AI Slop Code Risk Monitor

FuelLabs/fuels-ts

SlopCodeMonitor badge for FuelLabs/fuels-ts Adjusted legacy signal; badge bands: 25 / 50 / 75 (different from dashboard bands).

Fuel Network Typescript SDK

0.3 Low pattern signal View on GitHub

Open-Source Code Quality, Security and Technical Debt Review

This report summarizes scanner evidence for FuelLabs/fuels-ts, a TypeScript project with 42,919 GitHub stars. SynthScan examined 185,543 lines of code across 1672 source files, recording 54 pattern matches distributed across 6 syntactic categories. The legacy adjusted pattern signal is 0.3 (Low pattern signal); it is not an authorship estimate.

Use the findings to ask whether maintainers can explain intent, verify dependencies, simplify unnecessary scaffolding, and focus review effort. Risk Payload v1 adds ownership, supply-chain, over-engineering, and review-effort vectors when available. These are prompts for human verification, not probabilities, security findings, or measured maintenance costs.

0.3
Adjusted Signal
0.3
Raw Pattern Score
100%
Time Factor
2026-10-30
Last Push
42.9K
Stars
TypeScript
Language
185.5K
Lines of Code
1.7K
Files
54
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 1.5/100 · LOW

Can maintainers explain intent, assumptions, and trade-offs? 52 finding(s).

Hallucinated Dependency & Supply Chain Risk 0.1/100 · LOW

Are imports declared and package/API names verified? 2 finding(s).

Agent Over-Engineering Ratio 0.9/100 · LOW

Are wrappers, guards, and repeated structures necessary? 32 finding(s).

PR Review Velocity Impact 1.5/100 · LOW

Which changes need focused human review? 54 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

Run additional scans to build a history of the legacy pattern signal. Score changes are not a measure of AI adoption or code quality.

No multi-scan history yet — run the scanner again to build trend data.

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 53

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 54 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.

Hyper-Verbose Identifiers32 hits · 32 pts
SeverityFileLineSnippetContext
LOWpackages/abi-coder/src/utils/transpile-abi.ts11function finsertTypeIdByConcreteTypeId(abi, types, id) {CODE
LOWpackages/abi-coder/src/utils/transpile-abi.ts35function parseFunctionTypeArguments(abi, types, concreteType) {CODE
LOWpackages/fuel-gauge/src/transaction-response.test.ts8async function verifyKeepAliveMessageWasSent(subscriptionStream: ReadableStream<Uint8Array>) {CODE
LOWpackages/fuel-gauge/src/transaction-response.test.ts34function getSubscriptionStreamFromFetch(streamHolder: { stream: ReadableStream<Uint8Array> }) {CODE
LOW…/versions/src/lib/checkFuelCoreVersionCompatibility.ts4export function checkFuelCoreVersionCompatibility(networkVersion: string) {CODE
LOWpackages/transactions/src/coders/policy.ts57function validateDuplicatedPolicies(policies: Policy[]): void {CODE
LOW…/src/connectors/utils/dispatch-fuel-connector-event.ts8export function dispatchFuelConnectorEvent(connector: FuelConnector) {CODE
LOW…ount/src/test-utils/setup-test-provider-and-wallets.ts53export async function setupTestProviderAndWallets({CODE
LOWpackages/account/src/providers/utils/gas.ts131export function calculateMetadataGasForTxCreate({CODE
LOWpackages/account/src/providers/utils/gas.ts152export function calculateMetadataGasForTxScript({CODE
LOWpackages/account/src/providers/utils/gas.ts162export function calculateMetadataGasForTxBlob({CODE
LOWpackages/account/src/providers/utils/gas.ts176export function calculateMetadataGasForTxUpgrade({CODE
LOWpackages/account/src/providers/utils/gas.ts195export function calculateMetadataGasForTxUpload({CODE
LOWpackages/account/src/providers/utils/gas.ts217export function calculateMinGasForTxUpload({CODE
LOW…es/account/src/providers/transaction-summary/output.ts17export function getOutputsContractCreated(outputs: Output[]) {CODE
LOW…ges/account/src/providers/transaction-summary/input.ts48export function aggregateInputsAmountsByAssetAndOwner(CODE
LOW…ges/account/src/providers/transaction-summary/input.ts48export function aggregateInputsAmountsByAssetAndOwner(CODE
LOW…ges/account/src/providers/transaction-summary/input.ts103export function getInputContractFromIndex(CODE
LOW…ccount/src/providers/transaction-summary/operations.ts230export function getWithdrawFromFuelOperations({CODE
LOW…ccount/src/providers/transaction-summary/operations.ts386export function getContractCallOperations({CODE
LOW…ccount/src/providers/transaction-summary/operations.ts432function extractTransferOperationFromReceipt(CODE
LOW…ccount/src/providers/transaction-summary/operations.ts584export function getContractCreatedOperations({ inputs, outputs }: InputOutputParam): Operation[] {CODE
LOW…rs/transaction-summary/assemble-transaction-summary.ts156export function assemblePreConfirmationTransactionSummary(CODE
LOWpackages/account/src/utils/deployScriptOrPredicate.ts24function adjustConfigurableOffsets(jsonAbi: JsonAbi, configurableOffsetDiff: number) {CODE
LOW…ount/src/utils/predicate-script-loader-instructions.ts32export function getBytecodeConfigurableOffset(bytecode: Uint8Array): number {CODE
LOW…ount/src/utils/predicate-script-loader-instructions.ts69export function getPredicateScriptLoaderInstructions(CODE
LOWpackages/abi-typegen/src/utils/transpile-abi.ts11function finsertTypeIdByConcreteTypeId(abi, types, id) {CODE
LOWpackages/abi-typegen/src/utils/transpile-abi.ts35function parseFunctionTypeArguments(abi, types, concreteType) {CODE
LOWpackages/abi-typegen/src/abi/types/EnumType.test.ts31 function validateCommonEnumAttributes(params: { enum: EnumType }) {CODE
LOWpackages/fuels/src/cli/templates/fuels.config.ts10export function renderFuelsConfigTemplate(props: {CODE
LOW…s/docs/src/guide/provider/snippets/provider-options.ts5async function fetchSomeExternalCredentials() {CODE
LOW…s/docs/src/guide/provider/snippets/provider-options.ts9function decorateResponseWithCustomLogic(response: Response) {CODE
Over-Commented Block17 hits · 17 pts
SeverityFileLineSnippetContext
LOWpackages/contract/src/loader/loader-script.ts21 // prepared fn selector and jumps to the selected contract method.COMMENT
LOWpackages/program/src/contract-call-script.ts41 gasForwardedOffset: 0,COMMENT
LOWpackages/account/src/connectors/fuel-connector.ts21COMMENT
LOWpackages/account/src/connectors/fuel-connector.ts61 // #region fuel-connector-method-addAssetsCOMMENT
LOWtemplates/nextjs/next-env.d.ts1/// <reference types="next" />COMMENT
LOWapps/demo-fuels/fuels.config.full.ts41 // #region autoStartFuelCoreCOMMENT
LOWapps/docs/src/guide/types/snippets/tuples.ts21// [100, false, <BN 0x2710>]COMMENT
LOW…src/guide/types/snippets/options/overview-of-option.ts21// 15COMMENT
LOWapps/docs/src/guide/provider/snippets/pagination.ts81// #region pagination-default-argsCOMMENT
LOW…ider/snippets/functionality/get-coins-from-provider.ts21// ...COMMENT
LOW…ps/docs/src/guide/cookbook/snippets/splitting-utxos.ts41COMMENT
LOW…/src/guide/testing/snippets/tweaking-the-blockchain.ts41// #endregion produceBlocks-custom-timestampCOMMENT
LOW…/guide/transactions/snippets/transaction-parameters.ts21 // #region transaction-parameters-2COMMENT
LOW…/guide/transactions/snippets/transaction-parameters.ts61// #endregion transaction-parameters-9COMMENT
LOW…allets/snippets/getting-started-with-wallet-manager.ts41// #endregion getting-started-with-wallet-manager-4COMMENT
LOWapps/create-fuels-counter-guide/fuels.config.ts21// #endregion fuels-config-file-envCOMMENT
LOWapps/demo-wallet-sdk-react/next-env.d.ts1/// <reference types="next" />COMMENT
Slop Phrases1 hit · 3 pts
SeverityFileLineSnippetContext
MEDIUM.github/workflows/codeql.yml44 # If you are analyzing a compiled language, you can modify the 'build-mode' for that language to customize howCOMMENT
Fake / Example Data2 hits · 2 pts
SeverityFileLineSnippetContext
LOWapps/docs/src/guide/types/snippets/structs.ts12 name: 'John Doe',CODE
LOWapps/docs/src/guide/types/snippets/vectors.ts26 name: 'John Doe',CODE
Verbosity Indicators1 hit · 2 pts
SeverityFileLineSnippetContext
LOWpackages/account/src/predicate/predicate.ts341 * If at least one resource was added as a predicate resource, we need to check if it was theCOMMENT
Redundant / Tautological Comments1 hit · 2 pts
SeverityFileLineSnippetContext
LOW.github/workflows/pr-validate-changesets.yaml61 # Check if the PR title contains an exclamation mark (breaking)COMMENT