0.8

Adjusted Signal

0.8

Raw Pattern Score

100%

Time Factor

2026-10-31

Last Push

20.0K

Stars

Language

191.2K

Lines of Code

457

Files

151

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 3.8/100 · LOW

Can maintainers explain intent, assumptions, and trade-offs? 149 finding(s).

Hallucinated Dependency & Supply Chain Risk 0.1/100 · LOW

Are imports declared and package/API names verified? 2 finding(s).

Agent Over-Engineering Ratio 0.0/100 · LOW

Are wrappers, guards, and repeated structures necessary? 0 finding(s).

PR Review Velocity Impact 3.9/100 · LOW

Which changes need focused human review? 151 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 0MEDIUM 0LOW 151

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 151 distinct pattern matches across 3 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 Block147 hits · 144 pts

Severity	File	Line	Snippet	Context
LOW	runtime/query.go	41	// DefaultQueryParser is a QueryParameterParser which implements the default	COMMENT
LOW	runtime/mux.go	81	strictDeepWildcard bool	COMMENT
LOW	runtime/mux.go	281	}	COMMENT
LOW	internal/casing/camel.go	1	package casing	COMMENT
LOW	internal/descriptor/registry.go	61		COMMENT
LOW	internal/descriptor/registry.go	181	// enableRpcDeprecation whether to process grpc method's deprecated option	COMMENT
LOW	docs/_config.yml	21	# Supports true (default) or false	COMMENT
LOW	openapiv3-merge/main.go	1	// Command openapiv3-merge merges multiple OpenAPI 3.1 JSON documents into	COMMENT
LOW	openapiv3-merge/internal/merge/merge.go	1	// Package merge merges multiple OpenAPI 3.1 JSON documents into a single	COMMENT
LOW	examples/internal/clients/abe/models/protobuf_any.go	21	// Foo foo = ...;	COMMENT
LOW	examples/internal/clients/abe/models/protobuf_any.go	41	//	COMMENT
LOW	examples/internal/clients/abe/models/protobuf_any.go	61	// if err := any.UnmarshalTo(foo); err != nil {	COMMENT
LOW	examples/internal/clients/abe/models/protobuf_any.go	81	// }	COMMENT
LOW	examples/internal/clients/abe/models/protobuf_any.go	101		COMMENT
LOW	examples/internal/clients/abe/models/protobuf_any.go	121	// breaking changes.)	COMMENT
LOW	examples/internal/clients/abe/models/protobuf_any.go	141	// A URL/resource name that uniquely identifies the type of the serialized	COMMENT
LOW	examples/internal/clients/abe/models/protobuf_any.go	201		COMMENT
LOW	examples/internal/clients/abe/models/protobuf_any.go	221	// * Applications are allowed to cache lookup results based on the	COMMENT
LOW	…els/a_bit_of_everything_service_deep_path_echo_body.go	121	//	COMMENT
LOW	examples/internal/clients/abe/models/examplepb_book.go	21		COMMENT
LOW	…s/examplepb_a_bit_of_everything_service_update_body.go	121	//	COMMENT
LOW	…e/models/a_bit_of_everything_service_update_v2_body.go	121		COMMENT
LOW	…al/clients/abe/models/examplepb_a_bit_of_everything.go	121	//	COMMENT
LOW	…ng/a_bit_of_everything_service_update_v22_responses.go	621	//	COMMENT
LOW	…ing/a_bit_of_everything_service_update_v2_responses.go	621	//	COMMENT
LOW	examples/internal/clients/echo/models/protobuf_any.go	21	// Foo foo = ...;	COMMENT
LOW	examples/internal/clients/echo/models/protobuf_any.go	41	//	COMMENT
LOW	examples/internal/clients/echo/models/protobuf_any.go	61	// if err := any.UnmarshalTo(foo); err != nil {	COMMENT
LOW	examples/internal/clients/echo/models/protobuf_any.go	81	// }	COMMENT
LOW	examples/internal/clients/echo/models/protobuf_any.go	101		COMMENT
LOW	examples/internal/clients/echo/models/protobuf_any.go	121	// breaking changes.)	COMMENT
LOW	examples/internal/clients/echo/models/protobuf_any.go	141	// A URL/resource name that uniquely identifies the type of the serialized	COMMENT
LOW	examples/internal/clients/echo/models/protobuf_any.go	201		COMMENT
LOW	examples/internal/clients/echo/models/protobuf_any.go	221	// * Applications are allowed to cache lookup results based on the	COMMENT
LOW	…o/client/echo_service/echo_service_echo5_parameters.go	81	// NoNote.	COMMENT
LOW	…s/internal/clients/responsebody/models/protobuf_any.go	21	// Foo foo = ...;	COMMENT
LOW	…s/internal/clients/responsebody/models/protobuf_any.go	41	//	COMMENT
LOW	…s/internal/clients/responsebody/models/protobuf_any.go	61	// if err := any.UnmarshalTo(foo); err != nil {	COMMENT
LOW	…s/internal/clients/responsebody/models/protobuf_any.go	81	// }	COMMENT
LOW	…s/internal/clients/responsebody/models/protobuf_any.go	101		COMMENT
LOW	…s/internal/clients/responsebody/models/protobuf_any.go	121	// breaking changes.)	COMMENT
LOW	…s/internal/clients/responsebody/models/protobuf_any.go	141	// A URL/resource name that uniquely identifies the type of the serialized	COMMENT
LOW	…s/internal/clients/responsebody/models/protobuf_any.go	201		COMMENT
LOW	…s/internal/clients/responsebody/models/protobuf_any.go	221	// * Applications are allowed to cache lookup results based on the	COMMENT
LOW	examples/internal/clients/abev3/abev3.go	341	type GrpcGatewayExamplesInternalProtoExamplepbBody struct {	COMMENT
LOW	…ples/internal/integration/openapiv3/abe_oracle_test.go	1	// abe_oracle_test.go is a Tier 2 oracle test for protoc-gen-openapiv3: it	COMMENT
LOW	…amples/internal/integration/openapiv3/abe_spec_test.go	1	// abe_spec_test.go is a Tier 1 structural test for the OpenAPI 3.1 spec	COMMENT
LOW	…mples/internal/integration/openapiv3/openapiv3_test.go	1	// Package openapiv3 contains an end-to-end oracle test for	COMMENT
LOW	protoc-gen-openapiv2/options/openapiv2.pb.go	341	// info: {	COMMENT
LOW	protoc-gen-openapiv2/options/openapiv2.pb.go	361	// Specifies the OpenAPI Specification version being used. It can be	COMMENT
LOW	protoc-gen-openapiv2/options/openapiv2.pb.go	381	// serve the API from the `base_path`.	COMMENT
LOW	protoc-gen-openapiv2/options/openapiv2.pb.go	621		COMMENT
LOW	protoc-gen-openapiv2/options/openapiv2.pb.go	641	// manually removed from your `google.api.http` paths and your code changed to	COMMENT
LOW	protoc-gen-openapiv2/options/openapiv2.pb.go	701	// Example:	COMMENT
LOW	protoc-gen-openapiv2/options/openapiv2.pb.go	721	// }	COMMENT
LOW	protoc-gen-openapiv2/options/openapiv2.pb.go	741	// definition at the OpenAPI Object. An empty value MAY be used to clear the	COMMENT
LOW	protoc-gen-openapiv2/options/openapiv2.pb.go	981	// all operations described in the API. Tools and libraries MAY use the	COMMENT
LOW	protoc-gen-openapiv2/options/openapiv2.pb.go	1001	// should be refrained. Default value is false.	COMMENT
LOW	protoc-gen-openapiv2/options/openapiv2.pb.go	1361		COMMENT
LOW	protoc-gen-openapiv2/options/openapiv2.pb.go	1481		COMMENT
87 more matches not shown…

Verbosity Indicators2 hits · 3 pts

Severity	File	Line	Snippet	Context
LOW	internal/descriptor/types.go	378	// We need to check if the target is not proto3_optional first.	COMMENT
LOW	internal/descriptor/types.go	415	// We need to check if the target is not proto3_optional first.	COMMENT

Fake / Example Data2 hits · 2 pts

Severity	File	Line	Snippet	Context
LOW	docs/docs/mapping/customizing_your_gateway.md	324	{"name":"John Doe"}	CODE
LOW	docs/docs/mapping/customizing_your_gateway.md	333	{"success":true,"data":{"name":"John Doe"}}	CODE

grpc-ecosystem/grpc-gateway

Open-Source Code Quality, Security and Technical Debt Review