2.7

Adjusted Signal

2.7

Raw Pattern Score

100%

Time Factor

2026-10-30

Last Push

6.0K

Stars

TypeScript

Language

310.5K

Lines of Code

3.3K

Files

709

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 11.8/100 · LOW

Can maintainers explain intent, assumptions, and trade-offs? 691 finding(s).

Hallucinated Dependency & Supply Chain Risk 0.8/100 · LOW

Are imports declared and package/API names verified? 18 finding(s).

Agent Over-Engineering Ratio 0.2/100 · LOW

Are wrappers, guards, and repeated structures necessary? 10 finding(s).

PR Review Velocity Impact 12.4/100 · LOW

Which changes need focused human review? 709 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 3HIGH 1MEDIUM 42LOW 663

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 709 distinct pattern matches across 8 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 Block637 hits · 637 pts

Severity	File	Line	Snippet	Context
LOW	benchmark/tsconfig.json	21	"emitDecoratorMetadata": true, /* Emit design-type metadata for decorated declarations in source	COMMENT
LOW	benchmark/tsconfig.json	41	// "noResolve": true, /* Disallow `import`s, `require`s or `<reference>`s from expand	COMMENT
LOW	benchmark/tsconfig.json	61	// "mapRoot": "", /* Specify the location where debugger should locate map files	COMMENT
LOW	benchmark/tsconfig.json	81	"strict": true, /* Enable all strict type-checking options. */	COMMENT
LOW	…ark/src/structures/pure/ArrayRecursiveUnionExplicit.ts	141	// SEQUENCE OF GENERATED BUCKETS	COMMENT
LOW	config/tsconfig.json	21	// "experimentalDecorators": true, /* Enable experimental support for legacy experimental decorato	COMMENT
LOW	config/tsconfig.json	41	// "allowUmdGlobalAccess": true, /* Allow accessing UMD globals from modules. */	COMMENT
LOW	config/tsconfig.json	61	// "emitDeclarationOnly": true, /* Only output d.ts files and not JavaScript files. */	COMMENT
LOW	config/tsconfig.json	81	/* Interop Constraints */	COMMENT
LOW	experiments/declaration/pnpm-workspace.yaml	1	# pnpm reads `overrides` from here since pnpm 10. The two packages below are	COMMENT
LOW	website/next-env.d.ts	1	/// <reference types="next" />	COMMENT
LOW	website/compiler/cmd/playground/main_wasm.go	1	//go:build js && wasm	COMMENT
LOW	…ound/typia_transform_options_come_from_payload_test.go	1	package main	COMMENT
LOW	…ayground/typia_build_options_come_from_payload_test.go	1	package main	COMMENT
LOW	website/compiler/cmd/playground/typia_plugin.go	1	// typia plugin wiring for the website's playground wasm.	COMMENT
LOW	website/src/compiler/index.ts	1	// Playground compiler worker.	COMMENT
LOW	…st_llm_json_parse_lenient_number_format_nonstandard.ts	101	r8.errors,	COMMENT
LOW	tests/config/tsconfig.json	21	"emitDecoratorMetadata": true, /* Emit design-type metadata for decorated declarations in source	COMMENT
LOW	tests/config/tsconfig.json	41	// "paths": {	COMMENT
LOW	tests/config/tsconfig.json	61	// "outFile": "./", /* Specify a file that bundles all outputs into one JavaScript	COMMENT
LOW	tests/config/tsconfig.json	81	// "isolatedModules": true, /* Ensure that each file can be safely transpiled without relyi	COMMENT
LOW	…template/src/structures/ArrayRecursiveUnionImplicit.ts	141	//----	COMMENT
LOW	tests/test-error/src/tag/error_tag_format_duplicated.ts	1	import typia, { tags } from "typia";	COMMENT
LOW	…ypia-schema/src/features/tags/test_type_int64_range.ts	201	BigInt.asIntN(64, value),	COMMENT
LOW	…ypia-schema/src/features/tags/test_type_int64_range.ts	261		COMMENT
LOW	…pia-schema/src/features/tags/test_type_uint64_range.ts	201	// is `__encode(__assert(input))`, so asserting `typia.is` is false beside a	COMMENT
LOW	…pia-schema/src/features/tags/test_type_uint64_range.ts	261	// Nothing else here would be an oracle. `BigUint64Array` wraps on store, so	COMMENT
LOW	examples/tsconfig.json	21	"emitDecoratorMetadata": true, /* Emit design-type metadata for decorated declarations in source	COMMENT
LOW	examples/tsconfig.json	41		COMMENT
LOW	examples/tsconfig.json	61	// "inlineSourceMap": true, /* Include sourcemap files inside the emitted JavaScript. */	COMMENT
LOW	examples/tsconfig.json	81	// "noImplicitAny": true, /* Enable error reporting for expressions and declarations with	COMMENT
LOW	packages/interface/src/typings/Classifiable.ts	201		COMMENT
LOW	packages/interface/src/typings/Classifiable.ts	261	\| [ClassifiableMain<K>, ClassifiableMain<V>][]	COMMENT
LOW	…tils/src/validators/internal/OpenApiObjectValidator.ts	81	: `[${JSON.stringify(key)}]`),	COMMENT
LOW	packages/mcp/src/internal/McpControllerRegistrar.ts	61	// schema. A `strict` application carries its constraints as	COMMENT
LOW	…typia/llm_evaluation_rejects_undecidable_types_test.go	1	package main	COMMENT
LOW	…/cmd/ttsc-typia/plugin_options_payload_helpers_test.go	21	base string	COMMENT
LOW	…_dependencies_type_parameter_default_transform_test.go	1	package main	COMMENT
LOW	…_dependencies_type_parameter_default_transform_test.go	21	// 1. Build a project where `a.ts` validates `Wrapper` from `wrapper.ts`, whose	COMMENT
LOW	…typia/plain_classify_self_ref_private_rejected_test.go	1	package main	COMMENT
LOW	…ct_dependencies_inferred_declaration_transform_test.go	21	// type, an overload's selection, a contextually typed parameter -- which is	COMMENT
LOW	…/project_dependencies_default_barrel_transform_test.go	1	package main	COMMENT
LOW	…/project_dependencies_default_barrel_transform_test.go	21	// `barrel.ts`, which forwards `default` from `real.ts` while separately	COMMENT
LOW	…transform_project_diagnostics_preserve_details_test.go	1	package main	COMMENT
LOW	packages/typia/native/cmd/ttsc-typia/main_wasm.go	61	"date": date,	COMMENT
LOW	…d/ttsc-typia/non_trailing_rest_tuple_transform_test.go	1	package main	COMMENT
LOW	…_dependencies_complete_inferred_type_transform_test.go	21	// Declaring such a file complete would drop the reference closure that is the	COMMENT
LOW	…c-typia/build_plugin_options_come_from_payload_test.go	1	package main	COMMENT
LOW	…lm_evaluation_rejects_conflicting_boolean_tags_test.go	1	package main	COMMENT
LOW	…project_dependencies_custom_lib_name_transform_test.go	21	//	COMMENT
LOW	…c-typia/llm_evaluation_plan_emission_transform_test.go	1	package main	COMMENT
LOW	…sc-typia/random_recursive_min_items_diagnostic_test.go	1	package main	COMMENT
LOW	…/ttsc-typia/native_name_collision_is_transform_test.go	1	package main	COMMENT
LOW	…/cmd/ttsc-typia/notation_unicode_key_transform_test.go	1	package main	COMMENT
LOW	…object_union_explicit_pointer_schema_transform_test.go	1	package main	COMMENT
LOW	…pia/json_is_stringify_scoped_checker_transform_test.go	1	package main	COMMENT
LOW	…c-typia/shallow_depth_argument_error_transform_test.go	1	package main	COMMENT
LOW	…ypia/native_named_intersection_union_transform_test.go	1	package main	COMMENT
LOW	…/ttsc-typia/bigint_literal_precision_transform_test.go	1	package main	COMMENT
LOW	…d/ttsc-typia/private_field_filter_is_transform_test.go	1	package main	COMMENT
577 more matches not shown…

AI Slop Vocabulary30 hits · 88 pts

Severity	File	Line	Snippet	Context
MEDIUM	tests/test-utils/examples/v2.0/semanticscholar.json	1	{"swagger":"2.0","basePath":"/graph/v1","paths":{"/author/batch":{"parameters":[{"in":"query","description":"A comma-sep	CODE
MEDIUM⚡	tests/test-utils/examples/v3.0/openai.json	1	{"openapi":"3.0.0","info":{"title":"OpenAI API","description":"The OpenAI REST API. Please see https://platform.openai.c	CODE
MEDIUM⚡	tests/test-utils/examples/v3.0/openai.json	1	{"openapi":"3.0.0","info":{"title":"OpenAI API","description":"The OpenAI REST API. Please see https://platform.openai.c	CODE
MEDIUM⚡	tests/test-utils/examples/v3.0/openai.json	1	{"openapi":"3.0.0","info":{"title":"OpenAI API","description":"The OpenAI REST API. Please see https://platform.openai.c	CODE
LOW	tests/test-utils/examples/v3.1/shopping.json	1	{"openapi":"3.1.0","servers":[{"url":"http://localhost:37001","description":"Local Server"}],"info":{"version":"0.11.0",	CODE
MEDIUM	…rc/features/test_vercel_class_controller_validation.ts	25	* @evidence contracts/e2e.md#state-isolation-and-reuse-validity The suite reuses ttsc's native binary keyed by plugin s	COMMENT
MEDIUM	…l/src/features/test_vercel_structured_output_coerce.ts	18	* @evidence contracts/e2e.md#necessary-boundary The native-produced harness must connect authored integer/fractional fi	COMMENT
MEDIUM	…l/src/features/test_vercel_structured_output_coerce.ts	20	* @evidence contracts/e2e.md#state-isolation-and-reuse-validity The suite reuses ttsc's native binary keyed by plugin s	COMMENT
MEDIUM	…features/test_vercel_single_controller_lazy_execute.ts	27	* @evidence contracts/e2e.md#state-isolation-and-reuse-validity The suite reuses ttsc's native binary keyed by plugin s	COMMENT
MEDIUM	…src/features/test_vercel_class_controller_no_prefix.ts	27	* @evidence contracts/e2e.md#state-isolation-and-reuse-validity The suite reuses ttsc's native binary keyed by plugin s	COMMENT
MEDIUM	…features/test_vercel_generate_text_validation_error.ts	28	* @evidence contracts/e2e.md#state-isolation-and-reuse-validity The suite reuses ttsc's native binary keyed by plugin s	COMMENT
MEDIUM	…tures/test_vercel_json_pointer_reference_validation.ts	21	* @evidence contracts/e2e.md#state-isolation-and-reuse-validity The suite reuses ttsc's native binary keyed by plugin s	COMMENT
MEDIUM	…cel/src/features/test_vercel_tool_omitted_arguments.ts	26	* @evidence contracts/e2e.md#state-isolation-and-reuse-validity The suite reuses ttsc's native binary keyed by plugin s	COMMENT
MEDIUM	…c/features/test_vercel_generate_text_multiple_tools.ts	27	* @evidence contracts/e2e.md#state-isolation-and-reuse-validity The suite reuses ttsc's native binary keyed by plugin s	COMMENT
MEDIUM	…c/features/test_vercel_tool_error_single_json_fence.ts	30	* @evidence contracts/e2e.md#state-isolation-and-reuse-validity The suite reuses ttsc's native binary keyed by plugin s	COMMENT
MEDIUM	…eatures/test_vercel_class_controller_error_handling.ts	25	* @evidence contracts/e2e.md#state-isolation-and-reuse-validity The suite reuses ttsc's native binary keyed by plugin s	COMMENT
MEDIUM	…est-vercel/src/features/test_vercel_generate_object.ts	21	* @evidence contracts/e2e.md#necessary-boundary Real SDK generateObject parses the injected provider JSON through a nat	COMMENT
MEDIUM	…est-vercel/src/features/test_vercel_generate_object.ts	23	* @evidence contracts/e2e.md#state-isolation-and-reuse-validity The suite reuses ttsc's native binary keyed by plugin s	COMMENT
MEDIUM	…/src/features/test_vercel_class_controller_register.ts	27	* @evidence contracts/e2e.md#state-isolation-and-reuse-validity The suite reuses ttsc's native binary keyed by plugin s	COMMENT
MEDIUM	…st-vercel/src/features/test_vercel_tool_void_result.ts	24	* @evidence contracts/e2e.md#state-isolation-and-reuse-validity The suite reuses ttsc's native binary keyed by plugin s	COMMENT
MEDIUM	…c/features/test_vercel_generate_text_with_tool_call.ts	27	* @evidence contracts/e2e.md#state-isolation-and-reuse-validity The suite reuses ttsc's native binary keyed by plugin s	COMMENT
MEDIUM	…el/src/features/test_vercel_structured_output_basic.ts	20	* @evidence contracts/e2e.md#necessary-boundary The native structured-output harness must wire parse/coercion and valid	COMMENT
MEDIUM	…el/src/features/test_vercel_structured_output_basic.ts	22	* @evidence contracts/e2e.md#state-isolation-and-reuse-validity The suite reuses ttsc's native binary keyed by plugin s	COMMENT
MEDIUM	…c/features/test_vercel_prefixed_tool_name_namespace.ts	32	* @evidence contracts/e2e.md#state-isolation-and-reuse-validity The suite reuses ttsc's native binary keyed by plugin s	COMMENT
MEDIUM	…l/src/features/test_vercel_class_controller_execute.ts	26	* @evidence contracts/e2e.md#state-isolation-and-reuse-validity The suite reuses ttsc's native binary keyed by plugin s	COMMENT
MEDIUM⚡	…rc/features/test_vercel_generate_text_runtime_error.ts	28	* @evidence contracts/e2e.md#state-isolation-and-reuse-validity The suite reuses ttsc's native binary keyed by plugin s	COMMENT
MEDIUM	…src/features/test_vercel_structured_output_validate.ts	19	* @evidence contracts/e2e.md#necessary-boundary The native-produced harness must connect a required numeric age to vali	COMMENT
MEDIUM	…src/features/test_vercel_structured_output_validate.ts	21	* @evidence contracts/e2e.md#state-isolation-and-reuse-validity The suite reuses ttsc's native binary keyed by plugin s	COMMENT
MEDIUM	…-vercel/src/features/test_vercel_tool_output_schema.ts	33	* @evidence contracts/e2e.md#state-isolation-and-reuse-validity The suite reuses ttsc's native binary keyed by plugin s	COMMENT
MEDIUM	…ures/test_vercel_tool_output_constraint_enforcement.ts	38	* @evidence contracts/e2e.md#state-isolation-and-reuse-validity The suite reuses ttsc's native binary keyed by plugin s	COMMENT

Hallucination Indicators3 hits · 35 pts

Severity	File	Line	Snippet	Context
CRITICAL	website/compiler/cmd/playground/typia_plugin.go	153	shouldEmit := !prog.ParsedConfig.ParsedConfig.CompilerOptions.NoEmit.IsTrue()	CODE
CRITICAL⚡	tests/test-utils/examples/v3.0/openai.json	1	{"openapi":"3.0.0","info":{"title":"OpenAI API","description":"The OpenAI REST API. Please see https://platform.openai.c	CODE
CRITICAL	packages/typia/native/cmd/ttsc-typia/build.go	96	shouldEmit := !prog.ParsedConfig.ParsedConfig.CompilerOptions.NoEmit.IsTrue()	CODE

Modern AI Meta-Vocabulary11 hits · 32 pts

Severity	File	Line	Snippet	Context
MEDIUM	…-challenges-to-agentic-ai-with-its-compiler-skill.html	7	content="0; url=https://dev.to/samchon/typia-20000x-faster-validator-challenges-to-agentic-ai-framework-with-its-com	CODE
MEDIUM	…-challenges-to-agentic-ai-with-its-compiler-skill.html	14	<a href="https://dev.to/samchon/typia-20000x-faster-validator-challenges-to-agentic-ai-framework-with-its-compiler	CODE
MEDIUM	tests/test-utils/examples/v2.0/semanticscholar.json	1	{"swagger":"2.0","basePath":"/graph/v1","paths":{"/author/batch":{"parameters":[{"in":"query","description":"A comma-sep	CODE
MEDIUM⚡	tests/test-utils/examples/v3.0/openai.json	1	{"openapi":"3.0.0","info":{"title":"OpenAI API","description":"The OpenAI REST API. Please see https://platform.openai.c	CODE
MEDIUM⚡	tests/test-utils/examples/v3.0/openai.json	1	{"openapi":"3.0.0","info":{"title":"OpenAI API","description":"The OpenAI REST API. Please see https://platform.openai.c	CODE
MEDIUM	…features/test_vercel_generate_text_validation_error.ts	26	* @evidence contracts/e2e.md#necessary-boundary Real SDK orchestration parses the injected nonnumeric add argument and	COMMENT
MEDIUM	…c/features/test_vercel_generate_text_multiple_tools.ts	25	* @evidence contracts/e2e.md#necessary-boundary Real SDK orchestration parses three injected tool calls and associates	COMMENT
MEDIUM	…c/features/test_vercel_generate_text_with_tool_call.ts	25	* @evidence contracts/e2e.md#necessary-boundary Real SDK orchestration must parse the authored add name/arguments and e	COMMENT
MEDIUM⚡	…rc/features/test_vercel_generate_text_runtime_error.ts	23	* @evidence contracts/testing.md#independent-expectations The declared Calculator exception establishes the expected fa	COMMENT
MEDIUM⚡	…rc/features/test_vercel_generate_text_runtime_error.ts	26	* @evidence contracts/e2e.md#necessary-boundary Real SDK orchestration must retain a controller runtime-exception failu	COMMENT
MEDIUM	.agents/skills/benchmark/SKILL.md	39	When benchmark findings produce multiple implementation issues, load the issue-campaign skill and use its planning and c	CODE

Fake / Example Data15 hits · 16 pts

Severity	File	Line	Snippet	Context
LOW	…posite/test_native_callable_type_literal_provenance.ts	230	["placeholder", {}],	CODE
LOW	…omposite/test_native_callable_type_literal_spelling.ts	3646	["placeholder", {}],	CODE
LOW	tests/test-utils/examples/v3.0/fireblocks.json	1	{"openapi":"3.0.0","info":{"title":"Fireblocks API","version":"1.0.0","contact":{"email":"support@fireblocks.com"}},"ser	CODE
LOW	tests/test-utils/src/experimental/parse.ts	38	"name": "John Doe",	CODE
LOW	tests/test-utils/src/experimental/parse-error.ts	14	"name": "John Doe", // name of the user	CODE
LOW	…ngify/test_llm_stringify_native_validation_failures.ts	233	address: { street: "123 Main St", city: "NYC", zip: "10001" },	CODE
LOW	…ructuredOutput/test_llm_json_structuredOutput_basic.ts	74	email: "test@test.com",	CODE
LOW	…a/src/features/llm.application/test_llm_application.ts	136	name: "John Doe",	CODE
LOW	examples/src/llm/parameters-parse.ts	24	"name": "John Doe",	CODE
LOW	examples/src/llm/parameters-validate.ts	14	name: "John Doe",	CODE
LOW	examples/src/llm/application-validate.ts	17	name: "John Doe",	CODE
LOW	examples/src/llm/parameters-coerce.ts	17	name: "John Doe",	CODE
LOW	examples/src/llm/application-parse.ts	24	"name": "John Doe",	CODE
LOW	examples/src/llm/application-coerce.ts	17	name: "John Doe",	CODE
LOW	packages/interface/src/tags/Example.ts	21	* email: string & Format<"email"> & Example<"user@example.com">;	COMMENT

Hyper-Verbose Identifiers10 hits · 10 pts

Severity	File	Line	Snippet	Context
LOW	website/src/compiler/createTypiaWorkerCompiler.ts	72	export function createTypiaWorkerCompiler(	CODE
LOW	website/src/compiler/createTypiaWorkerCompiler.ts	419	function isTypiaTransformDiagnostic(	CODE
LOW	website/src/compiler/createTypiaWorkerCompiler.ts	437	function mapTypiaTransformDiagnostic(	CODE
LOW	website/src/compiler/createTypiaWorkerCompiler.ts	487	function isOptionalPositiveInteger(value: unknown): boolean {	CODE
LOW	website/src/compiler/createTypiaWorkerCompiler.ts	491	function isOptionalNonNegativeInteger(value: unknown): boolean {	CODE
LOW	…utils/src/utils/internal/stringifyValidationFailure.ts	19	export function stringifyValidationFailure(	CODE
LOW	…utils/src/utils/internal/stringifyValidationFailure.ts	301	function getMissingArrayElementErrors(	CODE
LOW	packages/utils/src/utils/internal/parseLenientJson.ts	316	function skipCommentsAndWhitespace(input: string): string {	CODE
LOW	packages/utils/src/utils/internal/coerceLlmArguments.ts	281	function findMatchingObjectInAnyOf(	CODE
LOW	…ypia/src/transformers/NoTransformConfigurationError.ts	2	export function NoTransformConfigurationError(name: string): never {	CODE

Synthetic Comment Markers1 hit · 8 pts

Severity	File	Line	Snippet	Context
HIGH⚡	tests/test-utils/examples/v3.0/openai.json	1	{"openapi":"3.0.0","info":{"title":"OpenAI API","description":"The OpenAI REST API. Please see https://platform.openai.c	CODE

Slop Phrases2 hits · 5 pts

Severity	File	Line	Snippet	Context
MEDIUM⚡	tests/test-utils/examples/v3.0/openai.json	1	{"openapi":"3.0.0","info":{"title":"OpenAI API","description":"The OpenAI REST API. Please see https://platform.openai.c	CODE
MEDIUM	tests/test-utils/examples/v3.0/fireblocks.json	1	{"openapi":"3.0.0","info":{"title":"Fireblocks API","version":"1.0.0","contact":{"email":"support@fireblocks.com"}},"ser	CODE

samchon/typia

Open-Source Code Quality, Security and Technical Debt Review