0.8

Adjusted Signal

0.8

Raw Pattern Score

100%

Time Factor

2026-10-11

Last Push

14.1K

Stars

Solidity

Language

231.4K

Lines of Code

1.1K

Files

103

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 1.5/100 · LOW

Can maintainers explain intent, assumptions, and trade-offs? 71 finding(s).

Hallucinated Dependency & Supply Chain Risk 0.9/100 · LOW

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

Agent Over-Engineering Ratio 2.3/100 · LOW

Are wrappers, guards, and repeated structures necessary? 57 finding(s).

PR Review Velocity Impact 3.8/100 · LOW

Which changes need focused human review? 103 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 12MEDIUM 8LOW 83

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 103 distinct pattern matches across 10 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.

Hyper-Verbose Identifiers40 hits · 38 pts

Severity	File	Line	Snippet	Context
LOW	S02_SelectorClash/readme.md	69	function putCurEpochConPubKeyBytes(bytes memory _bytes) public {	CODE
LOW	Languages/ja/29_Selector_ja/readme.md	125	function nonFixedSizeParamSelector(uint256[] memory param1,string memory param2) external returns(bytes4 selectorWit	CODE
LOW	Languages/pt-br/S02_SelectorClash/readme.md	59	function putCurEpochConPubKeyBytes(bytes memory _bytes) public {	CODE
LOW	Languages/en/S02_SelectorClash_en/readme.md	70	function putCurEpochConPubKeyBytes(bytes memory _bytes) public {	CODE
LOW	lib/forge-std/scripts/vm.py	138	def prefix_with_group_headers(cheats: list["Cheatcode"]):	STRING
LOW	…pelin-contracts/test/token/ERC1155/ERC1155.behavior.js	517	function batchTransferWasSuccessful() {	CODE
LOW	…y/transparent/TransparentUpgradeableProxy.behaviour.js	8	module.exports = function shouldBehaveLikeTransparentUpgradeableProxy() {	CODE
LOW	…ppelin-contracts/test/access/AccessControl.behavior.js	12	function shouldBehaveLikeAccessControl() {	CODE
LOW	…ppelin-contracts/test/access/AccessControl.behavior.js	227	function shouldBehaveLikeAccessControlEnumerable() {	CODE
LOW	…ppelin-contracts/test/access/AccessControl.behavior.js	264	function shouldBehaveLikeAccessControlDefaultAdminRules() {	CODE
LOW	…ntracts/test/access/manager/AccessManager.predicate.js	171	function testAsSchedulableOperation({ scheduled: { before, after, expired }, notScheduled }) {	CODE
LOW	…ntracts/test/access/manager/AccessManager.predicate.js	234	function testAsRestrictedOperation({ callerIsTheManager: { executing, notExecuting }, callerIsNotTheManager }) {	CODE
LOW	…ontracts/test/access/manager/AccessManager.behavior.js	19	function shouldBehaveLikeDelayedAdminOperation() {	CODE
LOW	…ontracts/test/access/manager/AccessManager.behavior.js	58	function shouldBehaveLikeNotDelayedAdminOperation() {	CODE
LOW	…ontracts/test/access/manager/AccessManager.behavior.js	102	function shouldBehaveLikeRoleAdminOperation(roleAdmin) {	CODE
LOW	…ontracts/test/access/manager/AccessManager.behavior.js	142	function shouldBehaveLikeAManagedRestrictedOperation() {	CODE
LOW	…ontracts/test/access/manager/AccessManager.behavior.js	199	function shouldBehaveLikeASelfRestrictedOperation() {	CODE
LOW	…/openzeppelin-contracts/test/utils/Context.behavior.js	8	function shouldBehaveLikeRegularContext() {	CODE
LOW	…b/openzeppelin-contracts/test/utils/Nonces.behavior.js	69	function shouldBehaveLikeNoncesKeyed() {	CODE
LOW	…penzeppelin-contracts/test/account/Account.behavior.js	7	function shouldBehaveLikeAccountCore() {	CODE
LOW	…penzeppelin-contracts/test/account/Account.behavior.js	80	function shouldBehaveLikeAccountHolder() {	CODE
LOW	lib/openzeppelin-contracts/lib/forge-std/scripts/vm.py	138	def prefix_with_group_headers(cheats: list["Cheatcode"]):	STRING
LOW	29_Selector/readme.md	117	function nonFixedSizeParamSelector(uint256[] memory param1,string memory param2) external returns(bytes4 selectorWit	CODE
LOW	…pelin-contracts/test/token/ERC1155/ERC1155.behavior.js	517	function batchTransferWasSuccessful() {	CODE
LOW	…y/transparent/TransparentUpgradeableProxy.behaviour.js	8	module.exports = function shouldBehaveLikeTransparentUpgradeableProxy() {	CODE
LOW	…ppelin-contracts/test/access/AccessControl.behavior.js	12	function shouldBehaveLikeAccessControl() {	CODE
LOW	…ppelin-contracts/test/access/AccessControl.behavior.js	227	function shouldBehaveLikeAccessControlEnumerable() {	CODE
LOW	…ppelin-contracts/test/access/AccessControl.behavior.js	264	function shouldBehaveLikeAccessControlDefaultAdminRules() {	CODE
LOW	…ntracts/test/access/manager/AccessManager.predicate.js	171	function testAsSchedulableOperation({ scheduled: { before, after, expired }, notScheduled }) {	CODE
LOW	…ntracts/test/access/manager/AccessManager.predicate.js	234	function testAsRestrictedOperation({ callerIsTheManager: { executing, notExecuting }, callerIsNotTheManager }) {	CODE
LOW	…ontracts/test/access/manager/AccessManager.behavior.js	19	function shouldBehaveLikeDelayedAdminOperation() {	CODE
LOW	…ontracts/test/access/manager/AccessManager.behavior.js	58	function shouldBehaveLikeNotDelayedAdminOperation() {	CODE
LOW	…ontracts/test/access/manager/AccessManager.behavior.js	102	function shouldBehaveLikeRoleAdminOperation(roleAdmin) {	CODE
LOW	…ontracts/test/access/manager/AccessManager.behavior.js	142	function shouldBehaveLikeAManagedRestrictedOperation() {	CODE
LOW	…ontracts/test/access/manager/AccessManager.behavior.js	199	function shouldBehaveLikeASelfRestrictedOperation() {	CODE
LOW	…/openzeppelin-contracts/test/utils/Context.behavior.js	8	function shouldBehaveLikeRegularContext() {	CODE
LOW	…b/openzeppelin-contracts/test/utils/Nonces.behavior.js	69	function shouldBehaveLikeNoncesKeyed() {	CODE
LOW	…penzeppelin-contracts/test/account/Account.behavior.js	7	function shouldBehaveLikeAccountCore() {	CODE
LOW	…penzeppelin-contracts/test/account/Account.behavior.js	80	function shouldBehaveLikeAccountHolder() {	CODE
LOW	…lib/openzeppelin-contracts/lib/forge-std/scripts/vm.py	138	def prefix_with_group_headers(cheats: list["Cheatcode"]):	STRING

Decorative Section Separators8 hits · 36 pts

Severity	File	Line	Snippet	Context
MEDIUM⚡	…zeppelin-contracts/.github/workflows/release-cycle.yml	4	# ┌───────────┐ ┌─────────────┐ ┌────────────────┐	COMMENT
MEDIUM⚡	…zeppelin-contracts/.github/workflows/release-cycle.yml	6	# └───────────┘ └─┬─────────▲─┘ │ └─┬────────────▲─┘	COMMENT
MEDIUM⚡	…zeppelin-contracts/.github/workflows/release-cycle.yml	10	# ┌▼─────────┴┐ │ ┌▼────────────┴┐	COMMENT
MEDIUM⚡	…zeppelin-contracts/.github/workflows/release-cycle.yml	12	# └───────────┘ └──────────────┘	COMMENT
MEDIUM⚡	…zeppelin-contracts/.github/workflows/release-cycle.yml	4	# ┌───────────┐ ┌─────────────┐ ┌────────────────┐	COMMENT
MEDIUM⚡	…zeppelin-contracts/.github/workflows/release-cycle.yml	6	# └───────────┘ └─┬─────────▲─┘ │ └─┬────────────▲─┘	COMMENT
MEDIUM⚡	…zeppelin-contracts/.github/workflows/release-cycle.yml	10	# ┌▼─────────┴┐ │ ┌▼────────────┴┐	COMMENT
MEDIUM⚡	…zeppelin-contracts/.github/workflows/release-cycle.yml	12	# └───────────┘ └──────────────┘	COMMENT

Cross-File Repetition6 hits · 30 pts

Severity	File	Snippet	Context
HIGH	lib/forge-std/scripts/vm.py	\ /// the `vmsafe` interface does not allow manipulation of the evm state or other actions that may /// result in script	STRING
HIGH	lib/openzeppelin-contracts/lib/forge-std/scripts/vm.py	\ /// the `vmsafe` interface does not allow manipulation of the evm state or other actions that may /// result in script	STRING
HIGH	…lib/openzeppelin-contracts/lib/forge-std/scripts/vm.py	\ /// the `vmsafe` interface does not allow manipulation of the evm state or other actions that may /// result in script	STRING
HIGH	lib/forge-std/scripts/vm.py	\ /// the `vm` interface does allow manipulation of the evm state. these are all intended to be used /// in tests, but i	STRING
HIGH	lib/openzeppelin-contracts/lib/forge-std/scripts/vm.py	\ /// the `vm` interface does allow manipulation of the evm state. these are all intended to be used /// in tests, but i	STRING
HIGH	…lib/openzeppelin-contracts/lib/forge-std/scripts/vm.py	\ /// the `vm` interface does allow manipulation of the evm state. these are all intended to be used /// in tests, but i	STRING

Over-Commented Block20 hits · 20 pts

Severity	File	Line	Snippet	Context
LOW	…r/Topics/Onchain_debug/03_write_your_own_poc/readme.md	181	pragma solidity ^0.8.17;	COMMENT
LOW	…_34_ERC721_ShuxunOo/ERC721实例分析总结_ShuxunOo/ERC721 综述.md	61		COMMENT
LOW	…_34_ERC721_ShuxunOo/ERC721实例分析总结_ShuxunOo/ERC721 综述.md	81		COMMENT
LOW	…_34_ERC721_ShuxunOo/ERC721实例分析总结_ShuxunOo/ERC721 综述.md	101	/// @param _from Proprietário atual do NFT	COMMENT
LOW	…_34_ERC721_ShuxunOo/ERC721实例分析总结_ShuxunOo/ERC721 综述.md	121	/// @dev Aciona o evento ApprovalForAll. O contrato deve permitir que um proprietário de NFT tenha vários gerentes d	COMMENT
LOW	…_34_ERC721_ShuxunOo/ERC721实例分析总结_ShuxunOo/ERC721 综述.md	161		COMMENT
LOW	…in-contracts/test/access/manager/AccessManager.test.js	81	manager,	COMMENT
LOW	…eppelin-contracts/test/metatx/ERC2771Forwarder.test.js	161		COMMENT
LOW	…enzeppelin-contracts/scripts/fetch-common-contracts.js	1	#!/usr/bin/env node	COMMENT
LOW	…zeppelin-contracts/.github/workflows/release-cycle.yml	1	# D: Manual Dispatch	COMMENT
LOW	Topics/Onchain_debug/03_write_your_own_poc/readme.md	181	```solidity=	COMMENT
LOW	…in-contracts/test/access/manager/AccessManager.test.js	81	manager,	COMMENT
LOW	…eppelin-contracts/test/metatx/ERC2771Forwarder.test.js	161		COMMENT
LOW	…enzeppelin-contracts/scripts/fetch-common-contracts.js	1	#!/usr/bin/env node	COMMENT
LOW	…zeppelin-contracts/.github/workflows/release-cycle.yml	1	# D: Manual Dispatch	COMMENT
LOW	…_34_ERC721_ShuxunOo/ERC721实例分析总结_ShuxunOo/ERC721 综述.md	61		COMMENT
LOW	…_34_ERC721_ShuxunOo/ERC721实例分析总结_ShuxunOo/ERC721 综述.md	81		COMMENT
LOW	…_34_ERC721_ShuxunOo/ERC721实例分析总结_ShuxunOo/ERC721 综述.md	101	/// @param _from 当前NFT的拥有者	COMMENT
LOW	…_34_ERC721_ShuxunOo/ERC721实例分析总结_ShuxunOo/ERC721 综述.md	121	/// @dev 触发 ApprovalForAll 事件. 合约必须允许一个NFT的owner有多个被授权的第三方管理者	COMMENT
LOW	…_34_ERC721_ShuxunOo/ERC721实例分析总结_ShuxunOo/ERC721 综述.md	161		COMMENT

Magic Placeholder Names4 hits · 20 pts

Severity	File	Line	Snippet	Context
HIGH	Languages/pt-br/Topics/Tools/TOOL03_Ganache/readme.md	79	ganache -f https://eth-mainnet.alchemyapi.io/v2/YOUR_API_KEY	CODE
HIGH	Languages/pt-br/Topics/Tools/TOOL03_Ganache/readme.md	91	ganache -f https://eth-mainnet.alchemyapi.io/v2/YOUR_API_KEY --wallet.accounts=ACCOUNT_PRIVATE_KEY,AMOUNT_WEI --wallet.a	CODE
HIGH	Topics/Tools/TOOL03_Ganache/readme.md	80	ganache -f https://eth-mainnet.alchemyapi.io/v2/YOUR_API_KEY	CODE
HIGH	Topics/Tools/TOOL03_Ganache/readme.md	92	ganache -f https://eth-mainnet.alchemyapi.io/v2/YOUR_API_KEY --wallet.accounts=ACCOUNT_PRIATE_KEY,AMOUNT_WEI --wallet.ac	CODE

Fake / Example Data12 hits · 12 pts

Severity	File	Line	Snippet	Context
LOW	lib/openzeppelin-contracts/test/utils/RLP.test.js	179	'Lorem ipsum dolor sit amet, consectetur adipisicing elit',	CODE
LOW	lib/openzeppelin-contracts/test/utils/RLP.test.js	179	'Lorem ipsum dolor sit amet, consectetur adipisicing elit',	CODE
LOW	lib/openzeppelin-contracts/test/utils/Bytes.test.js	20	'Lorem ipsum dolor sit amet, consectetur adipiscing elit, sed do eiusmod tempor incididunt ut labore et dolore magna a	CODE
LOW	lib/openzeppelin-contracts/test/utils/Bytes.test.js	20	'Lorem ipsum dolor sit amet, consectetur adipiscing elit, sed do eiusmod tempor incididunt ut labore et dolore magna a	CODE
LOW	…enzeppelin-contracts/test/utils/SlotDerivation.test.js	46	{ type: 'string', key: 'lorem ipsum', isValueType: false },	CODE
LOW	…/openzeppelin-contracts/test/utils/StorageSlot.test.js	16	{ name: 'String', type: 'string', value: 'lorem ipsum', isValueType: false, zero: '' },	CODE
LOW	…_wtf/lib/openzeppelin-contracts/test/utils/RLP.test.js	179	'Lorem ipsum dolor sit amet, consectetur adipisicing elit',	CODE
LOW	…_wtf/lib/openzeppelin-contracts/test/utils/RLP.test.js	179	'Lorem ipsum dolor sit amet, consectetur adipisicing elit',	CODE
LOW	…tf/lib/openzeppelin-contracts/test/utils/Bytes.test.js	20	'Lorem ipsum dolor sit amet, consectetur adipiscing elit, sed do eiusmod tempor incididunt ut labore et dolore magna a	CODE
LOW	…tf/lib/openzeppelin-contracts/test/utils/Bytes.test.js	20	'Lorem ipsum dolor sit amet, consectetur adipiscing elit, sed do eiusmod tempor incididunt ut labore et dolore magna a	CODE
LOW	…enzeppelin-contracts/test/utils/SlotDerivation.test.js	46	{ type: 'string', key: 'lorem ipsum', isValueType: false },	CODE
LOW	…/openzeppelin-contracts/test/utils/StorageSlot.test.js	16	{ name: 'String', type: 'string', value: 'lorem ipsum', isValueType: false, zero: '' },	CODE

Cross-Language Confusion (JS/TS)2 hits · 10 pts

Severity	File	Line	Snippet	Context
HIGH	lib/openzeppelin-contracts/scripts/gen-nav.js	76	print(	CODE
HIGH	…ello_wtf/lib/openzeppelin-contracts/scripts/gen-nav.js	76	print(	CODE

Structural Annotation Overuse5 hits · 8 pts

Severity	File	Line	Snippet	Context
LOW	Topics/Onchain_debug/03_write_your_own_poc/en/readme.md	91	### Step 1: Information gathering	COMMENT
LOW	Topics/Onchain_debug/03_write_your_own_poc/en/readme.md	110	### Step 2: Transaction Debugging	COMMENT
LOW	Topics/Onchain_debug/03_write_your_own_poc/en/readme.md	162	### Step 3: Reproduce code	COMMENT
LOW	Topics/Onchain_debug/03_write_your_own_poc/en/readme.md	306	### Step 4: Analyzing the exploit	COMMENT
LOW	Topics/Onchain_debug/03_write_your_own_poc/en/readme.md	375	### Step 5: Reproduce	COMMENT

AI Structural Patterns3 hits · 3 pts

Severity	File	Line	Context
LOW	lib/forge-std/scripts/vm.py	424	CODE
LOW	lib/openzeppelin-contracts/lib/forge-std/scripts/vm.py	424	CODE
LOW	…lib/openzeppelin-contracts/lib/forge-std/scripts/vm.py	424	CODE

Deep Nesting3 hits · 3 pts

Severity	File	Line	Context
LOW	lib/forge-std/scripts/vm.py	478	CODE
LOW	lib/openzeppelin-contracts/lib/forge-std/scripts/vm.py	478	CODE
LOW	…lib/openzeppelin-contracts/lib/forge-std/scripts/vm.py	478	CODE

AmazingAng/WTF-Solidity

Open-Source Code Quality, Security and Technical Debt Review