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1186258278/OpenClawChineseTranslation

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6.8 Moderate pattern signal View on GitHub

Maintenance and Governance Review

This report summarizes scanner evidence for 1186258278/OpenClawChineseTranslation, a JavaScript project with 3,795 GitHub stars. SynthScan examined 25,761 lines of code across 321 source files, recording 66 pattern matches distributed across 7 syntactic categories. The legacy adjusted pattern signal is 6.8 (Moderate 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.

6.8
Adjusted Signal
6.8
Raw Pattern Score
100%
Time Factor
2026-10-08
Last Push
3.8K
Stars
JavaScript
Language
25.8K
Lines of Code
321
Files
66
Pattern Hits
2026-10-12
Scan Date
0.01
HC Hit Rate

Risk Review · v3

Use each vector to guide manual verification of the underlying findings.

Cognitive Ownership Risk 4.5/100 · LOW

Can maintainers explain intent, assumptions, and trade-offs? 21 finding(s).

Hallucinated Dependency & Supply Chain Risk 2.9/100 · LOW

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

Agent Over-Engineering Ratio 25.4/100 · MEDIUM

Are wrappers, guards, and repeated structures necessary? 54 finding(s).

PR Review Velocity Impact 27.3/100 · MEDIUM

Which changes need focused human review? 66 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 1HIGH 1MEDIUM 42LOW 22

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 66 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.

Decorative Section Separators42 hits · 136 pts
SeverityFileLineSnippetContext
MEDIUMinstall.sh2# ============================================================COMMENT
MEDIUMinstall.sh14# ============================================================COMMENT
MEDIUMdocker-deploy.sh2# ============================================================COMMENT
MEDIUMdocker-deploy.sh16# ============================================================COMMENT
MEDIUMdocker-compose.yml1# ============================================================COMMENT
MEDIUMdocker-compose.yml12# ============================================================COMMENT
MEDIUM⚡tests/bash/helpers/mocks.bash2# ============================================================COMMENT
MEDIUM⚡tests/bash/helpers/mocks.bash5# ============================================================COMMENT
MEDIUM⚡tests/bash/helpers/mocks.bash7# ============================================================COMMENT
MEDIUM⚡tests/bash/helpers/mocks.bash9# ============================================================COMMENT
MEDIUMtests/bash/helpers/mocks.bash38# ============================================================COMMENT
MEDIUMtests/bash/helpers/mocks.bash40# ============================================================COMMENT
MEDIUMtests/bash/helpers/mocks.bash81# ============================================================COMMENT
MEDIUMtests/bash/helpers/mocks.bash83# ============================================================COMMENT
MEDIUMtests/bash/helpers/mocks.bash182# ============================================================COMMENT
MEDIUMtests/bash/helpers/mocks.bash184# ============================================================COMMENT
MEDIUMtests/bash/helpers/mocks.bash210# ============================================================COMMENT
MEDIUMtests/bash/helpers/mocks.bash212# ============================================================COMMENT
MEDIUMscripts/quick-setup-shengsuanyun.sh2# ============================================================COMMENT
MEDIUMscripts/quick-setup-shengsuanyun.sh19# ============================================================COMMENT
MEDIUM.github/workflows/pages.yml1# ============================================================COMMENT
MEDIUM.github/workflows/pages.yml3# ============================================================COMMENT
MEDIUM.github/workflows/nightly.yml1# ============================================================COMMENT
MEDIUM.github/workflows/nightly.yml4# ============================================================COMMENT
MEDIUM.github/workflows/nightly.yml20# ============================================================COMMENT
MEDIUM.github/workflows/test-scripts.yml1# ============================================================COMMENT
MEDIUM.github/workflows/test-scripts.yml4# ============================================================COMMENT
MEDIUM.github/workflows/test-scripts.yml27 # ============================================================COMMENT
MEDIUM.github/workflows/test-scripts.yml29 # ============================================================COMMENT
MEDIUM.github/workflows/test-scripts.yml100 # ============================================================COMMENT
MEDIUM.github/workflows/test-scripts.yml102 # ============================================================COMMENT
MEDIUM.github/workflows/test-scripts.yml208 # ============================================================COMMENT
MEDIUM.github/workflows/test-scripts.yml210 # ============================================================COMMENT
MEDIUM.github/workflows/sync-and-release.yml1# ============================================================COMMENT
MEDIUM.github/workflows/sync-and-release.yml4# ============================================================COMMENT
MEDIUM.github/workflows/sync-and-release.yml16# ============================================================COMMENT
MEDIUM⚡.github/workflows/build-core.yml1# ============================================================COMMENT
MEDIUM⚡.github/workflows/build-core.yml4# ============================================================COMMENT
MEDIUM⚡.github/workflows/build-core.yml8# ============================================================COMMENT
MEDIUM.github/workflows/pr-check.yml1# ============================================================COMMENT
MEDIUM.github/workflows/pr-check.yml4# ============================================================COMMENT
MEDIUM.github/workflows/pr-check.yml15# ============================================================COMMENT
Hyper-Verbose Identifiers11 hits · 14 pts
SeverityFileLineSnippetContext
LOW⚡tests/python/test_container_images.py21 def test_bare_cli_is_rejected(self):CODE
LOW⚡tests/python/test_container_images.py27 def test_wrong_version_is_rejected(self):CODE
LOW⚡tests/python/test_container_images.py31 def test_missing_healthcheck_is_rejected(self):CODE
LOW⚡tests/python/test_container_images.py40 def test_different_registries_fail(self):CODE
LOW⚡tests/python/test_container_images.py44 def test_missing_architecture_fails(self):CODE
LOWtranslations/panel/feature-panel.js896 function getMultimodalModelsByKind(kind) {CODE
LOWtranslations/panel/feature-panel.js1438 function generateTimestampFilename(ext) {CODE
LOW…slations/providers/files/agents/shengsuanyun-models.ts235export async function getShengSuanYunModalityModels(): Promise<MModel[]> {CODE
LOW…ders/files/extensions/shengsuanyun/provider-catalog.ts5export function buildShengsuanyunProvider(): ModelProviderConfig {CODE
LOW…ons/providers/files/extensions/shengsuanyun/onboard.ts20export function applyShengsuanyunProviderConfig(cfg: OpenClawConfig): OpenClawConfig {CODE
LOW…ions/providers/files/extensions/qingchenyun/onboard.ts23export function applyCiyapiProviderConfig(cfg: OpenClawConfig): OpenClawConfig {CODE
Hallucination Indicators1 hit · 10 pts
SeverityFileLineSnippetContext
CRITICALdocs/js/marked.min.js6!function(e,t){"object"==typeof exports&&"undefined"!=typeof module?t(exports):"function"==typeof define&&define.amd?defCODE
Over-Commented Block9 hits · 9 pts
SeverityFileLineSnippetContext
LOWinstall.sh1#!/bin/bashCOMMENT
LOWdocker-deploy.sh1#!/bin/bashCOMMENT
LOWdocker-compose.yml1# ============================================================COMMENT
LOWdocker-compose.yml41 # COMMENT
LOWdocker-compose.yml61 #COMMENT
LOWscripts/quick-setup-shengsuanyun.sh1#!/bin/bashCOMMENT
LOW.github/workflows/nightly.yml1# ============================================================COMMENT
LOW.github/workflows/sync-and-release.yml1# ============================================================COMMENT
LOW.github/workflows/pr-check.yml1# ============================================================COMMENT
Magic Placeholder Names1 hit · 5 pts
SeverityFileLineSnippetContext
HIGHdocs/FAQ.md683openclaw config set auth.openai.apiKey sk-your-api-keyCODE
Excessive Try-Catch Wrapping1 hit · 1 pts
SeverityFileLineSnippetContext
LOWscripts/inject_remote.py174 except Exception as e:CODE
Deep Nesting1 hit · 1 pts
SeverityFileLineSnippetContext
LOWscripts/inject_panel.py76CODE