Executive summary
Read through the Production lens — the standard calibration. *Green* means good enough to run in production. The score is absolute and comparable across repos.
moisespr123/GoogleDriveUploadTool carries serious gaps (46%). Several issues below can materially affect correctness, security, or the cost of changing it — and propagate to everything that depends on it.
It is strongest in Security (95%) — its security and compliance posture is in good shape. Architecture (84%) is solid too.
The area that most needs attention is Readiness (29%) — releases are harder to depend on — versioning, release notes and dependency hygiene are thin, so consumers can't easily tell what changed or trust an upgrade. Maturity (38%) is the next concern — onboarding is slow — key decisions and the architecture aren't written down, so contributors have to reverse-engineer the intent.
Leadership focus, highest impact first: ILogger (or Serilog) and log at meaningful points across… (Observability); SAST step (e.g. CodeQL) or a security analyzer package (Security & performance tooling); 1 No automated tests finding(s) in Code Coverage (Code Coverage).
For scale: — (~0 production lines); rebuilding it from scratch would take roughly — (—). Approximate, ±~30%.
Encouragingly, the gaps are in documentation and release process — not in the code's correctness, structure or security, which are strong. They're low-risk to close, and doing so would lift the grade without re-engineering anything that already works.
Code Health
79%
Adequate · gated by D2, D18
Architecture
84%
Strong
Maturity
38%
Weak · gated by M2, M4
Readiness
29%
Weak · gated by D8, D9, P2, P3
Security
95% ★
Exemplary
How the score is built — each lens's share of the headline
Width is the lens's weight in the worst-heaviest fold (the weakest area pulls hardest); colour is that lens's own band. A lens fixes the score in proportion to its width.
Readiness 29% · 47% weightMaturity 38% · 26% weightCode Health 79% · 14% weightArchitecture 84% · 8% weightSecurity 95% · 4% weight
Raise Readiness 29 → 70 (the Healthy floor) ⇒ headline 46 → ~58.
Code composition — where the lines go
Generated 100%
New since the last scan (9+)
- D4 · Duplicated block (27 lines × 7) Google Drive Uploader1/Translations.vb
- D4 · Duplicated block (26 lines × 14) Google Drive Uploader1/Translations.vb
- D4 · Duplicated block (11 lines × 2) Google Drive Uploader1/Translations.vb
- D4 · Duplicated block (11 lines × 2) Google Drive Uploader1/Form1.vb
- D4 · Duplicated block (10 lines × 2) Google Drive Uploader1/Form1.vb
- D35 · Change coupling: Form1.vb ↔ Translations.vb Google Drive Uploader1/Form1.vb
- D35 · Change coupling: Form1.vb ↔ AssemblyInfo.vb Google Drive Uploader1/Form1.vb
- D35 · Change coupling: AssemblyInfo.vb ↔ Translations.vb Google Drive Uploader1/My Project/AssemblyInfo.vb
- P2 · No structured logging
Top priorities
1
Resolve the 1 No automated tests finding(s) in Code Coverage.
2
Resolve the 1 No tests found finding(s) in Test Distribution.
3
Adopt ILogger (or Serilog) and log at meaningful points across the projects.
Diagnosis — what's actually going on
Highest-leverage move
Of everything flagged, the best return on effort is: Adopt ILogger (or Serilog) and log at meaningful points across the projects. The rest can wait behind it.
At a glance — Code Health
The Good
The Ugly
At a glance — Architecture
The Good
At a glance — Maturity
The Good
The Ugly
At a glance — Readiness
The Good
The Bad
The Ugly
At a glance — Security
The Good
Security & Compliance — OWASP Top-10 mapping
| OWASP category | Findings | Severity |
|---|---|---|
| A03:2021 — Injection | 1 | High / Critical |
Roadmap
First, implement structured logging using ILogger or Serilog across all projects to establish baseline observability. Next, introduce static analysis tools like CodeQL to improve security and performance, while simultaneously resolving the single missing automated test and ensuring all code is covered. Finally, enforce release hygiene by stamping versions and tagging releases to ensure full traceability.
| Do this | Helps | Effort | Dimension |
|---|---|---|---|
| Resolve the 1 No automated tests finding(s) in Code Coverage. | +14.9 pts | Low | Code Coverage |
| Resolve the 1 No tests found finding(s) in Test Distribution. | +14.9 pts | Low | Test Distribution |
| Adopt ILogger (or Serilog) and log at meaningful points across the projects. | +16.6 pts | Medium | Observability |
| Add a SAST step (e.g. CodeQL) or a security analyzer package. | +16.6 pts | Medium | Security & performance tooling |
| Stamp a version (csproj <Version>, a VERSION file, or GitVersion) or tag releases with semver so builds and releases are traceable. | +14.9 pts | Medium | Release Hygiene |
| Start an ADR log (docs/adr/) recording significant decisions and their rationale. | +12.5 pts | Medium | Architecture documentation |
| Reconcile the README with reality: README claims Windows upload but there is no Windows project or bin directory. | +12.5 pts | Medium | Documentation accuracy |
| Group production code under src/ (or split deliberately, e.g. backend/ + frontend/) so production and tooling code aren't mixed at the root. | +10.4 pts | Medium | Folder & project structure |
File quality
| File | Score | Band | Worst signal |
|---|---|---|---|
| Google Drive Uploader1/Form1.vb | 1.0 | Slop | Explicit Debt: EmptyCatchBlock |
| Google Drive Uploader1/Translations.vb | 7.0 | Mixed | Cyclomatic Complexity: Translations.MsgAndDialogLang (cyclomatic 265) |
| .github/dependabot.yml | 7.2 | Mixed | Static Analysis (SAST): High: dependabot-missing-cooldown |
| Google Drive Uploader1/MoveDialog.vb | 7.6 | Mixed | Explicit Debt: EmptyCatchBlock |
| Google Drive Uploader1/GoogleDriveClass.vb | 7.8 | Mixed | Cyclomatic Complexity: GoogleDriveClass.GetData (cyclomatic 19) |
| Google Drive Uploader1/Download_URLs.vb | 8.5 | Near-clean | Cognitive Complexity: Download_URLs.Button1_Click (cognitive 30) |
| Google Drive Uploader1/My Project/AssemblyInfo.vb | 8.5 | Near-clean | Change Coupling: Change coupling: AssemblyInfo.vb ↔ Translations.vb |
| Google Drive Uploader1/Google Drive Uploader1.vbproj | 9.5 | Near-clean | Solution Shape: Shell project: Google Drive Uploader1 |
Methodology & how to trust this report
Watchdog is a deep, periodic assessment — run each sprint, monthly, or quarterly, taking the time to go wider and deeper than a quick check and surfacing in one coherent report what you'd otherwise piece together from a dozen separate tools. It scores deterministically: the same commit yields the same score, every run. 33 of 35 evaluated dimensions are computed purely by tools and static analysis (confidence 1.0); 2 documentation/naming judgement(s) are LLM-assisted and labelled advisory. Overall confidence is 0.6 — the weighted average across measured dimensions; it falls as more of the score leans on LLM-assisted judgement and rises when it's fully tool-backed.
What we checked — 35 dimensions across the health lenses
D1D2D3D4D5D6D8D9D12D13D15D16D17D18D19D21D26D28D29D30D34D35AX5GD1M1M2M3M4P1P2P3P6X1X3X4
How to trust any code-health report — three questions
- Can you open the finding? Real findings cite a repo-relative file and line you can open at the cited line — never an absolute scratch path. Here, 39 of 44 do; the remainder are repo-wide signals — a dimension-level measurement, not a single line.
- Is there a tool behind the number? Every score below names the method that produced it — Roslyn, git, a scanner, or (for a handful of documentation/naming dimensions) an LLM labelled sampled · advisory — not a narrative.
- Does re-running give the same result? Run it again on the same commit and the score — and this report, byte for byte — is identical. A report whose numbers move between runs is describing the run, not the code.
Tools & methods
| Method | Backs | Version | Evaluator |
|---|---|---|---|
| Roslyn static analysis | Complexity, cohesion, coupling, dead code, API surface, layering | 5.3.0 | ✓ deterministic |
| Native secret scanner | Hardcoded secrets / credentials | 1.0.0 | ✓ deterministic |
| jscpd | Code duplication | — | ✓ deterministic |
| Coverage (coverlet / dotnet-coverage) | Line & branch coverage | 10.0.301 | ✓ deterministic |
| NuGet / dotnet | Outdated, vulnerable & deprecated dependencies | 10.0.301 | ✓ deterministic |
| git / LibGit2Sharp | Churn hotspots, knowledge concentration, history | 2.43.0 · 0.31.0 | ✓ deterministic |
| gitleaks · semgrep · trivy · checkov | Secrets in history, SAST, CVEs, IaC & container, PII / GDPR | 1.86.0 · 0.69.3 | ✓ deterministic |
| LLM (sampled · advisory) | Documentation quality, ADR conformance, naming — sampled over a bounded sample; advisory, never a deterministic measurement | Local LLM | ◐ LLM · sampled · advisory |
Run transparency — what happened this run
- D31 IaC & Container Security — scanner not present in this environment — The backing tool was not installed where this scan ran, so this dimension was not scored. Install the tool (or run in the hosted environment, where it is always present) for a graded result.
- D32 Data Compliance (PII/GDPR) — scanner not present in this environment — The backing tool was not installed where this scan ran, so this dimension was not scored. Install the tool (or run in the hosted environment, where it is always present) for a graded result.
- D33 JS/npm Dependency Vulnerabilities — scanner not present in this environment — The backing tool was not installed where this scan ran, so this dimension was not scored. Install the tool (or run in the hosted environment, where it is always present) for a graded result.
- D36 Supply-chain Provenance & Signing — scanner not present in this environment — The backing tool was not installed where this scan ran, so this dimension was not scored. Install the tool (or run in the hosted environment, where it is always present) for a graded result.
- D37 Vulnerability-disclosure Policy — scanner not present in this environment — The backing tool was not installed where this scan ran, so this dimension was not scored. Install the tool (or run in the hosted environment, where it is always present) for a graded result.
- D38 OSV Dependency Vulnerabilities — scanner not present in this environment — The backing tool was not installed where this scan ran, so this dimension was not scored. Install the tool (or run in the hosted environment, where it is always present) for a graded result.
Limitations & what we did not check
Watchdog assesses the repository exactly as committed, and only the repository. By design it does not reach outside the source tree: the live cloud account, the running CI/CD pipeline, the host's branch-protection and approval rules, the production configuration, or a restore actually exercised against a backup are all out of scope. That boundary is a feature, not a gap — a repo-relative, deterministic scan re-runs identically on any commit and every finding opens at a real file and line, where a live audit can neither be reproduced nor traced. The visible consequence is that controls which leave no in-repo evidence are reported as "not evidenced" and excluded from the score rather than awarded a number a static scan cannot justify.
Per-dimension blind spots
- D1 Cyclomatic Complexity: Cyclomatic complexity counts branches statically — it cannot tell an essential decision tree from accidental tangle, nor see complexity that lives in data or configuration (large switch-case token tables, DSL lexers/parsers, data-as-code rule tables) rather than control flow: a tokenizer's many single-character cases read as high complexity though each branch is trivial.
- D2 Cognitive Complexity: Cognitive-complexity heuristics approximate how hard code is to follow; genuine domain difficulty and well-named intent that eases reading are not captured.
- D3 God Classes: "God class" is sized by members and responsibilities visible in the type — a deliberately broad facade over a coherent subsystem can read the same as an accidental grab-bag. For front-end JS the file-length check is cohesion-aware (a single-responsibility module — one class/IIFE — earns a 3× threshold), but cohesion is approximated from top-level declarations, not true dependency structure.
- D4 Code Duplication: Duplication is token-similarity (jscpd) — it finds copy-paste, not semantic duplication expressed differently. Committed machine-written code (EF migration scaffolds, *.Designer.cs, model snapshots) is EXCLUDED — its repetition is the tool's, not the team's — so the score reflects hand-written duplication only; the generated footprint is reported separately under Solution Shape.
- D5 Coupling: Coupling is measured between projects/assemblies — runtime coupling through DI, reflection, messaging or shared databases is invisible to a static reference graph.
- D6 Cohesion (LCOM4): LCOM4 cohesion is syntactic — it infers connectivity from which methods touch which fields/methods by name, not from real runtime behaviour or intent.
- D8 Code Coverage: Coverage is measured by building and running the suite (`dotnet test --collect`) inside Watchdog's isolated image — the target repo is never modified, and nothing on your systems runs. So coverage exists only when the suite builds and runs within the inline time budget; one that needs external services, can't build, or exceeds the budget yields no coverage (D8 then degrades to not-measured, not a low score). Line coverage also says nothing about assertion quality.
- D9 Test Distribution: The test-pyramid shape is inferred from project/folder naming and references, with a single test host bucketed per-file by its path tier and content signals — a suite that names tiers unconventionally and gives no per-file signal can still be mis-bucketed.
- D12 Dependency Hygiene: Dependency health reads manifests and lockfiles — a vulnerability in a vendored/copied dependency, or risk from how a dependency is actually used, is outside this view.
- D13 Secret Scanning: Secret detection is signature- and entropy-based on the current tree — a secret that does not match a known pattern, or one already rotated, will not be flagged (a clean scan is "nothing matched", not "no secrets exist").
- D15 Churn × Complexity Hotspots: Churn hotspots come from git history — a freshly imported or squashed repository has no churn signal, and recent rewrites can mask a historically risky file.
- D16 Bus Factor: Bus-factor is a time-decayed model of commit attribution (who has recently, repeatedly worked a file), not comprehension — pairing, review and reading-without-committing spread knowledge it can't see; bot commits and shared accounts still distort it.
- D17 Explicit Debt: Acknowledged-debt signals (TODO/FIXME, suppressions, dead code) are textual — undocumented debt that nobody marked, and debt that lives in design rather than annotations, is invisible. Committed machine-written code (EF migrations, designer files, snapshots) is excluded — it is never the team's dead code to delete.
- D18 Solution Shape: Build integrity reflects whether the solution compiled in this environment — a build that needs a private feed, a specific SDK, or a generated file absent from the repo can read as broken when it is merely unreproducible here.
- D19 Documentation Quality: Documentation quality is judged by an LLM over a bounded sample of docs — it reads what is written, not whether the docs match the running system, and it is advisory, not a measurement.
- D21 Naming Consistency: Naming quality is an LLM judgement over a bounded sample — it assesses clarity/consistency of the names it sees, not domain-correctness, and is advisory.
- D26 Project Cohesion: Project focus is sized from members/namespaces per project — a project that is broad by deliberate design reads the same as one that has sprawled.
- D28 Secrets (history): Secret-history scanning sweeps the git log for known patterns — a secret that predates the available history, or never matched a signature, is not found (clean means "nothing matched in the history we can see").
- D29 Static Analysis (SAST): SAST findings are pattern-based (semgrep) — it finds classes of bug it has rules for; logic flaws, auth/authorization gaps and issues needing runtime context are out of reach (and clean means "no rule matched").
- D30 Dependency Vulnerabilities: CVE matching depends on accurate package/version metadata and the advisory database — a vulnerability with no published advisory, or in code not declared as a dependency, is not seen.
- D34 Knowledge Freshness: Freshness is decayed commit RECENCY, not comprehension — code read often but rarely committed reads as orphaned, and stable code that genuinely needs no changes is penalised the same as forgotten code; bot/squash commits distort it like the bus factor.
- D35 Change Coupling: Change coupling is co-change in COMMITS — files split across separate commits, or coupled only through a shared config/build step, read as uncoupled, and a sweeping commit (rename/format) is excluded so it doesn't couple everything. It shows that files change together, not WHY: a high coupling can be a healthy cohesive pair as readily as a hidden leak.
- M4 Documentation accuracy: Onboarding quality is an LLM read of the docs/setup present — it cannot run the onboarding or measure how long a real new joiner takes; the verdict is sampled and advisory.
- P6 Release Hygiene: Rollback/observability controls are inferred from repo artefacts (pipelines, dashboards-as-code) — controls configured in external tooling, with no in-repo trace, cannot be credited.
The LLM boundary
Dimensions
D1 · Cyclomatic Complexity
6 method(s) exceeded the cyclomatic complexity threshold of 15; the worst was Translations.MsgAndDialogLang at 265.
Translations.MsgAndDialogLang (cyclomatic 265)Google Drive Uploader1/Translations.vb:324
Form1.UploadFiles (cyclomatic 36)Google Drive Uploader1/Form1.vb:156
Form1.FolderListBox_KeyDown (cyclomatic 21)Google Drive Uploader1/Form1.vb:829
GoogleDriveClass.GetData (cyclomatic 19)Google Drive Uploader1/GoogleDriveClass.vb:81
Form1.Form1_Load (cyclomatic 18)Google Drive Uploader1/Form1.vb:18
What to do
- Resolve the 1 Translations.MsgAndDialogLang (cyclomatic 265) finding(s) in Cyclomatic Complexity — start with Translations.vb. — One of this dimension's main actionable groups (1 warning-level).
- Resolve the 1 Form1.UploadFiles (cyclomatic 36) finding(s) in Cyclomatic Complexity — start with Form1.vb. — One of this dimension's main actionable groups (1 warning-level).
- Resolve the 1 Form1.FolderListBox_KeyDown (cyclomatic 21) finding(s) in Cyclomatic Complexity — start with Form1.vb. — One of this dimension's main actionable groups (1 warning-level).
- Enforce Cyclomatic Complexity in CI to reach Verified (currently Documented). — Hardens enforcement from Documented toward Prevented — provenance only; does not change the score.
Do you agree with this assessment?
D2 · Cognitive Complexity
11 method(s) exceeded the cognitive complexity threshold of 15; the worst was Form1.UploadFiles at 156.
Form1.UploadFiles (cognitive 156)Google Drive Uploader1/Form1.vb:156
Translations.MsgAndDialogLang (cognitive 133)Google Drive Uploader1/Translations.vb:324
GoogleDriveClass.GetData (cognitive 34)Google Drive Uploader1/GoogleDriveClass.vb:81
Form1.FolderListBox_KeyDown (cognitive 34)Google Drive Uploader1/Form1.vb:829
Form1.Form1_Load (cognitive 33)Google Drive Uploader1/Form1.vb:18
What to do
- Resolve the 1 Form1.UploadFiles (cognitive 156) finding(s) in Cognitive Complexity — start with Form1.vb. — One of this dimension's main actionable groups (1 warning-level).
- Resolve the 1 Translations.MsgAndDialogLang (cognitive 133) finding(s) in Cognitive Complexity — start with Translations.vb. — One of this dimension's main actionable groups (1 warning-level).
- Resolve the 1 GoogleDriveClass.GetData (cognitive 34) finding(s) in Cognitive Complexity — start with GoogleDriveClass.vb. — One of this dimension's main actionable groups (1 warning-level).
- Enforce Cognitive Complexity in CI to reach Verified (currently Documented). — Hardens enforcement from Documented toward Prevented — provenance only; does not change the score.
Do you agree with this assessment?
D3 · God Classes
2 god class(es) detected.
FileTooLong: Google Drive Uploader1/Form1.vb Google Drive Uploader1/Form1.vb:0
TooManyMethods: Form1Google Drive Uploader1/Form1.vb:0
ClassTooLong: TranslationsGoogle Drive Uploader1/Translations.vb:0
What to do
- Resolve the 2 FileTooLong finding(s) in God Classes — start with Form1.vb, Translations.vb. — One of this dimension's main actionable groups (2 warning-level).
- Resolve the 1 TooManyMethods finding(s) in God Classes — start with Form1.vb. — One of this dimension's main actionable groups (1 warning-level).
- Resolve the 1 ClassTooLong finding(s) in God Classes — start with Translations.vb. — One of this dimension's main actionable groups (1 warning-level).
- Enforce God Classes in CI to reach Verified (currently Documented). — Hardens enforcement from Documented toward Prevented — provenance only; does not change the score.
Do you agree with this assessment?
D4 · Code Duplication
6 duplicated block group(s) detected.
Duplicated block (11 lines × 2) Google Drive Uploader1/Translations.vb:29
Duplicated block (10 lines × 2) Google Drive Uploader1/Translations.vb:58
Duplicated block (27 lines × 7)Google Drive Uploader1/Translations.vb:340
Duplicated block (26 lines × 14)Google Drive Uploader1/Translations.vb:379
Do you agree with this assessment?
D5 · Coupling
1 projects, 0 dependency cycle(s), 0 unstable depended-on project(s).
Do you agree with this assessment?
D6 · Cohesion (LCOM4)
1 of 2 classes have LCOM4 above 3.
Low cohesion: Form1 (LCOM4 4)Google Drive Uploader1/Form1.vb:10
What to do
- Resolve the 1 Low cohesion finding(s) in Cohesion (LCOM4) — start with Form1.vb. — One of this dimension's main actionable groups (1 warning-level).
- Enforce Cohesion (LCOM4) in CI to reach Verified (currently Documented). — Hardens enforcement from Documented toward Verified — provenance only; does not change the score.
Do you agree with this assessment?
D8 · Code Coverage
No automated tests — the solution has no test code.
No automated tests
What to do
- Resolve the 1 No automated tests finding(s) in Code Coverage. — One of this dimension's main actionable groups (1 issue-level).
- Enforce Code Coverage in CI to reach Verified (currently Documented). — Hardens enforcement from Documented toward Verified — provenance only; does not change the score.
Do you agree with this assessment?
D9 · Test Distribution
No test projects found.
No tests found
What to do
- Resolve the 1 No tests found finding(s) in Test Distribution. — One of this dimension's main actionable groups (1 recommendation-level).
Do you agree with this assessment?
D12 · Dependency Hygiene
0 outdated, 0 vulnerable, 0 deprecated packages.
Do you agree with this assessment?
D13 · Secret Scanning
Secret scan ran and found no leaked secrets.
Do you agree with this assessment?
D15 · Churn × Complexity Hotspots
No churn × complexity hotspots in the window.
Do you agree with this assessment?
D16 · Bus Factor
No source file's living knowledge is concentrated in a single author.
Do you agree with this assessment?
D17 · Explicit Debt
5 deducted debt markers + 0 dead symbols across 3079 LoC (1.0/KLoC) → score 8.0.
EmptyCatchBlock Google Drive Uploader1/Form1.vb:940
What to do
- Resolve the 5 EmptyCatchBlock finding(s) in Explicit Debt — start with Form1.vb (4), MoveDialog.vb. — One of this dimension's main actionable groups (5 issue-level).
- Enforce Explicit Debt in CI to reach Verified (currently Documented). — Hardens enforcement from Documented toward Prevented — provenance only; does not change the score.
Do you agree with this assessment?
D18 · Solution Shape
1 projects, 0 .cs files, 3079 hand-written lines of code (3079 production / 0 test), plus 2506 generated (EF migrations / designer / snapshots, excluded from quality), 0 inter-project edges (build failed).
Shell project: Google Drive Uploader1Google Drive Uploader1/Google Drive Uploader1.vbproj
Build did not complete in the analyzer
What to do
- Resolve the 1 Shell project finding(s) in Solution Shape — start with Google Drive Uploader1.vbproj. — One of this dimension's main actionable groups (1 recommendation-level).
Do you agree with this assessment?
D19 · Documentation Quality
The single README is a thin, mostly static document with no architecture or usage guidance. It states the tool's purpose (Windows-to-Drive upload resuming on error), features (preserves Modified Date), and links to Travis/AppVeyor builds, a screenshot, help documentation at moisescardona.me, and a Changelog. The body is clipped mid-sentence by the marker '…(clipped here by the scanner for evaluation…)' so any outline or changelog sections are present but not shown; it reads like an advertisement rather than a well-structured tool doc.
XML-doc coverage: Google Drive Uploader1Google Drive Uploader1/Google Drive Uploader1.vbproj
What to do
- Improve Documentation Quality — currently 3.0/10. — The single README is a thin, mostly static document with no architecture or usage guidance. It states the tool's purpose (Windows-to-Drive upload resuming on error), features (preserves Modified Date), and links to Travis/AppVeyor builds, a screenshot, help documentation at moisescardona.me, and a Changelog. The body is clipped mid-sentence by the marker '…(clipped here by the scanner for evaluation…)' so any outline or changelog sections are present but not shown; it reads like an advertisement rather than a well-structured tool doc.
Do you agree with this assessment?
D21 · Naming Consistency
0 naming inconsistencies across 0 sampled symbols.
Do you agree with this assessment?
D26 · Project Cohesion
0 of 1 projects flagged as possibly oversized/incoherent.
Do you agree with this assessment?
D28 · Secrets (history)
gitleaks scanned the full history AND the current working tree and found no secrets.
Do you agree with this assessment?
D29 · Static Analysis (SAST)
1 finding(s): 0 critical, 1 high, 0 medium, 0 low.
High: dependabot-missing-cooldown.github/dependabot.yml:8
What to do
- Resolve the 1 High finding(s) in Static Analysis (SAST) — start with dependabot.yml. — One of this dimension's main actionable groups (1 issue-level).
Do you agree with this assessment?
D30 · Dependency Vulnerabilities
No known-vulnerable NuGet packages (direct or transitive).
Do you agree with this assessment?
D34 · Knowledge Freshness
Every significant source file has living knowledge — recently and meaningfully worked.
Do you agree with this assessment?
D35 · Change Coupling
Strongest change-coupling: Form1.vb↔Translations.vb 67%; Form1.vb↔AssemblyInfo.vb 50%; AssemblyInfo.vb↔Translations.vb 50%
Change coupling: Form1.vb ↔ Translations.vb Google Drive Uploader1/Form1.vb
What to do
- Resolve the 3 Change coupling finding(s) in Change Coupling — start with Form1.vb (2), AssemblyInfo.vb. — One of this dimension's main actionable groups (3 warning-level).
Do you agree with this assessment?
Frontend & cross-cutting dimensions
AX5 · Architecture & structure
Do you agree with this assessment?
GD1 · Unfinished & placeholder code
Do you agree with this assessment?
M1 · Documentation (README)
What to do
- Add a 'Testing' section to the root README — how to run the test suite.
- Add an 'Architecture' / 'How it works' section to the root README — the high-level shape.
- Add a README to the 1 of 1 project(s) that lack one — worth up to 2 pts.
Do you agree with this assessment?
M2 · Architecture documentation
- No Architecture Decision Records found — decisions aren't captured for future maintainers.
- No C4/PlantUML/Mermaid diagram or architecture.md — the high-level shape isn't documented.
What to do
- Start an ADR log (docs/adr/) recording significant decisions and their rationale.
- Add a C4 context/container diagram (Structurizr, PlantUML or Mermaid) or an architecture.md overview.
Do you agree with this assessment?
M3 · Folder & project structure
- Projects aren't grouped under a src/ folder — production and tooling code are mixed at the root.
- Test projects aren't grouped under a tests/ folder — the test surface isn't separable from production code at a glance.
What to do
- Group production code under src/ (or split deliberately, e.g. backend/ + frontend/) so production and tooling code aren't mixed at the root.
- Group test projects under tests/ (or test/, spec/) so the test surface is discoverable and CI can scope it.
Do you agree with this assessment?
M4 · Documentation accuracy
- README claims Windows upload but there is no Windows project or bin directory
What to do
- Reconcile the README with reality: README claims Windows upload but there is no Windows project or bin directory.
Do you agree with this assessment?
P1 · CI/CD gates
- A CI pipeline exists but no test-runner invocation (dotnet test / npm test / pytest / a test job) was found — changes may merge without the suite running.
What to do
- Run the test suite in CI via an explicit runner step (e.g. `dotnet test`) and gate merges on it.
Do you agree with this assessment?
P2 · Observability
- No ILogger/Serilog usage found — production issues will be hard to diagnose.
What to do
- Adopt ILogger (or Serilog) and log at meaningful points across the projects.
- Consider OpenTelemetry tracing/metrics and a health-check endpoint for operability.
Do you agree with this assessment?
P3 · Security & performance tooling
- No static application security testing (CodeQL / security analyzers / codehealth) detected.
What to do
- Add a SAST step (e.g. CodeQL) or a security analyzer package.
- Add gitleaks/trufflehog in CI to block PRs that introduce committed secrets.
Do you agree with this assessment?
P6 · Release Hygiene
What to do
- Stamp a version (csproj <Version>, a VERSION file, or GitVersion) or tag releases with semver so builds and releases are traceable.
Do you agree with this assessment?
X1 · Async correctness
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X3 · Exception handling
Do you agree with this assessment?
X4 · Structured logging
Do you agree with this assessment?
Reference — by lens
| Lens | Score | Rating | Impact |
|---|---|---|---|
| Code Health | 79% | Adequate — gated by D2, D18 | Capped at Fair by a Critical contributor — resolve it before relying on this lens. |
| Architecture | 84% | Strong | Solid. |
| Maturity | 38% | Weak — gated by M2, M4 | Capped at Fair by a Critical contributor — resolve it before relying on this lens. |
| Readiness | 29% | Weak — gated by D8, D9, P2, P3 | Capped at Fair by a Critical contributor — resolve it before relying on this lens. |
| Security | 95% | Exemplary | Strongest area. |
Not included — 56 check(s) not relevant to this codebase
- AC1 Text alternatives — No web markup found — accessibility is not applicable to this repository.
- AC2 Forms & labels — No web markup found — accessibility is not applicable to this repository.
- AC3 Page structure — No web markup found — accessibility is not applicable to this repository.
- AC4 Keyboard semantics — No web markup found — accessibility is not applicable to this repository.
- AC5 ARIA correctness — No web markup found — accessibility is not applicable to this repository.
- AC6 Visual & motion safety — No web markup found — accessibility is not applicable to this repository.
- AC7 A11y enforcement — No web markup found — accessibility is not applicable to this repository.
- AX1 Captive dependencies — no DI registrations detected
- AX10 Code composition — no source files detected — code composition not applicable
- AX2 Stateful singletons — no singleton implementations detected
- AX3 Project dependency cycles — no csproj graph available
- AX4 Dependency direction — no csproj graph available
- AX6 Interface segregation — no public interfaces
- AX7 Slice cohesion — not applicable — not a vertical-slice architecture
- AX8 Test isolation — no test/production split to check
- AX9 CQS / query purity — no CQRS query handlers detected — query purity is not applicable to this codebase
- C1 Data Protection — No personal data detected in the analyzed source — no PII-typed entity/column names (Email, FirstName, DateOfBirth, …), no ASP.NET Identity / user-account model, and no stored user credentials. GDPR data-protection controls are therefore N/A here. If this is intentional, record the no-PII posture in an ADR; if the app does process personal data, name those fields conventionally so this dimension activates.
- C2 Access Controls — No access-control surface detected in the analyzed source — no web/app surface to authorize (no HTTP API or web-UI project) and no authorization code at all (no [Authorize]/policies, no imperative guard methods). Access control is therefore N/A here — this is a library/CLI, which is authorized by its CALLER, not by itself. If this codebase grows request handlers, the dimension reactivates and a default-deny posture is expected then.
- C3 Audit Trail — No personal data detected in the analyzed source — no PII-typed entity/column names (Email, FirstName, DateOfBirth, …), no ASP.NET Identity / user-account model, and no stored user credentials. GDPR data-protection controls are therefore N/A here. If this is intentional, record the no-PII posture in an ADR; if the app does process personal data, name those fields conventionally so this dimension activates.
- C4 Data Retention — No personal data detected in the analyzed source — no PII-typed entity/column names (Email, FirstName, DateOfBirth, …), no ASP.NET Identity / user-account model, and no stored user credentials. GDPR data-protection controls are therefore N/A here. If this is intentional, record the no-PII posture in an ADR; if the app does process personal data, name those fields conventionally so this dimension activates.
- C5 Data-Subject Rights — No personal data detected in the analyzed source — no PII-typed entity/column names (Email, FirstName, DateOfBirth, …), no ASP.NET Identity / user-account model, and no stored user credentials. GDPR data-protection controls are therefore N/A here. If this is intentional, record the no-PII posture in an ADR; if the app does process personal data, name those fields conventionally so this dimension activates.
- D10 Test Quality — No tests in the analyzed solution to assess for quality.
- D11 Test Reliability — Test reliability not included
- D14 License Compliance — license scan produced no result — the tool ran but its JSON output could not be parsed; the offline NuGet fallback resolved nothing
- D20 ADR Quality — N/A — ADRs are expected on deployable products with a user-facing host, not consumed libraries; no ADR log is required here.
- D22 Internal API Consistency — No exposed public API
- D23 Boundary Type-Coupling — At only 3079 LoC in a single project there is no scale to justify any boundaries.
- D24 Comment Value — No inline comments to assess — comment value is not applicable here.
- D25 ADR Conformance — no ADRs to check
- D27 Navigability — symbol resolution incomplete — navigability not assessed
- D31 IaC & Container Security — No Infrastructure-as-Code or container manifests found (Dockerfile, Terraform, Kubernetes/Helm, CloudFormation); nothing to scan.
- D32 Data Compliance (PII/GDPR) — No PII/GDPR ruleset is bundled (the public p/gdpr semgrep pack was retired) — data compliance is not assessed in this scan.
- D33 JS/npm Dependency Vulnerabilities — No JS/npm manifest or lockfile found outside bin/obj (package.json, package-lock.json, yarn.lock, pnpm-lock.yaml, bun.lockb); no JS dependencies to scan.
- D36 Supply-chain Provenance & Signing — No CI/build pipeline found (.github/workflows, .gitlab-ci.yml, azure-pipelines.yml, Jenkinsfile, .circleci); there is no build to attest provenance for.
- D37 Vulnerability-disclosure Policy — No vulnerability-disclosure policy file found (SECURITY.md, .github/SECURITY.md, docs/SECURITY.md, .well-known/security.txt). A coordinated-disclosure policy may live off-repo, so this is not evidenced rather than failed.
- D38 OSV Dependency Vulnerabilities — No JS/npm lockfile found outside bin/obj (package-lock.json, yarn.lock, pnpm-lock.yaml, bun.lockb); nothing for OSV to scan.
- D39 IL Efficiency — The target did not build, so no IL was available to measure.
- D7 Architectural Integrity — no checkable ADRs and no dependency cycles — architectural integrity not assessed
- DM1 Domain Modelling — not run — 0/3 markers found
- ED1 Event-Driven — not run — 0/3 markers found
- ED5 Idempotency — no mutating command handlers or message consumers detected — idempotency check not applicable
- ES1 Event Sourcing — not run — 0/3 markers found
- IC1 Incompleteness & stubs — no C# methods found
- P12 CI test-gate honesty — no data
- P4 Deployment & Rollback — not evidenced — no deploy/rollback/approval signal in the repo; absence of evidence is not evidence of a manual release
- P5 DR & Backup — not evidenced — repo shows no backup/RTO/RPO controls; absence of evidence is not evidence of a working control
- P7 Outbound HTTP resilience — not applicable — this isn't a service/API/worker
- P8 Schema migrations — no EF Core usage detected
- P9 Domain vs controller coverage — no coverage report found on disk — run tests with `--collect:"XPlat Code Coverage"` (or in CI) to enable this cross-layer check
- PF1 Benchmark discipline — Performance is assessed only for perf-relevant repos — a packaged library, one that ships benchmarks, or one already using allocation-aware APIs. This repo isn't one, so the Performance lens is not applicable and is excluded from the score.
- PF2 Allocation hygiene — Performance is assessed only for perf-relevant repos — a packaged library, one that ships benchmarks, or one already using allocation-aware APIs. This repo isn't one, so the Performance lens is not applicable and is excluded from the score.
- PF3 Async & latency hygiene — Performance is assessed only for perf-relevant repos — a packaged library, one that ships benchmarks, or one already using allocation-aware APIs. This repo isn't one, so the Performance lens is not applicable and is excluded from the score.
- S1 Web-Security Posture — No web surface detected in the analyzed source — no HTTP API or web-UI project (no controllers/minimal-API endpoints, no Razor/Blazor views) and no web middleware (HTTPS redirection, HSTS, security headers, cookies). Transport security, security headers, secure cookies, CSRF/input-validation and middleware-order controls are therefore N/A here — this is a library/CLI/worker, not a web app. Crypto hygiene was still checked and found nothing to flag. If this codebase becomes web-facing, the dimension reactivates automatically.
- SC1 Supply-chain hygiene — no data
- X2 Cancellation propagation — no async methods found
- X5 Nullable reference types — no NRT-eligible projects
Appendix A — Findings (grouped)
Issue — 7 finding(s)
D17 · Explicit Debt
- EmptyCatchBlock Google Drive Uploader1/Form1.vb:940
- EmptyCatchBlock Google Drive Uploader1/Form1.vb:975
- EmptyCatchBlock Google Drive Uploader1/Form1.vb:1038
- EmptyCatchBlock Google Drive Uploader1/Form1.vb:1600
- EmptyCatchBlock Google Drive Uploader1/MoveDialog.vb:41
D29 · Static Analysis (SAST)
- High: dependabot-missing-cooldown .github/dependabot.yml:8
D8 · Code Coverage
- No automated tests
Warning — 31 finding(s)
D35 · Change Coupling
- Change coupling: Form1.vb ↔ Translations.vb Google Drive Uploader1/Form1.vb
- Change coupling: Form1.vb ↔ AssemblyInfo.vb Google Drive Uploader1/Form1.vb
- Change coupling: AssemblyInfo.vb ↔ Translations.vb Google Drive Uploader1/My Project/AssemblyInfo.vb
D3 · God Classes
- FileTooLong: Google Drive Uploader1/Form1.vb Google Drive Uploader1/Form1.vb:0
- FileTooLong: Google Drive Uploader1/Translations.vb Google Drive Uploader1/Translations.vb:0
D4 · Code Duplication
- Duplicated block (11 lines × 2) Google Drive Uploader1/Translations.vb:29
- Duplicated block (11 lines × 2) Google Drive Uploader1/Form1.vb:781
D4 · Code Duplication
- Duplicated block (10 lines × 2) Google Drive Uploader1/Translations.vb:58
- Duplicated block (10 lines × 2) Google Drive Uploader1/Form1.vb:1315
D1 · Cyclomatic Complexity
- Translations.MsgAndDialogLang (cyclomatic 265) Google Drive Uploader1/Translations.vb:324
D1 · Cyclomatic Complexity
- Form1.UploadFiles (cyclomatic 36) Google Drive Uploader1/Form1.vb:156
D1 · Cyclomatic Complexity
- Form1.FolderListBox_KeyDown (cyclomatic 21) Google Drive Uploader1/Form1.vb:829
D1 · Cyclomatic Complexity
- GoogleDriveClass.GetData (cyclomatic 19) Google Drive Uploader1/GoogleDriveClass.vb:81
D1 · Cyclomatic Complexity
- Form1.Form1_Load (cyclomatic 18) Google Drive Uploader1/Form1.vb:18
D1 · Cyclomatic Complexity
- Form1.FilesListBox_KeyDown (cyclomatic 18) Google Drive Uploader1/Form1.vb:1122
D2 · Cognitive Complexity
- Form1.UploadFiles (cognitive 156) Google Drive Uploader1/Form1.vb:156
D2 · Cognitive Complexity
- Translations.MsgAndDialogLang (cognitive 133) Google Drive Uploader1/Translations.vb:324
D2 · Cognitive Complexity
- GoogleDriveClass.GetData (cognitive 34) Google Drive Uploader1/GoogleDriveClass.vb:81
D2 · Cognitive Complexity
- Form1.FolderListBox_KeyDown (cognitive 34) Google Drive Uploader1/Form1.vb:829
D2 · Cognitive Complexity
- Form1.Form1_Load (cognitive 33) Google Drive Uploader1/Form1.vb:18
D2 · Cognitive Complexity
- Form1.WorkWithTrash (cognitive 31) Google Drive Uploader1/Form1.vb:774
D2 · Cognitive Complexity
- Download_URLs.Button1_Click (cognitive 30) Google Drive Uploader1/Download_URLs.vb:7
D2 · Cognitive Complexity
- Form1.FilesListBox_KeyDown (cognitive 27) Google Drive Uploader1/Form1.vb:1122
D2 · Cognitive Complexity
- Form1.UpdateBytesSent (cognitive 21) Google Drive Uploader1/Form1.vb:412
D2 · Cognitive Complexity
- Form1.DownloadFolder (cognitive 17) Google Drive Uploader1/Form1.vb:1022
D2 · Cognitive Complexity
- Form1.CheckFilesToGetRAWUrl (cognitive 17) Google Drive Uploader1/Form1.vb:1591
D3 · God Classes
- TooManyMethods: Form1 Google Drive Uploader1/Form1.vb:0
D3 · God Classes
- ClassTooLong: Translations Google Drive Uploader1/Translations.vb:0
D4 · Code Duplication
- Duplicated block (27 lines × 7) Google Drive Uploader1/Translations.vb:340
D4 · Code Duplication
- Duplicated block (26 lines × 14) Google Drive Uploader1/Translations.vb:379
D6 · Cohesion (LCOM4)
- Low cohesion: Form1 (LCOM4 4) Google Drive Uploader1/Form1.vb:10
Recommendation — 3 finding(s)
D11 · Test Reliability
- Test reliability not included
D18 · Solution Shape
- Shell project: Google Drive Uploader1 Google Drive Uploader1/Google Drive Uploader1.vbproj
D9 · Test Distribution
- No tests found
Info — 3 finding(s)
D18 · Solution Shape
- Build did not complete in the analyzer
D19 · Documentation Quality
- XML-doc coverage: Google Drive Uploader1 Google Drive Uploader1/Google Drive Uploader1.vbproj
D22 · Internal API Consistency
- No exposed public API
Appendix B — Reproduction & audit trail
| Dimension | Tool | Version | Command | Findings | Raw output |
|---|---|---|---|---|---|
| D28 · Secrets (history) | gitleaks | — | gitleaks detect --no-banner --report-format json --report-path /dev/stdout --exit-code 0 --source . | 0 | artifacts/raw/gitleaks-history.json |
| D29 · Static Analysis (SAST) | semgrep | — | semgrep --config /opt/semgrep-rules/security-audit.yml --config /opt/semgrep-rules/owasp-top-ten.yml --json --quiet --timeout 0 --metrics off . | 1 | artifacts/raw/semgrep.json |
| D30 · Dependency Vulnerabilities | dotnet | — | dotnet list "Google Drive Uploader1.sln" package --vulnerable --include-transitive --format json | 0 | artifacts/raw/dotnet-vulnerable.json |
| D31 · IaC & Container Security | trivy | — | trivy: not applicable — No Infrastructure-as-Code or container manifests found (Dockerfile, Terraform, Kubernetes/Helm, CloudFormation); nothing to scan. | 0 | — |
| D32 · Data Compliance (PII/GDPR) | semgrep | — | semgrep: not applicable — No PII/GDPR ruleset is bundled (the public p/gdpr semgrep pack was retired) — data compliance is not assessed in this scan. | 0 | — |
| D33 · JS/npm Dependency Vulnerabilities | trivy | — | trivy: not applicable — No JS/npm manifest or lockfile found outside bin/obj (package.json, package-lock.json, yarn.lock, pnpm-lock.yaml, bun.lockb); no JS dependencies to scan. | 0 | — |
| D36 · Supply-chain Provenance & Signing | provenance | — | provenance: not applicable — No CI/build pipeline found (.github/workflows, .gitlab-ci.yml, azure-pipelines.yml, Jenkinsfile, .circleci); there is no build to attest provenance for. | 0 | — |
| D37 · Vulnerability-disclosure Policy | disclosure | — | disclosure: not applicable — No vulnerability-disclosure policy file found (SECURITY.md, .github/SECURITY.md, docs/SECURITY.md, .well-known/security.txt). A coordinated-disclosure policy may live off-repo, so this is not evidenced rather than failed. | 0 | — |
| D38 · OSV Dependency Vulnerabilities | osv-scanner | — | osv-scanner: not applicable — No JS/npm lockfile found outside bin/obj (package-lock.json, yarn.lock, pnpm-lock.yaml, bun.lockb); nothing for OSV to scan. | 0 | — |