2.1

Adjusted Signal

2.1

Raw Pattern Score

100%

Time Factor

2026-10-30

Last Push

6.1K

Stars

Language

248.2K

Lines of Code

963

Files

459

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 8.3/100 · LOW

Can maintainers explain intent, assumptions, and trade-offs? 439 finding(s).

Hallucinated Dependency & Supply Chain Risk 2.0/100 · LOW

Are imports declared and package/API names verified? 20 finding(s).

Agent Over-Engineering Ratio 0.0/100 · LOW

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

PR Review Velocity Impact 10.4/100 · LOW

Which changes need focused human review? 459 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 8HIGH 0MEDIUM 6LOW 445

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 459 distinct pattern matches across 6 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 Block432 hits · 414 pts

Severity	File	Line	Snippet	Context
LOW	middleware/xray/segment.go	21	Name string `json:"name"`	COMMENT
LOW	middleware/xray/segment.go	41	HTTP *HTTP `json:"http,omitempty"`	COMMENT
LOW	grpc/handler.go	21	//	COMMENT
LOW	grpc/middleware/trace.go	21	// SpanIDMetadataKey is the default name of the gRPC request metadata	COMMENT
LOW	grpc/middleware/trace.go	41	ctx = withTrace(ctx, info.FullMethod, o)	COMMENT
LOW	grpc/middleware/doc.go	1	// Package middleware contains gRPC server and client interceptors that wraps	COMMENT
LOW	grpc/middleware/canceler.go	21	//	COMMENT
LOW	grpc/middleware/requestid.go	21	// request ID. The default behavior is to always generate a new ID.	COMMENT
LOW	grpc/middleware/requestid.go	41	// RequestIDMetadata key. Optionally, it uses the incoming "x-request-id"	COMMENT
LOW	grpc/middleware/xray/middleware.go	21	type xrayStreamClientWrapper struct {	COMMENT
LOW	grpc/middleware/xray/middleware.go	41	// closing the top level segment. Typical usage:	COMMENT
LOW	grpc/codegen/service_data.go	61	// Endpoints describes the gRPC service endpoints.	COMMENT
LOW	grpc/codegen/service_data.go	81	//	COMMENT
LOW	grpc/codegen/service_data.go	101	ClientInterfaceInit string	COMMENT
LOW	grpc/codegen/service_data.go	121	// validations contain the data to generate the validation functions to	COMMENT
LOW	grpc/codegen/service_data.go	141	ServerProtobufPkgName string	COMMENT
LOW	grpc/codegen/service_data.go	181	// MessageSchemes lists all the security requirement schemes that	COMMENT
LOW	grpc/codegen/service_data.go	201		COMMENT
LOW	grpc/codegen/service_data.go	221	// ClientDecode is the response decoder name kept for existing plugins.	COMMENT
LOW	grpc/codegen/service_data.go	241	// Changing it does not rename generated code.	COMMENT
LOW	grpc/codegen/service_data.go	301	// Slice is true if the metadata value type is an array.	COMMENT
LOW	grpc/codegen/service_data.go	341	RequestData struct {	COMMENT
LOW	grpc/codegen/service_data.go	361	// transport must carry both the one-shot payload and streaming payload	COMMENT
LOW	grpc/codegen/service_data.go	401	// StreamItemFieldName is the name of the streaming payload item branch	COMMENT
LOW	grpc/codegen/service_data.go	421	FuncName string	COMMENT
LOW	grpc/codegen/service_data.go	441	// Description is the response description.	COMMENT
LOW	grpc/codegen/service_data.go	461	// initialize the method result type or the projected result type	COMMENT
LOW	grpc/codegen/service_data.go	481	// TgtName is the fully qualified name of the target type.	COMMENT
LOW	grpc/codegen/service_data.go	501	}	COMMENT
LOW	grpc/codegen/service_data.go	561	// initialized with the argument if any.	COMMENT
LOW	grpc/codegen/service_data.go	581	Validate string	COMMENT
LOW	grpc/codegen/service_data.go	601	// ServiceInterface is the service interface that the struct implements.	COMMENT
LOW	grpc/codegen/service_data.go	621	SendConvert *ConvertData	COMMENT
LOW	security/scheme.go	21	// BasicScheme represents the BasicAuth security scheme.	COMMENT
LOW	security/scheme.go	41	// by the scheme. It is a subset of Scopes field.	COMMENT
LOW	security/scheme.go	61	// generated by JWTSecurity for designs that intentionally model JWT	COMMENT
LOW	jsonrpc/doc.go	1	// Package jsonrpc provides constructs and utilities for building JSON-RPC 2.0	COMMENT
LOW	jsonrpc/integration_tests/framework/generator.go	21	var templateFS embed.FS	COMMENT
LOW	expr/attribute.go	21	// Attribute type	COMMENT
LOW	expr/attribute.go	61	// CompositeExpr defines a generic composite expression that contains an	COMMENT
LOW	expr/attribute.go	81	// ExclusiveMinimum represents an exclusiveMinimum value validation as described	COMMENT
LOW	expr/attribute.go	101	// described at	COMMENT
LOW	expr/service.go	21	Description string	COMMENT
LOW	expr/user_type.go	1	// This file defines user types and records the original declaration from	COMMENT
LOW	expr/random.go	61		COMMENT
LOW	expr/types.go	281	// type (so call aliased type).	COMMENT
LOW	expr/security.go	61	// SchemeExpr defines a security scheme used to authenticate against the	COMMENT
LOW	expr/method.go	21	// Name of method.	COMMENT
LOW	expr/http_endpoint.go	21	// responses made to that endpoint. The shape of requests is defined via	COMMENT
LOW	expr/http_endpoint.go	41	// Params defines the HTTP request path and query parameters.	COMMENT
LOW	expr/http_endpoint.go	61	// without an ID and do not wait for a JSON-RPC response.	COMMENT
LOW	expr/http_endpoint.go	81	MultipartRequest bool	COMMENT
LOW	expr/http_service.go	21	// ServiceExpr is the service expression that backs this	COMMENT
LOW	expr/http_service.go	41	// HTTPErrors lists HTTP errors that apply to all endpoints.	COMMENT
LOW	expr/result_type.go	21	type (	COMMENT
LOW	expr/result_type.go	261	// Project returns an error if the view does not exist for the given result type	COMMENT
LOW	expr/validation_effective.go	1	package expr	COMMENT
LOW	expr/api.go	21	Description string	COMMENT
LOW	expr/http_sse.go	21	// DataField is the name of the attribute in the StreamingResult type	COMMENT
LOW	expr/meta.go	1	package expr	COMMENT
372 more matches not shown…

Hallucination Indicators8 hits · 80 pts

Severity	File	Line	Snippet	Context
CRITICAL	grpc/codegen/planned_name_collision_test.go	60	require.NotEqual(t, "NewProtoWatchRequest", endpoint.Request.ClientConvert.Init.Declaration.Name())	CODE
CRITICAL	grpc/codegen/planned_name_collision_test.go	64	require.NotEqual(t, "ValidateWatchRequest", endpoint.Request.ServerConvert.Validation.Declaration.Name())	CODE
CRITICAL	grpc/codegen/streaming_test.go	220	legacyConstructor := service.Endpoints[0].Request.LegacyDecode.ServerConvert.Init.Declaration.Name()	CODE
CRITICAL	grpc/codegen/streaming_errors_test.go	44	name := errorData.Response.ClientConvert.Init.Declaration.Name()	CODE
CRITICAL	expr/http_endpoint.go	430	if s := e.MethodExpr.Service.design.API.GRPC.Service(e.Service.Name()); s != nil {	CODE
CRITICAL	expr/http_endpoint.go	445	if s := e.MethodExpr.Service.design.API.GRPC.Service(e.Service.Name()); s != nil {	CODE
CRITICAL	expr/grpc_endpoint.go	612	if v, ok := e.MethodExpr.Service.design.API.Meta.Last(streamCompatMetaKey); ok {	CODE
CRITICAL	http/codegen/plan_test.go	958	require.Equal(t, endpoint.Payload.Request.PayloadInit.Declaration.Name(), endpoint.Payload.Request.PayloadInit.Name)	CODE

Fake / Example Data12 hits · 18 pts

Severity	File	Line	Snippet	Context
LOW⚡	codegen/funcs_test.go	208	str: "Lorem ipsum dolor sit amet, consectetur adipiscing elit, sed do eiusmod tempor incididunt ut labore et dol	CODE
LOW⚡	codegen/funcs_test.go	208	str: "Lorem ipsum dolor sit amet, consectetur adipiscing elit, sed do eiusmod tempor incididunt ut labore et dol	CODE
LOW⚡	codegen/funcs_test.go	209	expected: "Lorem ipsum dolor sit amet, consectetur\n" +	CODE
LOW⚡	codegen/funcs_test.go	209	expected: "Lorem ipsum dolor sit amet, consectetur\n" +	CODE
LOW⚡	codegen/funcs_test.go	217	str: "Lorem ipsum dolor sit amet,\n" +	CODE
LOW⚡	codegen/funcs_test.go	217	str: "Lorem ipsum dolor sit amet,\n" +	CODE
LOW⚡	codegen/funcs_test.go	222	expected: "Lorem ipsum dolor sit amet,\n" +	CODE
LOW⚡	codegen/funcs_test.go	222	expected: "Lorem ipsum dolor sit amet,\n" +	CODE
LOW⚡	codegen/funcs_test.go	232	str: "Lorem ipsum dolor sit amet,\n" +	CODE
LOW⚡	codegen/funcs_test.go	232	str: "Lorem ipsum dolor sit amet,\n" +	CODE
LOW⚡	codegen/funcs_test.go	235	expected: "Lorem ipsum dolor sit amet,\n" +	CODE
LOW⚡	codegen/funcs_test.go	235	expected: "Lorem ipsum dolor sit amet,\n" +	CODE

AI Slop Vocabulary5 hits · 15 pts

Severity	File	Line	Snippet	Context
MEDIUM	jsonrpc/integration_tests/scenarios/scenarios.yaml	684	# Note: The gRPC call itself is validated via harness gRPC client parity checks	COMMENT
MEDIUM	jsonrpc/integration_tests/scenarios/scenarios.yaml	685	# (to be added in harness/runner extensions if we choose to assert both paths here).	COMMENT
MEDIUM	expr/types.go	75	// implementations. Plugins may leverage this interface to introduce	COMMENT
MEDIUM	codegen/go_transform.go	253	// don't have a match in source. The matching and generated code leverage	COMMENT
MEDIUM	eval/error.go	87	// Start scanning just above computeErrorLocation itself. This is robust to	COMMENT

Modern AI Meta-Vocabulary1 hit · 2 pts

Severity	File	Line	Snippet	Context
MEDIUM	jsonrpc/integration_tests/README.md	488	├── framework/ # The core engine: discovers scenarios, orchestrates code generation, and runs tests.	CODE

Example Usage Blocks1 hit · 2 pts

Severity	File	Line	Snippet	Context
LOW	dsl/error.go	187	// Example usage:	COMMENT

goadesign/goa

Open-Source Code Quality, Security and Technical Debt Review