tribbloid/spookystuff

Executive summary

tribbloid/spookystuff scores 52 out of 100 and is rated Adequate, while four of its six lenses score higher still: Performance at 100 and Architecture at 90, both rated Exemplary, and Security and Compliance at 58 and Production Readiness at 55, both rated Adequate. The project hasn't declared a stable release yet, so its lenses are rated against a lower bar than a released product's, while the score itself is worked out as for any repository.

The score is lower than those four because the weakest lens counts most, and here that is Maturity, which scores 44 and is rated Adequate. Its Knowledge Freshness dimension scores 0 out of 10, and until that reaches 4, Maturity can't be rated higher than Adequate. The first actions are to resolve the 97 Orphaned file finding(s) in Knowledge Freshness and to improve Documentation Quality — currently 4.0/10, and if Maturity rose to 70, the score would rise from 52 to about 58.

Ten findings are critical: six in Secrets (history) and four in Static Analysis (SAST).

Watchdog couldn't measure 11 dimensions in this code, among them Code Coverage, Test Reliability and Dependency Hygiene, so they are left out of the score. The product code is 20,954 lines, which would take an estimated 0.2 person-years, around €31,000, to rebuild.

Code Health 52 Adequate, capped by Nullable reference types Architecture 90 ★ Exemplary Maturity 44 Adequate, capped by Knowledge Freshness and Architecture documentation Production Readiness 55 Adequate, capped by Security & performance tooling Security and Compliance 58 Adequate, capped by Static Analysis (SAST) Performance 100 ★ Exemplary

A lens is capped at Adequate while one of its dimensions scores below 4 out of 10, however well the rest of the lens does. That way a serious problem in one place always shows in the lens's rating.

How the score is built: what each lens counts for The lenses don't count equally. The weakest lens counts most, the next weakest a little less, and so on, so a weak area pulls the score down instead of being averaged away. In the bar below, each part's width shows how much that lens counts and its colour shows its rating. Improving the widest part moves the score most, and as that lens improves, it counts for less, because another lens becomes the weakest.

Maturity 44 · counts for 46%Code Health 52 · counts for 25%Production Readiness 55 · counts for 14%Security and Compliance 58 · counts for 8%Architecture 90 · counts for 4%Performance 100 · counts for 2%

If Maturity rose from 44 to 70, the lowest score rated Strong, the score would rise from 52 to about 58.

Code composition: what the lines of code are

Product code 66%Tests 34%

New since the last survey: 7 findings

These 7 critical or serious findings weren't in the previous survey, on 6 October 2026.

Cyclomatic Complexity · sizzle.matcherFromGroupMatchers::superMatcher (cyclomatic 36) REDACTED
Cyclomatic Complexity · sizzle.matcherFromGroupMatchers::superMatcher (cyclomatic 36) REDACTED
Static Analysis (SAST) · REDACTED
Static Analysis (SAST) · REDACTED
Supply-chain Provenance & Signing · REDACTED
Exception handling · Swallowed exception (empty catch) REDACTED
Exception handling · Swallowed exception (empty catch) REDACTED

Watchdog compares every finding with the previous survey's. A finding that has only moved to another line in the same file counts as the same finding, so only new findings appear here. Advisory notes from the AI model are left out, because the model words them afresh in every survey.

Fixed since the last survey: 7 findings

These 7 critical or serious findings were in the previous survey, on 6 October 2026, and are gone from this one.

Cyclomatic Complexity · sizzle.matcherFromGroupMatchers (cyclomatic 37) REDACTED
Cyclomatic Complexity · sizzle.matcherFromGroupMatchers (cyclomatic 37) REDACTED
Cyclomatic Complexity · matcherFromGroupMatchers::superMatcher (cyclomatic 36) REDACTED
Cyclomatic Complexity · matcherFromGroupMatchers::superMatcher (cyclomatic 36) REDACTED
Cognitive Complexity · sizzle.matcherFromGroupMatchers (cognitive 59) REDACTED
Cognitive Complexity · sizzle.matcherFromGroupMatchers (cognitive 59) REDACTED
Supply-chain Provenance & Signing REDACTED

Rebuild cost: about €31,000 · Estimate

Cost to rebuild	€10,000 to €51,000, for 169 to 536 hours of work, about 0.2 person-years for one engineer
Difficulty of the problem	Standard, judged from the kind of software and how it is built. Code that solves a harder problem, such as payments or medical bookings, costs more per line to write.
Quality factor	×0.7 at a score of 52. Better code takes more work to write, so the factor is ×1.0 at a score of 70, lower below it and higher above it.
Size	Medium: 20,954 lines of product code

How the estimate is made: Watchdog prices the hours a team would need to write this code again, at €60 to €95 an hour. Declarations and boilerplate are priced at a fast rate and logic at a slower one, and the logic is then multiplied by the difficulty of the problem and by the quality factor. The estimate can be about 30% off either way, and it moves most with the hourly rate and the difficulty. For this code, every line is priced as straight logic, which keeps the estimate on the low side.

Top priorities

The three actions that raise the score most for the work they take. The full ranked list is in the Roadmap.

Resolve the 97 Orphaned file finding(s) in Knowledge Freshness — start with Foundation.scala (2), package.scala (2), Layout.scala.

Raises the score by about 7 points · Medium effort · Knowledge Freshness

Improve Documentation Quality — currently 4.0/10.

Raises the score by about 6 points · Medium effort · Documentation Quality

Record your significant design decisions.

Write one short document per decision, giving its date, the situation, the decision and its consequences, and keep them together with your other design documents. A docs/adr folder with each file named by number and title is the easiest place to find them.

Raises the score by about 5 points · Medium effort · Architecture documentation

Diagnosis: what the measurements show together

Each conclusion below combines several dimensions into one point that no single dimension shows, and lists the measurements it rests on.

Where the investment is most exposed · Value at risk

This code would cost about €31,000 to build again, about 0.2 person-years of work. Its weakest lens is Maturity, at 44 (Weak). Maturity is about how well the project explains and looks after itself, which decides whether a new developer, or a new supplier, can take over. Because the weakest lens counts most in the score, work on Maturity also moves the score most.

Based on: the rebuild estimate · the Maturity grade · how much each lens counts

What to do: Start with the Maturity actions in Top priorities.

If you do one thing first · First action

Resolve the 97 Orphaned file finding(s) in Knowledge Freshness. Of all the actions in this report, it raises the score most for the work it takes: about 7 points for medium effort, because it clears the 97 Knowledge Freshness findings. The next survey will show the change in the score.

Based on: the ranked actions in Top priorities, by score gain and effort

Architecture — module dependency graph

Project dependencies, layered top-to-bottom; arrows show direction. Any dashed red edge points upward or sideways — a layering smell or cycle. A clean layered graph has none.

Architecture: which parts of the code depend on which

The code is divided into modules, groups of code that each handle one part of the product, and a module depends on another when it uses code from it. The table lists the modules both down the side and across the top, in an order where each module should only use modules listed above it. A number in a cell means the module on that row uses the module in that column, and it counts the pairs of building blocks (types) that connect them. The one thing to look for is a mark above the diagonal line. It means two or more modules use each other in a loop (a dependency cycle), so none of them can be changed, tested or released on its own.

282 modules, with 590 dependencies between them. 5 loops run through 99 of the modules, marked above the diagonal.

The table shows the 40 modules with the most connections; 242 more are left out to keep it readable.

Which modules use which. The module on each row uses the module in each column, and the number counts the pairs of types that connect them. A cell above the diagonal is part of a loop.
uses →	1 io.ResourceMetadata.EAV	2 commons.lifespan.Cleanable	3 commons.refl	4 io.URIResolver	5 parsing.FSMParserDSL	6 relay.TreeIR	7 row	8 commons.lifespan	9 dsl.DataLocality	10 graph.Layout	11 metrics	12 web.actions	13 commons.classpath.ClasspathResolver	14 linq	15 relay.io	16 dsl.PathPlanning_Simple.BreadthFirst	17 relay	18 actions.Export.DocValidation	19 commons.data	20 conf.PluginSystem	21 conf.Dir	22 graph.Visualisation	23 io	24 conf	25 conf.Core	26 graph	27 SpookyContext	28 doc	29 dsl	30 execution	31 commons	32 parsing	33 parsing.RuleOutcome	34 execution.FlatMapPlan	35 agent	36 actions	37 com.tribbloids.spookystuff
1 io.ResourceMetadata.EAV
2 commons.lifespan.Cleanable								4
3 commons.refl	2
4 io.URIResolver													1										2
5 parsing.FSMParserDSL																								1								4
6 relay.TreeIR																	9														1
7 row																												1		1						1	1
8 commons.lifespan		3
9 dsl.DataLocality							1																							1
10 graph.Layout					1																			2
11 metrics			1
12 web.actions			1																									4							5	7
13 commons.classpath.ClasspathResolver				1				1															1
14 linq												1
15 relay.io						1				1							1
16 dsl.PathPlanning_Simple.BreadthFirst		1					1							1
17 relay			1							1					1																			2
18 actions.Export.DocValidation																1												5
19 commons.data																	1																	2
20 conf.PluginSystem								1									1				3				1												1
21 conf.Dir											1									2					1												1
22 graph.Visualisation																		2								3
23 io	1							1					1						1															1	1
24 conf		2														1					2				4			2						1	4		5
25 conf.Core											1									1				1													1
26 graph						1				2												2		1										2
27 SpookyContext																		1		1	2				1												1
28 doc	1		2																				2			1	1							1		1	1
29 dsl							6		1							2												1		1			1		1		1
30 execution		1					8		1																				1				1				1
31 commons	1							1																						1
32 parsing					2																			1		1					2
33 parsing.RuleOutcome																																2
34 execution.FlatMapPlan																																	1
35 agent		1						3															1									1		1		1	1
36 actions	1		1														1											8			1				9		2
37 com.tribbloids.spookystuff																								1					1		1					2
38 caching	1			1																								3		1			1			2	3
39 conf.Python											2									1	3			2	1										2		1
40 web.conf.Web											1									1	3			1	1												1

Uses a module listed above itPart of a loopThe module itself

At a glance — Code Health · 52% · Adequate · gated by X5 ·

The Good

D3 · Scala God Classes 9.6 D4 · Scala Code Duplication 9.9 D17 · Scala Explicit Debt 7.5 GD1 · Repo Unfinished & placeholder code 9.9 IC1 · Repo Incompleteness & stubs 7.6 X1 · Repo Async correctness 10.0 X12 · Repo Unreachable branch 10.0 X13 · Repo Undrained process stream 10.0 X16 · Repo Unfloored truncation loop 10.0 X18 · Repo Disposal-pattern correctness 10.0 X19 · Repo Unrestored process-global state 10.0 X20 · Repo Mistyped argument guard 10.0 X21 · Repo Side-effecting pattern guard 10.0 X22 · Repo Contradicted release guard 10.0 X23 · Repo Unguarded diagnostic materialisation 10.0 X25 · Repo Inert configuration knob 10.0 X26 · Repo Unsynchronised callback handoff 10.0 X27 · Repo Collection changed while being enumerated 10.0 X28 · Repo Index access outside its own emptiness guard 10.0 X29 · Repo Per-element action decided by a fixed element 10.0 X30 · Repo Support guard that admits what it rejects 10.0

The Bad

D1 · Scala Cyclomatic Complexity 6.0 D2 · Scala Cognitive Complexity 5.7 X3 · Repo Exception handling 5.7

The Ugly

X4 · Repo Structured logging 4.6 X5 · Repo Nullable reference types 2.0

At a glance — Architecture · 90% · Exemplary ·

The Good

D5 · Scala Coupling 10.0 D6 · Scala Cohesion (LCOM4) 10.0 D35 · Scala Change Coupling 10.0 AX10 · Repo Code composition 8.3 AX3 · Repo Project dependency cycles 10.0 AX4 · Repo Dependency direction 10.0 AX6 · Repo Interface segregation 10.0

The Ugly

D26 · Scala Project Cohesion 4.3

At a glance — Maturity · 44% · Adequate · gated by D34, M2 ·

The Good

D15 · Scala Churn × Complexity Hotspots 10.0 D21 · Scala Naming Consistency 10.0 M3 · Repo Folder & project structure 10.0 M4 · Repo Documentation accuracy 10.0

The Ugly

D19 · Scala Documentation Quality 4.0 D34 · Scala Knowledge Freshness 0.0 M1 · Repo Documentation (README) 4.0 M2 · Repo Architecture documentation 2.0

At a glance — Readiness · 55% · Adequate · gated by P3 ·

The Good

D9 · Scala Test Distribution 10.0 D13 · Scala REDACTED Scanning 10.0 D14 · Scala License Compliance 10.0 P1 · Repo CI/CD gates 10.0

The Bad

P6 · Repo Release Hygiene 5.0

The Ugly

P3 · Repo Security & performance tooling 0.0

At a glance — Security · 58% · Adequate · gated by D29 ·

The Good

D44 · Scala Platform End-of-Life 10.0 X14 · Repo Bypassable address classification 10.0 X15 · Repo Unvalidated length from an untrusted reader 10.0

The Ugly

D28 · Scala Secrets (history) 4.0 D29 · Scala Static Analysis (SAST) 3.5 X17 · Repo Uncapped recursion over a caller-supplied document 2.7 X24 · Repo Document value interpolated into markup unescaped 2.7

At a glance — Performance · 100% · Exemplary ·

The Good

PF3 · Repo Async & latency hygiene 10.0

Security & Compliance — OWASP Top-10 mapping

Findings mapped to OWASP categories; the specific CVEs/secrets are in the Security dimension cards below and findings.md (redacted only on the public version of this report).

OWASP category	Findings	Severity
A05:2025 — Injection	39	High / Critical
A07:2025 — Authentication Failures	7	High / Critical

Roadmap

Begin by resolving the 97 orphaned files in Knowledge Freshness, prioritizing Foundation.scala, package.scala, and Layout.scala, and clearing the 283 explicit debt comments in SpookyContext.scala, package.scala, and DataView.scala. Simultaneously, expand the root README to include a project map, architecture overview, and getting-started instructions to replace the current unstructured content. Finally, establish a docs/adr folder to record significant design decisions with their dates, contexts, and consequences.

Ranked by impact ÷ effort. "Helps" is the estimated gain on the 0–100 health score.

Do this	Helps	Effort	Dimension
Resolve the 97 Orphaned file finding(s) in Knowledge Freshness — start with Foundation.scala (2), package.scala (2), Layout.scala.	+7.5 pts	Medium	Knowledge Freshness
Improve Documentation Quality — currently 4.0/10.	+6.1 pts	Medium	Documentation Quality
Record your significant design decisions. Write one short document per decision, giving its date, the situation, the decision and its consequences, and keep them together with your other design documents. A docs/adr folder with each file named by number and title is the easiest place to find them.	+5.3 pts	Medium	Architecture documentation
Expand the README with getting-started, architecture overview and a project map.	+4.7 pts	Medium	Documentation (README)
Resolve the 6 REDACTED finding(s) in Secrets (history) — start with REDACTED (4), REDACTED, REDACTED.	+1.3 pts	Low	Secrets (history)
Add a SAST step to CI running what this repository's stack ships: scalafix or scapegoat — or `semgrep --config=auto`, which runs on any language — so a security regression fails the build instead of landing.	+2.4 pts	Medium	Security & performance tooling
On Scala 3, add `-Yexplicit-nulls` to `scalacOptions` so `String` and `String \| Null` mean different things, and type each Java API's result as nullable where it can return null; on Scala 2 (or as a first step), enable WartRemover's `Null` wart (`wartremoverErrors += Wart.Null`) or Scalafix's `DisableSyntax.noNulls = true` so the code holds absence in `Option`. Then pay the assertions down rather than adding to them: each `.nn` is a null the compiler could not rule out — wrap the Java value in `Option(…)` at the boundary, pattern-match on `null` once there, or change the API so the null cannot arrive; an `unsafeNulls` import switches the checking off for everything after it.	+1.9 pts	Medium	Nullable reference types
Resolve the 283 TodoComment finding(s) in Explicit Debt — start with SpookyContext.scala (6), package.scala (6), DataView.scala (6).	+2.7 pts	High	Explicit Debt

File quality

Per-file score 0–10 — a quality signature. Of 198 files carrying findings, judged against the Preview bar: 1% slop · 20% mixed · 79% near-clean.

File	Score	Band	Worst signal
REDACTED	2.0	Slop	Static Analysis (SAST): High: REDACTED
REDACTED	4.8	Mixed	Secrets (history): REDACTED: REDACTED
REDACTED	4.9	Mixed	Static Analysis (SAST): Medium: REDACTED
REDACTED	4.9	Mixed	Static Analysis (SAST): Medium: REDACTED
module/commons/src/main/scala/com/tribbloids/spookystuff/relay/xml/Xml.scala	6.0	Mixed	Explicit Debt: TodoComment
module/core/src/main/scala/com/tribbloids/spookystuff/actions/Trace.scala	6.0	Mixed	Explicit Debt: TodoComment
module/web/src/main/scala/com/tribbloids/spookystuff/web/agent/WebDriverDeployment.scala	6.0	Mixed	Explicit Debt: TodoComment
REDACTED	6.4	Mixed	Static Analysis (SAST): Medium: REDACTED
REDACTED	6.4	Mixed	Static Analysis (SAST): Medium: REDACTED
module/core/src/main/scala/com/tribbloids/spookystuff/SpookyContext.scala	6.5	Mixed	Explicit Debt: TodoComment
module/core/src/main/scala/com/tribbloids/spookystuff/dsl/DataView.scala	6.5	Mixed	Explicit Debt: TodoComment
module/core/src/main/scala/com/tribbloids/spookystuff/execution/TemporaryRefs.scala	6.5	Mixed	Explicit Debt: TodoComment
module/core/src/main/scala/com/tribbloids/spookystuff/utils/SpookyUtils.scala	6.5	Mixed	Explicit Debt: TodoComment
module/commons/src/main/scala/com/tribbloids/spookystuff/commons/refl/TypeMagnet.scala	6.6	Mixed	Explicit Debt: TodoComment
module/commons/src/test/scala/com/tribbloids/spookystuff/commons/refl/TypeMagnetSuite.scala	6.6	Mixed	Explicit Debt: TodoComment
module/core/src/main/java/com/tribbloids/spookystuff/driver/PythonProcess.java	6.6	Mixed	Explicit Debt: TodoComment
module/core/src/main/scala/com/tribbloids/spookystuff/doc/Doc.scala	6.6	Mixed	Explicit Debt: TodoComment
module/core/src/main/scala/com/tribbloids/spookystuff/execution/ExploreRunner.scala	6.6	Mixed	Explicit Debt: TodoComment
module/core/src/main/scala/com/tribbloids/spookystuff/execution/ExplorePlan.scala	6.6	Mixed	Explicit Debt: TodoComment
module/core/src/main/scala/com/tribbloids/spookystuff/row/Data.scala	6.6	Mixed	Explicit Debt: TodoComment

How the grades work

Every finding carries one of four grades. Three say how serious it is. The fourth says this survey could not settle it — and it is a grade, not a gap.

Critical — 10

A definite problem that already costs you something and drags the score down: a missing authorisation check, a dependency with a known exploit, a build that does not reproduce. Failure here tends to cause failures elsewhere.

Serious — 364

Likely wrong, but not failing yet. It degrades the codebase over a longer horizon and can cause failures elsewhere — not urgent this week, not something to carry for two years either.

Minor — 192

Recorded, with no effect on how the codebase functions. Present so the survey is complete, not because it needs doing.

Could not be resolved — 13

Something this survey could not settle from the outside, and which could be critical or serious. Either a control was required and no positive evidence of it exists in the repository — a backup job that nothing shows was ever restored from proves nothing about restores — or our own analysis could not run over that part of the tree. This is not a clean result. These are excluded from the score rather than awarded a pass, so the number on the cover neither rewards nor penalises them: if you act on this survey without resolving them, you carry that risk yourself. Each one is named under Limitations.

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. 52 of 56 evaluated dimensions are computed purely by tools and static analysis (confidence 1.0); 4 documentation/naming judgement(s) are LLM-assisted and labelled advisory. Overall confidence is 0.8 — 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.

Every figure here is one of three kinds, and we label which: ✓ Measured — a deterministic fact (LoC, complexity, coverage); ~ Modeled — an estimate from a stated model (cost, effort, value-at-risk), always a range with its assumptions, never a precise fact; ◐ Advisory — an LLM prose judgement. We never present a modelled estimate as if it were measured. Perfect or absent scores carry their provenance too (ADR-0011): ✓ Tool-verified means the property itself was measured across the surface; ○ Nothing flagged means the probes came back clean — a claim bounded by what a repository can show; ⊘ Not evidenced means a working control (a tested restore, an automated rollback) showed no positive evidence — absence of evidence is not evidence of a control, so it's excluded from the score rather than awarded a spurious 10; ◐ Sampled · advisory marks an LLM verdict over a bounded sample — advisory, never a deterministic measurement.

What we checked — 56 dimensions across the health lenses

D1D2D3D4D5D6D9D13D14D15D17D19D21D26D28D29D34D35D44AX10AX3AX4AX6GD1IC1M1M2M3M4P1P3P6PF3X1X12X13X14X15X16X17X18X19X20X21X22X23X24X25X26X27X28X29X3X30X4X5

Each chip is a dimension scored from real signals across architecture, testing, dependencies, security & compliance, documentation, git-history and code quality — in one coherent pass. A surface report typically covers a handful.

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, 555 of 566 do; the remainder are repo-wide signals — a dimension-level measurement, not a single line. (Every path in this report is repo-relative by construction: paths are normalized at the producer and the report is rejected if any rooted path leaks through.)
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.

This report answers yes to all three. That's the bar to hold any assessment to.

Tools & methods

The actual versions used this run (captured at analysis time) — re-run on the same commit for the identical score.

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
Watchdog duplication detector (in-process)	Code duplication	1.0.0	✓ deterministic
Coverage (coverlet / dotnet-coverage)	Line & branch coverage	10.0.400	✓ deterministic
NuGet / dotnet	Outdated, vulnerable & deprecated dependencies	10.0.400	✓ deterministic
git / LibGit2Sharp	Churn hotspots, knowledge concentration, history	2.43.0 · 0.31.0	✓ deterministic
gitleaks · semgrep · trivy	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

Every finding is locatable in findings.md. Run 01a15ead-7ec1-75d4-a7c9-dc8b893e0937.

The exact command behind every deep-scan dimension — tool, version, invocation and retained raw output — is in Appendix B — Reproduction & audit trail.

Run transparency — what happened this run

What ran differently this time — a tool absent, degraded, or that fell back to an estimate. Named openly, not folded silently into the scores. A degraded run also records its exact cause in diagnostics.md.

D8 Code Coverage — not measured this run — Watchdog could not measure this here. That is a gap on our side — a collector, parser or image we have not built yet — and it is neither a defect in this repository nor evidence that the check would have passed. Coverage NOT MEASURED: test source is present (.scala) but the built-in coverage collector has no runner for this repository's ecosystem — so this suite was never executed by it. Not scored — this is a gap in the analyzer's language coverage, not a defect in the repo. To have real coverage read, produce a coverage report in a standard format (`addSbtPlugin("org.scoverage" % "sbt-scoverage" % "<version>")` in `project/plugins.sbt`, then `sbt clean coverage test coverageReport`) and commit it — a hosted scan measures a clone of the repository, so a report that exists only in a working tree, a CI runner's or your own, never reaches it; the artefact is commonly gitignored, so `git add -f` that one file (or un-ignore its path) and commit it alongside the code it measures. You can widen what we reach: optional: produce a coverage report in a standard format (`addSbtPlugin("org.scoverage" % "sbt-scoverage" % "<version>")` in `project/plugins.sbt`, then `sbt clean coverage test coverageReport`) and commit it — a hosted scan measures a clone of the repository, so a report that exists only in a working tree, a CI runner's or your own, never reaches it; the artefact is commonly gitignored, so `git add -f` that one file (or un-ignore its path) and commit it alongside the code it measures — then the real number is read on the next scan.
D11 Test Reliability — not measured this run — Watchdog could not measure this here. That is a gap on our side — a collector, parser or image we have not built yet — and it is neither a defect in this repository nor evidence that the check would have passed. Test source is present (.scala) but the built-in reliability runner does not support this repository's ecosystem, so flakiness couldn't be assessed. Not scored — this is a gap in the analyzer's language coverage, not a finding about this repository.
D12 Dependency Hygiene — not measured this run — Watchdog could not measure this here. That is a gap on our side — a collector, parser or image we have not built yet — and it is neither a defect in this repository nor evidence that the check would have passed. Not scored — 17 Maven/Gradle manifest(s) were read, stating a version for 21 dependency(ies) and leaving 5 to a parent or an imported BOM, but no build resolved the dependency graph, so the outdated signal was not established. NOT a finding that these dependencies are current or healthy.
D16 Bus Factor — not measured this run — This is a true statement about the repository that carries nothing for its owner to act on, so it is reported here rather than as a defect in their code. Single-maintainer repository — bus factor is not applicable (8 contributor(s) across 1888 commit(s) sampled, automation and bot accounts excluded). One of them holds 98% of the history; the other 7 hold 0.3% each on average, below the 5% at which there is somebody to hand the work to. That is a single maintainer with drive-by contributors, not a team whose knowledge has concentrated — so the bus factor is not applicable and there is nothing here for the owner to act on.
D20 ADR Quality — not measured this run — Watchdog could not measure this here. That is a gap on our side — a collector, parser or image we have not built yet — and it is neither a defect in this repository nor evidence that the check would have passed. The ADR expectation is gated on whether a repository ships a deployable product. Our repo-kind classifier reads .NET project files and the host and package markers of the other ecosystems it knows (a Go `package main`, a Cargo binary, a package.json `bin`, `start` script or application dev server such as Vite or Next, Python console scripts or a Django/WSGI entry point, a Spring Boot / WAR / Gradle application build, a Rack or Rails app, a Composer project, an OTP release or escript, a Dockerfile, a Procfile, a Platform.sh `.platform/routes.yaml`, and the corresponding published-package manifests, including an OTP `*.app.src`, a Drupal module's `*.info` and a Claude Code `.claude-plugin/plugin.json`), and found none here, so we could not tell what kind of repository this is and did not assess its ADR log. This is a gap in our analyzer, not a finding about this repository.
D22 Internal API Consistency — not measured this run — Watchdog could not measure this here. That is a gap on our side — a collector, parser or image we have not built yet — and it is neither a defect in this repository nor evidence that the check would have passed. D22 identifies the intentionally-exposed surface from `IsPackable` and `.Contracts` project names, MSBuild conventions read off the loaded project set. This target exposed no such projects, so the probe never ran; this says nothing about whether the repository has a public API. This repository commits no C#/VB source at all, so there was never an MSBuild project set to read these conventions off. That is OUR side and it is an ADMISSION gap, not an environment fault: no published-package marker D22 reads admitted any project here. D22 DOES collect the public API of every language in this tree, and admits a project only when its manifest makes that ecosystem's publication act in a form the marker recognises — so what is missing is not a collector but an admission rule for the publication act this repository makes, if it makes one. The remedy is a better discriminator for that marker — not a collector, and no change to the scan image can close it. The marker's rules are measured to refuse applications, so one refused repository is the rule working as calibrated; several are the evidence that it is too strict. For npm the surface is what a published package.json's entry points (exports, main, module, types) export, followed through the source; an entry that names build output the tree does not commit (dist/, build/) is not followed back to source, because only a tsconfig outDir/rootDir pair states that mapping and a bundler's input lives in executable configuration this engine does not evaluate.
D27 Navigability — not measured this run — Watchdog could not measure this here. That is a gap on our side — a collector, parser or image we have not built yet — and it is neither a defect in this repository nor evidence that the check would have passed. Navigability is taken over call sites whose callee resolved. For C# that population includes calls into referenced assemblies; for this language only calls declared inside the repository count, so the abstention threshold reads the repository's use of its standard library as a resolution failure. That is a limit of this analyzer, not a build problem in this repository.
D32 Data Compliance (PII/GDPR) — not measured this run — Watchdog could not measure this here. That is a gap on our side — a collector, parser or image we have not built yet — and it is neither a defect in this repository nor evidence that the check would have passed. `module/commons/src/main/scala/com/tribbloids/spookystuff/commons/lifespan/SparkTypes.scala`, `module/commons/src/main/scala/com/tribbloids/spookystuff/relay/Relay.scala`, `module/core/src/main/scala/com/tribbloids/spookystuff/conf/PluginRegistry.scala`, `module/core/src/main/scala/com/tribbloids/spookystuff/doc/Content.scala` produced a parse error, so every rule in this engine's `gdpr.yml` was absent there. That absence is NOT a clean result: these rules detect personal data crossing a boundary into a log sink, a URL or browser storage, and a file that was never parsed cannot report any of the three. The rest of the tree analysed normally and its rows above stand; only these files are unaccounted for. You can widen what we reach: fix the syntax error (or exclude the file deliberately) and re-scan to cover it.
AXB1 Runtime evidence locked — no reproducible boot — not measured this run — Watchdog could not measure this here. That is a gap on our side — a collector, parser or image we have not built yet — and it is neither a defect in this repository nor evidence that the check would have passed. Subject: 2 markup document(s) — HTML, Razor, JSX, Vue, Svelte or server templates. The Runtime Evidence tier boots an app only via docker-compose, an Aspire AppHost, a Dockerfile, an npm dev script, a web service's own toolchain entry point (cargo, go, dotnet, Python, Spring Boot), or an Android app's own Gradle wrapper (run on an emulator); an Apple or Flutter app needs a host it lacks. None applied, so no live runtime a11y/egress/header evidence was collected. You can widen what we reach: add a docker-compose.yml (or an Aspire AppHost) that brings the app up with its dependencies. Watchdog then boots it in an isolated sandbox and gathers real runtime evidence — you change nothing in your pipeline (no CI step, no SDK).
C1 Data Protection — not measured this run — Watchdog could not measure this here. That is a gap on our side — a collector, parser or image we have not built yet — and it is neither a defect in this repository nor evidence that the check would have passed. These personal data controls are read from declarative annotations, request middleware, entity/column names and guard methods in a C# source model, and none was loaded on this run, so there was nothing to gather. That is a gap in this analyzer's language reach — not a finding that the repository lacks personal data controls.
C2 Access Controls — not measured this run — Watchdog could not measure this here. That is a gap on our side — a collector, parser or image we have not built yet — and it is neither a defect in this repository nor evidence that the check would have passed. These authorization controls are read from declarative annotations, request middleware, entity/column names and guard methods in a C# source model, and none was loaded on this run, so there was nothing to gather. That is a gap in this analyzer's language reach — not a finding that the repository lacks authorization controls.

Repo exclusion declarations (.gitattributes linguist-generated/vendored, .editorconfig generated_code): none declared — every source file was scored.

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

For each dimension that was measured, what a static, repo-only scan structurally cannot see — the honest edge of the measurement, not a failure of it.

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 — an in-process token-stream comparison over sliding windows, with type-aware normalization — so it finds copy-paste, not semantic duplication expressed differently. Committed machine-written code (scaffolded migrations, designer/codegen output, protobuf/OpenAPI stubs, model snapshots) is EXCLUDED — its repetition is the tool's, not the team's — so the score reflects hand-written duplication only.
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.
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.
D13 REDACTED Scanning: REDACTED 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").
D14 License Compliance: License compatibility is checked against declared package metadata and a policy — mislabelled or missing license metadata, and obligations that depend on how you distribute, are not resolved here.
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.
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 (scaffolded migrations, designer/codegen output, generated stubs) is excluded — it is never the team's dead code to delete.
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. Its critique rows are drawn from a closed category vocabulary and each row means the same thing in every run, so two scans can be compared row by row; the SET that fires is still a sample, and does not repeat exactly. Measured on one frozen input, six scans at one engine SHA: 2-5 critique rows per scan, 8 distinct rows across the six, 3 of those 8 seen in only one scan. So a D19 row is evidence about the documentation, but a COUNT of D19 rows is not a quantity — never read a change in it as an improvement or a regression.
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").
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.
D44 Platform End-of-Life: The support table is FROZEN, so it goes out of date by losing RECALL: a release that ended support after the table was written is missed until the table is refreshed, and this dimension reading 10 is not evidence that a platform is current. Only platforms the repository DECLARES in a place this pass reads are seen — a runtime named only in a Dockerfile (D31's subject), in a CI workflow (D29's), or in a file this pass does not parse (go.mod, a Gemfile ruby directive) is invisible here, which is why a repository declaring none of them abstains rather than scoring. Only frameworks with a PUBLISHED support policy are tracked: React, Flask and Express publish none, so their age cannot be judged and their absence from a report is not a statement that they are supported.
AX10 Code composition: Role is inferred from namespace/folder convention, not semantics — a domain concept living in a folder named "Services" reads as application, and the split is lines-of-code, not business value. The business-logic-share score is a SOFT, FLOORED signal: it contributes to the Architecture lens but is floored at the Critical gate, so an infrastructure-heavy design (a gateway, an ETL, a driver) is legitimately low without being nuked to zero.
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

LLM-set scores this run (4): D19, D21, D26, M4 (model: Local LLM). For these, a model reads a bounded sample and sets the numeric score; each names its own sample and method on its card. They are sampled and advisory by design: they vary at the margins between runs and are never a deterministic measurement. Every other score in this report is tool-computed at confidence 1.0.

Dimensions

D1 · Cyclomatic Complexity6.0 / 10Adequate✓ Tool-verified

What it measures: How tangled the control flow is — methods with many branches are hard to test and change.

Method: Cyclomatic complexity per method (1 + decision points), computed exhaustively across production source; test projects separated by convention. Deterministic.

Maturity: Documented → Verified → Prevented · effective 6.0 / 10 · rule-coverage 100% · ceiling Prevented

30 method(s) exceeded the cyclomatic complexity threshold of 15; the worst was setDocument at 97.

CHILD (cyclomatic 51) · ×2REDACTED:1393

sizzle.matcherFromGroupMatchers::superMatcher (cyclomatic 36) · ×2REDACTED:1851

sizzle.setMatcher (cyclomatic 32) · ×2REDACTED:1697

sizzle.matcherFromTokens (cyclomatic 18) · ×2REDACTED:1790

tokenize (cyclomatic 16) · ×2REDACTED:1794

+ 10 more group(s) — more in Appendix A; the complete list is findings.md.

What to do

Bring the 2 bodies over 60 down to 60 or less in Cyclomatic Complexity — start with setDocument (cyclomatic 97), setDocument (cyclomatic 85). — This score is capped by its worst body, so a finding fixed alone moves it by almost nothing — the next one down takes its place. Refactoring these 2 together lifts Cyclomatic Complexity from 6.0 to about 6.5/10, projected with the scoring formula itself and assuming each lands exactly at 60; a cleaner split scores higher.
Enforce Cyclomatic Complexity in CI to reach Verified (currently Documented). — Hardens enforcement from Documented toward Prevented — provenance only; does not change the score.

Detailed fixes: d1_recommendation.md · top locations in Appendix A, every location in findings.md.

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D2 · Cognitive Complexity5.7 / 10Adequate✓ Tool-verified

What it measures: How hard the code is for a person to follow, beyond raw branching.

Method: Cognitive complexity per method (Sonar-style nesting-penalized score), computed exhaustively over production code, excluding test projects. Deterministic.

Maturity: Documented → Verified → Prevented · effective 5.7 / 10 · rule-coverage 100% · ceiling Prevented

30 method(s) exceeded the cognitive complexity threshold of 15; the worst was setDocument at 130.

CHILD (cognitive 93) · ×2REDACTED:1393

matcherFromGroupMatchers::superMatcher (cognitive 59) · ×2REDACTED:2151

setMatcher (cognitive 56) · ×2REDACTED:1985

select (cognitive 39) · ×2REDACTED:2316

matcherFromTokens (cognitive 30) · ×2REDACTED:2085

+ 9 more group(s) — more in Appendix A; the complete list is findings.md.

What to do

Bring the 30 bodies over 15 down to 15 or less in Cognitive Complexity — start with setDocument (cognitive 130), setDocument (cognitive 104), Sizzle (cognitive 97). — This score is capped by its worst body, so a finding fixed alone moves it by almost nothing — the next one down takes its place. Refactoring these 30 together lifts Cognitive Complexity from 5.7 to about 10.0/10, projected with the scoring formula itself and assuming each lands exactly at 15.
Enforce Cognitive Complexity in CI to reach Verified (currently Documented). — Hardens enforcement from Documented toward Prevented — provenance only; does not change the score.

Detailed fixes: d2_recommendation.md · top locations in Appendix A, every location in findings.md.

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D3 · God Classes9.6 / 10Stronggated by 2 serious findings✓ Tool-verified

What it measures: Over-large classes that try to do too much ("god classes").

Method: God-class detection by line and method-count thresholds per logical type (partial classes unified), filtered for generated code and registration/contract false positives. Deterministic.

Maturity: Documented → Verified → Prevented · effective 9.6 / 10 · rule-coverage 100% · ceiling Prevented

2 over-large unit(s) detected — types, modules or files that carry too much.

FileTooLong: REDACTED · ×2REDACTED

What to do

Resolve the 2 FileTooLong finding(s) in God Classes — start with REDACTED (2). — One of this dimension's main actionable groups (2 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.

Detailed fixes: d3_recommendation.md · top locations in Appendix A, every location in findings.md.

Do you agree with this assessment?

D4 · Code Duplication9.9 / 10Stronggated by 4 serious findings✓ Tool-verified

What it measures: Copy-pasted code that should be shared instead.

Method: Code duplication via token-stream sliding windows with type-aware normalization (locals masked, type names preserved), density-scored per KLoC of production code. Deterministic.

Maturity: Documented → Verified → Prevented · effective 9.9 / 10 · rule-coverage 100% · ceiling Verified

4 duplicated block group(s) detected.

Duplicated block (10 lines × 2) · ×2REDACTED:14

Duplicated block (18–19 lines × 2)module/web/src/main/scala/com/tribbloids/spookystuff/web/agent/WebDriverDeployment.scala:104

Duplicated block (13 lines × 2)module/core/src/main/scala/com/tribbloids/spookystuff/actions/Export.scala:77

What to do

Resolve the 2 Duplicated block (10 lines × 2) finding(s) in Code Duplication — start with REDACTED, REDACTED. — One of this dimension's main actionable groups (2 warning-level).
Resolve the 1 Duplicated block (18–19 lines × 2) finding(s) in Code Duplication — start with WebDriverDeployment.scala. — One of this dimension's main actionable groups (1 warning-level).
Resolve the 1 Duplicated block (13 lines × 2) finding(s) in Code Duplication — start with Export.scala. — One of this dimension's main actionable groups (1 warning-level).
Enforce Code Duplication in CI to reach Verified (currently Documented). — Hardens enforcement from Documented toward Verified — provenance only; does not change the score.

Detailed fixes: d4_recommendation.md · top locations in Appendix A, every location in findings.md.

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D5 · Coupling10.0 / 10Exemplary✓ Tool-verified

What it measures: Whether volatile projects sit underneath others that depend on them (so their churn ripples upward), and whether project dependencies form cycles. A widely-depended-on but stable shared/kernel project is healthy, not penalised.

Method: Dependency cycles via elementary-DFS over real .csproj references, plus Martin instability (afferent/efferent) per project. Exhaustive over the reference graph, deterministic.

Coverage: Exhaustive · type-level: afferent/efferent coupling + cycles computed over every production type — the population is all types, not a name convention.

Maturity: Documented → Verified → Prevented · effective 10.0 / 10 · rule-coverage 100% · ceiling Prevented

15 production modules (Gradle), 0 dependency cycle(s), 0 unstable depended-on module(s). Read from the build's own module declarations; edges a convention plugin adds from buildSrc or build-logic are not visible there; 1 module(s) off the main sequence, with abstractness counted on 7 of the 15 (the rest declare no modelled class or interface, export only macros, declare types in source no model reads, or have no source directory of their own).

Off the main sequence: :module:commons

✓ On the Gold path — maintain.

Detailed fixes: d5_recommendation.md · top locations in Appendix A, every location in findings.md.

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D6 · Cohesion (LCOM4)10.0 / 10Exemplary✓ Tool-verified

What it measures: Whether a class's methods are focused on a single responsibility.

Method: LCOM4 cohesion per production class with at least two methods: connected components of methods sharing state or calls, computed syntactically. Deterministic, not a proxy.

Coverage: Exhaustive · type-level: LCOM4 cohesion computed over every production class — the population is all types, not a name convention.

Maturity: Documented → Verified → Prevented · effective 10.0 / 10 · rule-coverage 100% · ceiling Verified

0 of 28 classes have LCOM4 above 3.

✓ On the Gold path — maintain.

Detailed fixes: d6_recommendation.md.

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D9 · Test Distribution10.0 / 10Exemplary✓ Tool-verified

What it measures: Whether the test suite has a healthy mix of unit / integration / end-to-end tests.

Method: Test projects classified (Unit/Integration/BDD/E2E) from compiled metadata; test methods counted exhaustively across projects with placement-agnostic disk fallback. Deterministic.

Maturity: Documented → Verified → Prevented · effective 10.0 / 10 · rule-coverage 100% · ceiling Documented

357 test methods: 356 unit, 1 integration, 0 BDD, 0 e2e. The Scala suite contributes 357 test case(s) across 80 file(s) in a test source set declaring at least one — every `test("…")`, `it("…")`, `property("…")` and `"…" in {…}` registration and every JUnit `@Test`, which is how munit, ScalaTest, utest, ZIO Test and specs2 declare a case; a case registered under a computed name is not counted, so this is a floor. Its tier split is INFERRED from paths and file names, except sbt's src/it source set, which the build declares.

✓ On the Gold path — maintain.

Detailed fixes: d9_recommendation.md.

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D13 · REDACTED Scanning10.0 / 10Exemplary○ Nothing flagged

What it measures: Whether any secrets (keys, tokens, passwords) have leaked into the code.

Method: In-process native secret scanner (entropy plus signature patterns) across all tracked files; no external tool. A clean result is a measured 10, not no-data zero. Deterministic.

Maturity: Documented → Verified → Prevented · effective 10.0 / 10 · rule-coverage 100% · ceiling Prevented

REDACTED scan ran and found no leaked secrets.

✓ On the Gold path — maintain.

Detailed fixes: d13_recommendation.md.

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D14 · License Compliance10.0 / 10Exemplary○ Nothing flagged

What it measures: Whether the licenses of third-party packages are compatible with your policy.

Method: Third-party package licenses resolved from declared package metadata and checked against the configured policy (allow/deny/copyleft). Deterministic; clean = no incompatible license found at metadata depth.

Maturity: Documented → Verified → Prevented · effective 10.0 / 10 · rule-coverage 100% · ceiling Verified

0 of 21 declared JVM dependency artifact(s) use a banned license. Licences were resolved from the POMs Maven Central publishes, over the coordinates this repository's 17 Maven/Gradle manifest(s) declare with a version resolvable from the manifest itself — the same declaration-site closure this analysis reads for dependency currency. The JVM has no lockfile a checkout is guaranteed to carry, so this is deliberately NOT the transitive closure. 5 further coordinate(s) are declared with no version at the declaration site — inherited from a parent POM, a BOM or an unresolved Gradle version reference — and are NOT graded: this verdict covers what the checkout pins, not the full transitive graph.

✓ On the Gold path — maintain.

Detailed fixes: d14_recommendation.md.

Do you agree with this assessment?

D15 · Churn × Complexity Hotspots10.0 / 10Exemplary✓ Tool-verified

What it measures: Files that change often and are also complex — the riskiest hotspots.

Method: Per production file churn times cyclomatic complexity over a rolling window, computed from git and Roslyn/JS/Razor analysis. Exhaustive, deterministic per commit date.

Maturity: Documented → Verified → Prevented · effective 10.0 / 10 · rule-coverage 100% · ceiling Documented

No churn × complexity hotspots in the window.

✓ On the Gold path — maintain.

Detailed fixes: d15_recommendation.md.

Do you agree with this assessment?

D17 · Explicit Debt7.5 / 10Strong✓ Tool-verified

What it measures: Acknowledged debt left in the code — TODOs, dead code, suppressed warnings.

Method: Roslyn syntactic debt markers (suppressions/TODO/FIXME/HACK/empty-catch/commented-code/Obsolete) plus SymbolFinder dead-code analysis; weighted-debt-per-KLoC density deducted 2.0x per unit. Deterministic, exhaustive.

Maturity: Documented → Verified → Prevented · effective 7.5 / 10 · rule-coverage 100% · ceiling Prevented

283 deducted task-comment markers across 20954 LoC (1.2/KLoC) → score 7.5. Task comments only: this repository's language is read without a compiler, so D17's suppression, dead-code and commented-out-code arms did not run and this score counts fewer marker kinds than a .NET repository's would.

TodoComment · ×283module/assembly/src/test/scala/com/tribbloids/spookystuff/assembly/JarHellDetection.scala:10

What to do

Resolve the 283 TodoComment finding(s) in Explicit Debt — start with SpookyContext.scala (6), package.scala (6), DataView.scala (6). — One of this dimension's main actionable groups (283 warning-level).
Enforce Explicit Debt in CI to reach Verified (currently Documented). — Hardens enforcement from Documented toward Prevented — provenance only; does not change the score.

Detailed fixes: d17_recommendation.md · top locations in Appendix A, every location in findings.md.

Do you agree with this assessment?

D19 · Documentation QualityWeak◐ Sampled · advisory

What it measures: Whether the project's documentation is clear, complete, and useful.

Method: Judged by language model at low temperature (0.0-0.1) on a deterministic doc sample (READMEs plus first 25 architecture docs), with two-pass stability filtering. Advisory, sampled.

Maturity: Documented → Verified → Prevented · effective Weak / 10 · rule-coverage 100% · ceiling Documented

The repository's root README is a single-file documentation document that describes the project as 'Distributed Agent Swarm' and lists powered-by logos for Core, Web, and UAV subsystems. It also shows compatibility tables (Scala 2.13; Codeship status) but does not explain what the project does or how to use its contents. The README is a single file with no outline, so any sections named in the outline are present and must be judged present rather than missing — this is an unstructured wall of text that lacks overview, installation, usage, contribution guidance, and licence.

What to do

Improve Documentation Quality — currently 4.0/10. — The repository's root README is a single-file documentation document that describes the project as 'Distributed Agent Swarm' and lists powered-by logos for Core, Web, and UAV subsystems. It also shows compatibility tables (Scala 2.13; Codeship status) but does not explain what the project does or how to use its contents. The README is a single file with no outline, so any sections named in the outline are present and must be judged present rather than missing — this is an unstructured wall of text that lacks overview, installation, usage, contribution guidance, and licence.

Detailed fixes: d19_recommendation.md.

Do you agree with this assessment?

D21 · Naming ConsistencyExemplary◐ Sampled · advisory

What it measures: Whether names — types, methods, variables — are clear and consistent.

Method: Judged by language model at low temperature (0.0-0.1) on a deterministic random symbol sample (fixed size, not exhaustive), with disclosed confidence band. Advisory, sampled.

Maturity: Documented → Verified → Prevented · effective Exemplary / 10 · rule-coverage 100% · ceiling Verified

0 naming inconsistencies across 0 sampled symbols.

✓ On the Gold path — maintain.

Detailed fixes: d21_recommendation.md.

Do you agree with this assessment?

D26 · Project Cohesion4.3 / 10Weak✓ Tool-verified

What it measures: Whether each project is a focused, coherent unit rather than an oversized grab-bag.

Method: Project size overshoot penalties (LoC / public-type count / namespace count, 2-of-3 flag) weighted by log magnitude. Exhaustive across projects, deterministic, LLM-independent.

Maturity: Documented → Verified → Prevented · effective 4.3 / 10 · rule-coverage 100% · ceiling Documented

2 of 7 build units (Gradle) flagged as possibly oversized/incoherent.

Split module/commons

Split module/core

What to do

Resolve the 1 Split module/commons finding(s) in Project Cohesion. — One of this dimension's main actionable groups (1 recommendation-level).
Resolve the 1 Split module/core finding(s) in Project Cohesion. — One of this dimension's main actionable groups (1 recommendation-level).

Detailed fixes: d26_recommendation.md · top locations in Appendix A, every location in findings.md.

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D28 · Secrets (history)4.0 / 10Weak✓ Tool-verified

What it measures: Whether any secrets were ever committed — scanned across the full git history, not just now.

Method: REDACTED scan via TWO gitleaks detect passes in an isolated checkout — the full git history, then a second --no-git pass over the working tree as it stands — merged and de-duplicated by (rule, file, line); each match flagged High. Both invocations are recorded in the audit trail. Exhaustive; when the tool is absent, or when its output cannot be parsed into the expected shape, the dimension is WITHHELD as an explicit measurement gap on our side — unscored and excluded from the lens, never a hedged middling score.

Maturity: Documented → Verified → Prevented · effective 4.0 / 10 · rule-coverage 100% · ceiling Documented

6 finding(s): 0 critical, 6 high, 0 medium, 0 low. Remediation for historically-committed secrets is credential rotation — they remain in history regardless of later deletion.

REDACTED

What to do

Resolve the 6 REDACTED finding(s) in Secrets (history) — start with REDACTED (4), REDACTED, REDACTED. — One of this dimension's main actionable groups (6 issue-level).
Resolve the 1 Rotate the exposed credentials finding(s) in Secrets (history). — One of this dimension's main actionable groups (1 recommendation-level).

Detailed fixes: d28_recommendation.md · top locations in Appendix A, every location in findings.md.

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D29 · Static Analysis (SAST)3.5 / 10Weak✓ Tool-verified

What it measures: Real static-analysis (SAST) findings — likely security bugs in the code, any language.

Method: Polyglot static analysis via semgrep across the repo using the pinned, image-baked p/security-audit + p/owasp-top-ten rulesets (no scan-time registry fetch); severity rules (ERROR/WARNING/INFO) map to a full-band severity-weighted score. Exhaustive, deterministic; degrades on parse failure.

Coverage: semgrep pattern rules over all files — exhaustive for the rule set, blind to classes of bug without a rule (clean = no rule matched).

Maturity: Documented → Verified → Prevented · effective 3.5 / 10 · rule-coverage 100% · ceiling Documented

40 finding(s): 0 critical, 4 high, 10 medium, 26 low. 3 unpinned-GitHub-Actions row(s) are reported here but scored by D36 (supply-chain provenance), which measures that posture as `pinned_actions` — one pinning decision is charged once, not once per lens. semgrep hit a parse error in 4 file(s) — `gradlew` (line 74, line 180), `module/commons/src/main/scala/com/tribbloids/spookystuff/relay/Relay.scala`, `module/core/src/main/scala/com/tribbloids/spookystuff/conf/PluginRegistry.scala`, `module/core/src/main/scala/com/tribbloids/spookystuff/doc/Content.scala` — so no absence of findings in the named regions is evidence of anything; rows reported elsewhere in those files are real. Fix the syntax error (or exclude the file deliberately) and re-scan to cover them.

REDACTED

+ 4 more group(s) — more in Appendix A; the complete list is findings.md.

What to do

Resolve the 1 REDACTED finding(s) in Static Analysis (SAST) — start with REDACTED. — One of this dimension's main actionable groups (1 issue-level).
Resolve the 4 REDACTED finding(s) in Static Analysis (SAST) — start with REDACTED (2), REDACTED (2). — One of this dimension's main actionable groups (4 warning-level).
No action in Static Analysis (SAST) — all 3 REDACTED finding(s) are reported here at file:line but scored by D36 (supply-chain provenance), so none is charged to this dimension. — One of this dimension's main actionable groups (3 issue-level, 0 of them charged here).

Detailed fixes: d29_recommendation.md · top locations in Appendix A, every location in findings.md.

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D34 · Knowledge Freshness0.0 / 10Critical✓ Tool-verified

What it measures: Whether anyone still has living knowledge of each file, or it has been orphaned — last understood long ago by someone now gone quiet. The sibling of the bus factor: D16 asks who owns it, D34 asks whether anyone still knows it.

Method: File orphaning as total living-knowledge decay below one focused-commit's worth within a year, computed per-file from the D16 decay model. Exhaustive, deterministic over fixed history.

Maturity: Documented → Verified → Prevented · effective 0.0 / 10 · rule-coverage 100% · ceiling Documented

97 of 97 significant source file(s) are orphaned — their living knowledge has decayed to nothing, so no one currently understands them. The largest is ~unused/parsing/src/main/scala/com/tribbloids/spookystuff/graph/Layout.scala. Counted over 97 of the 322 production source files in this repository: the rest are under the ~2,400-byte size floor this dimension measures over.

Orphaned file · ×97~unused/parsing/src/main/scala/com/tribbloids/spookystuff/graph/Layout.scala:1

Dormant codebase

What to do

Resolve the 97 Orphaned file finding(s) in Knowledge Freshness — start with Foundation.scala (2), package.scala (2), Layout.scala. — One of this dimension's main actionable groups (97 recommendation-level).
Resolve the 1 Dormant codebase finding(s) in Knowledge Freshness. — One of this dimension's main actionable groups (1 recommendation-level).

Detailed fixes: d34_recommendation.md · top locations in Appendix A, every location in findings.md.

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D35 · Change Coupling10.0 / 10Exemplary✓ Tool-verified

What it measures: Whether files that change together actually belong together — pairs that repeatedly co-change in git history despite having no explicit code dependency, surfacing the hidden/logical coupling (and boundaries in the wrong place) a static scan can't see.

Method: Pairwise co-occurrence over the per-commit file sets in git history (production source only — tests and generated dropped): Degree-of-Coupling = shared ÷ min individual revisions, reported above noise floors (each file ≥10 revisions, ≥5 shared commits, ≥50% strength); sweeping commits excluded. Deterministic over fixed history.

Coverage: Population: PRODUCTION source files only — test and generated files are dropped before pairing, so a class co-changing with its own test (trivially ~100%) can't drown the real production↔production coupling. Pairs ranked by Degree-of-Coupling. A non-source file is never a coupling PARTICIPANT either: documentation, schemas, config and data files are dropped with the rest, so a code↔docs pair — a command and the reference page that restates it — is not reported however strongly the two co-change; nor is coupling that runs THROUGH a build step or config file.

Maturity: Documented → Verified → Prevented · effective 10.0 / 10 · rule-coverage 100% · ceiling Documented

No strong hidden change-coupling between production files.

✓ On the Gold path — maintain.

Detailed fixes: d35_recommendation.md.

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D44 · Platform End-of-Life10.0 / 10Exemplary✓ Tool-verified

What it measures: Whether anyone still ships security patches for the platform this repository RUNS ON — the runtime it pins and the framework majors its own constraints hold it to. Separate from D12 because the question differs: a current Django on an end-of-life Python is perfectly up to date and completely unsupported, and the fix is a migration rather than a version bump. What the repository says it merely SUPPORTS is never charged.

Method: End-of-life PLATFORM read from the repository's own declarations and graded against a FROZEN, dated table of vendor support dates — no network, no feed, no API, so this dimension answers identically inside a closed scan fence. Two subjects: a RUNTIME the project pins (a single or all-end-of-life TargetFramework, a .nvmrc or .python-version, a requires-python CAP) and a FRAMEWORK major a dependency constraint cannot move off (a caret, tilde or exact version; `vue@^2.7.16` pins Vue 2). A FLOOR is deliberately never charged — `requires-python = ">=3.8"` states what a package SUPPORTS, not what it runs on — and a multi-target project is charged only when EVERY target is out of support. Runtime 4.0/product capped 8.0, framework 1.5 capped 4.5. The table is safe to freeze because a statement about support that ended in the past cannot become false: it loses recall as it ages, never precision, and a test asserts every entry predates the freeze date. Disjoint from D31 (a container image's OS layer) and D29 (the toolchain a CI workflow installs). Abstains when the repository declares no platform this pass reads — never scores it clean.

Maturity: Documented → Verified → Prevented · effective 10.0 / 10 · rule-coverage 100% · ceiling Documented

0 end-of-life runtime(s) and 0 end-of-life framework(s), read from 0 platform declaration(s) and 22 dependency declaration(s). This dimension reads what the repository says about ITSELF — a pinned target framework, a version file, a capped requires-python, a Rust toolchain pin, a framework major a constraint cannot move off. A FLOOR is deliberately never charged: `requires-python = ">=3.8"` states what the package SUPPORTS, not what it runs on, and a well-maintained library declares exactly that while running its own CI on a current release. The end-of-life facts are FROZEN and dated, so this dimension needs no network and answers identically inside a closed scan fence; as the table ages it loses recall and never precision, because a statement about support that ended in the past cannot become false. The OS layer of a container image is D31's question and the toolchain a CI workflow installs is D29's; this row is neither.

✓ On the Gold path — maintain.

Detailed fixes: d44_recommendation.md.

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Frontend & cross-cutting dimensions

R = React/JS · M = Maturity · P = Readiness.

AX10 · Code composition8.3 / 10Strong✓ Tool-verified

Other · Architecture — How the codebase splits by code ROLE — domain, application, infrastructure, test, generated. The significance map behind the knowledge/coupling weighting, and a DDD signal in its own right: a thin domain core under fat infrastructure is the anemic-domain smell, quantified. How each file's role is decided, because the split is only as good as that: a generated name or a build-output tree makes it Generated, a test project makes it Test, and otherwise the file's NAMESPACE and PATH words are matched against fixed vocabularies in a fixed ORDER — domain, then infrastructure, then application — so a file whose words hit two layers is counted under the earlier one. A production file matching none of them counts as application, so that share reads 'application or unclassified' rather than a measured application layer. Roles come from naming convention, never from what the code does. On this repository the split was taken from the source tree on disk rather than from a loaded .NET workspace, so a file's role is decided by its PATH segments alone — no declared namespace was available to add to the evidence — and generated output is excluded from the census entirely rather than counted as a generated share.

Method: Roslyn line-count by code ROLE: every source file classified Domain/Application/Infrastructure/Test/Generated by namespace + path convention (the shared CodeRoleClassifier), then significant lines summed per role. Deterministic; the advisory score is the business-logic (domain+application) share of production code.

Coverage: Population: ALL source files, each bucketed into ONE of five roles (Domain/Application/Infrastructure/Test/Generated) by namespace + path convention — a file whose layer isn't named in the convention falls to Application (the neutral default), and the split is line-count, not semantic depth or business value.

What to do

The domain core is a small share of production code, but most of the rest matched no layer vocabulary at all — so this is not yet an anemic-domain finding. The namespace/path convention could not place that code, which makes the composition above a statement about the naming, not about the design. Name the layers (or check that the repository's conventions differ from the ones this check knows) before reading a thin domain into it.

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AX3 · Project dependency cycles10.0 / 10Exemplary✓ Tool-verified

Other · Architecture — Whether the project-reference graph is acyclic (cycles block independent build/deploy and signal eroding boundaries).

Method: Project reference cycles via elementary-DFS over real .csproj references, using the engine shared with D5/D7; cyclic versus acyclic. Exhaustive, deterministic.

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AX4 · Dependency direction10.0 / 10Exemplary✓ Tool-verified

Other · Architecture — Whether dependencies point inward (Domain ← Application ← Infrastructure/Web) — the clean-architecture dependency rule, checked across the project graph.

Method: Layer violations by name-segment inference (Domain/Core to Application to Infrastructure/Web) over the project-reference graph. Exhaustive over all projects, deterministic.

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AX6 · Interface segregation10.0 / 10Exemplary✓ Tool-verified

Other · Architecture — Whether interfaces stay focused rather than fat — the Interface-Segregation principle (SOLID 'I').

Method: Roslyn scan: public interface declared-member counts (accessors fold into their property/event); fat-interface threshold (over 15 declared members) flagged per type. Each finding also reports the distinct-OPERATION count — members counted by name, so an overload group counts once — which decides whether it states the caller-side ISP harm or the implementer-side burden of an overload set. TypeScript: exported interfaces that declare behaviour, counted over their REQUIRED operations (method signatures and function-typed properties with no `?`, once per signature) — data-shape interfaces and ambient .d.ts declarations are outside the population; JavaScript declares no interfaces and is not applicable. Deterministic, type-level.

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GD1 · Unfinished & placeholder code9.9 / 10Exemplary✓ Tool-verified

Other · Code Health — Unreviewed-generation residue in this repository's Scala: methods whose whole body is still `???` or a "not implemented" throw where nothing overrides them, and placeholder text (lorem ipsum, changeme/replace_me…) left in strings of non-test, non-generated code. Scored as a quality signature, never as a claim about authorship.

Method: Roslyn syntax scan: NotImplementedException throws and placeholder string literals in non-test, non-generated shipped code. Deterministic, code-shape signature.

`deserialize` is a shipped member whose whole body is still `???`, and nothing in the repository overrides it — generated scaffolding that was never completed. Implement it or remove the dead surface. — module/commons/src/main/scala/com/tribbloids/spookystuff/relay/json/FailoverSerializer.scala:14
`breadcrumb` is a shipped member whose whole body is still `???`, and nothing in the repository overrides it — generated scaffolding that was never completed. Implement it or remove the dead surface. — module/core/src/main/scala/com/tribbloids/spookystuff/doc/JsonNode.scala:121
`apply` is a shipped member whose whole body is still `???`, and nothing in the repository overrides it — generated scaffolding that was never completed. Implement it or remove the dead surface. — module/core/src/main/scala/com/tribbloids/spookystuff/dsl/DataViewRecInterface.scala:76
`$TYPE` is a shipped member whose whole body is still `???`, and nothing in the repository overrides it — generated scaffolding that was never completed. Implement it or remove the dead surface. — module/core/src/main/scala/com/tribbloids/spookystuff/python/ref/PyBinding.scala:49
`localityGroup` is a shipped member whose whole body is still `???`, and nothing in the repository overrides it — generated scaffolding that was never completed. Implement it or remove the dead surface. — module/core/src/main/scala/com/tribbloids/spookystuff/row/AgentContext.scala:37
`trajectoryBase` is a shipped member whose whole body is still `???`, and nothing in the repository overrides it — generated scaffolding that was never completed. Implement it or remove the dead surface. — module/core/src/main/scala/com/tribbloids/spookystuff/row/AgentContext.scala:38

What to do

Finish or delete the members whose body is still `???` or a "not implemented" throw where nothing overrides them, and replace placeholder text before shipping.

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IC1 · Incompleteness & stubs7.6 / 10Strong✓ Tool-verified

Other · Code Health — Unfinished work detected by code SHAPE, not keywords, in this repository's Scala: methods whose body is `???` or only throws a "not implemented" error, methods that take inputs and return a constant or do nothing, dead `if (false)` branches, and skeleton classes most of whose methods are holes.

Method: Roslyn syntax scan: incompleteness by code shape (constant-returning methods, async-never-await, #if false branches, guards that return what the code already falls through to, tests an earlier guard already decided, comparisons against NaN, skeleton types), not keyword-gated. Deterministic, code-shape heuristic.

`deserialize` is a shipped method whose whole body is `???` (or throws NotImplementedError), and nothing in the repository overrides it — scaffolding that was never completed. Implement it or remove the dead surface. — module/commons/src/main/scala/com/tribbloids/spookystuff/relay/json/FailoverSerializer.scala:14
`breadcrumb` is a shipped method whose whole body is `???` (or throws NotImplementedError), and nothing in the repository overrides it — scaffolding that was never completed. Implement it or remove the dead surface. — module/core/src/main/scala/com/tribbloids/spookystuff/doc/JsonNode.scala:121
`apply` is a shipped method whose whole body is `???` (or throws NotImplementedError), and nothing in the repository overrides it — scaffolding that was never completed. Implement it or remove the dead surface. — module/core/src/main/scala/com/tribbloids/spookystuff/dsl/DataViewRecInterface.scala:76
`$TYPE` is a shipped method whose whole body is `???` (or throws NotImplementedError), and nothing in the repository overrides it — scaffolding that was never completed. Implement it or remove the dead surface. — module/core/src/main/scala/com/tribbloids/spookystuff/python/ref/PyBinding.scala:49
`localityGroup` is a shipped method whose whole body is `???` (or throws NotImplementedError), and nothing in the repository overrides it — scaffolding that was never completed. Implement it or remove the dead surface. — module/core/src/main/scala/com/tribbloids/spookystuff/row/AgentContext.scala:37
`trajectoryBase` is a shipped method whose whole body is `???` (or throws NotImplementedError), and nothing in the repository overrides it — scaffolding that was never completed. Implement it or remove the dead surface. — module/core/src/main/scala/com/tribbloids/spookystuff/row/AgentContext.scala:38
A test is skipped/ignored — coverage that looks present but never runs. Re-enable it or delete it so the green run means something. (×27) — module/assembly/src/test/scala/com/tribbloids/spookystuff/assembly/JarHellDetection.scala:11, module/benchmark/src/test/scala/com/tribbloids/spookystuff/parsing/ParsersBenchmark.scala:13, module/commons/src/test/scala/com/tribbloids/spookystuff/WaitBeforeAppExitSpike.scala:11, …
`onStart` has an empty body — confirm it's an intentional no-op and not an unfinished method. — module/core/src/main/scala/com/tribbloids/spookystuff/utils/PartitionExecution.scala:26
`onCompletion` has an empty body — confirm it's an intentional no-op and not an unfinished method. — module/core/src/main/scala/com/tribbloids/spookystuff/utils/PartitionExecution.scala:28

What to do

Finish or delete the unfinished stubs (functions that throw "not implemented", or whose body is empty or a bare constant) — they are dead surface that looks live.
Clear the softer debt: re-enable or delete `ignore`d and `pending` tests, decide whether each empty method or UnsupportedOperationException is deliberate (and say so in a comment), and replace a bare `// scalastyle:off` or `@nowarn` with targeted, justified suppressions.

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M1 · Documentation (README)4.0 / 10Weak✓ Tool-verified

Maturity · Maturity — Whether the repo and its projects have a README, and whether it's substantive and current.

Method: Filesystem scan: README presence, word count, and headings for depth; git history for staleness. Exhaustive across root and project dirs, deterministic.

The root README is 104 words, against a bar of 120. Of the three newcomer-critical sections this check looks for by heading, it found no a build/run or getting-started section, no a testing section, no an architecture or project-map section. Sections are matched on HEADING text only, so material written under a heading this check does not recognise — or with no heading at all — is not seen and this row may understate what the document covers.

What to do

Expand the README with getting-started, architecture overview and a project map.
Add a build/run (quick start) section to the root README — the first thing a newcomer needs.
Explain in the README how to run the tests. Add a section called Testing to the README in the repository's top folder, saying 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 15 of 15 project(s) that lack one — worth up to 2 pts.

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M2 · Architecture documentation2.0 / 10Weak✓ Tool-verified

Maturity · Maturity — Whether key decisions (ADRs) and the high-level shape (C4/diagrams) are written down.

Method: Filesystem scan: ADR folder/naming conventions or content, plus Mermaid/PlantUML/C4/architecture.md discovery. Exhaustive, deterministic.

No Architecture Decision Records found — no conventional ADR directory, no numbered `NNNN-title` documents in any markup this check reads, and nothing ADR-shaped by content. Design rationale recorded elsewhere (a design-notes tree, a mailing list, pull-request discussion) is not visible to this check and is not re-findable per decision, so a future maintainer cannot ask why one choice was made and get an answer.

What to do

Record your significant design decisions. Write one short document per decision, giving its date, the situation, the decision and its consequences, and keep them together with your other design documents. A docs/adr folder with each file named by number and title is the easiest place to find them.

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M3 · Folder & project structure10.0 / 10Exemplary✓ Tool-verified

Maturity · Maturity — Whether the repo is organised deliberately — src/test separation and consistent project naming.

Method: Filesystem scan: src/test folder separation and namespace-prefix consistency (majority RootNamespace agreement). Exhaustive across projects, deterministic.

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M4 · Documentation accuracy10.0 / 10Exemplary◐ Sampled · advisory

Maturity · Maturity — Whether the README actually describes the code that exists (LLM-judged, advisory).

Method: Judged by language model at low temperature: README accuracy versus actual projects, within a disclosed tolerance. Advisory, not a measured number.

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P1 · CI/CD gates10.0 / 10Exemplary○ Nothing flagged

Readiness · Readiness — Whether an automated pipeline builds and tests every change.

Method: Filesystem scan: CI workflow files (.github/workflows, .gitlab-ci.yml, etc.) for build and test stages. Exhaustive, deterministic.

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P3 · Security & performance tooling0.0 / 10Critical✓ Tool-verified

Readiness · Readiness — Whether SAST, secret/dependency scanning and performance benchmarking are wired in (presence, not runtime).

Method: Filesystem scan: SAST configuration, dependency-update automation, secret scanning, and a benchmark harness or benchmark step — in this repository's own ecosystem. Exhaustive, deterministic.

No static application security testing detected. For this repository's stack, add scalafix or scapegoat (or `semgrep --config=auto`, which runs on any language) as a CI step. What was searched, so you can tell an absence from a miss: the 1628 CI workflow file(s) in this repository, and the scanner and linter configuration checked in beside them. A scan that runs outside CI, one configured in your forge's web UI rather than in a committed file, or a tool whose name is none of those this check carries, is not seen — if that is your case the row is wrong, and saying so is more useful than adding a second scanner.

What to do

Add a SAST step to CI running what this repository's stack ships: scalafix or scapegoat — or `semgrep --config=auto`, which runs on any language — so a security regression fails the build instead of landing.
Enable Dependabot/Renovate or a dependency-review gate.
Add gitleaks/trufflehog in CI to block PRs that introduce committed secrets.

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P6 · Release Hygiene5.0 / 10Adequate✓ Tool-verified

Readiness · Readiness — Whether releases are traceable — a maintained changelog and explicit version stamping.

Method: Filesystem scan: changelog file presence and version tags in csproj or git tags. Exhaustive, deterministic.

No CHANGELOG/HISTORY/RELEASES file — what shipped when isn't easy to reconstruct for support or audit. (Versioning/tagging makes releases traceable, but a changelog records the what.)

What to do

Keep a changelog (e.g. Keep-a-Changelog) recording what shipped in each release.

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PF3 · Async & latency hygiene10.0 / 10Exemplary✓ Tool-verified

Readiness · Performance — Whether asynchronous code stays responsive — it avoids sync-over-async blocking (a .NET .Wait()/.GetAwaiter().GetResult(), a time.sleep or blocking HTTP call inside a Python coroutine, a *Sync call inside an async JavaScript function, block_on inside a Rust async fn, runBlocking inside a Kotlin suspend function, block() inside a Reactor publisher) that stalls a thread or event loop and risks deadlock, and, where the code is a reusable library on .NET, awaits with ConfigureAwait(false) so it never captures and stalls its caller's context.

Method: Production-source scan: sync-over-async blocking counted everywhere — .Wait()/.GetAwaiter().GetResult() in .NET; off .NET, read from the language model, a blocking call inside an async function (Python, TS/JS, Rust, Kotlin, Swift, Dart) or inside a Java method returning a Reactor Mono/Flux or a Scala method returning a Future or effect — and, for a .NET library with ≥5 awaits, the share of awaits using ConfigureAwait(false). Deterministic, syntax/text detection.

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X1 · Async correctness10.0 / 10Exemplary○ Nothing flagged

Other · Code Health — Whether the code avoids sync-over-async (deadlock-prone blocking on tasks) and async void.

Method: Roslyn syntax scan: async methods scanned for .Wait()/.GetAwaiter().GetResult() and async-void outside event handlers. Deterministic, hard fact per invocation.

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X12 · Unreachable branch10.0 / 10Exemplary○ Nothing flagged

Other · Code Health — Whether any branch is dead by construction — a switch arm whose label can never equal a case-normalised subject, or an `else if` whose predicate the arm above has already swallowed.

Method: Roslyn syntax + semantics: switch labels compared against the subject's own case normaliser, and if/else-if chains checked for a literal an earlier arm's containment test already swallows. Deterministic, provable per finding. Advisory.

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X13 · Undrained process stream10.0 / 10Exemplary○ Nothing flagged

Other · Code Health — Whether a child process that has BOTH standard streams redirected drains both — reading one to the end while the other is never read deadlocks once the child fills the unread pipe.

Method: Roslyn syntax + semantics: ProcessStartInfo launches with both streams redirected, checked for a drain of each stream across the enclosing type. On a repository with no .NET source it reads JavaScript/TypeScript off the engine’s own token stream (test, vendored and minified paths not) with the same rule: a `spawn` imported from `child_process` whose stdout and stderr are both pipes (no options, no `stdio`, or `stdio` of `'pipe'`), bound to a local that never leaves its scope, where exactly one of the two streams is read, the other never, and the child’s `close`/`exit` (or the read stream’s end) is awaited; a shell redirect in the call’s arguments or a `kill` of the child suppresses it. The same rule reads Python’s `subprocess.Popen`, Dart’s `Process.start`, Ruby’s `Open3.popen3`, and Scala’s JDK process starts (`new ProcessBuilder(…).start()` with no `redirectErrorStream`/`redirectError`/`redirectOutput`/`inheritIO`, `Runtime.getRuntime.exec`) where one of `getInputStream`/`getErrorStream` is read and the other never while `waitFor()` is called or the read stream is read to its end. Deterministic, provable per finding. Advisory.

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X14 · Bypassable address classification10.0 / 10Exemplary○ Nothing flagged

Other · Security — Whether a hand-rolled public/private IP check can be walked past — a method that unwraps IPv4-mapped IPv6 but returns the opposite verdict for the same host written as IPv4-compatible, 6to4 or NAT64.

Method: Roslyn syntax + semantics: methods that unwrap IPv4-mapped IPv6 and hand-roll IPv4 range carve-outs, checked for whether the IPv6 branch also accounts for the IPv4-compatible, 6to4 and NAT64 embeddings. Deterministic, provable per finding. Advisory.

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X15 · Unvalidated length from an untrusted reader10.0 / 10Exemplary○ Nothing flagged

Other · Security — Whether a length read out of the stream being parsed is bounded before it is allocated or read — an unchecked count taken from the input lets the input choose the allocation.

Method: Roslyn syntax + semantics: integer lengths read from a BinaryReader and spent on a bulk read or an array allocation, checked for any comparison or bounding call on the value anywhere in the method. Deterministic, provable per finding. Advisory.

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X16 · Unfloored truncation loop10.0 / 10Exemplary○ Nothing flagged

Other · Code Health — Whether a loop that shortens a string until it fits a length budget has a floor — one with none grinds the value down to the empty string, or past it into a negative-length `Substring`.

Method: Roslyn syntax + semantics: while/do loops whose body's only effect on a string is to drop its last character, checked for whether anything — a direct comparison on the length, a body guard, a break — bounds that length below. On a repository with no .NET source it reads JavaScript/TypeScript off the engine’s own token stream (test, vendored and minified paths not) with the same rule: a `while`/`do` loop whose body’s one assignment to a value is `x = x.slice(0, -1)` or `x = x.slice|substring|substr(0, x.length - 1)`, driven by a condition that reads `x.length` only as a term of a larger expression — never compared directly, never tested for truthiness, and with no other read of `x` — and whose body has no `break`, `return`, `throw` or `if` naming `x`. Deterministic, provable per finding. Advisory.

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X17 · Uncapped recursion over a caller-supplied document2.7 / 10Weak✓ Tool-verified

Other · Security — Whether a walk that recurses through a JSON/XML tree handed in by its caller bounds how deep it will go — an uncapped walk lets the document's nesting choose the stack depth, and the resulting StackOverflowException cannot be caught.

Method: Roslyn syntax + semantics: methods that take a JSON/XML document node and call themselves with a child of it, reachable from an externally-callable member of the same type that accepts a document, checked for any depth parameter, descent counter or threaded arithmetic anywhere in the walk. On a repository with no .NET source it reads TypeScript off the engine’s own token stream (test, vendored, generated and minified paths and `.d.ts` not) with the same rule: a function or method with a parameter typed as a document value — `unknown`, `any`, `object`, `Record<string, unknown|any>`, a JSON alias (`JsonValue`, `JSONObject`, …) or a DOM node global the file does not rebind — that calls itself (bare, or through `this` for a method, or hands itself to a call over the value as in `value.map(walk)`) with something it took out of that value and never through an ancestor accessor such as `closest()` or `parentElement`, that is exported or reached from an exported function (a public method of the same exported class) taking such a value, and that names no depth, level, nesting, recursion, remaining or budget anywhere and threads no `+`/`-` arithmetic through a self-call. Plain JavaScript is not read: with no annotation nothing tells a parsed document from a tree the code built itself. Deterministic, provable per finding. Advisory.

`Xml.toJson` is public, takes a document from its caller (line 33) and hands it to `descendant`, which calls itself at line 42 with a piece of `n` (and at line 45), not as a tail call the compiler turns into a loop — and nowhere in `descendant` is there a depth parameter, a descent counter, or any other cap. The walk therefore spends one stack frame per LEVEL of the value it is handed, so the nesting of the caller's document — not this code — decides how deep the stack goes. On the JVM's default 1 MB thread stack a walk like this one throws `StackOverflowError` from about 500–2,000 levels on a cold first call and 6,000–17,000 once warmed up (OpenJDK 21 and 25), while `ujson.read`, Jackson's `readTree` before 2.15 and circe before 0.14.16 accept any nesting (2,000,000 levels from 4 MB) and circe 0.14.16 accepts 4,096 — on a cold JVM even play-json's cap of 1,000 is past the point the walk fails. `StackOverflowError` is not `NonFatal`: `Try`, `case NonFatal(e)` and `recover` do not stop it, and in a `Future` on the global execution context it leaves the future forever incomplete. Thread a depth argument through `descendant` and reject the value past a fixed maximum, or rewrite the descent with an explicit stack. — module/commons/src/main/scala/com/tribbloids/spookystuff/relay/xml/Xml.scala:42
`Xml.toJson` is public, takes a document from its caller (line 33) and hands it to `buildNodes`, which calls itself at line 102 with a piece of `xml` (and at line 109, line 112), not as a tail call the compiler turns into a loop — and nowhere in `buildNodes` is there a depth parameter, a descent counter, or any other cap. The walk therefore spends one stack frame per LEVEL of the value it is handed, so the nesting of the caller's document — not this code — decides how deep the stack goes. On the JVM's default 1 MB thread stack a walk like this one throws `StackOverflowError` from about 500–2,000 levels on a cold first call and 6,000–17,000 once warmed up (OpenJDK 21 and 25), while `ujson.read`, Jackson's `readTree` before 2.15 and circe before 0.14.16 accept any nesting (2,000,000 levels from 4 MB) and circe 0.14.16 accepts 4,096 — on a cold JVM even play-json's cap of 1,000 is past the point the walk fails. `StackOverflowError` is not `NonFatal`: `Try`, `case NonFatal(e)` and `recover` do not stop it, and in a `Future` on the global execution context it leaves the future forever incomplete. Thread a depth argument through `buildNodes` and reject the value past a fixed maximum, or rewrite the descent with an explicit stack. — module/commons/src/main/scala/com/tribbloids/spookystuff/relay/xml/Xml.scala:102

What to do

Each finding names the externally-callable member that accepts the document and the self-call that descends, and states that no depth parameter or counter exists anywhere in the walk. Confirm from the two, then thread a depth argument through the walk and reject documents past a fixed maximum, or rewrite it with an explicit stack.

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X18 · Disposal-pattern correctness10.0 / 10Exemplary○ Nothing flagged

Other · Code Health — Whether a type's disposal matches what it OWNS — releasing what it created, leaving alone what it was handed, and not declaring a finalizer for state that has nothing unmanaged to finalize.

Method: Roslyn syntax + semantics: every assignment to a disposable field is read to decide whether the type CREATED the value or was handed it, and the type's disposal is checked against that answer — an injected interface it disposes, a value it constructed and never releases, a finalizer on a type holding nothing unmanaged, and a disposable local whose every reference is a plain member read. A value handed to a container that disposes its contents (a parent control's `Controls` collection, a component `IContainer`) is released by that container and is not reported; generated code is out of population. On a repository with no .NET source the same ownership questions are read in JavaScript/TypeScript off the engine’s own token stream (test, vendored, generated and minified paths not): a class declaring `dispose()`, `[Symbol.dispose]()` or `[Symbol.asyncDispose]()` that disposes a field it was handed through a constructor parameter typed as a repository interface or resolved by a dependency-injection container; that assigns a field only ever from `new X(…)` of a disposable class and neither releases it anywhere in the class nor names it in its disposal member or a method that member calls, nor hands it to anything else; and a `const`/`let` local built from literals only whose every reference opens a statement operating on a non-release member of it. A class is disposable when every repository declaration of its name declares or inherits a disposal member, or when it is a documented library disposable (`vscode` EventEmitter, CancellationTokenSource and Disposable; three.js geometries, materials, textures, render targets, renderers, controls and composers). The finalizer arm has no JavaScript counterpart: a class cannot declare one. Dart is read for the owned-and-never-released arm: a Flutter `State` (or a class declaring `dispose()`/`close()`) whose library-private field is written only with direct creations of a framework controller, `FocusNode`, `StreamController` or periodic `Timer` (or a `.listen(…)` into a field declared `StreamSubscription`), which nothing in the class or its library releases (`dispose`/`close`/`cancel`) and which is never handed on except as a named argument. Ruby is read for the owned-and-never-released arm and the abandoned-local arm: a class declaring an instance `close`, `dispose`, `shutdown`, `stop`, `disconnect` or `terminate` whose instance variable is written only with a blockless core descriptor creation (`File.open`/`new`, `Tempfile`, `Dir.open`, `IO.popen`, the `socket` and `openssl` socket classes) that no method of the class closes and that is never handed on (passed, returned, stored, exposed by `attr_reader`, delegated) — a class whose superclass or mixin lies outside the repository is not judged — and a blockless creation read through and dropped (`File.open(path).read`) or held in a local that is never closed, returned, passed or stored (a `&:read` block-pass, an `autoclose: false` borrow and a `fileno` hand-over are not abandonment). PHP is read for the same two arms: a class (not a trait, and not one using a trait) declaring an instance `close`, `dispose`, `shutdown`, `stop`, `disconnect` or `terminate` whose `private` property (or a `final` class's `protected` one) is written only with a direct core `fopen`, `tmpfile`, `popen`, `proc_open`, `fsockopen`, `stream_socket_client`/`server` or `opendir` that nothing in the class closes (`fclose`, `pclose`, `closedir`, `unset`, a reset to `null`) and that is never handed on, and a handle held in a function's local, or read through as the argument of a reader, that is never closed, returned, passed, captured or stored; a `php://` stream, `curl_init`, `SplFileObject`, `PDO` and a function the repository declares under the core name are not read. Deterministic, provable per finding. Advisory.

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X19 · Unrestored process-global state10.0 / 10Exemplary○ Nothing flagged

Other · Code Health — Whether a method that temporarily changes state belonging to the whole process — the working directory, an environment variable — puts it back on EVERY path: a restore reached only when nothing throws leaks the change to the rest of the process.

Method: Roslyn syntax + semantics: method bodies that write the process working directory or an environment variable and write it back in the same body, checked for whether that restore sits in a `finally`/`catch` or only on the straight-line path. On a repository with no .NET source the same rule reads production JavaScript/TypeScript off the engine’s own token stream (test, vendored and minified paths not): `process.chdir`, `process.env.NAME =`/`["NAME"] =` and `delete process.env.NAME`, and Deno’s `Deno.chdir`/`Deno.env.set`/`Deno.env.delete`, paired per function body (a nested function or arrow is its own body, and module top-level code is none), where the last write puts back a local the body captured from the same global or deletes a variable the first write set, with at least one statement between them; a write in a `catch`/`finally` of that body silences it. Deterministic, provable per finding. Advisory.

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X20 · Mistyped argument guard10.0 / 10Exemplary○ Nothing flagged

Other · Code Health — Whether an argument guard throws the exception its own condition describes — a guard that rejects a value for being EMPTY and reports it as `NullPointerException` (Java, Kotlin, Scala), `ArgumentError.notNull` (Dart) or `ArgumentNullException` (F#'s `nullArg`) tells the caller a parameter was null when it provably was not.

Method: Roslyn syntax: `throw new ArgumentNullException(nameof(p))` statements controlled by an `if`, whose condition is read for a test that is true of a NON-null `p` — an emptiness test that dereferences it (`p.Count == 0`, `!p.Any()`) or a BCL predicate documented true of the empty value (`string.IsNullOrEmpty(p)`). Deterministic, provable per finding. Advisory.

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X21 · Side-effecting pattern guard10.0 / 10Exemplary○ Nothing flagged

Other · Code Health — Whether a `when` guard is free of side effects — a guard that increments a counter or assigns while deciding whether its arm matches applies that change during PATTERN MATCHING, on an arm that may not be selected, and skips it entirely when a short-circuit to its left answers first.

Method: Roslyn syntax: `when` guards on case labels and switch-expression arms, read for a mutation (`++`/`--`/assignment) sitting in a position the guard's own `&&`/`||`/`??`/`?:`/`?.` can skip. Deterministic, provable per finding. Advisory.

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X22 · Contradicted release guard10.0 / 10Exemplary○ Nothing flagged

Other · Code Health — Whether a method that TAKES a lock or semaphore and gives it back from a flag-guarded `finally` returns the value that flag implies — reporting success while the guard hands the primitive back admits a second caller the exclusion was there to keep out, and reporting failure while the guard keeps it leaves nothing to ever give it back.

Method: Roslyn syntax: `try` statements whose `finally` releases a synchronisation primitive under a bare local-bool guard, where the method also TOOK that same primitive before the `try`, checked for a `return` of a bool literal whose value disagrees with the flag state the method's own straight-line assignments put it in. Deterministic, provable per finding. Advisory.

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X23 · Unguarded diagnostic materialisation10.0 / 10Exemplary○ Nothing flagged

Other · Code Health — Whether the work a diagnostic log line costs is paid only when that line is wanted — C# evaluates a call's arguments BEFORE the call, so a trace/debug message joined or projected out of a collection is built in full on every pass, and then discarded by a sink the shipped configuration leaves switched off.

Method: Roslyn syntax: log calls at a diagnostic level (a `Log`-prefixed method naming Trace/Debug/Verbose, or a bare `Debug`/`Trace`/`Verbose` on a receiver named for a logger), whose argument list is read for a call whose cost scales with a sequence — a LINQ operator, a materialisation, `string.Join`, a serializer — with no enclosing level check or conditional-compilation region. On a repository with no .NET source it reads JavaScript/TypeScript off the engine’s own token stream (test, vendored and minified paths not) with the same rule: a `debug`/`trace`/`verbose` call on a receiver named for a logger, or a `log`-prefixed method naming the level, whose argument calls an array operator (`map`/`filter`/`reduce`/`sort`/…), `Array.from`, `Object.keys/values/entries`, `JSON.stringify`/`util.inspect` over anything but a literal, or an array `join` — outside any arrow or function passed as an argument, which the logger calls only when the level is on — with no enclosing `if`, `&&` or `?:` whose condition names a level, a level string, or the `NODE_ENV`/`__DEV__`/`DEV` build switch. Deterministic, provable per finding. Advisory.

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X24 · Document value interpolated into markup unescaped2.7 / 10Weak✓ Tool-verified

Other · Security — Whether text read out of the document being converted is escaped before it is written into generated markup — a value the document's author chose, interpolated into an attribute the surrounding literal delimits, can close that attribute and open another.

Method: Roslyn semantic model over the whole compilation: a string-typed `Value`/`InnerText`/`InnerXml`/`Text` member declared inside `DocumentFormat.OpenXml` or `System.Xml` is a taint SOURCE, propagated through assignments, returns, arguments, tuple elements and string composition to its transitive closure, then read at interpolated-string holes that sit in a markup position the surrounding literal itself delimits. Escaper/encoder calls and enclosing validator conditions cut the flow. Flow- and container-insensitive by construction. A second arm needs no provenance at all and reports a type that CONTRADICTS ITSELF — the same expression escaped at one delimited markup hole and interpolated raw at another hole in the same markup position of the same type, which the type's own escaping proves is a defect without knowing where the value came from. On a repository with no .NET source it reads JavaScript/TypeScript off the token stream with the same rule: a DOM read of raw document text (`getAttribute`, `textContent`, `innerText`, `nodeValue`) is the source, propagated through local bindings and string composition, and judged at template-literal and concatenation holes in the same two delimited markup positions; escapers and validating conditions cut it, and documentation-site, test, vendored and minified scripts are not read. Deterministic, provable per finding. Advisory.

`expando` is text this program did not author, and it is written into a quoted attribute value through `innerHTML` with nothing encoding it for that place. Whoever controls the value controls the markup: it can close the element or attribute it sits in and open a script of its own. Encode it for HTML at this site, render it through the framework's escaping output, or sanitise it if it must stay markup. (×4) — REDACTED:644, REDACTED:645, REDACTED:809, …

What to do

Each finding names the expression, the attribute it lands in and the line. Confirm the value's origin from the read this analyzer traced, then escape it at the sink or validate it against the shape the attribute accepts before interpolating.

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X25 · Inert configuration knob10.0 / 10Exemplary○ Nothing flagged

Other · Code Health — Whether a value the caller is invited to supply is the value the type actually uses — a constructor parameter stored in a private field that nothing ever reads while the default it was given is spelled out a second time at the site that should have read it, a keyed lookup that falls back to a different setting than the one its key names while the same type falls back to the matching one for that same key, or a culture-sensitive parse given no format provider by a type that feeds its own settable culture to the same kind of parse elsewhere, or a number an entry point writes to standard output under the host's culture while the same entry point formats with the invariant culture elsewhere. Either way, every caller who supplies a value silently gets something else.

Method: Roslyn syntax: private instance fields of a non-partial type assigned in a constructor from one of its own parameters with a `??` fallback, checked for whether anything in the type body reads the field and whether that same fallback expression is spelled out again outside the constructor; and `??` fallbacks onto a member access from a lookup call carrying exactly one string literal, grouped by that key across the type and checked for a fallback member whose folded name disagrees with the key while a sibling site for the same key agrees with it. On a repository with no .NET source the first two arms read JavaScript/TypeScript off the engine’s own token stream (tests included, bundles and vendored paths not): a `#x`, `private` or `private` parameter-property instance field filled in the constructor from a parameter (or one member of one) through `??`/`||` or a parameter default, never read anywhere in the file by name, whose constructed default is spelled again in the class body; and `lookup("key") ?? s.member` grouped by key per class, or per module outside every class. The culture arm has no JavaScript counterpart: its parses take no locale. Deterministic, provable per finding. Advisory.

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X26 · Unsynchronised callback handoff10.0 / 10Exemplary○ Nothing flagged

Other · Code Health — Whether a value handed from a callback to the body that waits on it crosses on something built to be crossed — a `Queue<T>`/`List<T>`/`Dictionary<K,V>` written inside an event handler and read back outside it is mutated by two flows at once, and the semaphore or completion source beside it orders how MANY items exist while leaving the collection's own head, tail and backing array unprotected.

Method: Roslyn syntax: method, accessor, local-function and lambda bodies that declare BOTH a non-thread-safe generic collection (`Queue`/`Stack`/`List`/`Dictionary`/`HashSet`/`Sorted*`/`LinkedList`) and a synchronisation primitive (`SemaphoreSlim`/`TaskCompletionSource`/`ManualResetEvent(Slim)`/`AutoResetEvent`/`CountdownEvent`) as locals, then read for a `+=`-registered lambda that raises that primitive while the body outside every lambda waits on it — and, in that scope, a mutating call on the collection inside the lambda paired with a mention of it outside. Any `lock` in the scope abstains it. On a repository with no .NET source the same handoff is read in Java off the engine’s own token stream (test source sets, vendored and demonstration paths not): an `ArrayList`/`LinkedList`/`ArrayDeque`/`PriorityQueue`/`Hash*`/`LinkedHash*`/`Tree*` local and a `CountDownLatch`/`Semaphore`/`CompletableFuture` local, a lambda or anonymous class that raises the primitive and mutates the collection, and a wait outside it; any `synchronized` or `lock()` abstains the body. Because each of those primitives orders what the callback wrote before raising it, only a touch that provably overlaps the callback is convicted: one after the registration and before the next wait, or one in a loop registered-before, waiting on every pass and not declaring the collection. Deterministic, provable per finding. Advisory.

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X27 · Collection changed while being enumerated10.0 / 10Exemplary○ Nothing flagged

Other · Code Health — Whether an enhanced `for` leaves the collection it is walking alone — a body that adds to or removes from the very collection the loop is iterating invalidates the fail-fast iterator it is holding, so the next `next()` throws `ConcurrentModificationException` and the remaining elements are never seen. Whether a `for` comprehension or `foreach` leaves the mutable collection it is walking alone — an `ArrayBuffer` or `ListBuffer` counts its changes and its iterator checks the count, an `ArrayDeque` (and `mutable.Queue`/`mutable.Stack`) is walked by index up to its starting length, and a `java.util` collection walked through `asScala` is fail-fast, so a body that adds to or removes from the very collection the loop is walking makes a later step throw `ConcurrentModificationException` (`IndexOutOfBoundsException` for a deque) and the remaining elements are never seen.

Method: Roslyn syntax + semantics: `foreach` statements whose body calls a structural mutator (`Add`/`Remove`/`Clear`/`Insert`/…) on the very expression the loop is enumerating. Two arms. ARM A — the source is a concrete fragile BCL collection, or a live `Keys`/`Values` view over one, and the mutator resolves to that same collection's own member; concurrent and immutable collections and arrays are outside the population by construction, since their enumerators survive a structural change. ARM B — the source is an argument-less accessor CALL on a receiver whose body is in source: the accessor must return a stored field VERBATIM and a sibling member must structurally change that same field, both read off the implementations rather than from the members' names. A mutation the loop provably exits immediately after (`break`/`return`/`throw`/`goto`), or one written inside a nested loop or a lambda, is counted and never reported. Deterministic, provable per finding. Advisory.

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X28 · Index access outside its own emptiness guard10.0 / 10Exemplary○ Nothing flagged

Other · Code Health — Whether a condition that tests a value for emptiness indexes that same value only where the test holds — an `||` written one parenthesis too far to the left leaves an index access outside the guard beside it, so the empty case the guard exists to anticipate reaches the index and throws.

Method: Roslyn syntax only, no semantic model: the OUTERMOST `&&`/`||` of every boolean condition, read for a symbol the condition tests for emptiness (`string.IsNullOrEmpty`/`IsNullOrWhiteSpace`, a `Length`/`Count` comparison against a literal, `Any()`, a `Length`/`Count` pattern, or a comparison against `""`) and ALSO indexes. Each `symbol[...]` access is placed by a boolean-reachability walk from the access up to the outermost connective: an access is COVERED when some enclosing step has it in the right operand and the left operand, under the truth value that step forces, proves the symbol non-empty — a recursion over `&&`/`||` whose true- and false-directions are asymmetric. A finding needs BOTH an uncovered access and a covered one on the same symbol in the same condition, which is the agreeing twin that separates a misplaced parenthesis from an unrelated length test. Bare index accesses with no emptiness test in the condition are neither counted nor reported; a non-identifier receiver and a lambda nested inside the condition are outside the population. Deterministic, provable per finding. Advisory.

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X29 · Per-element action decided by a fixed element10.0 / 10Exemplary○ Nothing flagged

Other · Code Health — Whether a decision taken once per element is taken ABOUT that element — a test inside a counted loop that reads a fixed subscript of the very collection its guarded statement indexes by the loop variable applies element zero's answer to all of them, so the elements that differ from it are all handled wrongly, and in the same direction.

Method: Roslyn syntax only, no semantic model: every `for` statement declaring exactly ONE loop variable, and every `if` inside its body that is not under a nested loop or a lambda. A site enters the population when the `if`’s condition never mentions the loop variable while the statement it guards indexes some collection by that variable ALONE (`c[i]`; `c[i + 1]` and `c[i, j]` are outside it). A finding additionally needs the AGREEING TWIN at the same-collection grain: the condition must read THAT SAME collection at a subscript that does not move — written into the condition, or reached through a local declared BEFORE the loop, so an alias bound inside the body is not followed. Both collection expressions must be simple identifiers. On a repository with no .NET source the same rule reads JavaScript/TypeScript off the engine’s own token stream (tests included, bundles and vendored paths not): a `for (let|var|const x = …; …; …)` with one declarator and a braced body, an alias followed only when it is declared before the loop in a block that encloses it and never assigned inside the loop. Deterministic, provable per finding. Advisory.

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X3 · Exception handling5.7 / 10Adequate✓ Tool-verified

Other · Code Health — Whether exceptions are handled rather than silently swallowed or rethrown with lost stack traces.

Method: Roslyn syntax scan: every catch clause counted; empty catches and bare rethrows flagged. Population is all catch clauses, not estimated. Deterministic, hard fact.

An empty catch block silently discards the error — failures vanish with no log and no rethrow. Log it, handle it, or don't catch it. (×3) — module/commons/src/main/scala/com/tribbloids/spookystuff/io/TempFile.scala:35, REDACTED:312, REDACTED:887
`case _: Exception` takes every exception and records none of it — the body neither logs it, rethrows it, nor even names it, so the failure is discarded as completely as by an empty catch and only the substituted value survives. Log it through whatever this codebase already uses to report problems, narrow the catch to the exception this call can actually raise, or say in a comment on the catch why the failure genuinely cannot matter. (×3) — module/commons/src/main/scala/com/tribbloids/spookystuff/relay/json/ToBinaryCompat.scala:45, module/commons/src/main/scala/com/tribbloids/spookystuff/relay/json/ToBinaryCompat.scala:78, module/core/src/main/scala/com/tribbloids/spookystuff/conf/DriverFactory.scala:135
`case _: EOFException | _: RuntimeException` takes every exception and records none of it — the body neither logs it, rethrows it, nor even names it, so the failure is discarded as completely as by an empty catch and only the substituted value survives. Log it through whatever this codebase already uses to report problems, narrow the catch to the exception this call can actually raise, or say in a comment on the catch why the failure genuinely cannot matter. — ~unused/interleaved/src/main/scala/com/tribbloids/spookystuff/unused/DataInput2AsStream.scala:44

What to do

Swallowed exception (empty catch)

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X30 · Support guard that admits what it rejects10.0 / 10Exemplary○ Nothing flagged

Other · Code Health — Whether a guard written as a NEGATED `||` says what its author meant — `!(a || b || x != k)` is `!a && !b && x == k` by De Morgan, so a bail-out that mixes capabilities the code needs with a fault it refuses turns inside out: it fires only where the capabilities are ABSENT, and lets every value the fault term names walk straight into the body that cannot handle it.

Method: Roslyn syntax only, no semantic model: every logical-not whose operand is a parenthesised `||` chain of two or more disjuncts, flattened (a left-nested `a || b || c` read once would see `(a || b)` as one disjunct). A site enters the population on that shape alone. A finding additionally needs the disjuncts to DISAGREE in polarity: at least one bare boolean read — an identifier or member access, never an invocation, which is a predicate rather than a capability flag — and at least one `x != <constant>`, the only form that negates into an exact-value pin (`== null` negates into a looser requirement and is outside the fault set). Consistently-polarised disjunctions, all-fault or all-capability, are counted and never reported; a negated `&&` is outside the population entirely. No same-receiver gate: it was measured to cost a real defect and remove no false positive. Deterministic, provable per finding. Advisory.

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X4 · Structured logging4.6 / 10Weak✓ Tool-verified

Other · Code Health — Whether log calls use message templates (queryable) rather than interpolated strings.

Method: Roslyn syntax scan: every log call-site counted; interpolated-string first-argument violations flagged. Population is all log calls, not estimated. On a repository with no .NET source it reads JavaScript/TypeScript off the engine’s own token stream (test, vendored and minified paths not) with the same rule: a `trace`/`debug`/`info`/`warn`/`error`/`fatal`/`verbose`/`silly`/`http`/`log` call on a receiver named for a logger, in a package whose own or an enclosing `package.json` declares a logger that carries values as fields (pino, pino-http, nestjs-pino, Fastify, winston, bunyan, tslog, LogTape, roarr), whose first deciding argument is a template literal with substitutions; an object-literal fields argument is stepped over, a plain string message clears the call. Python is read the same way: a `debug`/`info`/`warning`/`error`/`exception`/`critical`/`log` call on a logger in a file that imports the standard library’s `logging` or structlog (loguru, which formats at the call, is not judged), whose message is a whole f-string with a non-constant field; a `%`-formatted, `.format()`-ed or concatenated message is not convicted, as in C#. PHP is read the same way: a PSR-3 level call (`emergency`…`debug`, `log`) on a logger (`$logger`, `$this->logger`, Laravel’s `Log::`, `logger()`, `\Drupal::logger()`) in a package whose `composer.json` requires a PSR-3 logger or a framework that hands one out (psr/log, Monolog, Laravel, Symfony, Drupal, CakePHP), or a file that imports one, whose message is a double-quoted string interpolating a variable; a single-quoted message clears the call, and `sprintf` or `.` concatenation is not convicted, as in C#. Dart is read the same way: a `trace`/`debug`/`info`/`warn`/`error`/`fatal` call on Sentry’s structured logger (`Sentry.logger`) whose message is a whole string literal interpolating a value (`$name`, `${…}`); the `Sentry.logger.fmt` template API clears the call. Dart that logs only through loggers with one message and no fields (package:logging, package:logger, talker, dart:developer) is not applicable rather than a reach gap. Ruby is read the same way: a `trace`/`debug`/`info`/`warn`/`error`/`fatal` call on the console gem’s `Console` (declared by a Gemfile, gemspec or Gemfile.lock, or required) or, where SemanticLogger, Ougai or dry-logger is declared or required, on a receiver named for a logger (`logger`, `@logger`, `Rails.logger`, `log`), whose first deciding argument is, as the whole argument, a double-quoted string interpolating a non-constant value (`#{…}`, `#@ivar`); a plain literal clears the call, keyword arguments are the fields, and a block, `%`-format or `+` concatenation is not convicted. Ruby that logs only through the standard Logger (Rails.logger) is not applicable rather than a reach gap. Deterministic.

`warn` at line 45 is handed an interpolated string as its message through SLF4J, so the logger receives one finished string — the values in it cannot be queried, filtered or aggregated as fields, every occurrence reads as a different message, and the string is built even when the level is filtered out. Pass a constant pattern and the values beside it instead: `log.warn("Order {} moved to {}", orderId, status)`, which keeps the pattern and its arguments apart on the event for a structured encoder (logstash-logback-encoder, OpenTelemetry), or `log.atInfo().addKeyValue("order_id", orderId).log("order moved")` with SLF4J 2's fluent API. scala-logging's `LazyLogging` logger takes an `s"…"` message apart into that pattern at compile time, so switching to it is also a fix. — module/commons/src/main/scala/com/tribbloids/spookystuff/commons/AwaitWithHeartbeat.scala:45
`error` at line 26 is handed an interpolated string as its message through SLF4J, so the logger receives one finished string — the values in it cannot be queried, filtered or aggregated as fields, every occurrence reads as a different message, and the string is built even when the level is filtered out. Pass a constant pattern and the values beside it instead: `log.error("Order {} moved to {}", orderId, status)`, which keeps the pattern and its arguments apart on the event for a structured encoder (logstash-logback-encoder, OpenTelemetry), or `log.atInfo().addKeyValue("order_id", orderId).log("order moved")` with SLF4J 2's fluent API. scala-logging's `LazyLogging` logger takes an `s"…"` message apart into that pattern at compile time, so switching to it is also a fix. — module/core/src/main/scala/com/tribbloids/spookystuff/partition/FallbackIterator.scala:26
`info` at line 88 is handed a message assembled at the call — a string concatenated with a value, or `String.format` — through SLF4J or log4j 2, so the logger receives one finished string: the values in it cannot be queried, filtered or aggregated as fields, every occurrence reads as a different message, and the string is built even when the level is filtered out. Pass a constant pattern and the values beside it instead: `log.info("Order {} moved to {}", orderId, status)`, which keeps the pattern and its arguments apart on the event for a structured encoder (logstash-logback-encoder, log4j 2's JsonTemplateLayout, OpenTelemetry), or `log.atInfo().addKeyValue("order_id", orderId).log("order moved")` with SLF4J 2's fluent API. An exception goes last, as the throwable argument, not into the text. — module/core/src/main/java/com/tribbloids/spookystuff/driver/PythonProcess.java:88

What to do

Interpolated log message defeats structured logging

Do you agree with this assessment?

X5 · Nullable reference types2.0 / 10Critical✓ Tool-verified

Other · Code Health — Whether Scala's null is held to the type system and not undermined by assertions — a file compiled with `-Yexplicit-nulls` is one where `String` excludes null and `String | Null` admits it, a file under WartRemover's `Null` wart or Scalafix's `DisableSyntax.noNulls` is one whose code cannot write `null` and must say `Option`, and each `.nn`, `import scala.language.unsafeNulls` or null-lint suppression is the author overruling that.

Method: Roslyn compiler-options scan: NullableContextOptions per project; null-forgiving (!) suppression density per 1k syntax nodes. Deterministic, adoption plus suppression penalty.

No build over this repository's 311 Scala product file(s) passes `-Yexplicit-nulls`, enables WartRemover's `Null` wart or runs Scalafix's `DisableSyntax.noNulls`, so every reference type admits null and nothing reports a `null` written into the code or returned from a Java API — the first one to reach a method call is a `NullPointerException`. `Option` by convention is a habit no tool here holds the code to.

What to do

On Scala 3, add `-Yexplicit-nulls` to `scalacOptions` so `String` and `String | Null` mean different things, and type each Java API's result as nullable where it can return null; on Scala 2 (or as a first step), enable WartRemover's `Null` wart (`wartremoverErrors += Wart.Null`) or Scalafix's `DisableSyntax.noNulls = true` so the code holds absence in `Option`. Then pay the assertions down rather than adding to them: each `.nn` is a null the compiler could not rule out — wrap the Java value in `Option(…)` at the boundary, pattern-match on `null` once there, or change the API so the null cannot arrive; an `unsafeNulls` import switches the checking off for everything after it.

Do you agree with this assessment?

Reference — by lens

The score is the rank-weighted fold of these lenses (worst-heaviest), each including its meta-dimensions; a lens with a Critical contributor is capped at Fair (its band reads "gated by …") and is never the strongest area however high its average.

Lens	Score	Rating	Impact
Code Health	52%	Adequate — gated by X5	Capped at Fair by a Critical contributor — resolve it before relying on this lens.
Architecture	90%	Exemplary	Solid.
Maturity	44%	Adequate — gated by D34, M2	Capped at Fair by a Critical contributor — resolve it before relying on this lens.
Readiness	55%	Adequate — gated by P3	Capped at Fair by a Critical contributor — resolve it before relying on this lens.
Security	58%	Adequate — gated by D29	Capped at Fair by a Critical contributor — resolve it before relying on this lens.
Performance	100%	Exemplary	Strongest area.

Unscored — 3 check(s) recorded observations but carry no score

These checks ran and found something, but they do not carry a score — either by design (an advisory check reports evidence rather than grading it) or because they could not be scored here. They are excluded from the score for that reason, not because there was nothing to see.

D36 Supply-chain Provenance & Signing — 1 observation(s) recorded · The CI pipeline builds and tests but publishes no released artifact — no package publish, container push, GitHub release or deployment step. Supply-chain provenance, signing and SBOM attest RELEASED artifacts, so there is nothing to attest here. Add them to the release pipeline when this repo starts shipping artifacts (a published package, a container image, a deployed service or a tagged release). Build integrity and workflow-token hygiene are reported below: they describe what the CI runs and the token it runs with, neither of which is affected by whether the pipeline ships an artifact.
X10 Duplicated predicate — 25 observation(s) recorded · Advisory — this card reports evidence and never carries a score.
X7 Silent fallback defaults — 1 observation(s) recorded · Advisory — this card reports evidence and never carries a score.

Not evidenced — 2 control(s) we could not find positive evidence for

These checks grade a working control, and the repository shows no evidence of one. That is deliberately not scored as a zero: a repository cannot show an ops runbook, a database TTL or an infrastructure-side audit log, so absence of evidence here is not evidence the control is missing. It is also not a statement that the check is irrelevant to this codebase — the thing it grades applies; we just could not see it. Excluded from the score either way.

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

Not included — 57 check(s) not relevant to this codebase

These checks had nothing to measure here (no tests, no git history, the codebase is small, or the architecture style doesn't apply), so they're omitted above rather than scored low.

AC1 Text alternatives — Frontend below the scale floor (13 DOM element(s) < 25) — too little surface to assess accessibility.
AC2 Forms & labels — Frontend below the scale floor (13 DOM element(s) < 25) — too little surface to assess accessibility.
AC3 Page structure — Frontend below the scale floor (13 DOM element(s) < 25) — too little surface to assess accessibility.
AC4 Keyboard semantics — Frontend below the scale floor (13 DOM element(s) < 25) — too little surface to assess accessibility.
AC5 ARIA correctness — Frontend below the scale floor (13 DOM element(s) < 25) — too little surface to assess accessibility.
AC6 Visual & motion safety — Frontend below the scale floor (13 DOM element(s) < 25) — too little surface to assess accessibility.
AC7 A11y enforcement — Frontend below the scale floor (13 DOM element(s) < 25) — too little surface to assess accessibility.
AX1 Captive dependencies — Not applicable: this repository's Java imports no dependency-injection container and defines no container of its own — nothing that both registers and resolves bindings, and nothing that names two lifetimes — so nothing holds one lifetime's instance while handing out another's; this repository's JavaScript imports no dependency-injection container and defines no container of its own — nothing that both registers and resolves bindings, and nothing that names two lifetimes — so nothing holds one lifetime's instance while handing out another's; this repository's Scala imports no dependency-injection container and defines no container of its own — nothing that both registers and resolves bindings, and nothing that names two lifetimes — so nothing holds one lifetime's instance while handing out another's.
AX2 Stateful singletons — No container singleton was found, so there is no shared instance for concurrent requests to race on. No class in this Java code is a Spring, JSR-330 or CDI singleton bean. No class in this Scala code is a Play controller, a Cask routes object, a Scalatra servlet, a Finatra controller, an Akka/Pekko HTTP routes holder or a JSR-330/Spring singleton, so no instance is shared between request threads. TypeScript/JavaScript runs each process's requests on one event loop, so no two requests write a shared object at the same instant (interleaving across an await is a different defect).
AX5 Architecture & structure — not assessed — architecture style/structure is computed from a project graph (projects, types, module namespaces) that was not loaded for this repository, because the repository is written in a language this check does not yet model, or because its projects failed to load. This is a gap in the analyzer, not a finding about this repository
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
AXB1 Runtime evidence locked — no reproducible boot — Advisory — this card reports evidence and never carries a score, so there is nothing missing here.
C1 Data Protection — Not assessed: these personal data controls are read from a source model (declarative annotations, request middleware, entity/column names, guard methods) that was not loaded for this repository — because the repository is written in a language this check does not yet model, or because its projects failed to load. Absence of an idiom this check recognises is NOT evidence that this repository lacks personal data controls: it may implement them entirely in its own ecosystem. This is a gap in the analyzer's language coverage, not a finding about this repository.
C2 Access Controls — Not assessed: these authorization controls are read from a source model (declarative annotations, request middleware, entity/column names, guard methods) that was not loaded for this repository — because the repository is written in a language this check does not yet model, or because its projects failed to load. Absence of an idiom this check recognises is NOT evidence that this repository lacks authorization controls: it may implement them entirely in its own ecosystem. This is a gap in the analyzer's language coverage, not a finding about this repository.
C3 Audit Trail — No personal data detected in a persisted data model — no PII-named column (email, first_name, date_of_birth, phone_number, …) or stored credential on a Slick table or in a SQL migration's CREATE TABLE or ALTER TABLE — and no database client (Slick, Doobie, Quill, ScalikeJDBC, Anorm, Skunk, a MongoDB or Cassandra driver, JDBC) imported either, so this repository keeps no sensitive data whose changes an audit trail would record. If it does (through a store configured outside this repository, for instance), the trail belongs to wherever that data is stored.
C4 Data Retention — No personal data detected in a persisted data model — no PII-named field (email, firstName, dateOfBirth, phoneNumber, …) or stored credential on a Slick table or in a SQL migration's CREATE TABLE or ALTER TABLE — and no database or data-store client (Slick, Doobie, Quill, ScalikeJDBC, Anorm, Skunk, JDBC, MongoDB, Cassandra, …) imported either, so this repository keeps no personal data whose lifetime a retention limit would bound.
C5 Data-Subject Rights — No personal data detected in a persisted data model — no PII-named field (email, firstName, dateOfBirth, phoneNumber, …) or stored credential on a Slick table or in a SQL migration's CREATE TABLE or ALTER TABLE — and no database or data-store client (Slick, Doobie, Quill, ScalikeJDBC, Anorm, Skunk, JDBC, MongoDB, Cassandra, …) imported either, so this repository keeps no personal data for a data subject to erase, export or consent over.
D10 Test Quality — ~10945 lines of test source are present (.scala) but no test cases reached the test census for this repository — no test root we could resolve declared them, or the files we read declare no cases in a test framework we recognise — so skipped/assertion-free tests couldn't be counted. Not scored — this is a gap in the analyzer, not a finding about this repository.
D11 Test Reliability — Test reliability not included — no .scala test runner
D12 Dependency Hygiene — Not scored — 17 Maven/Gradle manifest(s) were read, stating a version for 21 dependency(ies) and leaving 5 to a parent or an imported BOM, but no build resolved the dependency graph, so the outdated signal was not established. NOT a finding that these dependencies are current or healthy.
D16 Bus Factor — single-maintainer repository — bus factor is not applicable
D18 Solution Shape — D18 scores the shape of a .NET solution; this repository has no .NET solution or project files, so the dimension does not apply.
D20 ADR Quality — Repository kind not determined
D22 Internal API Consistency — The exposed public-API surface could not be collected — no C#/VB projects loaded.
D23 Boundary Type-Coupling — No bounded-context organisation was detected either — neither a context-shaped layout, nor 2+ sibling source directories each declaring an aggregate root, nor 2+ projects each declaring an entity of their own. Declaring this codebase's bounded contexts (≥2) would let cross-boundary type coupling be assessed. Declare them in `.codehealth/config.yaml` at the repository root (create it if absent), mapping each context name to the module-path or namespace prefixes that belong to it — e.g. `architecture:` → `contexts:` → `Billing: ["src/billing", "Acme.Billing"]`, `Catalog: ["src/catalog", "Acme.Catalog"]`.
D24 Comment Value — No inline comments to assess — comment value is not applicable here.
D25 ADR Conformance — no ADRs to check
D27 Navigability — D27 counts a call into the standard library or a dependency as unresolved for this repository's language (.scala), so too few call sites counted as resolved to assess navigability. Not scored: this is a gap in the analyzer, not a verdict about this repository.
D30 Dependency Vulnerabilities — osv: the scanner produced no output at all, so no dependency was actually scanned
D31 IaC & Container Security — No Infrastructure-as-Code or container manifests found (Dockerfile, Docker Compose, Terraform, Kubernetes/Helm, CloudFormation, ARM, Bicep, Ansible); nothing to scan.
D32 Data Compliance (PII/GDPR) — 4 file(s) were not parsed by semgrep — the PII/GDPR ruleset never ran over them
D37 Vulnerability-disclosure Policy — No vulnerability-disclosure policy file found (SECURITY.md/.markdown/.rst/.txt at root or under .github/.forgejo/.gitea/docs, .well-known/security.txt). A coordinated-disclosure policy may live off-repo, so this is not evidenced rather than failed.
D39 IL Efficiency — D39 measures the IL emitted by a .NET build; this repository has no .NET solution or project files, so the dimension does not apply.
D40 Network Egress Confinement — No Kubernetes/orchestration workloads found in the repository manifests; network egress policy is a cluster-native control that may live at the platform/firewall layer, so there is nothing to assess here.
D41 Kernel & Syscall Confinement — No Kubernetes/orchestration workloads found in the repository manifests; seccomp/AppArmor/SELinux confinement is a workload-level control, so there is nothing to assess here.
D42 Runtime Threat Enforcement — No Kubernetes/orchestration workloads found in the repository manifests; runtime threat-detection and admission-control policy are cluster-level controls, so there is nothing to assess here.
D43 Malicious Dependencies — osv: the scanner produced no output at all, so no dependency was actually scanned
D7 Architectural Integrity — no checkable ADRs, and no project-reference graph for the cycle pass to read — so this dimension makes no claim about dependency cycles in either direction (where this repository's language has an import-cycle lens, cycles are reported there). Architectural integrity not assessed
D8 Code Coverage — Coverage not included — suite not readable by the collector
DM1 Domain Modelling — applicable but not scored (2 signals for this style, 2 needed — the count is met but a required primary signal is absent): 219 value object(s); 1 domain event(s); its domain events are published by services or handlers — no domain entity raises one
ED1 Event-Driven — not scored — this repository shows none of the 3 signals this lens looks for
ED5 Idempotency — no mutating command handlers or message consumers detected — idempotency check not applicable
ES1 Event Sourcing — not scored — this repository shows none of the 3 signals this lens looks for
P12 CI test-gate honesty — Reported, not scored — and nothing was matched here. The coverage check applies to any stack, and the automatic-re-run check to any GitHub-Actions workflow, but the checks for excluded tests, skipped tests and sleep-based synchronisation currently recognise only some ecosystems' test-runner idioms, so on a repository built with another stack the zeros below mean 'not checked', not 'clean'.
P2 Observability — This repository's JavaScript/TypeScript, JVM source (8 module(s), 326 file(s) read) declares no entry point and bootstraps no server, and nothing here deploys a service — it is a library, run inside whatever hosts it, so production observability (structured logging, tracing/metrics, health checks) is N/A. If it grows a binary or a service, the dimension reactivates.
P7 Outbound HTTP resilience — not applicable — no HTTP server, API framework or worker entry point was found in the JVM, JavaScript/TypeScript source, so there is no service whose uptime a failing dependency could take down
P8 Schema migrations — no ORM, schema-migration tool or schema auto-create was found in this repository's dependency manifests or source, so there is no database schema for this check to judge
P9 Domain vs controller coverage — no coverage report found on disk — produce a coverage report in a standard format (`addSbtPlugin("org.scoverage" % "sbt-scoverage" % "<version>")` in `project/plugins.sbt`, then `sbt clean coverage test coverageReport`) and commit it — a hosted scan measures a clone of the repository, so a report that exists only in a working tree, a CI runner's or your own, never reaches it; the artefact is commonly gitignored, so `git add -f` that one file (or un-ignore its path) and commit it alongside the code it measures, or wire coverage collection into CI, to enable this cross-layer check
PF1 Benchmark discipline — Not applicable: no benchmark suite was found. This check searched for `@Benchmark` in a Java, Kotlin or Scala file importing JMH or kotlinx-benchmark, Jetpack Benchmark's `measureRepeated` in a file importing androidx.benchmark, or JMH/kotlinx-benchmark/androidx.benchmark in a pom.xml, Gradle or sbt build, and for a `*benchmark*` script that this repository's CI runs. Benchmarks are credited as a bonus, so their absence is neither scored nor deducted.
PF2 Allocation hygiene — Not applicable: allocation awareness is rated where code engineers for it — at least 400 production lines that ship benchmarks or already use allocation-aware idioms (8 or more). This repository's Java and Scala code has 26,359 production line(s), 6 such use(s) and no benchmarks, so there is no allocation work to rate. The card is reward-only: its absence costs nothing.
S1 Web-Security Posture — No web surface: 324 Scala file(s) were read for weak hashes and ciphers, key material fixed in the source, disabled TLS certificate validation and obsolete TLS versions, and none was found. This repository serves no HTTP of its own — no HTTP-server artifact (akka-http, pekko-http, http4s, Play, Finagle, zio-http, cask, Scalatra, a tapir server, Jetty, Undertow, …) outside test scope in its build, and no server package imported or server bound in its production source — so HTTPS enforcement, HSTS, cookie flags and input validation are N/A here, as they are for a C# library or worker. If this codebase starts serving HTTP, the dimension reactivates automatically.
X2 Cancellation propagation — no C# was loaded; this repository's Scala and Java were read, and no request in it can be cancelled by a caller — a Scala request takes no token: a Future cannot be cancelled, and cats-effect, ZIO and Monix interrupt the fiber that made the request from outside the call, not through a parameter; a Java request off Android takes no token: it is cancelled through the handle it returns (Future.cancel, Call.cancel, a Disposable), ambiently (io.grpc.Context) or by interrupting its thread, not through a parameter
X32 Type resolved by simple name across every loaded assembly — This check is about how a .NET program searches the assemblies loaded into its process for a type, and this repository contains no .NET source, so there is nothing here for it to assess. Not a gap in the analyzer and not a finding about your code.
X6 Hand-rolled structured-format parsing — Advisory — this card reports evidence and never carries a score, so there is nothing missing here.
X9 Subsumed condition operand — Advisory — this card reports evidence and never carries a score, so there is nothing missing here.

Appendix A — Findings (grouped)

The findings behind the scores, grouped by severity, then by dimension and kind. The high-severity issues are enumerated in full below; items per group are capped at 25 with any overflow stated explicitly per group, never silently truncated. The complete machine-readable list of every finding (all severities) is the companion findings.md in this report's bundle.

Critical — 10 finding(s)

D28 · Secrets (history) · REDACTED · ×6

REDACTED
REDACTED
REDACTED
REDACTED
REDACTED
REDACTED

D29 · Static Analysis (SAST) · REDACTED

REDACTED
REDACTED
REDACTED

D29 · Static Analysis (SAST) · REDACTED · ×1

REDACTED

Serious — 364 finding(s)

D17 · Explicit Debt · TodoComment · ×283

TodoComment module/assembly/src/test/scala/com/tribbloids/spookystuff/assembly/JarHellDetection.scala:10 — // TODO: remove, already have an independent reporting step for every submodule — source code is not a task system: move the work to your tracker and leave a reference instead (e.g. `// REF: #123`), so the task is planned where tasks live and the ticket links back to the code.
TodoComment module/assembly/src/test/scala/com/tribbloids/spookystuff/assembly/JarHellDetection.scala:92 — // //TODO: probably not a strong evidence — source code is not a task system: move the work to your tracker and leave a reference instead (e.g. `// REF: #123`), so the task is planned where tasks live and the ticket links back to the code.
TodoComment module/assembly/src/test/scala/com/tribbloids/spookystuff/assembly/JarHellDetection.scala:122 — // // TODO: need assertion — source code is not a task system: move the work to your tracker and leave a reference instead (e.g. `// REF: #123`), so the task is planned where tasks live and the ticket links back to the code.
TodoComment module/benchmark/src/test/scala/com/tribbloids/spookystuff/parsing/ParsersBenchmark.scala:13 — //TODO: enable! — source code is not a task system: move the work to your tracker and leave a reference instead (e.g. `// REF: #123`), so the task is planned where tasks live and the ticket links back to the code.
TodoComment module/benchmark/src/test/scala/com/tribbloids/spookystuff/utils/RangeHashBenchmark.scala:8 — // TODO: move to unit test — source code is not a task system: move the work to your tracker and leave a reference instead (e.g. `// REF: #123`), so the task is planned where tasks live and the ticket links back to the code.
TodoComment module/commons/src/main/scala/com/tribbloids/spookystuff/commons/Verbose.scala:8 — // TODO: this class has to go , move to multiverse CanToString — source code is not a task system: move the work to your tracker and leave a reference instead (e.g. `// REF: #123`), so the task is planned where tasks live and the ticket links back to the code.
TodoComment module/commons/src/main/scala/com/tribbloids/spookystuff/commons/TreeException.scala:28 — // if (msgBlock.lines.size > 1) { TODO: remove, only useful if subgraph is required — source code is not a task system: move the work to your tracker and leave a reference instead (e.g. `// REF: #123`), so the task is planned where tasks live and the ticket links back to the code.
TodoComment module/commons/src/main/scala/com/tribbloids/spookystuff/commons/CommonUtils.scala:40 — // TODO: remove, use object API everywhere. — source code is not a task system: move the work to your tracker and leave a reference instead (e.g. `// REF: #123`), so the task is planned where tasks live and the ticket links back to the code.
TodoComment module/commons/src/main/scala/com/tribbloids/spookystuff/commons/classpath/ClasspathResolver.scala:46 — // TODO: this may not be efficient as every new _Execution requires a new can, but for safety ... — source code is not a task system: move the work to your tracker and leave a reference instead (e.g. `// REF: #123`), so the task is planned where tasks live and the ticket links back to the code.
TodoComment module/commons/src/main/scala/com/tribbloids/spookystuff/commons/classpath/ClasspathResolver.scala:77 — // TODO: classpath jar file should use absolute path — source code is not a task system: move the work to your tracker and leave a reference instead (e.g. `// REF: #123`), so the task is planned where tasks live and the ticket links back to the code.
TodoComment module/commons/src/main/scala/com/tribbloids/spookystuff/commons/data/ReflCanUnapply.scala:9 — // TODO: compile-time parsing is janky, should be replaced shortly — source code is not a task system: move the work to your tracker and leave a reference instead (e.g. `// REF: #123`), so the task is planned where tasks live and the ticket links back to the code.
TodoComment module/commons/src/main/scala/com/tribbloids/spookystuff/commons/data/EAVSchema.scala:23 — // TODO: don't know how to do this, causing problem in generating KVs — source code is not a task system: move the work to your tracker and leave a reference instead (e.g. `// REF: #123`), so the task is planned where tasks live and the ticket links back to the code.
TodoComment module/commons/src/main/scala/com/tribbloids/spookystuff/commons/lifespan/SparkTypes.scala:41 — // TODO: add Job impl — source code is not a task system: move the work to your tracker and leave a reference instead (e.g. `// REF: #123`), so the task is planned where tasks live and the ticket links back to the code.
TodoComment module/commons/src/main/scala/com/tribbloids/spookystuff/commons/lifespan/Cleanable.scala:116 — // TODO: useless, blocked by https://stackoverflow.com/questions/77290708/in-java-9-with-scala-how-to-make-a-cleanable-that-can-be-triggered-by-system
TodoComment module/commons/src/main/scala/com/tribbloids/spookystuff/commons/refl/TypeUtils.scala:16 — // TODO: this implementation is slow, but barely works. — source code is not a task system: move the work to your tracker and leave a reference instead (e.g. `// REF: #123`), so the task is planned where tasks live and the ticket links back to the code.
TodoComment module/commons/src/main/scala/com/tribbloids/spookystuff/commons/refl/TypeUtils.scala:101 — // TODO: TypeCreator is not in Developer's API and usage is not recommended — source code is not a task system: move the work to your tracker and leave a reference instead (e.g. `// REF: #123`), so the task is planned where tasks live and the ticket links back to the code.
TodoComment module/commons/src/main/scala/com/tribbloids/spookystuff/commons/refl/TypeUtils.scala:112 — // TODO: this needs improvement due to: — source code is not a task system: move the work to your tracker and leave a reference instead (e.g. `// REF: #123`), so the task is planned where tasks live and the ticket links back to the code.
TodoComment module/commons/src/main/scala/com/tribbloids/spookystuff/commons/refl/TypeMagnet.scala:14 — //TODO: change to ThreadLocal to be faster? — source code is not a task system: move the work to your tracker and leave a reference instead (e.g. `// REF: #123`), so the task is planned where tasks live and the ticket links back to the code.
TodoComment module/commons/src/main/scala/com/tribbloids/spookystuff/commons/refl/TypeMagnet.scala:15 — //TODO: should be "WeakTypeMagnet", erasure may happen — source code is not a task system: move the work to your tracker and leave a reference instead (e.g. `// REF: #123`), so the task is planned where tasks live and the ticket links back to the code.
TodoComment module/commons/src/main/scala/com/tribbloids/spookystuff/commons/refl/TypeMagnet.scala:16 — //TODO: should have a codec — source code is not a task system: move the work to your tracker and leave a reference instead (e.g. `// REF: #123`), so the task is planned where tasks live and the ticket links back to the code.
TodoComment module/commons/src/main/scala/com/tribbloids/spookystuff/commons/refl/TypeMagnet.scala:90 — // TODO: dropped in Scala 3, switch to manifest or TASTy typetag — source code is not a task system: move the work to your tracker and leave a reference instead (e.g. `// REF: #123`), so the task is planned where tasks live and the ticket links back to the code.
TodoComment module/commons/src/main/scala/com/tribbloids/spookystuff/commons/refl/ScalaUDT.scala:24 — // TODO: kryo is better — source code is not a task system: move the work to your tracker and leave a reference instead (e.g. `// REF: #123`), so the task is planned where tasks live and the ticket links back to the code.
TodoComment module/commons/src/main/scala/com/tribbloids/spookystuff/commons/refl/ReflectionUtils.scala:3 — //TODO: simply by using a common relay that different type representation can be cast into — source code is not a task system: move the work to your tracker and leave a reference instead (e.g. `// REF: #123`), so the task is planned where tasks live and the ticket links back to the code.
TodoComment module/commons/src/main/scala/com/tribbloids/spookystuff/commons/refl/ReflectionUtils.scala:11 — // TODO: move most of them to ScalaType — source code is not a task system: move the work to your tracker and leave a reference instead (e.g. `// REF: #123`), so the task is planned where tasks live and the ticket links back to the code.
TodoComment module/commons/src/main/scala/com/tribbloids/spookystuff/commons/refl/FromClassMixin.scala:83 — // TODO: how to get rid of these boilerplates? — source code is not a task system: move the work to your tracker and leave a reference instead (e.g. `// REF: #123`), so the task is planned where tasks live and the ticket links back to the code.
+ 258 more in this group — see findings.md.

GD1 · Unfinished & placeholder code · Unfinished stub · ×6

Unfinished stub — body is `???` module/commons/src/main/scala/com/tribbloids/spookystuff/relay/json/FailoverSerializer.scala:14 — `deserialize` is a shipped member whose whole body is still `???`, and nothing in the repository overrides it — generated scaffolding that was never completed. Implement it or remove the dead surface.
Unfinished stub — body is `???` module/core/src/main/scala/com/tribbloids/spookystuff/doc/JsonNode.scala:121 — `breadcrumb` is a shipped member whose whole body is still `???`, and nothing in the repository overrides it — generated scaffolding that was never completed. Implement it or remove the dead surface.
Unfinished stub — body is `???` module/core/src/main/scala/com/tribbloids/spookystuff/dsl/DataViewRecInterface.scala:76 — `apply` is a shipped member whose whole body is still `???`, and nothing in the repository overrides it — generated scaffolding that was never completed. Implement it or remove the dead surface.
Unfinished stub — body is `???` module/core/src/main/scala/com/tribbloids/spookystuff/python/ref/PyBinding.scala:49 — `$TYPE` is a shipped member whose whole body is still `???`, and nothing in the repository overrides it — generated scaffolding that was never completed. Implement it or remove the dead surface.
Unfinished stub — body is `???` module/core/src/main/scala/com/tribbloids/spookystuff/row/AgentContext.scala:37 — `localityGroup` is a shipped member whose whole body is still `???`, and nothing in the repository overrides it — generated scaffolding that was never completed. Implement it or remove the dead surface.
Unfinished stub — body is `???` module/core/src/main/scala/com/tribbloids/spookystuff/row/AgentContext.scala:38 — `trajectoryBase` is a shipped member whose whole body is still `???`, and nothing in the repository overrides it — generated scaffolding that was never completed. Implement it or remove the dead surface.

IC1 · Incompleteness & stubs · Unfinished stub · ×6

Unfinished stub — body is ??? / NotImplementedError module/commons/src/main/scala/com/tribbloids/spookystuff/relay/json/FailoverSerializer.scala:14 — `deserialize` is a shipped method whose whole body is `???` (or throws NotImplementedError), and nothing in the repository overrides it — scaffolding that was never completed. Implement it or remove the dead surface.
Unfinished stub — body is ??? / NotImplementedError module/core/src/main/scala/com/tribbloids/spookystuff/doc/JsonNode.scala:121 — `breadcrumb` is a shipped method whose whole body is `???` (or throws NotImplementedError), and nothing in the repository overrides it — scaffolding that was never completed. Implement it or remove the dead surface.
Unfinished stub — body is ??? / NotImplementedError module/core/src/main/scala/com/tribbloids/spookystuff/dsl/DataViewRecInterface.scala:76 — `apply` is a shipped method whose whole body is `???` (or throws NotImplementedError), and nothing in the repository overrides it — scaffolding that was never completed. Implement it or remove the dead surface.
Unfinished stub — body is ??? / NotImplementedError module/core/src/main/scala/com/tribbloids/spookystuff/python/ref/PyBinding.scala:49 — `$TYPE` is a shipped method whose whole body is `???` (or throws NotImplementedError), and nothing in the repository overrides it — scaffolding that was never completed. Implement it or remove the dead surface.
Unfinished stub — body is ??? / NotImplementedError module/core/src/main/scala/com/tribbloids/spookystuff/row/AgentContext.scala:37 — `localityGroup` is a shipped method whose whole body is `???` (or throws NotImplementedError), and nothing in the repository overrides it — scaffolding that was never completed. Implement it or remove the dead surface.
Unfinished stub — body is ??? / NotImplementedError module/core/src/main/scala/com/tribbloids/spookystuff/row/AgentContext.scala:38 — `trajectoryBase` is a shipped method whose whole body is `???` (or throws NotImplementedError), and nothing in the repository overrides it — scaffolding that was never completed. Implement it or remove the dead surface.

D29 · Static Analysis (SAST) · REDACTED

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X24 · Document value interpolated into markup unescaped · Untrusted text written into markup unescaped · ×4

Untrusted text written into markup unescaped REDACTED:644 — `expando` is text this program did not author, and it is written into a quoted attribute value through `innerHTML` with nothing encoding it for that place. Whoever controls the value controls the markup: it can close the element or attribute it sits in and open a script of its own. Encode it for HTML at this site, render it through the framework's escaping output, or sanitise it if it must stay markup.
Untrusted text written into markup unescaped REDACTED:645 — `expando` is text this program did not author, and it is written into a quoted attribute value through `innerHTML` with nothing encoding it for that place. Whoever controls the value controls the markup: it can close the element or attribute it sits in and open a script of its own. Encode it for HTML at this site, render it through the framework's escaping output, or sanitise it if it must stay markup.
Untrusted text written into markup unescaped REDACTED:809 — `expando` is text this program did not author, and it is written into a quoted attribute value through `innerHTML` with nothing encoding it for that place. Whoever controls the value controls the markup: it can close the element or attribute it sits in and open a script of its own. Encode it for HTML at this site, render it through the framework's escaping output, or sanitise it if it must stay markup.
Untrusted text written into markup unescaped REDACTED:810 — `expando` is text this program did not author, and it is written into a quoted attribute value through `innerHTML` with nothing encoding it for that place. Whoever controls the value controls the markup: it can close the element or attribute it sits in and open a script of its own. Encode it for HTML at this site, render it through the framework's escaping output, or sanitise it if it must stay markup.

X3 · Exception handling · Swallowed exception (caught, then discarded) · ×4

Swallowed exception (caught, then discarded) module/commons/src/main/scala/com/tribbloids/spookystuff/relay/json/ToBinaryCompat.scala:45 — `case _: Exception` takes every exception and records none of it — the body neither logs it, rethrows it, nor even names it, so the failure is discarded as completely as by an empty catch and only the substituted value survives. Log it through whatever this codebase already uses to report problems, narrow the catch to the exception this call can actually raise, or say in a comment on the catch why the failure genuinely cannot matter.
Swallowed exception (caught, then discarded) module/commons/src/main/scala/com/tribbloids/spookystuff/relay/json/ToBinaryCompat.scala:78 — `case _: Exception` takes every exception and records none of it — the body neither logs it, rethrows it, nor even names it, so the failure is discarded as completely as by an empty catch and only the substituted value survives. Log it through whatever this codebase already uses to report problems, narrow the catch to the exception this call can actually raise, or say in a comment on the catch why the failure genuinely cannot matter.
Swallowed exception (caught, then discarded) module/core/src/main/scala/com/tribbloids/spookystuff/conf/DriverFactory.scala:135 — `case _: Exception` takes every exception and records none of it — the body neither logs it, rethrows it, nor even names it, so the failure is discarded as completely as by an empty catch and only the substituted value survives. Log it through whatever this codebase already uses to report problems, narrow the catch to the exception this call can actually raise, or say in a comment on the catch why the failure genuinely cannot matter.
Swallowed exception (caught, then discarded) ~unused/interleaved/src/main/scala/com/tribbloids/spookystuff/unused/DataInput2AsStream.scala:44 — `case _: EOFException | _: RuntimeException` takes every exception and records none of it — the body neither logs it, rethrows it, nor even names it, so the failure is discarded as completely as by an empty catch and only the substituted value survives. Log it through whatever this codebase already uses to report problems, narrow the catch to the exception this call can actually raise, or say in a comment on the catch why the failure genuinely cannot matter.

X3 · Exception handling · Swallowed exception (empty catch) · ×3

Swallowed exception (empty catch) module/commons/src/main/scala/com/tribbloids/spookystuff/io/TempFile.scala:35 — An empty catch block silently discards the error — failures vanish with no log and no rethrow. Log it, handle it, or don't catch it.
Swallowed exception (empty catch) REDACTED:312 — An empty catch block silently discards the error — failures vanish with no log and no rethrow. Log it, handle it, or don't catch it.
Swallowed exception (empty catch) REDACTED:887 — An empty catch block silently discards the error — failures vanish with no log and no rethrow. Log it, handle it, or don't catch it.

D1 · Cyclomatic Complexity · CHILD (cyclomatic 51) · ×2

CHILD (cyclomatic 51) REDACTED:1393 — CHILD has cyclomatic complexity 51 (threshold 15). Most of this is not in the body itself: 3 of the 51 points are its own statements and the rest belongs to 2 function literals inside it that branch (lines 1405, 1401). The decisions are inside those literals, which nothing outside this body can call, review or test on its own, so splitting the enclosing body is not the move available here. To reduce it, lift the literals' work into a named function or method at the enclosing scope and have each literal call it, then reduce whichever part then reads as the largest.
CHILD (cyclomatic 51) REDACTED:1134 — CHILD has cyclomatic complexity 51 (threshold 15). Most of this is not in the body itself: 3 of the 51 points are its own statements and the rest belongs to 2 function literals inside it that branch (lines 1146, 1142). The decisions are inside those literals, which nothing outside this body can call, review or test on its own, so splitting the enclosing body is not the move available here. To reduce it, lift the literals' work into a named function or method at the enclosing scope and have each literal call it, then reduce whichever part then reads as the largest.

D1 · Cyclomatic Complexity · sizzle.matcherFromGroupMatchers · ×2

sizzle.matcherFromGroupMatchers::superMatcher (cyclomatic 36) REDACTED:1851 — sizzle.matcherFromGroupMatchers::superMatcher has cyclomatic complexity 36 (threshold 15). To reduce it, separate the cases: extract each independent branch into its own named function, and where the body has guards that only reject input, fold those into early returns at the top.
sizzle.matcherFromGroupMatchers::superMatcher (cyclomatic 36) REDACTED:2151 — sizzle.matcherFromGroupMatchers::superMatcher has cyclomatic complexity 36 (threshold 15). To reduce it, separate the cases: extract each independent branch into its own named function, and where the body has guards that only reject input, fold those into early returns at the top.

D1 · Cyclomatic Complexity · sizzle.setMatcher (cyclomatic 32) · ×2

sizzle.setMatcher (cyclomatic 32) REDACTED:1697 — sizzle.setMatcher has cyclomatic complexity 32 (threshold 15). Most of this is not in the body itself: 5 of the 32 points are its own statements and the rest belongs to one function literal inside it that branches (line 1704). The decisions are inside the literal, which nothing outside this body can call, review or test on its own, so splitting the enclosing body is not the move available here. To reduce it, lift the literal's work into a named function or method at the enclosing scope and have the literal call it, then reduce whichever part then reads as the largest.
sizzle.setMatcher (cyclomatic 32) REDACTED:1985 — sizzle.setMatcher has cyclomatic complexity 32 (threshold 15). Most of this is not in the body itself: 5 of the 32 points are its own statements and the rest belongs to one function literal inside it that branches (line 1992). The decisions are inside the literal, which nothing outside this body can call, review or test on its own, so splitting the enclosing body is not the move available here. To reduce it, lift the literal's work into a named function or method at the enclosing scope and have the literal call it, then reduce whichever part then reads as the largest.

D1 · Cyclomatic Complexity · sizzle.matcherFromTokens (cyclomatic 18) · ×2

sizzle.matcherFromTokens (cyclomatic 18) REDACTED:1790 — sizzle.matcherFromTokens has cyclomatic complexity 18 (threshold 15). Of this number, 14 points are the body's own statements and 4 belong to one function literal inside it that branches. To reduce it, separate the cases: extract each independent branch into its own named function, and where the body has guards that only reject input, fold those into early returns at the top.
sizzle.matcherFromTokens (cyclomatic 18) REDACTED:2085 — sizzle.matcherFromTokens has cyclomatic complexity 18 (threshold 15). Of this number, 14 points are the body's own statements and 4 belong to one function literal inside it that branches. To reduce it, separate the cases: extract each independent branch into its own named function, and where the body has guards that only reject input, fold those into early returns at the top.

D1 · Cyclomatic Complexity · tokenize (cyclomatic 16) · ×2

tokenize (cyclomatic 16) REDACTED:1794 — tokenize has cyclomatic complexity 16 (threshold 15). To reduce it, separate the cases: extract each independent branch into its own named function, and where the body has guards that only reject input, fold those into early returns at the top.
tokenize (cyclomatic 16) REDACTED:1518 — tokenize has cyclomatic complexity 16 (threshold 15). To reduce it, separate the cases: extract each independent branch into its own named function, and where the body has guards that only reject input, fold those into early returns at the top.

D2 · Cognitive Complexity · CHILD (cognitive 93) · ×2

CHILD (cognitive 93) REDACTED:1393 — CHILD has cognitive complexity 93 (threshold 15). Drivers by points: if/else 11 (38 pts), boolean chains 25, ternaries 5 (16 pts), loops 4 (14 pts) (nesting depth added 48). Most of this is not in the body itself: 2 of the 93 points are its own statements and the rest belongs to 2 function literals inside it that branch (lines 1405, 1401). The decisions are inside those literals, which nothing outside this body can call, review or test on its own, so splitting the enclosing body is not the move available here. To reduce it, lift the literals' work into a named function or method at the enclosing scope and have each literal call it, then reduce whichever part then reads as the largest.
CHILD (cognitive 93) REDACTED:1134 — CHILD has cognitive complexity 93 (threshold 15). Drivers by points: if/else 11 (38 pts), boolean chains 25, ternaries 5 (16 pts), loops 4 (14 pts) (nesting depth added 48). Most of this is not in the body itself: 2 of the 93 points are its own statements and the rest belongs to 2 function literals inside it that branch (lines 1146, 1142). The decisions are inside those literals, which nothing outside this body can call, review or test on its own, so splitting the enclosing body is not the move available here. To reduce it, lift the literals' work into a named function or method at the enclosing scope and have each literal call it, then reduce whichever part then reads as the largest.

D2 · Cognitive Complexity · matcherFromGroupMatchers · ×2

matcherFromGroupMatchers::superMatcher (cognitive 59) REDACTED:2151 — matcherFromGroupMatchers::superMatcher has cognitive complexity 59 (threshold 15). Drivers by points: if/else 14 (35 pts), boolean chains 13, loops 4 (10 pts), ternaries 1 (nesting depth added 27). To reduce it, flatten the nesting: this score is depth rather than breadth — most of its points come from checks stacked inside one another, so the work sits several levels in. Invert each enclosing check into an early exit (a return, or the language's equivalent) so the happy path stays at one level, and where a level cannot be exited early, lift the block it encloses into its own named function.
matcherFromGroupMatchers::superMatcher (cognitive 59) REDACTED:1851 — matcherFromGroupMatchers::superMatcher has cognitive complexity 59 (threshold 15). Drivers by points: if/else 14 (35 pts), boolean chains 13, loops 4 (10 pts), ternaries 1 (nesting depth added 27). To reduce it, flatten the nesting: this score is depth rather than breadth — most of its points come from checks stacked inside one another, so the work sits several levels in. Invert each enclosing check into an early exit (a return, or the language's equivalent) so the happy path stays at one level, and where a level cannot be exited early, lift the block it encloses into its own named function.

D2 · Cognitive Complexity · setMatcher (cognitive 56) · ×2

setMatcher (cognitive 56) REDACTED:1985 — setMatcher has cognitive complexity 56 (threshold 15). Drivers by points: if/else 13 (26 pts), ternaries 7 (12 pts), boolean chains 9, loops 3 (9 pts) (nesting depth added 24). Most of this is not in the body itself: 4 of the 56 points are its own statements and the rest belongs to one function literal inside it that branches (line 1992). The decisions are inside the literal, which nothing outside this body can call, review or test on its own, so splitting the enclosing body is not the move available here. To reduce it, lift the literal's work into a named function or method at the enclosing scope and have the literal call it, then reduce whichever part then reads as the largest.
setMatcher (cognitive 56) REDACTED:1697 — setMatcher has cognitive complexity 56 (threshold 15). Drivers by points: if/else 13 (26 pts), ternaries 7 (12 pts), boolean chains 9, loops 3 (9 pts) (nesting depth added 24). Most of this is not in the body itself: 4 of the 56 points are its own statements and the rest belongs to one function literal inside it that branches (line 1704). The decisions are inside the literal, which nothing outside this body can call, review or test on its own, so splitting the enclosing body is not the move available here. To reduce it, lift the literal's work into a named function or method at the enclosing scope and have the literal call it, then reduce whichever part then reads as the largest.

D2 · Cognitive Complexity · select (cognitive 39) · ×2

select (cognitive 39) REDACTED:2316 — select has cognitive complexity 39 (threshold 15). Drivers by points: if/else 8 (22 pts), boolean chains 13, loops 1 (2 pts), ternaries 1 (2 pts) (nesting depth added 16). To reduce it, flatten the nesting: this score is depth rather than breadth — most of its points come from checks stacked inside one another, so the work sits several levels in. Invert each enclosing check into an early exit (a return, or the language's equivalent) so the happy path stays at one level, and where a level cannot be exited early, lift the block it encloses into its own named function.
select (cognitive 39) REDACTED:1998 — select has cognitive complexity 39 (threshold 15). Drivers by points: if/else 8 (22 pts), boolean chains 13, loops 1 (2 pts), ternaries 1 (2 pts) (nesting depth added 16). To reduce it, flatten the nesting: this score is depth rather than breadth — most of its points come from checks stacked inside one another, so the work sits several levels in. Invert each enclosing check into an early exit (a return, or the language's equivalent) so the happy path stays at one level, and where a level cannot be exited early, lift the block it encloses into its own named function.

D2 · Cognitive Complexity · matcherFromTokens (cognitive 30) · ×2

matcherFromTokens (cognitive 30) REDACTED:2085 — matcherFromTokens has cognitive complexity 30 (threshold 15). Drivers by points: if/else 4 (11 pts), boolean chains 8, ternaries 3 (6 pts), loops 2 (5 pts) (nesting depth added 13). Of this number, 27 points are the body's own statements and 3 belong to 3 function literals inside it that branch. To reduce it, split the body into named stages: move each independent step or branch into its own named function so the body reads as a short sequence of named calls rather than one long body.
matcherFromTokens (cognitive 30) REDACTED:1790 — matcherFromTokens has cognitive complexity 30 (threshold 15). Drivers by points: if/else 4 (11 pts), boolean chains 8, ternaries 3 (6 pts), loops 2 (5 pts) (nesting depth added 13). Of this number, 27 points are the body's own statements and 3 belong to 3 function literals inside it that branch. To reduce it, split the body into named stages: move each independent step or branch into its own named function so the body reads as a short sequence of named calls rather than one long body.

D2 · Cognitive Complexity · tokenize (cognitive 24) · ×2

tokenize (cognitive 24) REDACTED:1794 — tokenize has cognitive complexity 24 (threshold 15). Drivers by points: if/else 6 (13 pts), boolean chains 4, ternaries 3 (4 pts), loops 2 (3 pts) (nesting depth added 9). To reduce it, split the body into named stages: move each independent step or branch into its own named function so the body reads as a short sequence of named calls rather than one long body.
tokenize (cognitive 24) REDACTED:1518 — tokenize has cognitive complexity 24 (threshold 15). Drivers by points: if/else 6 (13 pts), boolean chains 4, ternaries 3 (4 pts), loops 2 (3 pts) (nesting depth added 9). To reduce it, split the body into named stages: move each independent step or branch into its own named function so the body reads as a short sequence of named calls rather than one long body.

D29 · Static Analysis (SAST) · REDACTED

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D29 · Static Analysis (SAST) · REDACTED

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D3 · God Classes · FileTooLong · ×2

FileTooLong: REDACTED REDACTED — FileTooLong — 1185 significant lines (blank, comment-only and punctuation-only lines excluded; the length bar is tripled for a single-responsibility module of 4 or fewer top-level units). The bar is 500 significant lines; this is 685 over it, 2.37× the bar. To reduce it, split the file along the responsibilities already in it: move each cohesive group of declarations into its own sibling file in the same module or package, so no one file has to be read whole to change one of them.
FileTooLong: REDACTED REDACTED — FileTooLong — 1078 significant lines (blank, comment-only and punctuation-only lines excluded). The bar is 500 significant lines; this is 578 over it, 2.16× the bar. To reduce it, split the file along the responsibilities already in it: move each cohesive group of declarations into its own sibling file in the same module or package, so no one file has to be read whole to change one of them.

D4 · Code Duplication · Duplicated block (10 lines × 2) · ×2

Duplicated block (10 lines × 2) REDACTED:14 — REDACTED:14-23 | REDACTED:13-22 — before extracting anything, compare `REDACTED` and `REDACTED` as WHOLE FILES: 100% of the shorter file's lines also appear in the other, so this reads as one file having been copied from the other rather than as a helper waiting to be extracted. The 1 duplicated block(s) this scan matched between them are fragments of that copy, not the extent of it — treat the file pair as the unit. The two sit in different directories, so one cannot simply be deleted in favour of the other while both are reached separately: hoist the shared part into a location both already depend on and have each file call it, and retire whichever file turns out to have no caller of its own left. Extracting one helper per block leaves the fork in place. The matched lines also transfer control out of the body holding them, which cannot survive a move into a called unit unchanged: have the extracted unit return that decision and let each site act on it.
Duplicated block (10 lines × 2) REDACTED:49 — REDACTED:49-58 | REDACTED:52-61 — before extracting anything, compare `REDACTED` and `REDACTED` as WHOLE FILES: 98% of the shorter file's lines also appear in the other, so this reads as one file having been copied from the other rather than as a helper waiting to be extracted. The 1 duplicated block(s) this scan matched between them are fragments of that copy, not the extent of it — treat the file pair as the unit. The two sit in different directories, so one cannot simply be deleted in favour of the other while both are reached separately: hoist the shared part into a location both already depend on and have each file call it, and retire whichever file turns out to have no caller of its own left. Extracting one helper per block leaves the fork in place. The matched lines also transfer control out of the body holding them, which cannot survive a move into a called unit unchanged: have the extracted unit return that decision and let each site act on it.

X17 · Uncapped recursion over a caller-supplied document · Recursive walk over a caller-supplied document has no depth cap · ×2

Recursive walk over a caller-supplied document has no depth cap module/commons/src/main/scala/com/tribbloids/spookystuff/relay/xml/Xml.scala:42 — `Xml.toJson` is public, takes a document from its caller (line 33) and hands it to `descendant`, which calls itself at line 42 with a piece of `n` (and at line 45), not as a tail call the compiler turns into a loop — and nowhere in `descendant` is there a depth parameter, a descent counter, or any other cap. The walk therefore spends one stack frame per LEVEL of the value it is handed, so the nesting of the caller's document — not this code — decides how deep the stack goes. On the JVM's default 1 MB thread stack a walk like this one throws `StackOverflowError` from about 500–2,000 levels on a cold first call and 6,000–17,000 once warmed up (OpenJDK 21 and 25), while `ujson.read`, Jackson's `readTree` before 2.15 and circe before 0.14.16 accept any nesting (2,000,000 levels from 4 MB) and circe 0.14.16 accepts 4,096 — on a cold JVM even play-json's cap of 1,000 is past the point the walk fails. `StackOverflowError` is not `NonFatal`: `Try`, `case NonFatal(e)` and `recover` do not stop it, and in a `Future` on the global execution context it leaves the future forever incomplete. Thread a depth argument through `descendant` and reject the value past a fixed maximum, or rewrite the descent with an explicit stack.
Recursive walk over a caller-supplied document has no depth cap module/commons/src/main/scala/com/tribbloids/spookystuff/relay/xml/Xml.scala:102 — `Xml.toJson` is public, takes a document from its caller (line 33) and hands it to `buildNodes`, which calls itself at line 102 with a piece of `xml` (and at line 109, line 112), not as a tail call the compiler turns into a loop — and nowhere in `buildNodes` is there a depth parameter, a descent counter, or any other cap. The walk therefore spends one stack frame per LEVEL of the value it is handed, so the nesting of the caller's document — not this code — decides how deep the stack goes. On the JVM's default 1 MB thread stack a walk like this one throws `StackOverflowError` from about 500–2,000 levels on a cold first call and 6,000–17,000 once warmed up (OpenJDK 21 and 25), while `ujson.read`, Jackson's `readTree` before 2.15 and circe before 0.14.16 accept any nesting (2,000,000 levels from 4 MB) and circe 0.14.16 accepts 4,096 — on a cold JVM even play-json's cap of 1,000 is past the point the walk fails. `StackOverflowError` is not `NonFatal`: `Try`, `case NonFatal(e)` and `recover` do not stop it, and in a `Future` on the global execution context it leaves the future forever incomplete. Thread a depth argument through `buildNodes` and reject the value past a fixed maximum, or rewrite the descent with an explicit stack.

D1 · Cyclomatic Complexity · setDocument (cyclomatic 97) · ×1

setDocument (cyclomatic 97) REDACTED:606 — setDocument has cyclomatic complexity 97 (threshold 15). Of this number, 25 points are the body's own statements and 72 belong to 20 function literals inside it that branch. To reduce it, separate the cases: extract each independent branch into its own named function, and where the body has guards that only reject input, fold those into early returns at the top.

D1 · Cyclomatic Complexity · setDocument (cyclomatic 85) · ×1

setDocument (cyclomatic 85) REDACTED:493 — setDocument has cyclomatic complexity 85 (threshold 15). Of this number, 24 points are the body's own statements and 61 belong to 18 function literals inside it that branch. To reduce it, separate the cases: extract each independent branch into its own named function, and where the body has guards that only reject input, fold those into early returns at the top.

D1 · Cyclomatic Complexity · sizzle.Sizzle (cyclomatic 44) · ×1

sizzle.Sizzle (cyclomatic 44) REDACTED:236 — sizzle.Sizzle has cyclomatic complexity 44 (threshold 15). To reduce it, separate the cases: extract each independent branch into its own named function, and where the body has guards that only reject input, fold those into early returns at the top.

D1 · Cyclomatic Complexity · sizzle.Sizzle (cyclomatic 43) · ×1

sizzle.Sizzle (cyclomatic 43) REDACTED:193 — sizzle.Sizzle has cyclomatic complexity 43 (threshold 15). To reduce it, separate the cases: extract each independent branch into its own named function, and where the body has guards that only reject input, fold those into early returns at the top.

D1 · Cyclomatic Complexity · select (cyclomatic 28) · ×1

select (cyclomatic 28) REDACTED:1998 — select has cyclomatic complexity 28 (threshold 15). To reduce it, separate the cases: extract each independent branch into its own named function, and where the body has guards that only reject input, fold those into early returns at the top.

D1 · Cyclomatic Complexity · select (cyclomatic 27) · ×1

select (cyclomatic 27) REDACTED:2316 — select has cyclomatic complexity 27 (threshold 15). To reduce it, separate the cases: extract each independent branch into its own named function, and where the body has guards that only reject input, fold those into early returns at the top.

D1 · Cyclomatic Complexity · sizzle.addCombinator (cyclomatic 24) · ×1

sizzle.addCombinator (cyclomatic 24) REDACTED:1874 — sizzle.addCombinator has cyclomatic complexity 24 (threshold 15). Most of this is not in the body itself: 4 of the 24 points are its own statements and the rest belongs to 2 function literals inside it that branch (lines 1894, 1884). The decisions are inside those literals, which nothing outside this body can call, review or test on its own, so splitting the enclosing body is not the move available here. To reduce it, lift the literals' work into a named function or method at the enclosing scope and have each literal call it, then reduce whichever part then reads as the largest.

D1 · Cyclomatic Complexity · Xml.toJson (cyclomatic 20) · ×1

Xml.toJson (cyclomatic 20) module/commons/src/main/scala/com/tribbloids/spookystuff/relay/xml/Xml.scala:33 — Xml.toJson has cyclomatic complexity 20 (threshold 15). To reduce it, keep the dispatch but shrink the arms: move each non-trivial case body into its own named function (or onto the value being matched) so the dispatch reads one line per case, and group related cases into a sub-dispatch. Where every arm is uniform — the same kind of value, with no behaviour of its own — a table keyed by the case is the shorter form; wherever the arms carry different data or different behaviour, keep them as cases, because collapsing those trades an explicit, reviewable set of cases for nothing.

D1 · Cyclomatic Complexity · sizzle.addCombinator (cyclomatic 20) · ×1

sizzle.addCombinator (cyclomatic 20) REDACTED:1595 — sizzle.addCombinator has cyclomatic complexity 20 (threshold 15). Most of this is not in the body itself: 3 of the 20 points are its own statements and the rest belongs to 2 function literals inside it that branch (lines 1611, 1602). The decisions are inside those literals, which nothing outside this body can call, review or test on its own, so splitting the enclosing body is not the move available here. To reduce it, lift the literals' work into a named function or method at the enclosing scope and have each literal call it, then reduce whichever part then reads as the largest.

D1 · Cyclomatic Complexity · Xml.toXml (cyclomatic 16) · ×1

Xml.toXml (cyclomatic 16) module/commons/src/main/scala/com/tribbloids/spookystuff/relay/xml/Xml.scala:132 — Xml.toXml has cyclomatic complexity 16 (threshold 15). To reduce it, keep the dispatch but shrink the arms: move each non-trivial case body into its own named function (or onto the value being matched) so the dispatch reads one line per case, and group related cases into a sub-dispatch. Where every arm is uniform — the same kind of value, with no behaviour of its own — a table keyed by the case is the shorter form; wherever the arms carry different data or different behaviour, keep them as cases, because collapsing those trades an explicit, reviewable set of cases for nothing.

D2 · Cognitive Complexity · setDocument (cognitive 130) · ×1

setDocument (cognitive 130) REDACTED:606 — setDocument has cognitive complexity 130 (threshold 15). Drivers by points: if/else 37 (64 pts), boolean chains 29, ternaries 18 (26 pts), loops 6 (11 pts) (nesting depth added 40). Of this number, 21 points are the body's own statements and 109 belong to 20 function literals inside it that branch. To reduce it, split the body into named stages: move each independent step or branch into its own named function so the body reads as a short sequence of named calls rather than one long body.

D2 · Cognitive Complexity · setDocument (cognitive 104) · ×1

setDocument (cognitive 104) REDACTED:493 — setDocument has cognitive complexity 104 (threshold 15). Drivers by points: if/else 31 (46 pts), ternaries 18 (26 pts), boolean chains 25, loops 5 (7 pts) (nesting depth added 25). Of this number, 21 points are the body's own statements and 83 belong to 18 function literals inside it that branch. To reduce it, split the body into named stages: move each independent step or branch into its own named function so the body reads as a short sequence of named calls rather than one long body.

D2 · Cognitive Complexity · Sizzle (cognitive 97) · ×1

Sizzle (cognitive 97) REDACTED:193 — Sizzle has cognitive complexity 97 (threshold 15). Drivers by points: if/else 21 (64 pts), boolean chains 14, ternaries 3 (9 pts), error handling 1 (5 pts), loops 1 (5 pts) (nesting depth added 57). To reduce it, flatten the nesting: this score is depth rather than breadth — most of its points come from checks stacked inside one another, so the work sits several levels in. Invert each enclosing check into an early exit (a return, or the language's equivalent) so the happy path stays at one level, and where a level cannot be exited early, lift the block it encloses into its own named function.

D2 · Cognitive Complexity · Sizzle (cognitive 96) · ×1

Sizzle (cognitive 96) REDACTED:236 — Sizzle has cognitive complexity 96 (threshold 15). Drivers by points: if/else 19 (62 pts), boolean chains 18, ternaries 2 (7 pts), loops 1 (5 pts), error handling 1 (4 pts) (nesting depth added 55). To reduce it, flatten the nesting: this score is depth rather than breadth — most of its points come from checks stacked inside one another, so the work sits several levels in. Invert each enclosing check into an early exit (a return, or the language's equivalent) so the happy path stays at one level, and where a level cannot be exited early, lift the block it encloses into its own named function.

D2 · Cognitive Complexity · sizzle.addCombinator (cognitive 51) · ×1

sizzle.addCombinator (cognitive 51) REDACTED:1874 — sizzle.addCombinator has cognitive complexity 51 (threshold 15). Drivers by points: if/else 10 (32 pts), boolean chains 10, loops 3 (8 pts), ternaries 1 (nesting depth added 27). Most of this is not in the body itself: 3 of the 51 points are its own statements and the rest belongs to 2 function literals inside it that branch (lines 1894, 1884). The decisions are inside those literals, which nothing outside this body can call, review or test on its own, so splitting the enclosing body is not the move available here. To reduce it, lift the literals' work into a named function or method at the enclosing scope and have each literal call it, then reduce whichever part then reads as the largest.

D2 · Cognitive Complexity · sizzle.addCombinator (cognitive 47) · ×1

sizzle.addCombinator (cognitive 47) REDACTED:1595 — sizzle.addCombinator has cognitive complexity 47 (threshold 15). Drivers by points: if/else 9 (31 pts), loops 3 (8 pts), boolean chains 7, ternaries 1 (nesting depth added 27). Most of this is not in the body itself: 2 of the 47 points are its own statements and the rest belongs to 2 function literals inside it that branch (lines 1611, 1602). The decisions are inside those literals, which nothing outside this body can call, review or test on its own, so splitting the enclosing body is not the move available here. To reduce it, lift the literals' work into a named function or method at the enclosing scope and have each literal call it, then reduce whichever part then reads as the largest.

D2 · Cognitive Complexity · Xml.toJson (cognitive 26) · ×1

Xml.toJson (cognitive 26) module/commons/src/main/scala/com/tribbloids/spookystuff/relay/xml/Xml.scala:33 — Xml.toJson has cognitive complexity 26 (threshold 15). Drivers by points: if/else 13 (17 pts), match/switch 6 (7 pts), boolean chains 2 (nesting depth added 5). To reduce it, split the body: most of this score is breadth rather than depth — checks laid out side by side rather than stacked — so group the statements between the checks into named steps and move each step into its own function. Some of it IS depth: where a check sits inside another whose only job is to reach it, merge the two into one condition, and where an else follows a branch that already returns, drop the trailing else and let the rest of the body continue at one level.

D2 · Cognitive Complexity · Trace.doFetch (cognitive 19) · ×1

Trace.doFetch (cognitive 19) module/core/src/main/scala/com/tribbloids/spookystuff/actions/Trace.scala:162 — Trace.doFetch has cognitive complexity 19 (threshold 15). Drivers by points: if/else 8 (15 pts), match/switch 1 (4 pts) (nesting depth added 10). To reduce it, split the body into named stages: move each independent step or branch into its own named function so the body reads as a short sequence of named calls rather than one long body.

D29 · Static Analysis (SAST) · REDACTED · ×1

REDACTED

D36 · Supply-chain Provenance & Signing REDACTED · ×1

REDACTED

D4 · Code Duplication · Duplicated block (18–19 lines × 2) · ×1

Duplicated block (18–19 lines × 2) module/web/src/main/scala/com/tribbloids/spookystuff/web/agent/WebDriverDeployment.scala:104 — module/web/src/main/scala/com/tribbloids/spookystuff/web/agent/WebDriverDeployment.scala:104-122 | module/web/src/main/scala/com/tribbloids/spookystuff/web/agent/WebDriverDeployment.scala:142-159 — both copies are in the same file, so extract the block into one function there and call it from each site — the copies drift apart the first time only one of them is edited. Read the line range as the matched WINDOW rather than a finished unit: at `module/web/src/main/scala/com/tribbloids/spookystuff/web/agent/WebDriverDeployment.scala:104` it begins part-way through the construct above it, so those exact lines cannot be lifted as they stand — widen the region to the smallest complete statement or declaration that contains it, and extract that. Note that the copies do not run to the end of the range shown: their LAST lines are different code, not the same code under different names — the matched region ends inside that line. Extract the lines above it, and read the last line of each site separately.

D4 · Code Duplication · Duplicated block (13 lines × 2) · ×1

Duplicated block (13 lines × 2) module/core/src/main/scala/com/tribbloids/spookystuff/actions/Export.scala:77 — module/core/src/main/scala/com/tribbloids/spookystuff/actions/Export.scala:77-89 | module/core/src/main/scala/com/tribbloids/spookystuff/actions/Export.scala:95-107 — both copies are in the same file, so extract the block into one function there and call it from each site — the copies drift apart the first time only one of them is edited. Each matched range is the entire body of the declaration above it, so the region is already a complete unit: move that whole declaration to the shared location and have each site call it, rather than lifting the lines out of their bodies. Any `return` inside it is the body's own exit and keeps its meaning in the moved unit.

Minor — 191 finding(s)

D34 · Knowledge Freshness · Orphaned file · ×97

Orphaned file ~unused/parsing/src/main/scala/com/tribbloids/spookystuff/graph/Layout.scala:1 — No one still active in this repository holds living knowledge of this file: everyone who made a meaningful change to it has gone quiet, or what the current team did to it (moves, reformatting, log-level or import edits, renames) never needed understanding it. If it breaks, no one currently understands it. Attach the read to the next change that touches it: have a second person review that change, and leave behind a short comment or test recording what the file is for.
Orphaned file module/core/src/main/scala/com/tribbloids/spookystuff/agent/PythonDriver.scala:1 — No one still active in this repository holds living knowledge of this file: everyone who made a meaningful change to it has gone quiet, or what the current team did to it (moves, reformatting, log-level or import edits, renames) never needed understanding it. If it breaks, no one currently understands it. Attach the read to the next change that touches it: have a second person review that change, and leave behind a short comment or test recording what the file is for.
Orphaned file module/commons/src/main/scala/com/tribbloids/spookystuff/io/TestFileHelpers.scala:1 — No one still active in this repository holds living knowledge of this file: everyone who made a meaningful change to it has gone quiet, or what the current team did to it (moves, reformatting, log-level or import edits, renames) never needed understanding it. If it breaks, no one currently understands it. Attach the read to the next change that touches it: have a second person review that change, and leave behind a short comment or test recording what the file is for.
Orphaned file ~unused/interleaved/src/main/scala/org/apache/spark/rdd/spookystuff/IncrementallyCachedRDD.scala:1 — No one still active in this repository holds living knowledge of this file: everyone who made a meaningful change to it has gone quiet, or what the current team did to it (moves, reformatting, log-level or import edits, renames) never needed understanding it. If it breaks, no one currently understands it. Attach the read to the next change that touches it: have a second person review that change, and leave behind a short comment or test recording what the file is for.
Orphaned file module/commons/src/main/scala/com/tribbloids/spookystuff/commons/classpath/ClasspathResolver.scala:1 — No one still active in this repository holds living knowledge of this file: everyone who made a meaningful change to it has gone quiet, or what the current team did to it (moves, reformatting, log-level or import edits, renames) never needed understanding it. If it breaks, no one currently understands it. Attach the read to the next change that touches it: have a second person review that change, and leave behind a short comment or test recording what the file is for.
Orphaned file module/web/src/main/scala/com/tribbloids/spookystuff/web/actions/Foundation.scala:1 — No one still active in this repository holds living knowledge of this file: everyone who made a meaningful change to it has gone quiet, or what the current team did to it (moves, reformatting, log-level or import edits, renames) never needed understanding it. If it breaks, no one currently understands it. Attach the read to the next change that touches it: have a second person review that change, and leave behind a short comment or test recording what the file is for.
Orphaned file module/commons/src/main/scala/com/tribbloids/spookystuff/io/WindowsFileCompatibility.scala:1 — No one still active in this repository holds living knowledge of this file: everyone who made a meaningful change to it has gone quiet, or what the current team did to it (moves, reformatting, log-level or import edits, renames) never needed understanding it. If it breaks, no one currently understands it. Attach the read to the next change that touches it: have a second person review that change, and leave behind a short comment or test recording what the file is for.
Orphaned file module/core/src/main/scala/com/tribbloids/spookystuff/dsl/DataView.scala:1 — No one still active in this repository holds living knowledge of this file: everyone who made a meaningful change to it has gone quiet, or what the current team did to it (moves, reformatting, log-level or import edits, renames) never needed understanding it. If it breaks, no one currently understands it. Attach the read to the next change that touches it: have a second person review that change, and leave behind a short comment or test recording what the file is for.
Orphaned file ~unused/interleaved/src/main/scala/com/tribbloids/spookystuff/unused/ExternalAppendOnlyArray.scala:1 — No one still active in this repository holds living knowledge of this file: everyone who made a meaningful change to it has gone quiet, or what the current team did to it (moves, reformatting, log-level or import edits, renames) never needed understanding it. If it breaks, no one currently understands it. Attach the read to the next change that touches it: have a second person review that change, and leave behind a short comment or test recording what the file is for.
Orphaned file module/benchmark/src/main/java/org/apache/spark/benchmark/__inline/Benchmark.scala:1 — No one still active in this repository holds living knowledge of this file: everyone who made a meaningful change to it has gone quiet, or what the current team did to it (moves, reformatting, log-level or import edits, renames) never needed understanding it. If it breaks, no one currently understands it. Attach the read to the next change that touches it: have a second person review that change, and leave behind a short comment or test recording what the file is for.
Orphaned file module/core/src/main/scala/com/tribbloids/spookystuff/execution/ExploreRunner.scala:1 — No one still active in this repository holds living knowledge of this file: everyone who made a meaningful change to it has gone quiet, or what the current team did to it (moves, reformatting, log-level or import edits, renames) never needed understanding it. If it breaks, no one currently understands it. Attach the read to the next change that touches it: have a second person review that change, and leave behind a short comment or test recording what the file is for.
Orphaned file module/commons/src/main/scala/com/tribbloids/spookystuff/io/LocalResolver.scala:1 — No one still active in this repository holds living knowledge of this file: everyone who made a meaningful change to it has gone quiet, or what the current team did to it (moves, reformatting, log-level or import edits, renames) never needed understanding it. If it breaks, no one currently understands it. Attach the read to the next change that touches it: have a second person review that change, and leave behind a short comment or test recording what the file is for.
Orphaned file module/commons/src/main/scala/com/tribbloids/spookystuff/io/CrossPlatformFileUtils.scala:1 — No one still active in this repository holds living knowledge of this file: everyone who made a meaningful change to it has gone quiet, or what the current team did to it (moves, reformatting, log-level or import edits, renames) never needed understanding it. If it breaks, no one currently understands it. Attach the read to the next change that touches it: have a second person review that change, and leave behind a short comment or test recording what the file is for.
Orphaned file module/core/src/main/scala/com/tribbloids/spookystuff/actions/Trace.scala:1 — No one still active in this repository holds living knowledge of this file: everyone who made a meaningful change to it has gone quiet, or what the current team did to it (moves, reformatting, log-level or import edits, renames) never needed understanding it. If it breaks, no one currently understands it. Attach the read to the next change that touches it: have a second person review that change, and leave behind a short comment or test recording what the file is for.
Orphaned file module/core/src/main/scala/com/tribbloids/spookystuff/utils/SpookyUtils.scala:1 — No one still active in this repository holds living knowledge of this file: everyone who made a meaningful change to it has gone quiet, or what the current team did to it (moves, reformatting, log-level or import edits, renames) never needed understanding it. If it breaks, no one currently understands it. Attach the read to the next change that touches it: have a second person review that change, and leave behind a short comment or test recording what the file is for.
Orphaned file module/commons/src/main/scala/com/tribbloids/spookystuff/relay/xml/Xml.scala:1 — No one still active in this repository holds living knowledge of this file: everyone who made a meaningful change to it has gone quiet, or what the current team did to it (moves, reformatting, log-level or import edits, renames) never needed understanding it. If it breaks, no one currently understands it. Attach the read to the next change that touches it: have a second person review that change, and leave behind a short comment or test recording what the file is for.
Orphaned file module/core/src/main/scala/com/tribbloids/spookystuff/SpookyContext.scala:1 — No one still active in this repository holds living knowledge of this file: everyone who made a meaningful change to it has gone quiet, or what the current team did to it (moves, reformatting, log-level or import edits, renames) never needed understanding it. If it breaks, no one currently understands it. Attach the read to the next change that touches it: have a second person review that change, and leave behind a short comment or test recording what the file is for.
Orphaned file module/core/src/main/scala/com/tribbloids/spookystuff/dsl/package.scala:1 — No one still active in this repository holds living knowledge of this file: everyone who made a meaningful change to it has gone quiet, or what the current team did to it (moves, reformatting, log-level or import edits, renames) never needed understanding it. If it breaks, no one currently understands it. Attach the read to the next change that touches it: have a second person review that change, and leave behind a short comment or test recording what the file is for.
Orphaned file module/web/src/main/scala/com/tribbloids/spookystuff/web/agent/WebDriverDeployment.scala:1 — No one still active in this repository holds living knowledge of this file: everyone who made a meaningful change to it has gone quiet, or what the current team did to it (moves, reformatting, log-level or import edits, renames) never needed understanding it. If it breaks, no one currently understands it. Attach the read to the next change that touches it: have a second person review that change, and leave behind a short comment or test recording what the file is for.
Orphaned file module/core/src/main/scala/com/tribbloids/spookystuff/io/HTTPResolver.scala:1 — No one still active in this repository holds living knowledge of this file: everyone who made a meaningful change to it has gone quiet, or what the current team did to it (moves, reformatting, log-level or import edits, renames) never needed understanding it. If it breaks, no one currently understands it. Attach the read to the next change that touches it: have a second person review that change, and leave behind a short comment or test recording what the file is for.
Orphaned file module/commons/src/main/scala/com/tribbloids/spookystuff/relay/TreeIR.scala:1 — No one still active in this repository holds living knowledge of this file: everyone who made a meaningful change to it has gone quiet, or what the current team did to it (moves, reformatting, log-level or import edits, renames) never needed understanding it. If it breaks, no one currently understands it. Attach the read to the next change that touches it: have a second person review that change, and leave behind a short comment or test recording what the file is for.
Orphaned file module/core/src/main/scala/com/tribbloids/spookystuff/execution/ExplorePlan.scala:1 — No one still active in this repository holds living knowledge of this file: everyone who made a meaningful change to it has gone quiet, or what the current team did to it (moves, reformatting, log-level or import edits, renames) never needed understanding it. If it breaks, no one currently understands it. Attach the read to the next change that touches it: have a second person review that change, and leave behind a short comment or test recording what the file is for.
Orphaned file module/commons/src/main/scala/com/tribbloids/spookystuff/relay/Relay.scala:1 — No one still active in this repository holds living knowledge of this file: everyone who made a meaningful change to it has gone quiet, or what the current team did to it (moves, reformatting, log-level or import edits, renames) never needed understanding it. If it breaks, no one currently understands it. Attach the read to the next change that touches it: have a second person review that change, and leave behind a short comment or test recording what the file is for.
Orphaned file module/core/src/main/scala/org/apache/spark/rdd/spookystuff/NarrowDispersedRDD.scala:1 — No one still active in this repository holds living knowledge of this file: everyone who made a meaningful change to it has gone quiet, or what the current team did to it (moves, reformatting, log-level or import edits, renames) never needed understanding it. If it breaks, no one currently understands it. Attach the read to the next change that touches it: have a second person review that change, and leave behind a short comment or test recording what the file is for.
Orphaned file module/commons/src/main/scala/com/tribbloids/spookystuff/io/URIResolver.scala:1 — No one still active in this repository holds living knowledge of this file: everyone who made a meaningful change to it has gone quiet, or what the current team did to it (moves, reformatting, log-level or import edits, renames) never needed understanding it. If it breaks, no one currently understands it. Attach the read to the next change that touches it: have a second person review that change, and leave behind a short comment or test recording what the file is for.
+ 72 more in this group — see findings.md.

IC1 · Incompleteness & stubs · Disabled test · ×27

Disabled test module/assembly/src/test/scala/com/tribbloids/spookystuff/assembly/JarHellDetection.scala:11 — A test is skipped/ignored — coverage that looks present but never runs. Re-enable it or delete it so the green run means something.
Disabled test module/benchmark/src/test/scala/com/tribbloids/spookystuff/parsing/ParsersBenchmark.scala:13 — A test is skipped/ignored — coverage that looks present but never runs. Re-enable it or delete it so the green run means something.
Disabled test module/commons/src/test/scala/com/tribbloids/spookystuff/WaitBeforeAppExitSpike.scala:11 — A test is skipped/ignored — coverage that looks present but never runs. Re-enable it or delete it so the green run means something.
Disabled test module/commons/src/test/scala/com/tribbloids/spookystuff/commons/refl/TypeMagnetSpike.scala:11 — A test is skipped/ignored — coverage that looks present but never runs. Re-enable it or delete it so the green run means something.
Disabled test module/commons/src/test/scala/com/tribbloids/spookystuff/commons/refl/TypeMagnetSpike.scala:43 — A test is skipped/ignored — coverage that looks present but never runs. Re-enable it or delete it so the green run means something.
Disabled test module/commons/src/test/scala/com/tribbloids/spookystuff/commons/refl/TypeMagnetSpike.scala:65 — A test is skipped/ignored — coverage that looks present but never runs. Re-enable it or delete it so the green run means something.
Disabled test module/commons/src/test/scala/com/tribbloids/spookystuff/commons/refl/TypeMagnetSuite.scala:77 — A test is skipped/ignored — coverage that looks present but never runs. Re-enable it or delete it so the green run means something.
Disabled test module/commons/src/test/scala/com/tribbloids/spookystuff/commons/spike/JacksonScalaSpike.scala:11 — A test is skipped/ignored — coverage that looks present but never runs. Re-enable it or delete it so the green run means something.
Disabled test module/commons/src/test/scala/com/tribbloids/spookystuff/commons/spike/Json4sSpike.scala:9 — A test is skipped/ignored — coverage that looks present but never runs. Re-enable it or delete it so the green run means something.
Disabled test module/commons/src/test/scala/com/tribbloids/spookystuff/commons/spike/ReflectorSpike.scala:10 — A test is skipped/ignored — coverage that looks present but never runs. Re-enable it or delete it so the green run means something.
Disabled test module/commons/src/test/scala/com/tribbloids/spookystuff/relay/xml/XMLCompatSpec.scala:158 — A test is skipped/ignored — coverage that looks present but never runs. Re-enable it or delete it so the green run means something.
Disabled test module/core/src/test/scala/com/tribbloids/spookystuff/doc/DocSpec.scala:115 — A test is skipped/ignored — coverage that looks present but never runs. Re-enable it or delete it so the green run means something.
Disabled test module/core/src/test/scala/com/tribbloids/spookystuff/io/AbstractURIResolverSuite.scala:259 — A test is skipped/ignored — coverage that looks present but never runs. Re-enable it or delete it so the green run means something.
Disabled test module/core/src/test/scala/com/tribbloids/spookystuff/io/AbstractURIResolverSuite.scala:375 — A test is skipped/ignored — coverage that looks present but never runs. Re-enable it or delete it so the green run means something.
Disabled test module/core/src/test/scala/com/tribbloids/spookystuff/io/AbstractURIResolverSuite.scala:507 — A test is skipped/ignored — coverage that looks present but never runs. Re-enable it or delete it so the green run means something.
Disabled test module/core/src/test/scala/com/tribbloids/spookystuff/io/AbstractURIResolverSuite.scala:568 — A test is skipped/ignored — coverage that looks present but never runs. Re-enable it or delete it so the green run means something.
Disabled test module/core/src/test/scala/com/tribbloids/spookystuff/io/AbstractURIResolverSuite.scala:581 — A test is skipped/ignored — coverage that looks present but never runs. Re-enable it or delete it so the green run means something.
Disabled test module/core/src/test/scala/com/tribbloids/spookystuff/io/HDFSResolverSpike.scala:6 — A test is skipped/ignored — coverage that looks present but never runs. Re-enable it or delete it so the green run means something.
Disabled test module/core/src/test/scala/com/tribbloids/spookystuff/lifespan/GCCleaningSpike.scala:13 — A test is skipped/ignored — coverage that looks present but never runs. Re-enable it or delete it so the green run means something.
Disabled test module/core/src/test/scala/com/tribbloids/spookystuff/spike/SlowRDDSpike.scala:9 — A test is skipped/ignored — coverage that looks present but never runs. Re-enable it or delete it so the green run means something.
Disabled test module/core/src/test/scala/com/tribbloids/spookystuff/testutils/BaseSpecSpike.scala:7 — A test is skipped/ignored — coverage that looks present but never runs. Re-enable it or delete it so the green run means something.
Disabled test module/core/src/test/scala/com/tribbloids/spookystuff/utils/SpookyViewsSuite.scala:107 — A test is skipped/ignored — coverage that looks present but never runs. Re-enable it or delete it so the green run means something.
Disabled test module/core/src/test/scala/com/tribbloids/spookystuff/utils/locality/LocalityImplSuite.scala:152 — A test is skipped/ignored — coverage that looks present but never runs. Re-enable it or delete it so the green run means something.
Disabled test module/integration/src/test/scala/com/tribbloids/spookystuff/integration/fetch/FetchInteractionsIT.scala:13 — A test is skipped/ignored — coverage that looks present but never runs. Re-enable it or delete it so the green run means something.
Disabled test module/web/src/test/scala/com/tribbloids/spookystuff/web/conf/SeleniumAutoDriverSpike.scala:10 — A test is skipped/ignored — coverage that looks present but never runs. Re-enable it or delete it so the green run means something.
+ 2 more in this group — see findings.md.

X10 · Duplicated predicate · Duplicated predicate · ×25

Duplicated predicate REDACTED:2064 — `!context || rsibling.test( selector ) && testContext( context.parentNode ) || context` appears character-identically in 2 files — REDACTED, REDACTED. It is one line, so the duplication detector's token window never sees it; the copies drift when only one is corrected. Give the condition a name and one home.
Duplicated predicate REDACTED:549 — `!document.getElementsByName || !document.getElementsByName( expando ).length` appears character-identically in 2 files — REDACTED, REDACTED. It is one line, so the duplication detector's token window never sees it; the copies drift when only one is corrected. Give the condition a name and one home.
Duplicated predicate REDACTED:1385 — `!document.hasFocus || document.hasFocus()` appears character-identically in 2 files — REDACTED, REDACTED. It is one line, so the duplication detector's token window never sees it; the copies drift when only one is corrected. Give the condition a name and one home.
Duplicated predicate REDACTED:2110 — `!isXML && elem.nodeName.toLowerCase() === "input"` appears character-identically in 2 files — REDACTED, REDACTED. It is one line, so the duplication detector's token window never sees it; the copies drift when only one is corrected. Give the condition a name and one home.
Duplicated predicate REDACTED:1805 — `!leadingRelative && ( xml || context !== outermostContext )` appears character-identically in 2 files — REDACTED, REDACTED. It is one line, so the duplication detector's token window never sees it; the copies drift when only one is corrected. Give the condition a name and one home.
Duplicated predicate REDACTED:784 — `!support.sortDetached && b.compareDocumentPosition( a ) === compare` appears character-identically in 2 files — REDACTED, REDACTED. It is one line, so the duplication detector's token window never sees it; the copies drift when only one is corrected. Give the condition a name and one home.
Duplicated predicate REDACTED:938 — `!support.sortStable && results.slice( 0 )` appears character-identically in 2 files — REDACTED, REDACTED. It is one line, so the duplication detector's token window never sees it; the copies drift when only one is corrected. Give the condition a name and one home.
Duplicated predicate REDACTED:1269 — `Expr.pseudos[ pseudo ] || Expr.setFilters[ pseudo.toLowerCase() ] || Sizzle.error( "unsupported pseudo: " + pseudo )` appears character-identically in 2 files — REDACTED, REDACTED. It is one line, so the duplication detector's token window never sees it; the copies drift when only one is corrected. Give the condition a name and one home.
Duplicated predicate REDACTED:1127 — `check && result.slice( -check.length ) === check` appears character-identically in 2 files — REDACTED, REDACTED. It is one line, so the duplication detector's token window never sees it; the copies drift when only one is corrected. Give the condition a name and one home.
Duplicated predicate REDACTED:470 — `context && typeof context.getElementsByTagName !== "undefined" && context` appears character-identically in 2 files — REDACTED, REDACTED. It is one line, so the duplication detector's token window never sees it; the copies drift when only one is corrected. Give the condition a name and one home.
Duplicated predicate REDACTED:1258 — `diff === first || ( diff % first === 0 && diff / first >= 0 )` appears character-identically in 2 files — REDACTED, REDACTED. It is one line, so the duplication detector's token window never sees it; the copies drift when only one is corrected. Give the condition a name and one home.
Duplicated predicate REDACTED:707 — `docElem.matches || docElem.webkitMatchesSelector || docElem.mozMatchesSelector || docElem.oMatchesSelector || docElem.msMatchesSelector` appears character-identically in 2 files — REDACTED, REDACTED. It is one line, so the duplication detector's token window never sees it; the copies drift when only one is corrected. Give the condition a name and one home.
Duplicated predicate REDACTED:1096 — `elem.nodeName && elem.nodeName.toLowerCase() === nodeName` appears character-identically in 2 files — REDACTED, REDACTED. It is one line, so the duplication detector's token window never sees it; the copies drift when only one is corrected. Give the condition a name and one home.
Duplicated predicate REDACTED:1367 — `elemLang === lang || elemLang.indexOf( lang + "-" ) === 0` appears character-identically in 2 files — REDACTED, REDACTED. It is one line, so the duplication detector's token window never sees it; the copies drift when only one is corrected. Give the condition a name and one home.
Duplicated predicate REDACTED:909 — `fn && hasOwn.call( Expr.attrHandle, name.toLowerCase() )` appears character-identically in 2 files — REDACTED, REDACTED. It is one line, so the duplication detector's token window never sees it; the copies drift when only one is corrected. Give the condition a name and one home.
Duplicated predicate REDACTED:735 — `hasCompare || rnative.test( docElem.contains )` appears character-identically in 2 files — REDACTED, REDACTED. It is one line, so the duplication detector's token window never sees it; the copies drift when only one is corrected. Give the condition a name and one home.
Duplicated predicate REDACTED:1836 — `i < j && matcherFromTokens( tokens.slice( i, j ) )` appears character-identically in 2 files — REDACTED, REDACTED. It is one line, so the duplication detector's token window never sees it; the copies drift when only one is corrected. Give the condition a name and one home.
Duplicated predicate REDACTED:1443 — `name === "input" && elem.type === "button" || name === "button"` appears character-identically in 2 files — REDACTED, REDACTED. It is one line, so the duplication detector's token window never sees it; the copies drift when only one is corrected. Give the condition a name and one home.
Duplicated predicate REDACTED:1193 — `nodeIndex && parent.childNodes[ nodeIndex ]` appears character-identically in 2 files — REDACTED, REDACTED. It is one line, so the duplication detector's token window never sees it; the copies drift when only one is corrected. Give the condition a name and one home.
Duplicated predicate REDACTED:975 — `nodeType === 1 || nodeType === 9 || nodeType === 11` appears character-identically in 2 files — REDACTED, REDACTED. It is one line, so the duplication detector's token window never sees it; the copies drift when only one is corrected. Give the condition a name and one home.
Duplicated predicate REDACTED:1938 — `outermost && !seed && setMatched.length > 0 && ( matchedCount + setMatchers.length ) > 1` appears character-identically in 2 files — REDACTED, REDACTED. It is one line, so the duplication detector's token window never sees it; the copies drift when only one is corrected. Give the condition a name and one home.
Duplicated predicate REDACTED:1129 — `result === check || result.slice( 0, check.length + 1 ) === check + "-"` appears character-identically in 2 files — REDACTED, REDACTED. It is one line, so the duplication detector's token window never sees it; the copies drift when only one is corrected. Give the condition a name and one home.
Duplicated predicate REDACTED:881 — `ret || support.disconnectedMatch || elem.document && elem.document.nodeType !== 11` appears character-identically in 2 files — REDACTED, REDACTED. It is one line, so the duplication detector's token window never sees it; the copies drift when only one is corrected. Give the condition a name and one home.
Duplicated predicate REDACTED:302 — `rsibling.test( selector ) && testContext( context.parentNode ) || context` appears character-identically in 2 files — REDACTED, REDACTED. It is one line, so the duplication detector's token window never sees it; the copies drift when only one is corrected. Give the condition a name and one home.
Duplicated predicate REDACTED:555 — `typeof context.getElementById !== "undefined" && documentIsHTML` appears character-identically in 2 files — REDACTED, REDACTED. It is one line, so the duplication detector's token window never sees it; the copies drift when only one is corrected. Give the condition a name and one home.

D29 · Static Analysis (SAST) · REDACTED · ×23

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X4 · Structured logging · Interpolated log message defeats structured logging · ×3

Interpolated log message defeats structured logging module/commons/src/main/scala/com/tribbloids/spookystuff/commons/AwaitWithHeartbeat.scala:45 — `warn` at line 45 is handed an interpolated string as its message through SLF4J, so the logger receives one finished string — the values in it cannot be queried, filtered or aggregated as fields, every occurrence reads as a different message, and the string is built even when the level is filtered out. Pass a constant pattern and the values beside it instead: `log.warn("Order {} moved to {}", orderId, status)`, which keeps the pattern and its arguments apart on the event for a structured encoder (logstash-logback-encoder, OpenTelemetry), or `log.atInfo().addKeyValue("order_id", orderId).log("order moved")` with SLF4J 2's fluent API. scala-logging's `LazyLogging` logger takes an `s"…"` message apart into that pattern at compile time, so switching to it is also a fix.
Interpolated log message defeats structured logging module/core/src/main/scala/com/tribbloids/spookystuff/partition/FallbackIterator.scala:26 — `error` at line 26 is handed an interpolated string as its message through SLF4J, so the logger receives one finished string — the values in it cannot be queried, filtered or aggregated as fields, every occurrence reads as a different message, and the string is built even when the level is filtered out. Pass a constant pattern and the values beside it instead: `log.error("Order {} moved to {}", orderId, status)`, which keeps the pattern and its arguments apart on the event for a structured encoder (logstash-logback-encoder, OpenTelemetry), or `log.atInfo().addKeyValue("order_id", orderId).log("order moved")` with SLF4J 2's fluent API. scala-logging's `LazyLogging` logger takes an `s"…"` message apart into that pattern at compile time, so switching to it is also a fix.
Interpolated log message defeats structured logging module/core/src/main/java/com/tribbloids/spookystuff/driver/PythonProcess.java:88 — `info` at line 88 is handed a message assembled at the call — a string concatenated with a value, or `String.format` — through SLF4J or log4j 2, so the logger receives one finished string: the values in it cannot be queried, filtered or aggregated as fields, every occurrence reads as a different message, and the string is built even when the level is filtered out. Pass a constant pattern and the values beside it instead: `log.info("Order {} moved to {}", orderId, status)`, which keeps the pattern and its arguments apart on the event for a structured encoder (logstash-logback-encoder, log4j 2's JsonTemplateLayout, OpenTelemetry), or `log.atInfo().addKeyValue("order_id", orderId).log("order moved")` with SLF4J 2's fluent API. An exception goes last, as the throwable argument, not into the text.

D29 · Static Analysis (SAST) · REDACTED · ×2

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IC1 · Incompleteness & stubs · Empty method body · ×2

Empty method body module/core/src/main/scala/com/tribbloids/spookystuff/utils/PartitionExecution.scala:26 — `onStart` has an empty body — confirm it's an intentional no-op and not an unfinished method.
Empty method body module/core/src/main/scala/com/tribbloids/spookystuff/utils/PartitionExecution.scala:28 — `onCompletion` has an empty body — confirm it's an intentional no-op and not an unfinished method.

D26 · Project Cohesion · Split module/commons · ×1

Split module/commons — A catch-all name that is huge (6k LoC) and sprawls across 13 unrelated namespaces like io/relay/commons/refl/classpath/data. Suggested: split into io, relay, commons/io, commons/reflection, commons/data

D26 · Project Cohesion · Split module/core · ×1

Split module/core — A catch-all name that is huge (11k LoC) and sprawls across 22 namespaces like actions/dsl/conf/row/metrics. Suggested: split into actions, dsl, conf, row, metrics

D28 · Secrets (history) · Rotate the exposed credentials · ×1

REDACTED

D29 · Static Analysis (SAST) · REDACTED · ×1

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D34 · Knowledge Freshness · Dormant codebase · ×1

Dormant codebase — 97 of 97 significant files have no living knowledge — the codebase as a whole is dormant, not 97 separate risks. Counted over 97 of the 322 production source files in this repository: the rest are under the ~2,400-byte size floor this dimension measures over. Re-engage owners or document before change.

D36 · Supply-chain Provenance & Signing · REDACTED · ×1

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M1 · Documentation (README) · Thin README · ×1

Thin README — The root README is 104 words, against a bar of 120. Of the three newcomer-critical sections this check looks for by heading, it found no a build/run or getting-started section, no a testing section, no an architecture or project-map section. Sections are matched on HEADING text only, so material written under a heading this check does not recognise — or with no heading at all — is not seen and this row may understate what the document covers.

M2 · Architecture documentation · No ADRs · ×1

No ADRs — No Architecture Decision Records found — no conventional ADR directory, no numbered `NNNN-title` documents in any markup this check reads, and nothing ADR-shaped by content. Design rationale recorded elsewhere (a design-notes tree, a mailing list, pull-request discussion) is not visible to this check and is not re-findable per decision, so a future maintainer cannot ask why one choice was made and get an answer.

P3 · Security & performance tooling · No SAST · ×1

No SAST — No static application security testing detected. For this repository's stack, add scalafix or scapegoat (or `semgrep --config=auto`, which runs on any language) as a CI step. What was searched, so you can tell an absence from a miss: the 1628 CI workflow file(s) in this repository, and the scanner and linter configuration checked in beside them. A scan that runs outside CI, one configured in your forge's web UI rather than in a committed file, or a tool whose name is none of those this check carries, is not seen — if that is your case the row is wrong, and saying so is more useful than adding a second scanner.

P6 · Release Hygiene · No changelog · ×1

No changelog — No CHANGELOG/HISTORY/RELEASES file — what shipped when isn't easy to reconstruct for support or audit. (Versioning/tagging makes releases traceable, but a changelog records the what.)

X5 · Nullable reference types · Scala's null is not held to the type system everywhere · ×1

Scala's null is not held to the type system everywhere — No build over this repository's 311 Scala product file(s) passes `-Yexplicit-nulls`, enables WartRemover's `Null` wart or runs Scalafix's `DisableSyntax.noNulls`, so every reference type admits null and nothing reports a `null` written into the code or returned from a Java API — the first one to reach a method call is a `NullPointerException`. `Option` by convention is a habit no tool here holds the code to.

X7 · Silent fallback defaults · Silent fallback default in catch · ×1

Silent fallback default in catch module/commons/src/testFixtures/resources/testutils/__toBeRemoved/jquery-1.8.3.js:3801 — `assert` swallows every exception into `return false` — a data error becomes a silent behavior change with no trail. Log the failure or let it raise. If that constant is the correct answer rather than a stand-in for a value that could not be read, say so in a comment on the handler or in the docstring, and the row stops firing.

Minor — 1 finding(s)

D5 · Coupling · Off the main sequence · ×1

Off the main sequence: :module:commons — :module:commons: abstractness 0.19, instability 0.00, distance 0.81 — the shape a shared-kernel / building-block library has BY DESIGN — concrete and widely depended-on is what makes it useful, and this dimension does not penalise it (the distance is reported for completeness, not as a defect). Worth a look only if it has grown past one coherent kernel into an everything-bucket.

Appendix B — Reproduction & audit trail

Every external tool invocation behind a deep-scan dimension — the tool, its captured version, the exact command, how many findings it yielded, and a link to the retained raw output. To reproduce any finding: check out the same commit and run the command shown (repo-relative — never an absolute scratch path). The complete raw scanner output is retained verbatim under artifacts/raw/ (indexed in artifacts/raw/index.json); per-invocation exit codes and wall-clock durations are in sidecar.json — kept out of this table so the rendered report stays byte-identical across runs of the same commit.

Dimension	Tool	Version	Command	Findings	Raw output
D28 · Secrets (history)	gitleaks	—	gitleaks detect --no-banner --config /opt/gitleaks-rules/watchdog-gitleaks.toml --report-format json --report-path /tmp/watchdog-gitleaks-5d9999b919714dc2ae5941bcd4800a62/history.json --exit-code 0 --source .	6	artifacts/raw/gitleaks-history.json
D28 · Secrets (history)	gitleaks	—	gitleaks detect --no-git --no-banner --config /opt/gitleaks-rules/watchdog-gitleaks.toml --report-format json --report-path /tmp/watchdog-gitleaks-5d9999b919714dc2ae5941bcd4800a62/tree.json --exit-code 0 --source .	0	artifacts/raw/gitleaks-tree.json
D29 · Static Analysis (SAST)	semgrep	—	semgrep --config /opt/semgrep-rules/security-audit.yml --config /opt/semgrep-rules/owasp-top-ten.yml --config /opt/semgrep-rules/watchdog-sast.yml --json --quiet --timeout 10 --timeout-threshold 3 --metrics off .	40	artifacts/raw/semgrep.json
D30 · Dependency Vulnerabilities	osv-scanner	—	osv-scanner --format json --recursive --experimental-disable-plugins transitivedependency/requirements --experimental-disable-plugins dotnet/csproj --experimental-disable-plugins dotnet/nugetcpm .	0	—
D31 · IaC & Container Security	trivy	—	trivy: not applicable — No Infrastructure-as-Code or container manifests found (Dockerfile, Docker Compose, Terraform, Kubernetes/Helm, CloudFormation, ARM, Bicep, Ansible); nothing to scan.	0	—
D32 · Data Compliance (PII/GDPR)	semgrep	—	semgrep: not applicable — No personal data was found crossing a boundary the PII/GDPR ruleset checks — nothing written to a log or console sink, placed in a URL or query string, or persisted to browser storage. That is a clean result for the LEAK surface only: this ruleset detects personal data escaping, it does not inventory the personal data a repository holds, so it is not evidence that this repository has no personal-data surface. The personal-data map (Appendix C) and the C1-C5 compliance cards are what speak to that. semgrep could not parse 4 file(s) — `module/commons/src/main/scala/com/tribbloids/spookystuff/commons/lifespan/SparkTypes.scala`, `module/commons/src/main/scala/com/tribbloids/spookystuff/relay/Relay.scala`, `module/core/src/main/scala/com/tribbloids/spookystuff/conf/PluginRegistry.scala`, `module/core/src/main/scala/com/tribbloids/spookystuff/doc/Content.scala` — so the PII/GDPR sweep did not cover them at all.	0	—
D37 · Vulnerability-disclosure Policy	disclosure	—	disclosure: not applicable — No vulnerability-disclosure policy file found (SECURITY.md/.markdown/.rst/.txt at root or under .github/.forgejo/.gitea/docs, .well-known/security.txt). A coordinated-disclosure policy may live off-repo, so this is not evidenced rather than failed.	0	—
D40 · Network Egress Confinement	runtime-hardening	—	runtime-hardening: not applicable — No Kubernetes/orchestration workloads found in the repository manifests; network egress policy is a cluster-native control that may live at the platform/firewall layer, so there is nothing to assess here.	0	—
D41 · Kernel & Syscall Confinement	runtime-hardening	—	runtime-hardening: not applicable — No Kubernetes/orchestration workloads found in the repository manifests; seccomp/AppArmor/SELinux confinement is a workload-level control, so there is nothing to assess here.	0	—
D42 · Runtime Threat Enforcement	runtime-hardening	—	runtime-hardening: not applicable — No Kubernetes/orchestration workloads found in the repository manifests; runtime threat-detection and admission-control policy are cluster-level controls, so there is nothing to assess here.	0	—
D43 · Malicious Dependencies	osv-scanner	—	osv-scanner --format json --recursive --experimental-disable-plugins transitivedependency/requirements --experimental-disable-plugins dotnet/csproj --experimental-disable-plugins dotnet/nugetcpm .	0	—

Run 01a15ead-7ec1-75d4-a7c9-dc8b893e0937 · every finding is also locatable in findings.md, and the complete scoring record (with exit codes + durations) in sidecar.json.

Findings by how serious they are

This survey was produced by

Executive summary

Top priorities

Diagnosis: what the measurements show together

Architecture — module dependency graph

Architecture: which parts of the code depend on which

At a glance — Code Health · 52% · Adequate · gated by X5 ·

At a glance — Architecture · 90% · Exemplary ·

At a glance — Maturity · 44% · Adequate · gated by D34, M2 ·

At a glance — Readiness · 55% · Adequate · gated by P3 ·

At a glance — Security · 58% · Adequate · gated by D29 ·

At a glance — Performance · 100% · Exemplary ·

Security & Compliance — OWASP Top-10 mapping

Roadmap

File quality

How the grades work

Methodology & how to trust this report

Tools & methods

Run transparency — what happened this run

Limitations & what we did not check

Per-dimension blind spots

The LLM boundary

Dimensions

Frontend & cross-cutting dimensions

Reference — by lens

Appendix A — Findings (grouped)

Appendix B — Reproduction & audit trail

Downloadable artifacts