MEDIUM	…/http-client-python/tests/unit/test_preprocess_etag.py	5	# --------------------------------------------------------------------------	COMMENT
MEDIUM	…python/tests/unit/test_model_base_xml_serialization.py	1	# ------------------------------------	COMMENT
MEDIUM	…python/tests/unit/test_model_base_xml_serialization.py	4	# ------------------------------------	COMMENT
MEDIUM	…t-python/tests/unit/test_content_type_optional_body.py	1	# -------------------------------------------------------------------------	COMMENT
MEDIUM	…t-python/tests/unit/test_content_type_optional_body.py	5	# --------------------------------------------------------------------------	COMMENT
MEDIUM	…-client-python/tests/unit/test_optional_return_type.py	1	# -------------------------------------------------------------------------	COMMENT
MEDIUM	…-client-python/tests/unit/test_optional_return_type.py	5	# --------------------------------------------------------------------------	COMMENT
MEDIUM	…ckages/http-client-python/tests/unit/test_typeddict.py	1	# -------------------------------------------------------------------------	COMMENT
MEDIUM	…ckages/http-client-python/tests/unit/test_typeddict.py	5	# --------------------------------------------------------------------------	COMMENT
MEDIUM	…-client-python/tests/unit/test_bytes_body_overloads.py	1	# -------------------------------------------------------------------------	COMMENT
MEDIUM	…-client-python/tests/unit/test_bytes_body_overloads.py	5	# --------------------------------------------------------------------------	COMMENT
MEDIUM⚡	…s/http-client-python/tests/unit/test_name_converter.py	1	# -------------------------------------------------------------------------	COMMENT
MEDIUM⚡	…s/http-client-python/tests/unit/test_name_converter.py	5	# --------------------------------------------------------------------------	COMMENT
MEDIUM	…/http-client-python/tests/unit/test_enum_docstrings.py	1	# -------------------------------------------------------------------------	COMMENT
MEDIUM	…/http-client-python/tests/unit/test_enum_docstrings.py	5	# --------------------------------------------------------------------------	COMMENT
MEDIUM	…es/http-client-python/tests/unit/test_sse_streaming.py	1	# -------------------------------------------------------------------------	COMMENT
MEDIUM	…es/http-client-python/tests/unit/test_sse_streaming.py	5	# --------------------------------------------------------------------------	COMMENT
695 more matches not shown…

Hyper-Verbose Identifiers2118 hits · 2222 pts

Severity	File	Line	Snippet	Context
LOW	eng/common/scripts/labels/automation.ts	159	function createExternalReviewersConfig(config: RepoConfig): PolicyServiceConfig {	CODE
LOW	eng/emitter-diff/src/cli.ts	99	async function resolveDefaultBaselineRef(repoRoot: string): Promise<string> {	CODE
LOW	eng/emitter-diff/src/baseline-cache.ts	26	export function computeBaselineProfileKey(input: BaselineCacheProfileInput): string {	CODE
LOW	website/public/1ds-init.js	11	function ensureCookieBannerPlaceholder() {	CODE
LOW	website/src/content/current-sidebar.ts	5	function getBadgeForLibraryStability(stability: LibraryStability \| undefined): Badge \| undefined {	CODE
LOW	website/src/content/current-sidebar.ts	18	function createLibraryReferenceStructure(	CODE
LOW	…/src/content/docs/docs/extending-typespec/codefixes.md	18	export function createChangeIdentifierCodeFix(node: IdentifierNode, newIdentifier: string) {	CODE
LOW	…e/src/content/docs/release-notes/release-2022-12-07.md	155	export function getServiceNamespaceString(program: Program): string \| undefined;	CODE
LOW	…site/src/components/playground-component/import-map.ts	14	async function fetchAdditionalPackageImports(	CODE
LOW	…tp-client-js/test/scenarios/encoding/bytes_nullable.md	50	export function jsonModelWithBytesToApplicationTransform(input_?: any): ModelWithBytes {	CODE
LOW	…tp-client-js/test/scenarios/encoding/bytes_nullable.md	130	export function jsonModelWithBytesToTransportTransform(input_?: ModelWithBytes \| null): any {	CODE
LOW	…ient-js/test/scenarios/encoding/bytes_json_property.md	47	export function jsonBytesBodyToApplicationTransform(input_?: any): BytesBody {	CODE
LOW	…s/test/scenarios/encoding/model_with_bytes_property.md	37	export function jsonBytesPropertyToApplicationTransform(input_?: any): BytesProperty {	CODE
LOW	…s/http-client-js/test/scenarios/models/model_spread.md	38	export function jsonDogToTransportTransform(input_?: Dog \| null): any {	CODE
LOW	…s/http-client-js/test/scenarios/models/model_spread.md	53	export function jsonDogToApplicationTransform(input_?: any): Dog {	CODE
LOW⚡	…/test/scenarios/models/inheritance_2_discriminators.md	112	export function dateUnixTimestampSerializer(date?: Date \| null): number {	CODE
LOW⚡	…/test/scenarios/models/inheritance_2_discriminators.md	119	export function dateUnixTimestampDeserializer(date?: number \| null): Date {	CODE
LOW⚡	…/test/scenarios/models/inheritance_2_discriminators.md	126	export function jsonFishToTransportDiscriminator(input_?: Fish): any {	CODE
LOW	…/test/scenarios/models/inheritance_2_discriminators.md	141	export function jsonFishToTransportTransform(input_?: Fish \| null): any {	CODE
LOW	…/test/scenarios/models/inheritance_2_discriminators.md	151	export function jsonFishToApplicationDiscriminator(input_?: any): Fish {	CODE
LOW	…/test/scenarios/models/inheritance_2_discriminators.md	166	export function jsonFishToApplicationTransform(input_?: any): Fish {	CODE
LOW	…/test/scenarios/models/inheritance_2_discriminators.md	176	export function jsonSharkToTransportDiscriminator(input_?: Shark): any {	CODE
LOW	…/test/scenarios/models/inheritance_2_discriminators.md	191	export function jsonSharkToTransportTransform(input_?: Shark \| null): any {	CODE
LOW	…/test/scenarios/models/inheritance_2_discriminators.md	202	export function jsonSharkToApplicationDiscriminator(input_?: any): Shark {	CODE
LOW	…/test/scenarios/models/inheritance_2_discriminators.md	217	export function jsonSharkToApplicationTransform(input_?: any): Shark {	CODE
LOW⚡	…/test/scenarios/models/inheritance_2_discriminators.md	228	export function jsonSawSharkToTransportTransform(input_?: SawShark \| null): any {	CODE
LOW⚡	…/test/scenarios/models/inheritance_2_discriminators.md	238	export function jsonSawSharkToApplicationTransform(input_?: any): SawShark {	CODE
LOW⚡	…/test/scenarios/models/inheritance_2_discriminators.md	248	export function jsonGoblinSharkToTransportTransform(input_?: GoblinShark \| null): any {	CODE
LOW⚡	…/test/scenarios/models/inheritance_2_discriminators.md	258	export function jsonGoblinSharkToApplicationTransform(input_?: any): GoblinShark {	CODE
LOW⚡	…/test/scenarios/models/inheritance_2_discriminators.md	268	export function jsonSalmonToTransportTransform(input_?: Salmon \| null): any {	CODE
LOW	…/test/scenarios/models/inheritance_2_discriminators.md	280	export function jsonSalmonToApplicationTransform(input_?: any): Salmon {	CODE
LOW	…/test/scenarios/models/inheritance_2_discriminators.md	292	export function jsonArrayFishToTransportTransform(items_?: Array<Fish> \| null): any {	CODE
LOW	…/test/scenarios/models/inheritance_2_discriminators.md	305	export function jsonArrayFishToApplicationTransform(items_?: any): Array<Fish> {	CODE
LOW	…/test/scenarios/models/inheritance_2_discriminators.md	318	export function jsonRecordFishToTransportTransform(items_?: Record<string, any> \| null): any {	CODE
LOW	…/test/scenarios/models/inheritance_2_discriminators.md	332	export function jsonRecordFishToApplicationTransform(items_?: any): Record<string, any> {	CODE
LOW	…/http-client-js/test/scenarios/models/model_extends.md	44	export function jsonPetToTransportTransform(input_?: Pet \| null): any {	CODE
LOW	…/http-client-js/test/scenarios/models/model_extends.md	58	export function jsonPetToApplicationTransform(input_?: any): Pet {	CODE
LOW	…/http-client-js/test/scenarios/models/model_extends.md	72	export function jsonDogToTransportTransform(input_?: Dog \| null): any {	CODE
LOW	…/http-client-js/test/scenarios/models/model_extends.md	87	export function jsonDogToApplicationTransform(input_?: any): Dog {	CODE
LOW	…s/test/scenarios/models/model_additional_properties.md	46	export function jsonDogToTransportTransform(input_?: Dog \| null): any {	CODE
LOW	…s/test/scenarios/models/model_additional_properties.md	62	export function jsonDogToApplicationTransform(input_?: any): Dog {	CODE
LOW	…-js/test/scenarios/models/inheritance_discriminator.md	39	export function jsonDinosaurToTransportTransform(input_?: Dinosaur \| null): any {	CODE
LOW	…-js/test/scenarios/models/inheritance_discriminator.md	52	export function jsonTRexToTransportTransform(input_?: TRex \| null): any {	CODE
LOW	…-js/test/scenarios/models/inheritance_discriminator.md	66	export function jsonDinosaurToApplicationTransform(input_?: any): Dinosaur {	CODE
LOW	…-js/test/scenarios/models/inheritance_discriminator.md	79	export function jsonTRexToApplicationTransform(input_?: any): TRex {	CODE
LOW	…/test/scenarios/models/property_references_property.md	37	export function jsonBarToTransportTransform(input_?: Bar \| null): any {	CODE
LOW⚡	…/test/scenarios/models/property_references_property.md	102	export function dateUnixTimestampSerializer(date?: Date \| null): number {	CODE
LOW⚡	…/test/scenarios/models/property_references_property.md	109	export function dateUnixTimestampDeserializer(date?: number \| null): Date {	CODE
LOW⚡	…/test/scenarios/models/property_references_property.md	116	export function jsonBarToTransportTransform(input_?: Bar \| null): any {	CODE
LOW⚡	…/test/scenarios/models/property_references_property.md	125	export function jsonBarToApplicationTransform(input_?: any): Bar {	CODE
LOW	…/test/scenarios/models/property_references_property.md	141	export function jsonBarToApplicationTransform(input_?: any): Bar {	CODE
LOW	…es/http-client-js/test/scenarios/serializers/spread.md	37	export async function spreadWithMultipleParameters(	CODE
LOW	…st/scenarios/serializers/discriminated_union_spread.md	43	export function jsonSpreadRecordForDiscriminatedUnionToTransportTransform(	CODE
LOW	…st/scenarios/serializers/discriminated_union_spread.md	57	export function jsonSpreadRecordForDiscriminatedUnionToApplicationTransform(	CODE
LOW	…st/scenarios/serializers/discriminated_union_spread.md	73	export function jsonWidgetDataToTransportTransform(input_?: WidgetData \| null): any {	CODE
LOW	…st/scenarios/serializers/discriminated_union_spread.md	82	export function jsonWidgetDataToApplicationDiscriminator(input_?: any): WidgetData {	CODE
LOW	…st/scenarios/serializers/discriminated_union_spread.md	100	export function jsonWidgetDataToTransportDiscriminator(input_?: WidgetData): any {	CODE
LOW	…es/http-client-js/test/scenarios/serializers/record.md	24	export function jsonFooToTransportTransform(input_?: Foo \| null): any {	CODE
LOW	…es/http-client-js/test/scenarios/serializers/record.md	35	export function jsonFooToApplicationTransform(input_?: any): Foo {	CODE
LOW	…es/http-client-js/test/scenarios/serializers/record.md	78	export function jsonFooToTransportTransform(input_?: Foo \| null): any {	CODE
2058 more matches not shown…

Over-Commented Block480 hits · 404 pts

Severity	File	Line	Snippet	Context
LOW	eng/tsp-core/pipelines/pr-tools.yml	101	- script: node eng/tsp-core/scripts/create-tryit-comment.ts	COMMENT
LOW	eng/tsp-core/pipelines/jobs/cli/build-tsp-cli-all.yml	21	# parameters:	COMMENT
LOW	…pleService/SampleClient/src/Generated/DogOperations.cs	61	throw;	COMMENT
LOW	…rp/SampleService/SampleClient/src/Generated/Metrics.cs	61		COMMENT
LOW	…Service/SampleClient/src/Generated/AnimalOperations.cs	61	throw;	COMMENT
LOW	…Service/SampleClient/src/Generated/AnimalOperations.cs	181	throw;	COMMENT
LOW	…ice/SampleClient/src/Generated/SampleTypeSpecClient.cs	101	/// [Protocol Method] Return hi	COMMENT
LOW	…ice/SampleClient/src/Generated/SampleTypeSpecClient.cs	141	/// <item>	COMMENT
LOW	…ice/SampleClient/src/Generated/SampleTypeSpecClient.cs	241	/// </item>	COMMENT
LOW	…ice/SampleClient/src/Generated/SampleTypeSpecClient.cs	381	/// </item>	COMMENT
LOW	…ice/SampleClient/src/Generated/SampleTypeSpecClient.cs	501	{	COMMENT
LOW	…ice/SampleClient/src/Generated/SampleTypeSpecClient.cs	601	System.Console.WriteLine($"An exception was thrown in method HelloDemo2Async: {ex}");	COMMENT
LOW	…ice/SampleClient/src/Generated/SampleTypeSpecClient.cs	641	}	COMMENT
LOW	…ice/SampleClient/src/Generated/SampleTypeSpecClient.cs	721	System.Console.WriteLine($"An exception was thrown in method CreateLiteralAsync: {ex}");	COMMENT
LOW	…ice/SampleClient/src/Generated/SampleTypeSpecClient.cs	861	System.Console.WriteLine("Exiting method TopAction.");	COMMENT
LOW	…ice/SampleClient/src/Generated/SampleTypeSpecClient.cs	941		COMMENT
LOW	…ice/SampleClient/src/Generated/SampleTypeSpecClient.cs	1001		COMMENT
LOW	…ice/SampleClient/src/Generated/SampleTypeSpecClient.cs	1061	System.Console.WriteLine($"An exception was thrown in method PatchActionAsync: {ex}");	COMMENT
LOW	…ice/SampleClient/src/Generated/SampleTypeSpecClient.cs	1101	}	COMMENT
LOW	…ice/SampleClient/src/Generated/SampleTypeSpecClient.cs	1141	/// <param name="requiredNullableString"> required nullable string. </param>	COMMENT
LOW	…ice/SampleClient/src/Generated/SampleTypeSpecClient.cs	1201		COMMENT
LOW	…ice/SampleClient/src/Generated/SampleTypeSpecClient.cs	1261	{	COMMENT
LOW	…ice/SampleClient/src/Generated/SampleTypeSpecClient.cs	1301	/// [Protocol Method] Model can have its friendly name	COMMENT
LOW	…ice/SampleClient/src/Generated/SampleTypeSpecClient.cs	1381	System.Console.WriteLine($"An exception was thrown in method FriendlyModelAsync: {ex}");	COMMENT
LOW	…ice/SampleClient/src/Generated/SampleTypeSpecClient.cs	1521	{	COMMENT
LOW	…ice/SampleClient/src/Generated/SampleTypeSpecClient.cs	1641	{	COMMENT
LOW	…ice/SampleClient/src/Generated/SampleTypeSpecClient.cs	1721	/// [Protocol Method] get extensible enum	COMMENT
LOW	…ice/SampleClient/src/Generated/SampleTypeSpecClient.cs	1841	}	COMMENT
LOW	…ice/SampleClient/src/Generated/SampleTypeSpecClient.cs	1961	}	COMMENT
LOW	…ice/SampleClient/src/Generated/SampleTypeSpecClient.cs	2061	{	COMMENT
LOW	…ice/SampleClient/src/Generated/SampleTypeSpecClient.cs	2101	/// <summary>	COMMENT
LOW	…ice/SampleClient/src/Generated/SampleTypeSpecClient.cs	2181	}	COMMENT
LOW	…ice/SampleClient/src/Generated/SampleTypeSpecClient.cs	2221	}	COMMENT
LOW	…ice/SampleClient/src/Generated/SampleTypeSpecClient.cs	2301	System.Console.WriteLine($"An exception was thrown in method WithApiVersionAsync: {ex}");	COMMENT
LOW	…ice/SampleClient/src/Generated/SampleTypeSpecClient.cs	2401	System.Console.WriteLine($"An exception was thrown in method GetWithNextLinkAsync: {ex}");	COMMENT
LOW	…ice/SampleClient/src/Generated/SampleTypeSpecClient.cs	2501	System.Console.WriteLine($"An exception was thrown in method GetWithStringNextLinkAsync: {ex}");	COMMENT
LOW	…ice/SampleClient/src/Generated/SampleTypeSpecClient.cs	2541	/// [Protocol Method] List things with continuation token	COMMENT
LOW	…ice/SampleClient/src/Generated/SampleTypeSpecClient.cs	2641	}	COMMENT
LOW	…ice/SampleClient/src/Generated/SampleTypeSpecClient.cs	2741	finally	COMMENT
LOW	…ice/SampleClient/src/Generated/SampleTypeSpecClient.cs	2821	/// <item>	COMMENT
LOW	…ice/SampleClient/src/Generated/SampleTypeSpecClient.cs	2861	/// <list type="bullet">	COMMENT
LOW	…ice/SampleClient/src/Generated/SampleTypeSpecClient.cs	2941	System.Console.WriteLine($"An exception was thrown in method EmbeddedParametersAsync: {ex}");	COMMENT
LOW	…ice/SampleClient/src/Generated/SampleTypeSpecClient.cs	2981	}	COMMENT
LOW	…ice/SampleClient/src/Generated/SampleTypeSpecClient.cs	3061	}	COMMENT
LOW	…ice/SampleClient/src/Generated/SampleTypeSpecClient.cs	3201	{	COMMENT
LOW	…mpleClient/src/Generated/SampleTypeSpecModelFactory.cs	21	/// <param name="optionalLiteralInt"> optional literal int. </param>	COMMENT
LOW	…mpleClient/src/Generated/SampleTypeSpecModelFactory.cs	61	/// <param name="requiredCollection"> Required collection of enums. </param>	COMMENT
LOW	…mpleClient/src/Generated/SampleTypeSpecModelFactory.cs	181	requiredQuery,	COMMENT
LOW	…mpleClient/src/Generated/SampleTypeSpecModelFactory.cs	241	return new AnotherDynamicModel(bar, default);	COMMENT
LOW	…mpleClient/src/Generated/SampleTypeSpecModelFactory.cs	261	/// <param name="wrappedColors"> A wrapped array of strings (default). </param>	COMMENT
LOW	…eService/SampleClient/src/Generated/PlantOperations.cs	61	System.Console.WriteLine("Exiting method GetTree.");	COMMENT
LOW	…eService/SampleClient/src/Generated/PlantOperations.cs	161	throw;	COMMENT
LOW	…eService/SampleClient/src/Generated/PlantOperations.cs	241	}	COMMENT
LOW	…eService/SampleClient/src/Generated/PlantOperations.cs	361	System.Console.WriteLine("Exiting method UpdateTreeAsync.");	COMMENT
LOW	…eService/SampleClient/src/Generated/PlantOperations.cs	401	/// <list type="bullet">	COMMENT
LOW	…pleService/SampleClient/src/Generated/PetOperations.cs	61	throw;	COMMENT
LOW	…pleService/SampleClient/src/Generated/PetOperations.cs	181	throw;	COMMENT
LOW	…ce/SampleClient/src/Generated/Models/RoundTripModel.cs	61	/// <param name="requiredCollection"> Required collection of enums. </param>	COMMENT
LOW	…ce/SampleClient/src/Generated/Models/RoundTripModel.cs	161	/// <summary>	COMMENT
LOW	…ce/SampleClient/src/Generated/Models/RoundTripModel.cs	181	/// <term> BinaryData.FromString("{\"key\": \"value\"}"). </term>	COMMENT
420 more matches not shown…

Hallucination Indicators28 hits · 305 pts

Severity	File	Line	Snippet	Context
CRITICAL	eng/emitter-diff/workflow.test.ts	365	f.github.rest.issues.createComment.mockRejectedValueOnce(new Error("Permission denied"));	CODE
CRITICAL⚡	…-python/tests/mock_api/azure/test_azure_core_traits.py	10	from azure.core.exceptions import HttpResponseError	CODE
CRITICAL⚡	…hon/tests/mock_api/azure/test_service_multi_service.py	7	from azure.core.exceptions import HttpResponseError	CODE
CRITICAL⚡	…api/azure/test_azure_resource_manager_multi_service.py	7	from azure.core.exceptions import HttpResponseError	CODE
CRITICAL⚡	…k_api/azure/asynctests/test_azure_core_traits_async.py	11	from azure.core.exceptions import HttpResponseError	CODE
CRITICAL⚡	…i/azure/asynctests/test_service_multi_service_async.py	7	from azure.core.exceptions import HttpResponseError	CODE
CRITICAL⚡	…sts/test_azure_resource_manager_multi_service_async.py	8	from azure.core.exceptions import HttpResponseError	CODE
CRITICAL	packages/http/test/test-host.ts	61	? Array.from(r.parameters.body.type.properties.keys())	CODE
CRITICAL	…ient-csharp/emitter/test/Unit/operation-paging.test.ts	58	@global.Azure.ClientGenerator.Core.Legacy.nextLinkVerb("POST")	CODE
CRITICAL	…osoft.TypeSpec.Generator/test/Snippets/SnippetTests.cs	123	Assert.AreEqual("new global::Microsoft.TypeSpec.Generator.Tests.Snippets.SnippetTests.TestClass(20)", writer	CODE
CRITICAL	…osoft.TypeSpec.Generator/test/Snippets/SnippetTests.cs	143	Assert.AreEqual("new global::Microsoft.TypeSpec.Generator.Tests.Snippets.SnippetTests.TestClass(20)", writer	CODE
CRITICAL	…Data/SnippetTests/ValidateInstanceCtorWithArguments.cs	1	new global::Microsoft.TypeSpec.Generator.Tests.Snippets.SnippetTests.TestClass(20)	CODE
CRITICAL	…medTypeSymbolProviders/NamedTypeSymbolProviderTests.cs	512	var symbols = Microsoft.TypeSpec.Generator.SourceInput.SourceInputHelper.GetSymbols(compilation.Assembly.Mod	STRING
CRITICAL	…ers/ModelFactories/ModelFactoriesCustomizationTests.cs	39	var method = generator.Object.OutputLibrary.ModelFactory.Value.Methods.Single(method =>	CODE
CRITICAL	…urceInput/TestData/ApiCompatBaselineTests/Baseline.txt	3	MembersMustExist : Member 'public Azure.AI.Projects.Agents.ProtocolVersionRecord Azure.AI.Projects.Agents.ProjectsAgents	CODE
CRITICAL	…urceInput/TestData/ApiCompatBaselineTests/Baseline.xml	13	<Target>M:Azure.AI.Projects.Agents.ProjectsAgentsModelFactory.ProtocolVersionRecord(Azure.AI.Projects.Agents.Project	CODE
CRITICAL	…ientModel/test/Providers/ModelBaseConstructionTests.cs	167	Assert.That(model.BaseModelProvider.FullConstructor.Signature.Parameters.Single().Type.IsNullable,	CODE
CRITICAL	…TypeDefinitions/SystemObjectModelSerializationTests.cs	176	Assert.That(generator.Object.TypeFactory.CSharpTypeMap.Keys.Any(type => type.AreNamesEqual(frameworkType)),	STRING
CRITICAL	…t.TypeSpec.Generator.ClientModel/src/ScmTypeFactory.cs	59	=> _hasDynamicModels ??= ScmCodeModelGenerator.Instance.InputLibrary.InputNamespace.Models.Any(m => m.IsDyna	CODE
CRITICAL	…ckages/http-client-csharp/playground-server/Program.cs	150	arch = System.Runtime.InteropServices.RuntimeInformation.OSArchitecture.ToString()	CODE
CRITICAL⚡	…ypespec/http/client/generator/core/util/CodeNamer.java	32	return com.microsoft.typespec.http.client.generator.core.preprocessor.namer.CodeNamer.toCamelCase(name);	CODE
CRITICAL⚡	…ypespec/http/client/generator/core/util/CodeNamer.java	36	return com.microsoft.typespec.http.client.generator.core.preprocessor.namer.CodeNamer.toPascalCase(name);	CODE
CRITICAL⚡	…ypespec/http/client/generator/core/util/CodeNamer.java	40	return com.microsoft.typespec.http.client.generator.core.preprocessor.namer.CodeNamer.escapeXmlComment(comment);	CODE
CRITICAL	…ypespec/http/client/generator/core/util/CodeNamer.java	130	return com.microsoft.typespec.http.client.generator.core.preprocessor.namer.CodeNamer.getValidName(name,	CODE
CRITICAL	…ator/core/template/util/ModelTemplateHeaderHelper.java	43	for (Field httpHeaderNameConstant : io.clientcore.core.http.models.HttpHeaderName.class.getDeclaredFields()) {	CODE
CRITICAL	…enerator/core/template/example/ModelExampleWriter.java	349	this.imports.add(java.nio.charset.StandardCharsets.class.getName());	CODE
CRITICAL	packages/compiler/test/formatter/formatter.test.ts	3090	@@Some.Very.Long.Namespace.Decorator.Some.Very.Long.Namespace.Decorator.Some.Very.Long.Namespace.Decorator(subscribe1);	STRING
CRITICAL	packages/compiler/test/formatter/formatter.test.ts	3093	@@Some.Very.Long.Namespace.Decorator.Some.Very.Long.Namespace.Decorator.Some.Very.Long.Namespace.Decorator(	STRING

Structural Annotation Overuse65 hits · 110 pts

Severity	File	Line	Snippet	Context
LOW	…ite/src/content/docs/docs/extending-typespec/basics.md	36	## Step 1: Initial setup	COMMENT
LOW	…ite/src/content/docs/docs/extending-typespec/basics.md	169	## Step 2: Adding TypeSpec types to your library	COMMENT
LOW	…ite/src/content/docs/docs/extending-typespec/basics.md	210	## Step 3: Defining dependencies	COMMENT
LOW⚡	…ite/src/content/docs/docs/extending-typespec/basics.md	242	## Step 4: Testing your TypeSpec library	COMMENT
LOW⚡	…ite/src/content/docs/docs/extending-typespec/basics.md	246	## Step 5: Publishing your TypeSpec library	COMMENT
LOW⚡	…ite/src/content/docs/docs/extending-typespec/basics.md	250	## Step 6: Importing your TypeSpec library	COMMENT
LOW	…ite/src/content/docs/docs/extending-typespec/basics.md	269	## Step 7: Next steps	COMMENT
LOW	website/src/content/docs/release-notes/typespec-0-65.md	59	// Step 1: Update to retrieve the mutation instead of projections	COMMENT
LOW	website/src/content/docs/release-notes/typespec-0-65.md	63	// Step 2: call mutator instead of projection api	COMMENT
LOW	website/src/content/docs/release-notes/typespec-0-67.md	393	// Step 1: Update to retrieve the mutation instead of projections	COMMENT
LOW	website/src/content/docs/release-notes/typespec-0-67.md	397	// Step 2: call mutator instead of projection api	COMMENT
LOW	packages/http-client-python/ARCHITECTURE.md	126	#### Step 1: Preprocess	COMMENT
LOW	packages/http-client-python/ARCHITECTURE.md	137	#### Step 2: Codegen	COMMENT
LOW	…tp-client-python/.github/skills/diff-upstream/SKILL.md	37	### Step 1: Build and regenerate	COMMENT
LOW	…tp-client-python/.github/skills/diff-upstream/SKILL.md	50	### Step 2: Fetch or update baseline	COMMENT
LOW	…tp-client-python/.github/skills/diff-upstream/SKILL.md	90	### Step 3: Generate diff summary	COMMENT
LOW	…tp-client-python/.github/skills/diff-upstream/SKILL.md	155	### Step 4: Open in editor	COMMENT
LOW	…tp-client-python/.github/skills/diff-upstream/SKILL.md	176	### Step 5: Report to user	COMMENT
LOW	…tp-client-python/.github/skills/diff-upstream/SKILL.md	248	### Step 1: Check what code changes were made on the branch	COMMENT
LOW	…tp-client-python/.github/skills/diff-upstream/SKILL.md	260	### Step 2: Correlate code changes with expected generated output changes	COMMENT
LOW	…tp-client-python/.github/skills/diff-upstream/SKILL.md	272	### Step 3: Compare expected vs actual diffs	COMMENT
LOW	…-python/.github/skills/test-unbranded-emitter/SKILL.md	32	### Step 1: Build the emitter	COMMENT
LOW	…-python/.github/skills/test-unbranded-emitter/SKILL.md	42	### Step 2: Check if regeneration is needed	COMMENT
LOW	…-python/.github/skills/test-unbranded-emitter/SKILL.md	77	### Step 3: Regenerate if needed	COMMENT
LOW	…-python/.github/skills/test-unbranded-emitter/SKILL.md	99	### Step 4: Run the generator test suite	COMMENT
LOW	…-python/.github/skills/test-unbranded-emitter/SKILL.md	113	### Step 5: Report results	COMMENT
LOW	…-python/.github/skills/generate-from-typespec/SKILL.md	35	### Step 1: Resolve the spec path	COMMENT
LOW	…-python/.github/skills/generate-from-typespec/SKILL.md	55	### Step 2: Locate and parse `tspconfig.yaml`	COMMENT
LOW	…-python/.github/skills/generate-from-typespec/SKILL.md	72	### Step 3: Extract Python emitter options from tspconfig.yaml	COMMENT
LOW	…-python/.github/skills/generate-from-typespec/SKILL.md	97	### Step 4: Determine the flavor	COMMENT
LOW	…-python/.github/skills/generate-from-typespec/SKILL.md	109	### Step 5: Find the TypeSpec compiler	COMMENT
LOW	…-python/.github/skills/generate-from-typespec/SKILL.md	125	### Step 6: Construct and run the compile command	COMMENT
LOW	…-python/.github/skills/generate-from-typespec/SKILL.md	170	### Step 7: Run the compilation	COMMENT
LOW	…-python/.github/skills/generate-from-typespec/SKILL.md	184	### Step 8: Verify and clean up	COMMENT
LOW⚡	…es/http-client-csharp/eng/scripts/docs/RegenPreview.md	236	### Step 0: Library Selection (Interactive Mode Only)	COMMENT
LOW⚡	…es/http-client-csharp/eng/scripts/docs/RegenPreview.md	244	### Step 1: Build Unbranded Generator	COMMENT
LOW⚡	…es/http-client-csharp/eng/scripts/docs/RegenPreview.md	250	### Step 2: Package Unbranded Generator	COMMENT
LOW	…es/http-client-csharp/eng/scripts/docs/RegenPreview.md	275	#### Step 3: Update OpenAI Generator and Regenerate	COMMENT
LOW⚡	…es/http-client-csharp/eng/scripts/docs/RegenPreview.md	305	### Step 3: Update and Build Azure Generator	COMMENT
LOW⚡	…es/http-client-csharp/eng/scripts/docs/RegenPreview.md	313	### Step 4: Package Azure Generator	COMMENT
LOW⚡	…es/http-client-csharp/eng/scripts/docs/RegenPreview.md	320	### Step 5: Update eng Folder Artifacts	COMMENT
LOW⚡	…es/http-client-csharp/eng/scripts/docs/RegenPreview.md	330	### Step 6: Update and Build Management Plane Generator	COMMENT
LOW	…es/http-client-csharp/eng/scripts/docs/RegenPreview.md	347	### Step 7: Prepare Library List	COMMENT
LOW	…es/http-client-csharp/eng/scripts/docs/RegenPreview.md	357	### Step 8: Regenerate Libraries	COMMENT
LOW	…es/http-client-csharp/eng/scripts/docs/RegenPreview.md	377	### Step 9: Restore Artifacts (On Success Only)	COMMENT
LOW	…t.TypeSpec.Generator/test/OutputLibraryVisitorTests.cs	249	// Step 1: Build all types (simulating CSharpGen.ExecuteAsync)	COMMENT
LOW⚡	…t.TypeSpec.Generator/test/OutputLibraryVisitorTests.cs	260	// Step 2: Visitor changes the parameter type from int to float,	COMMENT
LOW⚡	…t.TypeSpec.Generator/test/OutputLibraryVisitorTests.cs	265	// Step 3: Apply customization filtering after visitor	COMMENT
LOW	…t/typespec/http/client/generator/mgmt/FluentNamer.java	83	// Step 2: Transform	COMMENT
LOW⚡	…osoft/typespec/http/client/generator/core/Javagen.java	68	// Step 1: Parse input yaml as CodeModel	COMMENT
LOW⚡	…osoft/typespec/http/client/generator/core/Javagen.java	71	// Step 2: Map	COMMENT
LOW⚡	…osoft/typespec/http/client/generator/core/Javagen.java	74	// Step 3: Write to templates	COMMENT
LOW⚡	…osoft/typespec/http/client/generator/core/Javagen.java	77	// Step 4: Print to files	COMMENT
LOW	…client/generator/core/postprocessor/Postprocessor.java	68	// Step 1: post process	COMMENT
LOW	…client/generator/core/postprocessor/Postprocessor.java	114	// Step 2: Print to files	COMMENT
LOW	packages/versioning/CHANGELOG.md	155	// Step 1: Update to retrieve the mutation instead of projections	COMMENT
LOW	packages/versioning/CHANGELOG.md	159	// Step 2: call mutator instead of projection api	COMMENT
LOW	packages/versioning/CHANGELOG.md	190	// Step 1: Update to retrieve the mutation instead of projections	COMMENT
LOW	packages/versioning/CHANGELOG.md	194	// Step 2: call mutator instead of projection api	COMMENT
LOW	.github/skills/emitter-prep-for-pr/SKILL.md	27	### Step 1: Determine the emitter package	COMMENT
5 more matches not shown…

Modern AI Meta-Vocabulary36 hits · 84 pts

Severity	File	Line	Snippet	Context
MEDIUM	CONTRIBUTING.md	524	\| `agentic-workflows` \| #000000 \| Issues/PR created by github agentic workflows \|	CODE
MEDIUM	…nt/docs/docs/getting-started/code-generation-csharp.md	212	## 7. Understanding the dependency injection system	COMMENT
MEDIUM	…nt/docs/docs/getting-started/code-generation-csharp.md	214	The generated C# service uses ASP.NET Core's dependency injection system to connect controllers with your business logic	CODE
MEDIUM	…ocs/extending-typespec/writing-scaffolding-template.md	27	## Basics of a scaffolding template	COMMENT
MEDIUM	…/src/content/docs/release-notes/typespec-1-0-0-rc-0.md	95	- [#6710](https://github.com/microsoft/typespec/pull/6710) Updates to scaffolding script and scaffold commands for consi	CODE
MEDIUM	…/src/content/docs/release-notes/typespec-1-0-0-rc-0.md	95	- [#6710](https://github.com/microsoft/typespec/pull/6710) Updates to scaffolding script and scaffold commands for consi	CODE
MEDIUM	…bsite/src/content/docs/release-notes/typespec-1-1-0.md	31	- [#7541](https://github.com/microsoft/typespec/pull/7541) Add extension API for other vscode extension to be able to re	CODE
MEDIUM	website/src/content/blog/2025-05-30-mcp/blog.md	15	[MCP servers](https://modelcontextprotocol.io/) are everywhere these days. People are integrating MCP servers into their	CODE
MEDIUM⚡	packages/http-server-js/CHANGELOG.md	120	- [#7280](https://github.com/microsoft/typespec/pull/7280) Fixed an error in which the scaffolding script incorrectly co	CODE
MEDIUM⚡	packages/http-server-js/CHANGELOG.md	128	- [#7234](https://github.com/microsoft/typespec/pull/7234) Fixed a few bugs with output directory resolution logic in `h	CODE
MEDIUM⚡	packages/http-server-js/CHANGELOG.md	129	- [#7225](https://github.com/microsoft/typespec/pull/7225) Added a missing shebang line to `hsjs-scaffold` for better pl	CODE
MEDIUM⚡	packages/http-server-js/CHANGELOG.md	129	- [#7225](https://github.com/microsoft/typespec/pull/7225) Added a missing shebang line to `hsjs-scaffold` for better pl	CODE
MEDIUM	packages/http-server-js/CHANGELOG.md	162	- [#6796](https://github.com/microsoft/typespec/pull/6796) Fixes the mocks in hsjs-scaffold to use bigints for large int	CODE
MEDIUM	packages/http-server-js/CHANGELOG.md	162	- [#6796](https://github.com/microsoft/typespec/pull/6796) Fixes the mocks in hsjs-scaffold to use bigints for large int	CODE
MEDIUM	packages/http-server-js/CHANGELOG.md	180	- [#6710](https://github.com/microsoft/typespec/pull/6710) Updates to scaffolding script and scaffold commands for consi	CODE
MEDIUM	packages/http-server-js/CHANGELOG.md	180	- [#6710](https://github.com/microsoft/typespec/pull/6710) Updates to scaffolding script and scaffold commands for consi	CODE
MEDIUM	packages/http-server-js/CHANGELOG.md	215	- [#5906](https://github.com/microsoft/typespec/pull/5906) Implement basic project scaffolding.	CODE
MEDIUM	packages/http-client-python/eng/scripts/ci/util.py	21	# These are auto-generated test/sample scaffolding, not the actual SDK code.	COMMENT
MEDIUM	packages/typespec-vscode/CHANGELOG.md	143	- [#7541](https://github.com/microsoft/typespec/pull/7541) Add extension API for other vscode extension to be able to re	CODE
MEDIUM⚡	packages/http-server-csharp/CHANGELOG.md	244	- [#6701](https://github.com/microsoft/typespec/pull/6701) Write scaffolding and project files in output dir and fix iss	CODE
MEDIUM⚡	packages/http-server-csharp/CHANGELOG.md	245	- [#6710](https://github.com/microsoft/typespec/pull/6710) Updates to scaffolding script and scaffold commands for consi	CODE
MEDIUM⚡	packages/http-server-csharp/CHANGELOG.md	245	- [#6710](https://github.com/microsoft/typespec/pull/6710) Updates to scaffolding script and scaffold commands for consi	CODE
MEDIUM	packages/http-server-csharp/CHANGELOG.md	293	- [#5733](https://github.com/microsoft/typespec/pull/5733) Add scaffolding option for csharp generator	CODE
MEDIUM	packages/compiler/CHANGELOG.md	830	- [#6710](https://github.com/microsoft/typespec/pull/6710) Updates to scaffolding script and scaffold commands for consi	CODE
MEDIUM	packages/compiler/CHANGELOG.md	830	- [#6710](https://github.com/microsoft/typespec/pull/6710) Updates to scaffolding script and scaffold commands for consi	CODE
MEDIUM	packages/compiler/templates/scaffolding.json	64	"message": "\n\tGenerated ASP.Net services require dotnet 9:\n\thttps://dotnet.microsoft.com/download \n\n\tCrea	CODE
MEDIUM	packages/compiler/templates/scaffolding.json	71	"message": "\n\tGenerated JavaScript services require a service runtime:\n\thttps://nodejs.org/download \n\n\tCr	CODE
MEDIUM	packages/compiler/src/server/types.ts	222	// with the compiler for multiple times in different steps (i.e. get core templates, validate the selected template, s	COMMENT
MEDIUM	.github/agents/agentic-workflows.agent.md	31	- Configuration: https://github.com/github/gh-aw/blob/v0.50.1/.github/aw/github-agentic-workflows.md	CODE
MEDIUM	.github/agents/agentic-workflows.agent.md	54	Prompt file: https://github.com/github/gh-aw/blob/v0.50.1/.github/aw/create-agentic-workflow.md	CODE
MEDIUM	.github/agents/agentic-workflows.agent.md	66	Prompt file: https://github.com/github/gh-aw/blob/v0.50.1/.github/aw/update-agentic-workflow.md	CODE
MEDIUM	.github/agents/agentic-workflows.agent.md	78	Prompt file: https://github.com/github/gh-aw/blob/v0.50.1/.github/aw/debug-agentic-workflow.md	CODE
MEDIUM	.github/agents/agentic-workflows.agent.md	90	Prompt file: https://github.com/github/gh-aw/blob/v0.50.1/.github/aw/upgrade-agentic-workflows.md	CODE
MEDIUM	.github/agents/agentic-workflows.agent.md	102	Prompt file: https://github.com/github/gh-aw/blob/v0.50.1/.github/aw/create-shared-agentic-workflow.md	CODE
MEDIUM	.github/agents/agentic-workflows.agent.md	134	# Initialize repository for agentic workflows	COMMENT
MEDIUM	.github/agents/agentic-workflows.agent.md	162	- Always reference the instructions file at https://github.com/github/gh-aw/blob/v0.50.1/.github/aw/github-agentic-workf	CODE

Cross-Language Confusion14 hits · 82 pts

Severity	File	Line	Snippet	Context
HIGH	…sts/mock_api/shared/test_typetest_property_nullable.py	29	assert '{"requiredProperty": "foo", "nullableProperty": null}' == json.dumps(non_model, cls=SdkJSONEncoder)	CODE
HIGH	…sts/mock_api/shared/test_typetest_property_nullable.py	42	assert '{"requiredProperty": "foo", "nullableProperty": null}' == json.dumps(non_model, cls=SdkJSONEncoder)	CODE
HIGH⚡	…sts/mock_api/shared/test_typetest_property_nullable.py	58	assert '{"requiredProperty": "foo", "nullableProperty": null}' == json.dumps(non_model, cls=SdkJSONEncoder)	CODE
HIGH⚡	…sts/mock_api/shared/test_typetest_property_nullable.py	68	assert '{"requiredProperty": "foo", "nullableProperty": null}' == json.dumps(non_model, cls=SdkJSONEncoder)	CODE
HIGH⚡	…sts/mock_api/shared/test_typetest_property_nullable.py	78	assert '{"requiredProperty": "foo", "nullableProperty": null}' == json.dumps(non_model, cls=SdkJSONEncoder)	CODE
HIGH⚡	…sts/mock_api/shared/test_typetest_property_nullable.py	88	assert '{"requiredProperty": "foo", "nullableProperty": null}' == json.dumps(non_model, cls=SdkJSONEncoder)	CODE
HIGH⚡	…sts/mock_api/shared/test_typetest_property_nullable.py	98	assert '{"requiredProperty": "foo", "nullableProperty": null}' == json.dumps(non_model, cls=SdkJSONEncoder)	CODE
HIGH	…ed/asynctests/test_typetest_property_nullable_async.py	32	assert '{"requiredProperty": "foo", "nullableProperty": null}' == json.dumps(non_model, cls=SdkJSONEncoder)	CODE
HIGH	…ed/asynctests/test_typetest_property_nullable_async.py	46	assert '{"requiredProperty": "foo", "nullableProperty": null}' == json.dumps(non_model, cls=SdkJSONEncoder)	CODE
HIGH	…ed/asynctests/test_typetest_property_nullable_async.py	63	assert '{"requiredProperty": "foo", "nullableProperty": null}' == json.dumps(non_model, cls=SdkJSONEncoder)	CODE
HIGH	…ed/asynctests/test_typetest_property_nullable_async.py	74	assert '{"requiredProperty": "foo", "nullableProperty": null}' == json.dumps(non_model, cls=SdkJSONEncoder)	CODE
HIGH	…ed/asynctests/test_typetest_property_nullable_async.py	85	assert '{"requiredProperty": "foo", "nullableProperty": null}' == json.dumps(non_model, cls=SdkJSONEncoder)	CODE
HIGH	…ed/asynctests/test_typetest_property_nullable_async.py	96	assert '{"requiredProperty": "foo", "nullableProperty": null}' == json.dumps(non_model, cls=SdkJSONEncoder)	CODE
HIGH	…ed/asynctests/test_typetest_property_nullable_async.py	107	assert '{"requiredProperty": "foo", "nullableProperty": null}' == json.dumps(non_model, cls=SdkJSONEncoder)	CODE

Unused Imports75 hits · 71 pts

Severity	File	Line	Context
LOW	packages/http-client-python/eng/scripts/ci/conf.py	10	CODE
LOW	packages/http-client-python/eng/scripts/ci/conf.py	11	CODE
LOW	…/http-client-python/eng/scripts/ci/run_sphinx_build.py	15	CODE
LOW	…ages/http-client-python/eng/scripts/setup/run_batch.py	14	CODE
LOW	…ckages/http-client-python/eng/scripts/setup/install.py	27	CODE
LOW	…ent-python/tests/unit/test_model_base_serialization.py	5	CODE
LOW	…ck_api/azure/test_azure_client_generator_core_usage.py	41	CODE
LOW	…_api/shared/test_typetest_model_usage_typeddictonly.py	8	CODE
LOW	…_api/shared/test_typetest_model_usage_typeddictonly.py	8	CODE
LOW	…s/mock_api/shared/test_typetest_property_valuetypes.py	7	CODE
LOW	…sts/mock_api/shared/test_typetest_property_optional.py	7	CODE
LOW	…ts/mock_api/shared/test_multipart_filetype_variants.py	15	CODE
LOW	…ts/mock_api/shared/test_multipart_filetype_variants.py	17	CODE
LOW	…ed/asynctests/test_typetest_property_optional_async.py	7	CODE
LOW	…tests/test_typetest_model_usage_typeddictonly_async.py	9	CODE
LOW	…tests/test_typetest_model_usage_typeddictonly_async.py	9	CODE
LOW	…tests/test_typetest_model_usage_typeddictonly_async.py	9	CODE
LOW	…hon/generator/pygen/codegen/models/credential_types.py	21	CODE
LOW	…-python/generator/pygen/codegen/models/base_builder.py	35	CODE
LOW	…-python/generator/pygen/codegen/models/base_builder.py	36	CODE
LOW	…-python/generator/pygen/codegen/models/base_builder.py	37	CODE
LOW	…-python/generator/pygen/codegen/models/base_builder.py	38	CODE
LOW	…thon/generator/pygen/codegen/models/primitive_types.py	15	CODE
LOW	…nt-python/generator/pygen/codegen/models/model_type.py	17	CODE
LOW	…ython/generator/pygen/codegen/models/parameter_list.py	38	CODE
LOW	…ient-python/generator/pygen/codegen/models/property.py	16	CODE
LOW	…client-python/generator/pygen/codegen/models/client.py	29	CODE
LOW	…client-python/generator/pygen/codegen/models/client.py	30	CODE
LOW	…thon/generator/pygen/codegen/models/request_builder.py	29	CODE
LOW	…thon/generator/pygen/codegen/models/request_builder.py	30	CODE
LOW	…ient-python/generator/pygen/codegen/models/__init__.py	8	CODE
LOW	…ient-python/generator/pygen/codegen/models/__init__.py	9	CODE
LOW	…ient-python/generator/pygen/codegen/models/__init__.py	9	CODE
LOW	…ient-python/generator/pygen/codegen/models/__init__.py	11	CODE
LOW	…ient-python/generator/pygen/codegen/models/__init__.py	12	CODE
LOW	…ient-python/generator/pygen/codegen/models/__init__.py	16	CODE
LOW	…ient-python/generator/pygen/codegen/models/__init__.py	39	CODE
LOW	…ient-python/generator/pygen/codegen/models/__init__.py	39	CODE
LOW	…ient-python/generator/pygen/codegen/models/__init__.py	39	CODE
LOW	…ient-python/generator/pygen/codegen/models/__init__.py	42	CODE
LOW	…ient-python/generator/pygen/codegen/models/__init__.py	42	CODE
LOW	…ient-python/generator/pygen/codegen/models/__init__.py	42	CODE
LOW	…ient-python/generator/pygen/codegen/models/__init__.py	42	CODE
LOW	…ient-python/generator/pygen/codegen/models/__init__.py	52	CODE
LOW	…ient-python/generator/pygen/codegen/models/__init__.py	53	CODE
LOW	…ient-python/generator/pygen/codegen/models/__init__.py	54	CODE
LOW	…ient-python/generator/pygen/codegen/models/__init__.py	55	CODE
LOW	…ient-python/generator/pygen/codegen/models/__init__.py	55	CODE
LOW	…ient-python/generator/pygen/codegen/models/__init__.py	55	CODE
LOW	…ient-python/generator/pygen/codegen/models/__init__.py	60	CODE
LOW	…ient-python/generator/pygen/codegen/models/__init__.py	66	CODE
LOW	…ient-python/generator/pygen/codegen/models/__init__.py	70	CODE
LOW	…ient-python/generator/pygen/codegen/models/response.py	19	CODE
LOW	…python/generator/pygen/codegen/models/combined_type.py	14	CODE
LOW	…ent-python/generator/pygen/codegen/models/operation.py	43	CODE
LOW	…ent-python/generator/pygen/codegen/models/operation.py	44	CODE
LOW	…ent-python/generator/pygen/codegen/models/operation.py	45	CODE
LOW	…lient-python/generator/pygen/codegen/models/imports.py	10	CODE
LOW	…ent-python/generator/pygen/codegen/models/enum_type.py	14	CODE
LOW	…python/generator/pygen/codegen/models/lro_operation.py	15	CODE
15 more matches not shown…

Empty Error Handlers12 hits · 60 pts

Severity	File	Line	Snippet	Context
HIGH	…ttp-client-python/eng/scripts/setup/package_manager.py	53	except (subprocess.CalledProcessError, FileNotFoundError, PermissionError):	CODE
HIGH	packages/http-client-python/tests/conftest.py	89	except ProcessLookupError:	CODE
HIGH	packages/http-client-python/tests/conftest.py	95	except Exception:	CODE
HIGH	…ts/mock_api/shared/test_multipart_filetype_variants.py	31	except Exception: # pylint: disable=broad-except	CODE
HIGH	packages/http-client-python/generator/pygen/black.py	58	except NothingChanged:	CODE
HIGH	packages/http-client-python/generator/pygen/__init__.py	274	except FileNotFoundError:	CODE
HIGH	packages/http-client-python/generator/pygen/__init__.py	282	except FileNotFoundError:	CODE
HIGH	packages/http-client-python/generator/pygen/utils.py	115	except ValueError:	CODE
HIGH	…ython/generator/pygen/codegen/models/parameter_list.py	192	except AttributeError:	CODE
HIGH	…ient-python/generator/pygen/codegen/models/__init__.py	164	except KeyError:	CODE
HIGH	…nt-python/generator/pygen/codegen/models/code_model.py	250	except KeyError:	CODE
HIGH	…erator/pygen/codegen/serializers/builder_serializer.py	1644	except StopIteration:	CODE

Cross-Language Confusion (JS/TS)7 hits · 42 pts

Severity	File	Line	Snippet	Context
HIGH	…ramework/test/testing/snippet-extractor-python.test.ts	19	print("Hello")	CODE
HIGH	…ramework/test/testing/snippet-extractor-python.test.ts	26	print("Hello")	CODE
HIGH	…nts/function-declaration/function-declaration.test.tsx	227	print("Hello World!")	CODE
HIGH⚡	…kages/compiler/src/core/cli/actions/compile/compile.ts	205	print("Compiler statistics:");	CODE
HIGH⚡	…kages/compiler/src/core/cli/actions/compile/compile.ts	206	print(" Complexity:");	CODE
HIGH⚡	…kages/compiler/src/core/cli/actions/compile/compile.ts	209	print(" Performance:");	CODE
HIGH	…kages/compiler/src/core/cli/actions/compile/compile.ts	260	print(`${" ".repeat(indent)}${pc.gray(key)}: ${value}`);	CODE

Deep Nesting41 hits · 34 pts

Severity	File	Line	Context
LOW	packages/http-client-python/eng/scripts/ci/util.py	38	CODE
LOW	…ttp-client-python/eng/scripts/setup/package_manager.py	59	CODE
LOW	…ages/http-client-python/eng/scripts/setup/run_batch.py	91	CODE
LOW	…ages/http-client-python/eng/scripts/setup/run_batch.py	106	CODE
LOW	packages/http-client-python/tests/conftest.py	100	CODE
LOW	packages/http-client-python/generator/pygen/__init__.py	64	CODE
LOW	…p-client-python/generator/pygen/preprocess/__init__.py	29	CODE
LOW	…p-client-python/generator/pygen/preprocess/__init__.py	258	CODE
LOW	…p-client-python/generator/pygen/preprocess/__init__.py	445	CODE
LOW	…p-client-python/generator/pygen/preprocess/__init__.py	569	CODE
LOW	…p-client-python/generator/pygen/preprocess/__init__.py	600	CODE
LOW	…http-client-python/generator/pygen/codegen/__init__.py	22	CODE
LOW	…http-client-python/generator/pygen/codegen/__init__.py	39	CODE
LOW	…nt-python/generator/pygen/codegen/models/model_type.py	319	CODE
LOW	…nt-python/generator/pygen/codegen/models/model_type.py	437	CODE
LOW	…client-python/generator/pygen/codegen/models/client.py	71	CODE
LOW	…ient-python/generator/pygen/codegen/models/__init__.py	160	CODE
LOW	…ent-python/generator/pygen/codegen/models/operation.py	311	CODE
LOW	…lient-python/generator/pygen/codegen/models/imports.py	179	CODE
LOW	…ent-python/generator/pygen/codegen/models/enum_type.py	267	CODE
LOW	…nt-python/generator/pygen/codegen/models/code_model.py	184	CODE
LOW	…erator/pygen/codegen/serializers/builder_serializer.py	702	CODE
LOW	…erator/pygen/codegen/serializers/builder_serializer.py	849	CODE
LOW	…erator/pygen/codegen/serializers/builder_serializer.py	936	CODE
LOW	…erator/pygen/codegen/serializers/builder_serializer.py	1080	CODE
LOW	…erator/pygen/codegen/serializers/builder_serializer.py	1154	CODE
LOW	…erator/pygen/codegen/serializers/builder_serializer.py	1465	CODE
LOW	…erator/pygen/codegen/serializers/builder_serializer.py	1596	CODE
LOW	…erator/pygen/codegen/serializers/builder_serializer.py	1682	CODE
LOW	…enerator/pygen/codegen/serializers/types_serializer.py	303	CODE
LOW	…erator/pygen/codegen/serializers/general_serializer.py	83	CODE
LOW	…erator/pygen/codegen/serializers/general_serializer.py	141	CODE
LOW	…erator/pygen/codegen/serializers/general_serializer.py	349	CODE
LOW	…python/generator/pygen/codegen/serializers/__init__.py	125	CODE
LOW	…python/generator/pygen/codegen/serializers/__init__.py	628	CODE
LOW	…python/generator/pygen/codegen/serializers/__init__.py	651	CODE
LOW	…ator/pygen/codegen/serializers/parameter_serializer.py	55	CODE
LOW	…ator/pygen/codegen/serializers/parameter_serializer.py	185	CODE
LOW	…enerator/pygen/codegen/serializers/model_serializer.py	280	CODE
LOW	…enerator/pygen/codegen/serializers/model_serializer.py	329	CODE
LOW	…enerator/pygen/codegen/serializers/model_serializer.py	519	CODE

Verbosity Indicators12 hits · 22 pts

Severity	File	Line	Snippet	Context
LOW	packages/http-server-js/src/util/case.ts	117	// If we're in an acronym, we need to check if the next character is lower case.	COMMENT
LOW	packages/http-client-python/emitter/src/utils.ts	66	// To prevent that, first we need to check if s2 is undefined.	COMMENT
LOW	…t.TypeSpec.Generator/test/OutputLibraryVisitorTests.cs	249	// Step 1: Build all types (simulating CSharpGen.ExecuteAsync)	COMMENT
LOW⚡	…t.TypeSpec.Generator/test/OutputLibraryVisitorTests.cs	260	// Step 2: Visitor changes the parameter type from int to float,	COMMENT
LOW⚡	…t.TypeSpec.Generator/test/OutputLibraryVisitorTests.cs	265	// Step 3: Apply customization filtering after visitor	COMMENT
LOW	…t/typespec/http/client/generator/mgmt/FluentNamer.java	83	// Step 2: Transform	COMMENT
LOW⚡	…osoft/typespec/http/client/generator/core/Javagen.java	68	// Step 1: Parse input yaml as CodeModel	COMMENT
LOW⚡	…osoft/typespec/http/client/generator/core/Javagen.java	71	// Step 2: Map	COMMENT
LOW⚡	…osoft/typespec/http/client/generator/core/Javagen.java	74	// Step 3: Write to templates	COMMENT
LOW⚡	…osoft/typespec/http/client/generator/core/Javagen.java	77	// Step 4: Print to files	COMMENT
LOW	…client/generator/core/postprocessor/Postprocessor.java	68	// Step 1: post process	COMMENT
LOW	…client/generator/core/postprocessor/Postprocessor.java	114	// Step 2: Print to files	COMMENT

Fake / Example Data16 hits · 20 pts

Severity	File	Line	Snippet	Context
LOW	eng/common/CredScanSuppression.json	5	"placeholder": ["abcdef12345", "Y0uW1llN3v3rGu3ss!"],	CODE
LOW	packages/asset-emitter/src/builders/object-builder.ts	5	const placeholderSym = Symbol("placeholder");	CODE
LOW⚡	…_azure_resource_manager_multi_service_shared_models.py	44	assert result.properties.metadata.created_by == "user@example.com"	CODE
LOW⚡	…_azure_resource_manager_multi_service_shared_models.py	57	created_by="user@example.com",	CODE
LOW	…_azure_resource_manager_multi_service_shared_models.py	76	assert result.properties.metadata.created_by == "user@example.com"	CODE
LOW⚡	…_azure_resource_manager_multi_service_shared_models.py	95	assert result.properties.metadata.created_by == "admin@example.com"	CODE
LOW⚡	…_azure_resource_manager_multi_service_shared_models.py	108	created_by="admin@example.com",	CODE
LOW	…_azure_resource_manager_multi_service_shared_models.py	127	assert result.properties.metadata.created_by == "admin@example.com"	CODE
LOW⚡	…_resource_manager_multi_service_shared_models_async.py	46	assert result.properties.metadata.created_by == "user@example.com"	CODE
LOW⚡	…_resource_manager_multi_service_shared_models_async.py	60	created_by="user@example.com",	CODE
LOW	…_resource_manager_multi_service_shared_models_async.py	79	assert result.properties.metadata.created_by == "user@example.com"	CODE
LOW⚡	…_resource_manager_multi_service_shared_models_async.py	99	assert result.properties.metadata.created_by == "admin@example.com"	CODE
LOW⚡	…_resource_manager_multi_service_shared_models_async.py	113	created_by="admin@example.com",	CODE
LOW	…_resource_manager_multi_service_shared_models_async.py	132	assert result.properties.metadata.created_by == "admin@example.com"	CODE
LOW	…vicesharedmodels/ArmMultiServiceSharedModelsTests.java	29	SharedMetadata storageMetadata = new SharedMetadata().withCreatedBy("admin@example.com").withTags(storageTags);	CODE
LOW	…vicesharedmodels/ArmMultiServiceSharedModelsTests.java	41	SharedMetadata vmMetadata = new SharedMetadata().withCreatedBy("user@example.com").withTags(vmTags);	CODE

Excessive Try-Catch Wrapping17 hits · 20 pts

Severity	File	Line	Snippet	Context
LOW	packages/http-client-python/eng/scripts/ci/util.py	100	except Exception as e:	CODE
LOW	…kages/http-client-python/eng/scripts/ci/run_apiview.py	40	except Exception as e:	CODE
LOW	…/http-client-python/eng/scripts/ci/run_sphinx_build.py	122	except Exception as e:	CODE
LOW	…ages/http-client-python/eng/scripts/setup/run_batch.py	65	except Exception as e:	CODE
LOW	…ckages/http-client-python/eng/scripts/setup/install.py	56	except Exception as e:	CODE
MEDIUM	…ckages/http-client-python/eng/scripts/setup/install.py	58	print(f"Error: Installation failed despite Python and package manager being available: {e}")	CODE
LOW	packages/http-client-python/tests/conftest.py	91	except Exception:	CODE
LOW	packages/http-client-python/tests/conftest.py	95	except Exception:	CODE
MEDIUM	packages/http-client-python/tests/install_packages.py	115	print(f"Error installing packages: {e}")	CODE
MEDIUM	packages/http-client-python/tests/install_packages.py	146	print(f"Error: Unknown command or flavor '{sys.argv[1]}'")	CODE
LOW	…ts/mock_api/shared/test_multipart_filetype_variants.py	31	except Exception: # pylint: disable=broad-except	CODE
LOW	…ests/mock_api/shared/unittests/test_parse_pyproject.py	72	except Exception as e:	CODE
LOW	packages/http-client-python/generator/pygen/__init__.py	245	except Exception: # pylint: disable=broad-except	CODE
LOW	…erator/pygen/codegen/serializers/general_serializer.py	93	except Exception: # pylint: disable=broad-except	CODE
LOW	…python/generator/pygen/codegen/serializers/__init__.py	120	except Exception: # pylint: disable=broad-except	CODE
LOW	…python/generator/pygen/codegen/serializers/__init__.py	625	except Exception as e: # pylint: disable=broad-except	CODE
LOW	…python/generator/pygen/codegen/serializers/__init__.py	684	except Exception as e: # pylint: disable=broad-except	CODE

Self-Referential Comments7 hits · 18 pts

Severity	File	Line	Snippet	Context
MEDIUM	eng/common/scripts/labels/automation.ts	48	const content = `# This file is generated by the sync-labels script DO NOT EDIT manually\n${cspell}${yaml}`;	CODE
MEDIUM	…http-client-python/eng/scripts/ci/regenerate-common.ts	699	const DELETE_CONTENT = "# This file is to be deleted after regeneration";	CODE
MEDIUM	…http-client-python/eng/scripts/ci/regenerate-common.ts	700	const KEEP_CONTENT = "# This file is to be kept after regeneration";	CODE
MEDIUM	…ttp-client-python/eng/scripts/setup/package_manager.py	136	# Create a mock venv_context for compatibility	COMMENT
MEDIUM	.github/policies/issues.triage.generated.yml	1	# This file is generated by the sync-labels script DO NOT EDIT manually	COMMENT
MEDIUM	.github/policies/prs.triage.generated.yml	1	# This file is generated by the sync-labels script DO NOT EDIT manually	COMMENT
MEDIUM	.github/policies/prs.external-reviewers.generated.yml	1	# This file is generated by the sync-labels script DO NOT EDIT manually	COMMENT

Cross-File Repetition3 hits · 15 pts

Severity	File	Snippet	Context
HIGH	…ent-python/generator/pygen/codegen/models/enum_type.py	returns the serialization value for msrest. :return: the serialization value for msrest :rtype: str	STRING
HIGH	…python/generator/pygen/codegen/models/constant_type.py	returns the serialization value for msrest. :return: the serialization value for msrest :rtype: str	STRING
HIGH	…thon/generator/pygen/codegen/models/dictionary_type.py	returns the serialization value for msrest. :return: the serialization value for msrest :rtype: str	STRING

Modern Structural Boilerplate11 hits · 11 pts

Severity	File	Line	Snippet	Context
LOW	packages/http-client-python/generator/pygen/__init__.py	336	def update_yaml(self, yaml_data: dict[str, Any]) -> None:	CODE
LOW	…p-client-python/generator/pygen/preprocess/__init__.py	143	def update_paging_response(yaml_data: dict[str, Any]) -> None:	CODE
LOW	…p-client-python/generator/pygen/preprocess/__init__.py	569	def update_types(self, yaml_data: list[dict[str, Any]]) -> None:	CODE
LOW	…p-client-python/generator/pygen/preprocess/__init__.py	600	def update_client(self, yaml_data: dict[str, Any]) -> None:	CODE
LOW	…p-client-python/generator/pygen/preprocess/__init__.py	646	def update_parameter(self, yaml_data: dict[str, Any]) -> None:	CODE
LOW	…p-client-python/generator/pygen/preprocess/__init__.py	729	def _update_lro_operation_helper(self, yaml_data: dict[str, Any]) -> None:	CODE
LOW	…p-client-python/generator/pygen/preprocess/__init__.py	811	def update_operation_groups(self, code_model: dict[str, Any], client: dict[str, Any]) -> None:	CODE
LOW	…p-client-python/generator/pygen/preprocess/__init__.py	835	def update_yaml(self, yaml_data: dict[str, Any]) -> None:	CODE
LOW	…ient-python/generator/pygen/codegen/models/__init__.py	79	__all__ = [	CODE
LOW	…erator/pygen/codegen/serializers/general_serializer.py	60	def _update_version_map(self, version_map: dict[str, str], dep_name: str, dep: str) -> None:	CODE
LOW	…python/generator/pygen/codegen/serializers/__init__.py	42	__all__ = [	CODE

AI Slop Vocabulary5 hits · 9 pts

Severity	File	Line	Snippet	Context
MEDIUM	…rc/components/transforms/json/json-model-transform.tsx	83	// Make the input optional to make the transform more robust and check against null and undefined	COMMENT
LOW	…/http-client-python/eng/scripts/ci/run_sphinx_build.py	77	# If no submodules, just use the main package	COMMENT
LOW	…ent-python/generator/pygen/codegen/models/list_type.py	43	# this means we're version tolerant XML, we just return the XML element	COMMENT
LOW	…ent-python/generator/pygen/codegen/models/list_type.py	86	# this means we're version tolerant XML, we just return the XML element	COMMENT
LOW	…ent-python/generator/pygen/codegen/models/list_type.py	92	# this means we're version tolerant XML, we just return the XML element	COMMENT

Docstring Block Structure1 hit · 5 pts

Severity	File	Line	Snippet	Context
HIGH	…ests/mock_api/shared/unittests/test_parse_pyproject.py	27	Get a specific section from a package's pyproject.toml file. Args: package_path: Relative path to the	STRING

Redundant / Tautological Comments3 hits · 4 pts

Severity	File	Line	Snippet	Context
LOW	packages/http-client-python/tests/conftest.py	108	# Check if server is already running	COMMENT
LOW	…erator/pygen/codegen/serializers/builder_serializer.py	754	# Check if this is a typeddict-only model within dpg mode — skip serialization	COMMENT
LOW	…erator/pygen/codegen/serializers/general_serializer.py	121	# Check if dependency is one we track in version map	COMMENT

Slop Phrases1 hit · 2 pts

Severity	File	Line	Snippet	Context
MEDIUM	…s/test/output/petstore/@typespec/openapi3/openapi.yaml	4	description: 'This is a sample server Petstore server. You can find out more about Swagger at [http://swagger.io](htt	CODE

Overly Generic Function Names1 hit · 1 pts

Severity	File	Line	Snippet	Context
LOW	packages/xml/src/decorators.ts	77	function getData(	CODE

microsoft/typespec

Open-Source Code Quality, Security and Technical Debt Review