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awesome-android-root/awesome-android-root

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7.3 Moderate pattern signal View on GitHub

Maintenance and Governance Review

This report summarizes scanner evidence for awesome-android-root/awesome-android-root, a Markdown project with 5,141 GitHub stars. SynthScan examined 20,988 lines of code across 79 source files, recording 90 pattern matches distributed across 4 syntactic categories. The legacy adjusted pattern signal is 7.3 (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.

7.3
Adjusted Signal
7.3
Raw Pattern Score
100%
Time Factor
2026-10-10
Last Push
5.1K
Stars
Markdown
Language
21.0K
Lines of Code
79
Files
90
Pattern Hits
2026-10-12
Scan Date
0.00
HC Hit Rate

Risk Review · v3

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

Cognitive Ownership Risk 30.8/100 · MEDIUM

Can maintainers explain intent, assumptions, and trade-offs? 90 finding(s).

Hallucinated Dependency & Supply Chain Risk 0.0/100 · LOW

Are imports declared and package/API names verified? 0 finding(s).

Agent Over-Engineering Ratio 0.0/100 · LOW

Are wrappers, guards, and repeated structures necessary? 0 finding(s).

PR Review Velocity Impact 19.7/100 · LOW

Which changes need focused human review? 90 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 89

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 90 distinct pattern matches across 4 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.

Structural Annotation Overuse86 hits · 149 pts
SeverityFileLineSnippetContext
LOWdocs/rooting-guides/how-to-root-motorola-phone.md190### Step 1: Gather Device InformationCOMMENT
LOWdocs/rooting-guides/how-to-root-motorola-phone.md224### Step 2: Request Unlock CodeCOMMENT
LOWdocs/rooting-guides/how-to-root-motorola-phone.md237### Step 3: Save Unlock CodeCOMMENT
LOWdocs/rooting-guides/how-to-root-motorola-phone.md247### Step 1: Enter Fastboot ModeCOMMENT
LOWdocs/rooting-guides/how-to-root-motorola-phone.md258### Step 2: Unlock with CodeCOMMENT
LOWdocs/rooting-guides/how-to-root-motorola-phone.md274### Step 3: Verify UnlockCOMMENT
LOWdocs/rooting-guides/magisk-guide.md243#### Step 1: Download Required FilesCOMMENT
LOWdocs/rooting-guides/magisk-guide.md263#### Step 2: Patch Boot ImageCOMMENT
LOWdocs/rooting-guides/magisk-guide.md282#### Step 3: Flash Patched ImageCOMMENT
LOWdocs/rooting-guides/magisk-guide.md323#### Step 4: Verify InstallationCOMMENT
LOW⚡docs/rooting-guides/lsposed-guide.md212#### Step 1: Enable ZygiskCOMMENT
LOW⚡docs/rooting-guides/lsposed-guide.md220#### Step 2: Download the FrameworkCOMMENT
LOW⚡docs/rooting-guides/lsposed-guide.md230#### Step 3: Install the ModuleCOMMENT
LOW⚡docs/rooting-guides/lsposed-guide.md237#### Step 4: Open the ManagerCOMMENT
LOWdocs/rooting-guides/how-to-unlock-bootloader.md215### Step 1: Enable Developer OptionsCOMMENT
LOWdocs/rooting-guides/how-to-unlock-bootloader.md224### Step 2: Enable Critical Developer SettingsCOMMENT
LOWdocs/rooting-guides/how-to-unlock-bootloader.md237### Step 3: Install Platform ToolsCOMMENT
LOWdocs/rooting-guides/how-to-unlock-bootloader.md259### Step 4: Install USB Drivers (Windows Only)COMMENT
LOWdocs/rooting-guides/how-to-unlock-bootloader.md268### Step 5: Test ADB ConnectionCOMMENT
LOWdocs/rooting-guides/how-to-unlock-bootloader.md292### Step 6: Backup Your DataCOMMENT
LOWdocs/rooting-guides/how-to-unlock-bootloader.md650### Step 1: Initial SetupCOMMENT
LOWdocs/rooting-guides/how-to-unlock-bootloader.md659### Step 2: Verify UnlockCOMMENT
LOWdocs/rooting-guides/how-to-unlock-bootloader.md675### Step 3: Next StepsCOMMENT
LOWdocs/rooting-guides/how-to-unlock-bootloader.md694### Step 4: Security ConsiderationsCOMMENT
LOWdocs/rooting-guides/how-to-root-pixel-phone.md177### Step 1: Enter FastbootCOMMENT
LOWdocs/rooting-guides/how-to-root-pixel-phone.md183### Step 2: UnlockCOMMENT
LOWdocs/rooting-guides/how-to-root-pixel-phone.md195### Step 3: Re-enable USB DebuggingCOMMENT
LOW⚡docs/rooting-guides/how-to-root-pixel-phone.md269#### Step 1: Get Factory ImageCOMMENT
LOW⚡docs/rooting-guides/how-to-root-pixel-phone.md274#### Step 2: Extract Boot ImageCOMMENT
LOW⚡docs/rooting-guides/how-to-root-pixel-phone.md284#### Step 3: Patch with MagiskCOMMENT
LOWdocs/rooting-guides/how-to-root-pixel-phone.md295#### Step 4: Flash Patched ImageCOMMENT
LOW⚡docs/rooting-guides/how-to-root-xiaomi-phone.md171### Step 1: Account Bind + Waiting PeriodCOMMENT
LOW⚡docs/rooting-guides/how-to-root-xiaomi-phone.md176### Step 2: Mi Unlock Tool SetupCOMMENT
LOW⚡docs/rooting-guides/how-to-root-xiaomi-phone.md181### Step 3: Enter Fastboot ModeCOMMENT
LOW⚡docs/rooting-guides/how-to-root-xiaomi-phone.md185### Step 4: Unlock with Mi Unlock ToolCOMMENT
LOWdocs/rooting-guides/how-to-root-xiaomi-phone.md229#### Step 1: Get the correct image(s)COMMENT
LOWdocs/rooting-guides/how-to-root-xiaomi-phone.md239#### Step 2: Patch with Magisk (see [Magisk Guide](./magisk-guide.md#method-1-boot-image-patching-recommended))COMMENT
LOWdocs/rooting-guides/how-to-root-xiaomi-phone.md255#### Step 3: Safer first boot, then permanent installCOMMENT
LOWdocs/rooting-guides/how-to-root-xiaomi-phone.md291#### Step 1: Boot a recovery image (don’t flash yet)COMMENT
LOWdocs/rooting-guides/how-to-root-xiaomi-phone.md305#### Step 2: Install Magisk from recoveryCOMMENT
LOWdocs/rooting-guides/index.md308### Step 1: Unlock BootloaderCOMMENT
LOWdocs/rooting-guides/index.md324### Step 2: Install Custom Recovery (Optional but Recommended)COMMENT
LOWdocs/rooting-guides/index.md345### Step 3: Install Root SolutionCOMMENT
LOWdocs/rooting-guides/index.md392### Step 4: Post-Root ConfigurationCOMMENT
LOWdocs/rooting-guides/how-to-root-nothing-phone.md180### Step 1: Enter Fastboot ModeCOMMENT
LOWdocs/rooting-guides/how-to-root-nothing-phone.md192### Step 2: Unlock BootloaderCOMMENT
LOWdocs/rooting-guides/how-to-root-nothing-phone.md212### Step 3: Complete SetupCOMMENT
LOWdocs/rooting-guides/how-to-install-custom-recovery.md291### Step 1: PreparationCOMMENT
LOWdocs/rooting-guides/how-to-install-custom-recovery.md307### Step 2: Boot to FastbootCOMMENT
LOWdocs/rooting-guides/how-to-install-custom-recovery.md325### Step 3: Installation MethodsCOMMENT
LOWdocs/rooting-guides/how-to-install-custom-recovery.md412### Step 4: First Boot to RecoveryCOMMENT
LOWdocs/rooting-guides/apatch-guide.md197## Step 1: Extract the Correct Stock ImageCOMMENT
LOWdocs/rooting-guides/apatch-guide.md224## Step 2: Patch the Image in APatchCOMMENT
LOWdocs/rooting-guides/apatch-guide.md240## Step 3: Test Boot First (When Supported)COMMENT
LOWdocs/rooting-guides/apatch-guide.md254## Step 4: Flash PermanentlyCOMMENT
LOWdocs/rooting-guides/apatch-guide.md286## Step 5: Verify RootCOMMENT
LOWdocs/rooting-guides/how-to-root-oneplus-phone.md191### Step 1: Enter Fastboot ModeCOMMENT
LOWdocs/rooting-guides/how-to-root-oneplus-phone.md203### Step 2: Verify Fastboot ConnectionCOMMENT
LOWdocs/rooting-guides/how-to-root-oneplus-phone.md210### Step 3: Unlock BootloaderCOMMENT
LOWdocs/rooting-guides/how-to-root-oneplus-phone.md227### Step 4: Verify Unlock StatusCOMMENT
26 more matches not shown…
Over-Commented Block2 hits · 2 pts
SeverityFileLineSnippetContext
LOWdocs/public/.well-known/security.txt21# If you discover a security vulnerability, please:COMMENT
LOWscripts/optimize-assets.sh1#!/usr/bin/env bashCOMMENT
Modern AI Meta-Vocabulary1 hit · 2 pts
SeverityFileLineSnippetContext
MEDIUMdocs/apps-and-modules/app-modifications.md96- **[Nexus](https://github.com/niki914/agentic-nexus)** - Plug your own model into your phone's voice assistant. `PropriCODE
Deep Nesting1 hit · 1 pts
SeverityFileLineSnippetContext
LOWscripts/check_links.py82CODE