1.8

Adjusted Signal

1.8

Raw Pattern Score

100%

Time Factor

2026-10-31

Last Push

8.6K

Stars

Language

760.4K

Lines of Code

2.1K

Files

1.2K

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 7.1/100 · LOW

Can maintainers explain intent, assumptions, and trade-offs? 1105 finding(s).

Hallucinated Dependency & Supply Chain Risk 0.1/100 · LOW

Are imports declared and package/API names verified? 5 finding(s).

Agent Over-Engineering Ratio 1.5/100 · LOW

Are wrappers, guards, and repeated structures necessary? 76 finding(s).

PR Review Velocity Impact 8.6/100 · LOW

Which changes need focused human review? 1186 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 2HIGH 0MEDIUM 79LOW 1105

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 1186 distinct pattern matches across 7 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 Block1096 hits · 1094 pts

Severity	File	Line	Snippet	Context
LOW	README.md	661	// The endpoint of the server conforming to this interface, with scheme,	COMMENT
LOW	cmd/oapi-codegen/oapi-codegen.go	1	// Copyright 2019 DeepMap, Inc.	COMMENT
LOW	internal/test/clients/clients.gen.go	601	// with any type of body and a specified content type.	COMMENT
LOW	internal/test/clients/clients.gen.go	621	// PostJsonWithResponse performs a POST /with_json_body (the `PostJson` operationId) request.	COMMENT
LOW	internal/test/clients/responseheaders/doc.go	1	// Package responseheaders verifies that response headers declared in the	COMMENT
LOW	internal/test/options/compatibility/doc.go	1	// Package optionscompatibility exercises the compatibility output options.	COMMENT
LOW	…ternal/test/options/compatibility/compatibility.gen.go	101	}	COMMENT
LOW	internal/test/options/skip_prune/skip_prune_test.go	1	package optionsskipprune	COMMENT
LOW	internal/test/options/skip_prune/doc.go	1	// Package optionsskipprune exercises the output-options skip-prune flag:	COMMENT
LOW	…rnal/test/options/skip_prune/config_default_prune.yaml	1	# yaml-language-server: $schema=../../../../configuration-schema.json	COMMENT
LOW	internal/test/options/type_aliases/doc.go	1	// Package optionstypealiases exercises output-options.disable-type-aliases-for-type:	COMMENT
LOW	internal/test/options/name_normalizer/spec.yaml	1	# ==========================================================================	COMMENT
LOW	internal/test/options/name_normalizer/unset/doc.go	1	// Package optionsnamenormalizerunset checks that, with name-normalizer unset,	COMMENT
LOW	…rnal/test/options/name_normalizer/to_camel_case/doc.go	1	// Package optionsnamenormalizertocamelcase checks that name-normalizer:	COMMENT
LOW	…lizer/to_camel_case_with_additional_initialisms/doc.go	1	// Package optionsnamenormalizertocamelcasewithadditionalinitialisms checks	COMMENT
LOW	…tions/name_normalizer/to_camel_case_with_digits/doc.go	1	// Package optionsnamenormalizertocamelcasewithdigits checks that	COMMENT
LOW	…/name_normalizer/to_camel_case_with_initialisms/doc.go	1	// Package optionsnamenormalizertocamelcasewithinitialisms checks that	COMMENT
LOW	internal/test/options/struct_tags/doc.go	1	// Package optionsstructtags exercises the struct-tags output option: struct	COMMENT
LOW	internal/test/options/struct_tags_unions/doc.go	1	// Package optionsstructtagsunions exercises the struct-tags output option	COMMENT
LOW	internal/test/options/response_getters/spec.yaml	1	# ==========================================================================	COMMENT
LOW	internal/test/options/response_getters/skipped/doc.go	1	// Package optionsresponsegettersskipped checks that, with skip-response-body-getters	COMMENT
LOW	internal/test/options/response_getters/enabled/doc.go	1	// Package optionsresponsegettersenabled checks that, with skip-response-body-getters	COMMENT
LOW	internal/test/options/content_types/doc.go	1	// Package optionscontenttypes exercises the content-types output option: a	COMMENT
LOW	internal/test/options/filter/server.yaml	1	# ==========================================================================	COMMENT
LOW	internal/test/options/filter/doc.go	1	// Package optionsfilter drives generation of the operations/ and tags/ sub-packages,	COMMENT
LOW	internal/test/options/yaml_tags/doc.go	1	// Package optionsyamltags exercises the yaml-tags output option: when enabled,	COMMENT
LOW	internal/test/bodies/responses/headerformats/doc.go	1	// Package responseheaderformats verifies that strict-server response headers	COMMENT
LOW	…al/test/bodies/responses/component_inline_union/doc.go	1	// Package responsescomponentinlineunion verifies that a components/responses	COMMENT
LOW	internal/test/bodies/responses/content/content_test.go	1	package responsescontent	COMMENT
LOW	internal/test/bodies/responses/content/doc.go	1	// Package responsescontent verifies that a components/responses entry	COMMENT
LOW	internal/test/bodies/responses/headers/doc.go	1	// Package responseheaders verifies that response headers declared on an	COMMENT
LOW	internal/test/bodies/requests/requests.gen.go	101	type ClientInterface interface {	COMMENT
LOW	internal/test/bodies/requests/doc.go	1	// Package bodiesrequests exercises request bodies combined with parameters in the generated	COMMENT
LOW	internal/test/bodies/content_types/spec.yaml	1	# ==========================================================================	COMMENT
LOW	internal/test/bodies/content_types/doc.go	1	// Package bodiescontenttypes exercises request/response content-type handling.	COMMENT
LOW	internal/test/bodies/content_types/content_types.gen.go	381	// with any type of body and a specified content type.	COMMENT
LOW	internal/test/bodies/content_types/content_types.gen.go	901	//	COMMENT
LOW	internal/test/bodies/content_types/content_types.gen.go	921	//	COMMENT
LOW	internal/test/bodies/content_types/content_types.gen.go	941	//	COMMENT
LOW	internal/test/bodies/content_types/text_and_json/doc.go	1	// Package textandjson verifies strict-server codegen for an operation	COMMENT
LOW	…ernal/test/bodies/content_types/text_non_string/doc.go	1	// Package textnonstring verifies strict-server codegen for text/plain	COMMENT
LOW	…test/bodies/content_types/multi_json/multi_json.gen.go	881	// are not resolved here; the bytes are the spec exactly as embedded by	COMMENT
LOW	internal/test/bodies/content_types/multi_json/doc.go	1	// Package multijson verifies that an operation declaring multiple	COMMENT
LOW	internal/test/aggregates/anyof/spec.yaml	1	# ==========================================================================	COMMENT
LOW	internal/test/aggregates/anyof/anyof.gen.go	1041	// Response body array items are an inline anyOf — no separate named schema.	COMMENT
LOW	internal/test/aggregates/anyof/doc.go	1	// Package aggregatesanyof exercises anyOf/oneOf/allOf union types in multiple forms:	COMMENT
LOW	internal/test/aggregates/hoisting/spec_implicit.yaml	1	# ==========================================================================	COMMENT
LOW	internal/test/aggregates/hoisting/doc.go	1	// Package aggregateshoisting exercises anonymous inner schema hoisting into named	COMMENT
LOW	internal/test/aggregates/params/doc.go	1	// Package aggregatesparams covers oneOf/anyOf parameters (issue #2560). An	COMMENT
LOW	internal/test/aggregates/allof/spec.yaml	1	# ==========================================================================	COMMENT
LOW	internal/test/aggregates/allof/allof_test.go	81	// When both schemas have additionalProperties: false,	COMMENT
LOW	internal/test/aggregates/allof/doc.go	1	// Package aggregatesallof exercises allOf composition and additionalProperties merge	COMMENT
LOW	internal/test/aggregates/allof/config_old_merge.yaml	1	# yaml-language-server: $schema=../../../../configuration-schema.json	COMMENT
LOW	internal/test/aggregates/allof/config_new_merge.yaml	1	# yaml-language-server: $schema=../../../../configuration-schema.json	COMMENT
LOW	internal/test/aggregates/oneof/doc.go	1	// Package aggregatesoneof exercises oneOf code generation: discriminator-driven unions	COMMENT
LOW	internal/test/aggregates/matrix/doc.go	1	// Package matrix is the aggregate-schema (allOf / anyOf / oneOf) test matrix.	COMMENT
LOW	internal/test/aggregates/matrix/doc.go	21	//	COMMENT
LOW	…est/aggregates/matrix/v1/allof_constraint_oneof/doc.go	1	// Code generated by specgen from ../../shapes/allof_constraint_oneof.yaml. DO NOT EDIT.	COMMENT
LOW	…1/allof_constraint_oneof/allof_constraint_oneof.gen.go	841	BodyComponentWithBodyWithResponse(ctx context.Context, contentType string, body io.Reader, reqEditors ...RequestEditorF	COMMENT
LOW	…1/allof_constraint_oneof/allof_constraint_oneof.gen.go	861	BodyDefaultWithBodyWithResponse(ctx context.Context, contentType string, body io.Reader, reqEditors ...RequestEditorFn)	COMMENT
1036 more matches not shown…

Decorative Section Separators76 hits · 234 pts

Severity	File	Line	Snippet	Context
MEDIUM	internal/test/options/compatibility/spec.yaml	1	# ==========================================================================	COMMENT
MEDIUM	internal/test/options/compatibility/spec.yaml	8	# ==========================================================================	COMMENT
MEDIUM	internal/test/options/skip_prune/spec.yaml	1	# ==========================================================================	COMMENT
MEDIUM	internal/test/options/skip_prune/spec.yaml	7	# ==========================================================================	COMMENT
MEDIUM	…ternal/test/options/skip_prune/spec_default_prune.yaml	1	# ==========================================================================	COMMENT
MEDIUM	…ternal/test/options/skip_prune/spec_default_prune.yaml	7	# ==========================================================================	COMMENT
MEDIUM	internal/test/options/type_aliases/spec.yaml	1	# ==========================================================================	COMMENT
MEDIUM	internal/test/options/type_aliases/spec.yaml	7	# ==========================================================================	COMMENT
MEDIUM	internal/test/options/name_normalizer/spec.yaml	1	# ==========================================================================	COMMENT
MEDIUM	internal/test/options/name_normalizer/spec.yaml	24	# ==========================================================================	COMMENT
MEDIUM	internal/test/options/struct_tags/spec.yaml	1	# ==========================================================================	COMMENT
MEDIUM	internal/test/options/struct_tags/spec.yaml	8	# ==========================================================================	COMMENT
MEDIUM	internal/test/options/struct_tags_unions/spec.yaml	1	# ==========================================================================	COMMENT
MEDIUM	internal/test/options/struct_tags_unions/spec.yaml	8	# ==========================================================================	COMMENT
MEDIUM	internal/test/options/response_getters/spec.yaml	1	# ==========================================================================	COMMENT
MEDIUM	internal/test/options/response_getters/spec.yaml	14	# ==========================================================================	COMMENT
MEDIUM	internal/test/options/content_types/spec.yaml	1	# ==========================================================================	COMMENT
MEDIUM	internal/test/options/content_types/spec.yaml	9	# ==========================================================================	COMMENT
MEDIUM	internal/test/options/filter/server.yaml	1	# ==========================================================================	COMMENT
MEDIUM	internal/test/options/filter/server.yaml	12	# ==========================================================================	COMMENT
MEDIUM	internal/test/options/yaml_tags/spec.yaml	1	# ==========================================================================	COMMENT
MEDIUM	internal/test/options/yaml_tags/spec.yaml	7	# ==========================================================================	COMMENT
MEDIUM	internal/test/bodies/content_types/spec.yaml	1	# ==========================================================================	COMMENT
MEDIUM	internal/test/bodies/content_types/spec.yaml	19	# ==========================================================================	COMMENT
MEDIUM	internal/test/aggregates/anyof/spec.yaml	1	# ==========================================================================	COMMENT
MEDIUM	internal/test/aggregates/anyof/spec.yaml	11	# ==========================================================================	COMMENT
MEDIUM	internal/test/aggregates/hoisting/spec_explicit.yaml	1	# ==========================================================================	COMMENT
MEDIUM	internal/test/aggregates/hoisting/spec_explicit.yaml	9	# ==========================================================================	COMMENT
MEDIUM	internal/test/aggregates/hoisting/spec_implicit.yaml	1	# ==========================================================================	COMMENT
MEDIUM	internal/test/aggregates/hoisting/spec_implicit.yaml	11	# ==========================================================================	COMMENT
MEDIUM	internal/test/aggregates/allof/spec.yaml	1	# ==========================================================================	COMMENT
MEDIUM	internal/test/aggregates/allof/spec.yaml	12	# ==========================================================================	COMMENT
MEDIUM	internal/test/aggregates/allof/spec_new_merge.yaml	1	# ==========================================================================	COMMENT
MEDIUM	internal/test/aggregates/allof/spec_new_merge.yaml	8	# ==========================================================================	COMMENT
MEDIUM	internal/test/aggregates/allof/spec_old_merge.yaml	1	# ==========================================================================	COMMENT
MEDIUM	internal/test/aggregates/allof/spec_old_merge.yaml	8	# ==========================================================================	COMMENT
MEDIUM	internal/test/schemas/security/spec.yaml	1	# ==========================================================================	COMMENT
MEDIUM	internal/test/schemas/security/spec.yaml	8	# ==========================================================================	COMMENT
MEDIUM	internal/test/schemas/recursive/spec.yaml	1	# ==========================================================================	COMMENT
MEDIUM	internal/test/schemas/recursive/spec.yaml	9	# ==========================================================================	COMMENT
MEDIUM	internal/test/schemas/primitives/spec.yaml	1	# ==========================================================================	COMMENT
MEDIUM	internal/test/schemas/primitives/spec.yaml	11	# ==========================================================================	COMMENT
MEDIUM⚡	internal/test/schemas/deprecated/spec.yaml	1	# ==========================================================================	COMMENT
MEDIUM⚡	internal/test/schemas/deprecated/spec.yaml	14	# ==========================================================================	COMMENT
MEDIUM	…ternal/test/extensions/skip_optional_pointer/spec.yaml	1	# ==========================================================================	COMMENT
MEDIUM	…ternal/test/extensions/skip_optional_pointer/spec.yaml	11	# ==========================================================================	COMMENT
MEDIUM	internal/test/extensions/struct_tags/spec.yaml	1	# ==========================================================================	COMMENT
MEDIUM	internal/test/extensions/struct_tags/spec.yaml	11	# ==========================================================================	COMMENT
MEDIUM	…est/extensions/struct_tags/spec_extra_tags_params.yaml	1	# ==========================================================================	COMMENT
MEDIUM	…est/extensions/struct_tags/spec_extra_tags_params.yaml	9	# ==========================================================================	COMMENT
MEDIUM	internal/test/extensions/x_order/spec.yaml	1	# ==========================================================================	COMMENT
MEDIUM	internal/test/extensions/x_order/spec.yaml	7	# ==========================================================================	COMMENT
MEDIUM	internal/test/extensions/x_go_type/spec.yaml	1	# ==========================================================================	COMMENT
MEDIUM	internal/test/extensions/x_go_type/spec.yaml	12	# ==========================================================================	COMMENT
MEDIUM	internal/test/openapi31params/spec.yaml	1	# ==========================================================================	COMMENT
MEDIUM	internal/test/openapi31params/spec.yaml	10	# ==========================================================================	COMMENT
MEDIUM⚡	internal/test/naming/conflicts/spec.yaml	1	# ==========================================================================	COMMENT
MEDIUM⚡	internal/test/naming/conflicts/spec.yaml	10	# ==========================================================================	COMMENT
MEDIUM	internal/test/naming/conflicts/spec_importnames.yaml	1	# ==========================================================================	COMMENT
MEDIUM	internal/test/naming/conflicts/spec_importnames.yaml	8	# ==========================================================================	COMMENT
16 more matches not shown…

Hallucination Indicators2 hits · 20 pts

Severity	File	Line	Snippet	Context
CRITICAL	pkg/codegen/merge_schemas_v3_test.go	368	assert.True(t, result.AdditionalProperties.Schema.Value.Type.Is("string"))	CODE
CRITICAL	pkg/codegen/merge_schemas_v2_test.go	339	assert.True(t, result.AdditionalProperties.Schema.Value.Type.Is("string"))	CODE

AI Slop Vocabulary3 hits · 12 pts

Severity	File	Line	Snippet	Context
MEDIUM	internal/test/aggregates/oneof/config_components.yaml	4	# components.yaml fold: comprehensive oneOf + anyOf marshaling / discriminator cases.	COMMENT
MEDIUM⚡	internal/test/schemas/deprecated/spec.yaml	9	# - deprecation/ (comprehensive) (deprecated operations/params/bodies/headers/objects)	COMMENT
MEDIUM⚡	internal/test/naming/conflicts/spec.yaml	9	# - name_conflict_resolution (comprehensive conflict resolution patterns A-M)	COMMENT

Verbosity Indicators3 hits · 6 pts

Severity	File	Line	Snippet	Context
LOW	pkg/codegen/resolve_names.go	21	// Step 1: Generate candidate names for all schemas	COMMENT
LOW⚡	pkg/codegen/resolve_names.go	33	// Step 2: Resolve collisions iteratively	COMMENT
LOW⚡	pkg/codegen/resolve_names.go	36	// Step 3: Build the result map	COMMENT

Structural Annotation Overuse3 hits · 6 pts

Severity	File	Line	Snippet	Context
LOW	pkg/codegen/resolve_names.go	21	// Step 1: Generate candidate names for all schemas	COMMENT
LOW⚡	pkg/codegen/resolve_names.go	33	// Step 2: Resolve collisions iteratively	COMMENT
LOW⚡	pkg/codegen/resolve_names.go	36	// Step 3: Build the result map	COMMENT

Fake / Example Data3 hits · 3 pts

Severity	File	Line	Snippet	Context
LOW	…test/aggregates/matrix/shapes/anyof_closed_inline.yaml	19	- '{"phone": "555-0100"}'	CODE
LOW	examples/authenticated-api/echo/server/fake_jws.go	28	const KeyID = `fake-key-id`	CODE
LOW	examples/authenticated-api/stdhttp/server/fake_jws.go	28	const KeyID = `fake-key-id`	CODE

oapi-codegen/oapi-codegen

Open-Source Code Quality, Security and Technical Debt Review