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architecture-decision-record/architecture-decision-record

SlopCodeMonitor badge for architecture-decision-record/architecture-decision-record Adjusted legacy signal; badge bands: 25 / 50 / 75 (different from dashboard bands).

Architecture decision record (ADR) examples for software planning, IT leadership, and template documentation

1.1 Low pattern signal View on GitHub

Open-Source Code Quality, Security and Technical Debt Review

This report summarizes scanner evidence for architecture-decision-record/architecture-decision-record, a CSS project with 17,370 GitHub stars. SynthScan examined 2,298,232 lines of code across 23801 source files, recording 616 pattern matches distributed across 5 syntactic categories. The legacy adjusted pattern signal is 1.1 (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.

1.1
Adjusted Signal
1.1
Raw Pattern Score
100%
Time Factor
2026-10-29
Last Push
17.4K
Stars
CSS
Language
2.3M
Lines of Code
23.8K
Files
616
Pattern Hits
2026-10-31
Scan Date
0.02
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 5.3/100 · LOW

Can maintainers explain intent, assumptions, and trade-offs? 616 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 6.2/100 · LOW

Which changes need focused human review? 616 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 368MEDIUM 247LOW 1

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 616 distinct pattern matches across 5 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.

Synthetic Comment Markers368 hits · 1850 pts
SeverityFileLineSnippetContext
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HIGH…z/mifano/snake-case-au-camelcase-kwa-rest-api/index.md43<h6>Credit: this page is generated by ChatGPT, then edited for clarity and format.</h6>CODE
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308 more matches not shown…
Modern AI Meta-Vocabulary160 hits · 405 pts
SeverityFileLineSnippetContext
MEDIUMREADME.md38- [Decision guardrails for pull requests](#decision-guardrails-for-pull-requests)CODE
MEDIUMREADME.md469## Decision guardrails for pull requestsCOMMENT
MEDIUM…/orchestration-de-conteneurs-avec-kubernetes/README.md1# Enregistrement de décision d’architecture : orchestration de conteneurs avec KubernetesCOMMENT
MEDIUM…s/orchestration-de-conteneurs-avec-kubernetes/index.md1# Enregistrement de décision d’architecture : orchestration de conteneurs avec KubernetesCOMMENT
MEDIUM…rchestration-de-conteneurs-avec-docker-swarm/README.md1# Enregistrement de décision d’architecture : orchestration de conteneurs avec Docker SwarmCOMMENT
MEDIUM…orchestration-de-conteneurs-avec-docker-swarm/index.md1# Enregistrement de décision d’architecture : orchestration de conteneurs avec Docker SwarmCOMMENT
MEDIUM…/orchestration-de-conteneurs-avec-kubernetes/README.md1# Enregistrement de décision d’architecture : orchestration de conteneurs avec KubernetesCOMMENT
MEDIUM…s/orchestration-de-conteneurs-avec-kubernetes/index.md1# Enregistrement de décision d’architecture : orchestration de conteneurs avec KubernetesCOMMENT
MEDIUM…rchestration-de-conteneurs-avec-docker-swarm/README.md1# Enregistrement de décision d’architecture : orchestration de conteneurs avec Docker SwarmCOMMENT
MEDIUM…orchestration-de-conteneurs-avec-docker-swarm/index.md1# Enregistrement de décision d’architecture : orchestration de conteneurs avec Docker SwarmCOMMENT
MEDIUMlocales/en-ie/README.md23- [Decision guardrails for pull requests](#decision-guardrails-for-pull-requests)CODE
MEDIUMlocales/en-ie/README.md411## Decision guardrails for pull requestsCOMMENT
MEDIUMlocales/en-ie/index.md23- [Decision guardrails for pull requests](#decision-guardrails-for-pull-requests)CODE
MEDIUMlocales/en-ie/index.md411## Decision guardrails for pull requestsCOMMENT
MEDIUM…/examples/kubernetes-container-orchestration/README.md1# Architecture Decision Record: Kubernetes container orchestrationCOMMENT
MEDIUM…e/examples/kubernetes-container-orchestration/index.md1# Architecture Decision Record: Kubernetes container orchestrationCOMMENT
MEDIUM…imbawa/container-orchestration-ng-kubernetes/README.md1# Architecture Decision Record: Container orchestration ng KubernetesCOMMENT
MEDIUM…limbawa/container-orchestration-ng-kubernetes/index.md1# Architecture Decision Record: Container orchestration ng KubernetesCOMMENT
MEDIUMlocales/en-gb/README.md23- [Decision guardrails for pull requests](#decision-guardrails-for-pull-requests)CODE
MEDIUMlocales/en-gb/README.md411## Decision guardrails for pull requestsCOMMENT
MEDIUMlocales/en-gb/index.md23- [Decision guardrails for pull requests](#decision-guardrails-for-pull-requests)CODE
MEDIUMlocales/en-gb/index.md411## Decision guardrails for pull requestsCOMMENT
MEDIUM…/examples/kubernetes-container-orchestration/README.md1# Architecture Decision Record: Kubernetes container orchestrationCOMMENT
MEDIUM…b/examples/kubernetes-container-orchestration/index.md1# Architecture Decision Record: Kubernetes container orchestrationCOMMENT
MEDIUMlocales/en-001/README.md23- [Decision guardrails for pull requests](#decision-guardrails-for-pull-requests)CODE
MEDIUMlocales/en-001/README.md411## Decision guardrails for pull requestsCOMMENT
MEDIUMlocales/en-001/index.md23- [Decision guardrails for pull requests](#decision-guardrails-for-pull-requests)CODE
MEDIUMlocales/en-001/index.md411## Decision guardrails for pull requestsCOMMENT
MEDIUM…/examples/kubernetes-container-orchestration/README.md1# Architecture Decision Record: Kubernetes container orchestrationCOMMENT
MEDIUM…1/examples/kubernetes-container-orchestration/index.md1# Architecture Decision Record: Kubernetes container orchestrationCOMMENT
MEDIUMlocales/pcm-001/README.md23- [Decision guardrails fo pull request](#decision-guardrails-fo-pull-request)CODE
MEDIUMlocales/pcm-001/README.md411## Decision guardrails fo pull requestCOMMENT
MEDIUMlocales/pcm-001/index.md23- [Decision guardrails fo pull request](#decision-guardrails-fo-pull-request)CODE
MEDIUMlocales/pcm-001/index.md411## Decision guardrails fo pull requestCOMMENT
MEDIUM…sample/kubernetes-fo-container-orchestration/README.md1# Architecture Decision Record: Kubernetes container orchestrationCOMMENT
MEDIUM…ksample/kubernetes-fo-container-orchestration/index.md1# Architecture Decision Record: Kubernetes container orchestrationCOMMENT
MEDIUM…/orchestration-de-conteneurs-avec-kubernetes/README.md1# Enregistrement de décision d’architecture : orchestration de conteneurs avec KubernetesCOMMENT
MEDIUM…s/orchestration-de-conteneurs-avec-kubernetes/index.md1# Enregistrement de décision d’architecture : orchestration de conteneurs avec KubernetesCOMMENT
MEDIUM…rchestration-de-conteneurs-avec-docker-swarm/README.md1# Enregistrement de décision d’architecture : orchestration de conteneurs avec Docker SwarmCOMMENT
MEDIUM…orchestration-de-conteneurs-avec-docker-swarm/index.md1# Enregistrement de décision d’architecture : orchestration de conteneurs avec Docker SwarmCOMMENT
MEDIUMlocales/en-us/README.md23- [Decision guardrails for pull requests](#decision-guardrails-for-pull-requests)CODE
MEDIUMlocales/en-us/README.md411## Decision guardrails for pull requestsCOMMENT
MEDIUMlocales/en-us/index.md23- [Decision guardrails for pull requests](#decision-guardrails-for-pull-requests)CODE
MEDIUMlocales/en-us/index.md411## Decision guardrails for pull requestsCOMMENT
MEDIUM…/examples/kubernetes-container-orchestration/README.md1# Architecture Decision Record: Kubernetes container orchestrationCOMMENT
MEDIUM…s/examples/kubernetes-container-orchestration/index.md1# Architecture Decision Record: Kubernetes container orchestrationCOMMENT
MEDIUMlocales/sco-001/README.md23- [Decisioun guardrails for pull requests](#decisioun-guardrails-for-pull-requests)CODE
MEDIUMlocales/sco-001/README.md411## Decisioun guardrails for pull requestsCOMMENT
MEDIUMlocales/sco-001/index.md23- [Decisioun guardrails for pull requests](#decisioun-guardrails-for-pull-requests)CODE
MEDIUMlocales/sco-001/index.md411## Decisioun guardrails for pull requestsCOMMENT
MEDIUMlocales/mt-001/README.md23- [Guardrails tad-deċiżjonijiet għall-pull requests](#guardrails-tad-deċiżjonijiet-għall-pull-requests)CODE
MEDIUMlocales/mt-001/index.md23- [Guardrails tad-deċiżjonijiet għall-pull requests](#guardrails-tad-deċiżjonijiet-għall-pull-requests)CODE
MEDIUMlocales/sco-gb/README.md23- [Decisioun guardrails for pull requests](#decisioun-guardrails-for-pull-requests)CODE
MEDIUMlocales/sco-gb/README.md411## Decisioun guardrails for pull requestsCOMMENT
MEDIUMlocales/sco-gb/index.md23- [Decisioun guardrails for pull requests](#decisioun-guardrails-for-pull-requests)CODE
MEDIUMlocales/sco-gb/index.md411## Decisioun guardrails for pull requestsCOMMENT
MEDIUM…/orchestration-de-conteneurs-avec-kubernetes/README.md1# Enregistrement de décision d’architecture : orchestration de conteneurs avec KubernetesCOMMENT
MEDIUM…s/orchestration-de-conteneurs-avec-kubernetes/index.md1# Enregistrement de décision d’architecture : orchestration de conteneurs avec KubernetesCOMMENT
MEDIUM…rchestration-de-conteneurs-avec-docker-swarm/README.md1# Enregistrement de décision d’architecture : orchestration de conteneurs avec Docker SwarmCOMMENT
MEDIUM…orchestration-de-conteneurs-avec-docker-swarm/index.md1# Enregistrement de décision d’architecture : orchestration de conteneurs avec Docker SwarmCOMMENT
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AI Slop Vocabulary83 hits · 220 pts
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