1.5

Adjusted Signal

1.5

Raw Pattern Score

100%

Time Factor

2026-10-30

Last Push

27.1K

Stars

C++

Language

304.0K

Lines of Code

383

Files

592

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 6.8/100 · LOW

Can maintainers explain intent, assumptions, and trade-offs? 578 finding(s).

Hallucinated Dependency & Supply Chain Risk 0.2/100 · LOW

Are imports declared and package/API names verified? 14 finding(s).

Agent Over-Engineering Ratio 0.4/100 · LOW

Are wrappers, guards, and repeated structures necessary? 25 finding(s).

PR Review Velocity Impact 9.3/100 · LOW

Which changes need focused human review? 592 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 1LOW 591

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 592 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 Block539 hits · 368 pts

Severity	File	Line	Snippet	Context
LOW	docker/patches/brpc_cmakelists.txt	1	# Licensed to the Apache Software Foundation (ASF) under one	COMMENT
LOW	test/collection_join_test.cpp	1	#include <gtest/gtest.h>	COMMENT
LOW	test/collection_curation_test.cpp	1	#include <gtest/gtest.h>	COMMENT
LOW	test/art_test.cpp	1	#include <fcntl.h>	COMMENT
LOW	test/natural_language_search_model_manager_test.cpp	1	#include <gtest/gtest.h>	COMMENT
LOW	test/core_api_utils_test.cpp	1	#include "collection.h"	COMMENT
LOW	test/collection_all_fields_test.cpp	1	#include <gtest/gtest.h>	COMMENT
LOW	test/batched_indexer_test.cpp	1	#include <gtest/gtest.h>	COMMENT
LOW	test/collection_specific_more_test.cpp	1	#include <gtest/gtest.h>	COMMENT
LOW	test/collection_vector_search_test.cpp	1	#include <gtest/gtest.h>	COMMENT
LOW	test/raft_server_test.cpp	1	#include <gtest/gtest.h>	COMMENT
LOW	test/union_test.cpp	1	#include <gtest/gtest.h>	COMMENT
LOW	test/http_client_pool_test.cpp	1	#include <gtest/gtest.h>	COMMENT
LOW	test/collection_manager_test.cpp	1	#include <gtest/gtest.h>	COMMENT
LOW	test/filter_test.cpp	1	#include <gtest/gtest.h>	COMMENT
LOW	test/filter_test.cpp	3121	computed_by_probe = filter_iterator._get_computed_by_probe();	COMMENT
LOW	test/api_acl_test.cpp	1	#include <gtest/gtest.h>	COMMENT
LOW	test/collection_test.cpp	1	#include <gtest/gtest.h>	COMMENT
LOW	test/collection_test.cpp	4861	auto search_res = search_res_op.get();	COMMENT
LOW	include/index.h	1	#pragma once	COMMENT
LOW	include/index.h	21	#include "match_score.h"	COMMENT
LOW	include/app_metrics.h	1	#pragma once	COMMENT
LOW	include/string_utils.h	1	#pragma once	COMMENT
LOW	include/json.hpp	21	#include <algorithm> // all_of, find, for_each	COMMENT
LOW	include/json.hpp	41	// SPDX-License-Identifier: MIT	COMMENT
LOW	include/json.hpp	61	#if defined(NLOHMANN_JSON_VERSION_MAJOR) && defined(NLOHMANN_JSON_VERSION_MINOR) && defined(NLOHMANN_JSON_VERSION_PA	COMMENT
LOW	include/json.hpp	81	#define NLOHMANN_JSON_ABI_TAG_DIAGNOSTICS _diag	COMMENT
LOW	include/json.hpp	141	#endif	COMMENT
LOW	include/json.hpp	161	#include <array> // array	COMMENT
LOW	include/json.hpp	181		COMMENT
LOW	include/json.hpp	201		COMMENT
LOW	include/json.hpp	221	// __ _____ _____ _____	COMMENT
LOW	include/json.hpp	321	// __ _____ _____ _____	COMMENT
LOW	include/json.hpp	341	#undef JSON_HEDLEY_STRINGIFY_EX	COMMENT
LOW	include/json.hpp	361	#undef JSON_HEDLEY_CONCAT3_EX	COMMENT
LOW	include/json.hpp	381	#undef JSON_HEDLEY_VERSION_DECODE_MINOR	COMMENT
LOW	include/json.hpp	401	#endif	COMMENT
LOW	include/json.hpp	421	#endif	COMMENT
LOW	include/json.hpp	441	#if defined(JSON_HEDLEY_INTEL_VERSION_CHECK)	COMMENT
LOW	include/json.hpp	461	#define JSON_HEDLEY_INTEL_CL_VERSION_CHECK(major,minor,patch) (JSON_HEDLEY_INTEL_CL_VERSION >= JSON_HEDLEY_VERSION_E	COMMENT
LOW	include/json.hpp	481		COMMENT
LOW	include/json.hpp	501	#define JSON_HEDLEY_SUNPRO_VERSION_CHECK(major,minor,patch) (0)	COMMENT
LOW	include/json.hpp	521	#undef JSON_HEDLEY_ARM_VERSION	COMMENT
LOW	include/json.hpp	541	#if defined(__ibmxl__)	COMMENT
LOW	include/json.hpp	561	#if \	COMMENT
LOW	include/json.hpp	581		COMMENT
LOW	include/json.hpp	601	#if defined(__TI_COMPILER_VERSION__) && defined(__MSP430__)	COMMENT
LOW	include/json.hpp	621	#if defined(JSON_HEDLEY_TI_ARMCL_VERSION_CHECK)	COMMENT
LOW	include/json.hpp	641	#define JSON_HEDLEY_TI_CL6X_VERSION_CHECK(major,minor,patch) (JSON_HEDLEY_TI_CL6X_VERSION >= JSON_HEDLEY_VERSION_ENC	COMMENT
LOW	include/json.hpp	661		COMMENT
LOW	include/json.hpp	681	#if defined(_CRAYC)	COMMENT
LOW	include/json.hpp	701	#if defined(__IAR_SYSTEMS_ICC__)	COMMENT
LOW	include/json.hpp	721	#if defined(__TINYC__)	COMMENT
LOW	include/json.hpp	741	#if defined(JSON_HEDLEY_DMC_VERSION_CHECK)	COMMENT
LOW	include/json.hpp	761	#define JSON_HEDLEY_COMPCERT_VERSION_CHECK(major,minor,patch) (JSON_HEDLEY_COMPCERT_VERSION >= JSON_HEDLEY_VERSION_E	COMMENT
LOW	include/json.hpp	781		COMMENT
LOW	include/json.hpp	821	#undef JSON_HEDLEY_GCC_VERSION_CHECK	COMMENT
LOW	include/json.hpp	841		COMMENT
LOW	include/json.hpp	861	#undef JSON_HEDLEY_HAS_CPP_ATTRIBUTE	COMMENT
LOW	include/json.hpp	881	(!defined(JSON_HEDLEY_MSVC_VERSION) \|\| JSON_HEDLEY_MSVC_VERSION_CHECK(19,20,0))	COMMENT
479 more matches not shown…

Hyper-Verbose Identifiers25 hits · 27 pts

Severity	File	Line	Snippet	Context
LOW	benchmark/src/global.ts	132	function restartTypesenseServerFresh(): ResultAsync<NodeConfig[], ErrorWithMessage> {	CODE
LOW	benchmark/src/benchmarks/search.ts	222	function transformParamsToQueryString(params: SearchParams): string {	CODE
LOW	benchmark/src/benchmarks/search.ts	329	function instantSearchQueriesForSearchPhrase(searchPhrase: string): string[] {	CODE
LOW	tests/src/global-typesense-manager.ts	96	function restartTypesenseServerFresh(): ResultAsync<NodeConfig[], ErrorWithMessage> {	CODE
LOW⚡	…/tests/reference_cluster_follower_node_restart.test.ts	106	function getTailFitmentCountPerMarket(): number {	CODE
LOW⚡	…/tests/reference_cluster_follower_node_restart.test.ts	110	function getExpectedProductCountPerMarket(): number {	CODE
LOW⚡	…/tests/reference_cluster_follower_node_restart.test.ts	114	function getExpectedVehicleCountPerMarket(): number {	CODE
LOW⚡	…/tests/reference_cluster_follower_node_restart.test.ts	118	function getExpectedFitmentCountPerMarket(market: MarketConfig): number {	CODE
LOW	…/tests/reference_cluster_follower_node_restart.test.ts	314	async function pollClusterHealthAndStats(nodes: MultiNodeConfig[], label: string): Promise<NodeDiagnosticsSnapshot[]> {	CODE
LOW	…/tests/reference_cluster_follower_node_restart.test.ts	424	async function waitForAppliedIndexAtLeast(node: MultiNodeConfig, index: number, timeoutMs: number): Promise<StatusRespon	CODE
LOW	…/tests/reference_cluster_follower_node_restart.test.ts	453	async function waitForConfigurationWithout(nodes: MultiNodeConfig[], removed: MultiNodeConfig, logSizes: number[],	CODE
LOW	…/tests/reference_cluster_follower_node_restart.test.ts	463	function seedLocalSnapshotFromLeader(leaderNode: MultiNodeConfig, followerNode: MultiNodeConfig) {	CODE
LOW	…/tests/reference_cluster_follower_node_restart.test.ts	480	function getLoggedInFlightRequestCount(node: MultiNodeConfig, verb: "Serialized" \| "Restored", fromOffset: number): numb	CODE
LOW	…/tests/reference_cluster_follower_node_restart.test.ts	491	async function waitForInFlightSnapshotLog(node: MultiNodeConfig, verb: "Serialized" \| "Restored", fromOffset: number,	CODE
LOW	…/tests/reference_cluster_follower_node_restart.test.ts	604	function getVehicleIndexForNonTargetFitment(market: MarketConfig, productIndex: number, fitmentIndex: number): number {	CODE
LOW	…/tests/reference_cluster_follower_node_restart.test.ts	737	function getExistingNonTargetProductIndex(market: MarketConfig, ordinal: number): number {	CODE
LOW	…/tests/reference_cluster_follower_node_restart.test.ts	817	async function startOverlappingReferenceImports(leader: MultiNodeConfig): Promise<HeldImport[]> {	CODE
LOW	…/tests/reference_cluster_follower_node_restart.test.ts	862	function assertHeldImportSucceeded(response: string, label: string) {	CODE
LOW	…/tests/reference_cluster_follower_node_restart.test.ts	891	async function executeReferenceJoinSearch(market: MarketConfig, node: MultiNodeConfig): Promise<SearchExecution> {	CODE
LOW	…/tests/reference_cluster_follower_node_restart.test.ts	979	async function assertAllJoinQueriesSucceed(nodes: MultiNodeConfig[]) {	CODE
LOW	…/tests/reference_cluster_follower_node_restart.test.ts	990	async function waitForRestoredCollectionsToLoad(node: MultiNodeConfig, timeoutMs: number) {	CODE
LOW	…/tests/reference_cluster_follower_node_restart.test.ts	1026	async function assertRestoredReferenceSchemas(node: MultiNodeConfig) {	CODE
LOW	api_tests/tests/nested_curly_filter.test.ts	204	async function highLoadSearchWithTimeout(filterBy: string, timeoutMs: number) {	CODE
LOW	api_tests/src/request.ts	116	export async function waitForSingleAnalyticsFlush() {	CODE
LOW	api_tests/src/request.ts	130	export async function waitForMultiAnalyticsFlush() {	CODE

Verbosity Indicators7 hits · 15 pts

Severity	File	Line	Snippet	Context
LOW⚡	include/parasort.h	99	// Step 1: Pick np*sf random elements from the input array.	COMMENT
LOW⚡	include/parasort.h	104	// Step 2: Count how many elements go into each bucket.	COMMENT
LOW⚡	include/parasort.h	113	// Step 3: Create a mapping scheme to separate partitions.	COMMENT
LOW⚡	include/parasort.h	118	// Step 4: Map the input array into np separate partitions.	COMMENT
LOW⚡	include/parasort.h	126	// Step 5: Sort each partition in a separate thread.	COMMENT
LOW⚡	include/parasort.h	133	// Step 6: Copy the temporary container for the sorted array into the input array.	COMMENT
LOW	src/collection.cpp	5927	// we need to check if `array_i`exists within match_indices vec.	COMMENT

Fake / Example Data14 hits · 14 pts

Severity	File	Line	Snippet	Context
LOW	test/collection_join_test.cpp	2479	{"name": "dummy_id", "type": "string"}	CODE
LOW	test/collection_join_test.cpp	2501	search_op = coll->search("s", {"product_name"}, "$Dummy(dummy_id:=customer_a)", {}, {}, {0},	CODE
LOW	test/collection_join_test.cpp	10109	"display_name": "placeholder"	CODE
LOW	test/collection_faceting_test.cpp	4054	"name": "Acme Corp"	CODE
LOW	test/collection_faceting_test.cpp	4110	ASSERT_EQ("Acme Corp", result["facet_counts"][0]["counts"][0]["value"].get<std::string>());	CODE
LOW	test/core_api_utils_test.cpp	1874	{"name": "dummy_id", "type": "string"}	CODE
LOW	test/collection_vector_search_test.cpp	4224	const std::string long_text = "Sed ut perspiciatis unde omnis iste natus error sit voluptatem accusantium doloremque	CODE
LOW	test/collection_vector_search_test.cpp	4224	const std::string long_text = "Sed ut perspiciatis unde omnis iste natus error sit voluptatem accusantium doloremque	CODE
LOW	test/collection_nested_fields_test.cpp	333	"company_name": "Acme Corp",	CODE
LOW	test/collection_nested_fields_test.cpp	2737	"company_name": "Acme Corp",	CODE
LOW	test/collection_manager_test.cpp	1181	"api_key": "dummy-key",	CODE
LOW	test/collection_test.cpp	3550	{"Acme Corp", "Mexico", "Canadoo", "300"}	CODE
LOW	test/collection_test.cpp	5511	doc1["email"] = "bob.saget@example.org";	CODE
LOW	api_tests/tests/documents.test.ts	92	company_name: "Acme Corp",	CODE

Structural Annotation Overuse6 hits · 14 pts

Severity	File	Line	Snippet	Context
LOW⚡	include/parasort.h	99	// Step 1: Pick np*sf random elements from the input array.	COMMENT
LOW⚡	include/parasort.h	104	// Step 2: Count how many elements go into each bucket.	COMMENT
LOW⚡	include/parasort.h	113	// Step 3: Create a mapping scheme to separate partitions.	COMMENT
LOW⚡	include/parasort.h	118	// Step 4: Map the input array into np separate partitions.	COMMENT
LOW⚡	include/parasort.h	126	// Step 5: Sort each partition in a separate thread.	COMMENT
LOW⚡	include/parasort.h	133	// Step 6: Copy the temporary container for the sorted array into the input array.	COMMENT

Self-Referential Comments1 hit · 3 pts

Severity	File	Line	Snippet	Context
MEDIUM	.github/actions/bazel-setup/action.yml	36	# Define the compiler	COMMENT

typesense/typesense

Open-Source Code Quality, Security and Technical Debt Review