AI Slop Code RIsk Monitor

DigitalPlatDev/FreeDomain

Free domain registration and practical DNS learning resources for everyone.

11.2 Moderate pattern signal View on GitHub

Maintenance and Governance Review

This report summarizes scanner evidence for DigitalPlatDev/FreeDomain, a Markdown project with 203,348 GitHub stars. SynthScan examined 7,345 lines of code across 77 source files, recording 48 pattern matches distributed across 1 syntactic category. The legacy adjusted pattern signal is 11.2 (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.

11.2
Adjusted Signal
11.2
Raw Pattern Score
100%
Time Factor
2026-08-12
Last Push
203.3K
Stars
Markdown
Language
7.3K
Lines of Code
77
Files
48
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 43.0/100 · MEDIUM

Can maintainers explain intent, assumptions, and trade-offs? 48 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 27.9/100 · MEDIUM

Which changes need focused human review? 48 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 0LOW 48

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 48 distinct pattern matches across 1 syntactic category. 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 Overuse48 hits · 82 pts
SeverityFileLineSnippetContext
LOWdocuments/tutorial/website/3.5-deploy-and-connect.md5## Step 1: Back Up the Current SiteCOMMENT
LOWdocuments/tutorial/website/3.5-deploy-and-connect.md9## Step 2: Copy the FilesCOMMENT
LOWdocuments/tutorial/website/3.5-deploy-and-connect.md26## Step 3: Create DNS RecordsCOMMENT
LOW⚡documents/tutorial/website/3.5-deploy-and-connect.md56## Step 4: Verify DNSCOMMENT
LOW⚡documents/tutorial/website/3.5-deploy-and-connect.md66## Step 5: Verify HTTPCOMMENT
LOW⚡documents/tutorial/website/3.5-deploy-and-connect.md75## Step 6: Choose the Canonical HostnameCOMMENT
LOWdocuments/tutorial/capstone/7.2-build-and-test.md5## Step 1: Create the ProjectCOMMENT
LOWdocuments/tutorial/capstone/7.2-build-and-test.md28## Step 2: Create the Home PageCOMMENT
LOWdocuments/tutorial/capstone/7.2-build-and-test.md65## Step 3: Create the About PageCOMMENT
LOWdocuments/tutorial/capstone/7.2-build-and-test.md102## Step 4: Create the StylesheetCOMMENT
LOWdocuments/tutorial/capstone/7.2-build-and-test.md216## Step 5: Run the Local ServerCOMMENT
LOWdocuments/tutorial/capstone/7.2-build-and-test.md224## Step 6: Functional TestsCOMMENT
LOW⚡documents/tutorial/capstone/7.2-build-and-test.md241## Step 7: Accessibility TestsCOMMENT
LOW⚡documents/tutorial/capstone/7.2-build-and-test.md251## Step 8: Content and Privacy ReviewCOMMENT
LOW⚡documents/tutorial/capstone/7.2-build-and-test.md261## Step 9: Save the BaselineCOMMENT
LOWdocuments/tutorial/capstone/7.3-register-and-deploy.md5## Step 1: Prepare the DNS ZoneCOMMENT
LOWdocuments/tutorial/capstone/7.3-register-and-deploy.md11## Step 2: Register the DomainCOMMENT
LOWdocuments/tutorial/capstone/7.3-register-and-deploy.md26## Step 3: Verify DelegationCOMMENT
LOWdocuments/tutorial/capstone/7.3-register-and-deploy.md43## Step 4: Prepare the ServerCOMMENT
LOWdocuments/tutorial/capstone/7.3-register-and-deploy.md61## Step 5: Deploy FilesCOMMENT
LOWdocuments/tutorial/capstone/7.3-register-and-deploy.md82## Step 6: Configure NginxCOMMENT
LOWdocuments/tutorial/capstone/7.3-register-and-deploy.md114## Step 7: Test Before DNSCOMMENT
LOWdocuments/tutorial/capstone/7.3-register-and-deploy.md123## Step 8: Add DNS RecordsCOMMENT
LOWdocuments/tutorial/capstone/7.3-register-and-deploy.md154## Step 9: Verify Public HTTPCOMMENT
LOWdocuments/tutorial/capstone/7.3-register-and-deploy.md166## Step 10: Record the ChangeCOMMENT
LOWdocuments/tutorial/capstone/7.1-project-brief.md15## Step 1: Write the Project StatementCOMMENT
LOWdocuments/tutorial/capstone/7.1-project-brief.md29## Step 2: Define the PagesCOMMENT
LOWdocuments/tutorial/capstone/7.1-project-brief.md47## Step 3: Select NamesCOMMENT
LOWdocuments/tutorial/capstone/7.1-project-brief.md68## Step 4: Assign OwnersCOMMENT
LOWdocuments/tutorial/capstone/7.1-project-brief.md88## Step 5: Draw the ArchitectureCOMMENT
LOWdocuments/tutorial/capstone/7.1-project-brief.md115## Step 6: Define Public DataCOMMENT
LOWdocuments/tutorial/capstone/7.1-project-brief.md135## Step 7: Define Completion EvidenceCOMMENT
LOWdocuments/tutorial/capstone/7.1-project-brief.md156## Step 8: Write the Rollback PlanCOMMENT
LOWdocuments/tutorial/capstone/7.4-secure-and-operate.md5## Step 1: Issue a CertificateCOMMENT
LOWdocuments/tutorial/capstone/7.4-secure-and-operate.md20## Step 2: Verify HTTPS DirectlyCOMMENT
LOWdocuments/tutorial/capstone/7.4-secure-and-operate.md40## Step 3: Configure Canonical RedirectsCOMMENT
LOW⚡documents/tutorial/capstone/7.4-secure-and-operate.md64## Step 4: Verify the Redirect PathCOMMENT
LOW⚡documents/tutorial/capstone/7.4-secure-and-operate.md72## Step 5: Test Certificate RenewalCOMMENT
LOW⚡documents/tutorial/capstone/7.4-secure-and-operate.md78## Step 6: Apply Server BaselineCOMMENT
LOWdocuments/tutorial/capstone/7.4-secure-and-operate.md95## Step 7: Create a Website BackupCOMMENT
LOWdocuments/tutorial/capstone/7.4-secure-and-operate.md104## Step 8: Restore in IsolationCOMMENT
LOWdocuments/tutorial/capstone/7.4-secure-and-operate.md116## Step 9: Create MonitorsCOMMENT
LOWdocuments/tutorial/capstone/7.4-secure-and-operate.md129## Step 10: Run a Failure DrillCOMMENT
LOW⚡documents/tutorial/dns/2.4-troubleshooting.md5## Step 1: Confirm the Exact Name and TypeCOMMENT
LOW⚡documents/tutorial/dns/2.4-troubleshooting.md13## Step 2: Check Parent DelegationCOMMENT
LOW⚡documents/tutorial/dns/2.4-troubleshooting.md21## Step 3: Check Every Authoritative ServerCOMMENT
LOW⚡documents/tutorial/dns/2.4-troubleshooting.md30## Step 4: Query the Record DirectlyCOMMENT
LOW⚡documents/tutorial/dns/2.4-troubleshooting.md38## Step 5: Compare Recursive AnswersCOMMENT