2.6

Adjusted Signal

2.6

Raw Pattern Score

100%

Time Factor

2026-10-31

Last Push

4.8K

Stars

Scala

Language

158.0K

Lines of Code

835

Files

Pattern Hits

2026-10-31

Scan Date

0.04

HC Hit Rate

Risk Review · Payload v1

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

Payload schema: 1.0.0 · Engine: 2.0.0 · Scoring: heuristic-density-v1 · Scan date: 2026-10-31.

Cognitive Ownership Risk 1.6/100 · LOW

Can maintainers explain intent, assumptions, and trade-offs? 33 finding(s).

Hallucinated Dependency & Supply Chain Risk 10.8/100 · LOW

Are imports declared and package/API names verified? 34 finding(s).

Agent Over-Engineering Ratio 0.1/100 · LOW

Are wrappers, guards, and repeated structures necessary? 2 finding(s).

PR Review Velocity Impact 10.5/100 · LOW

Which changes need focused human review? 67 finding(s).

What These Metrics Mean

Adjusted Signal: Legacy pattern score normalized per 1,000 scanned lines and multiplied by the repository-level time factor. It is not an estimate of AI authorship.
Raw Pattern Score: Sum of severity- and context-weighted pattern findings before applying the time factor.
Time Factor: A coarse multiplier based on repository last-push metadata. It does not identify when individual code was written.
Pattern Hits: Count of configured pattern findings. Review each location and surrounding code before acting.
HC Hit Rate: High- and critical-severity findings per scanned file. Severity is a configured detector weight, not proof of a vulnerability or authorship.
Lines / Files: Scan coverage denominators used by the legacy normalized score.

Pattern-Signal History

This chart tracks the legacy adjusted pattern score across scan runs. Changes can reflect source changes, scan coverage, or detector/scoring versions; they do not measure AI adoption or prove that a team refactored code. Compare runs only when their scoring versions are compatible. The dashed line tracks the raw pattern-hit count.

Severity Breakdown

Groups findings by configured severity weight. Severity is not a confidence estimate, security rating, or proof that a package is missing. Verify imports against the project's manifests and inspect each finding in its local design context.

CRITICAL 31HIGH 0MEDIUM 2LOW 34

Directory Score Breakdown

This horizontal bar chart shows where configured pattern scores accumulate across directories. Treat the bars as locations to inspect, not as evidence of authorship or code quality. Use the file-level findings to decide whether a directory needs a focused ownership, dependency, complexity, or review check.

Pattern Findings

The scanner identified 67 distinct pattern matches across 8 syntactic categories. Each entry below represents a discrete location in the source code where the engine recorded a detector match to inspect in context. Expand any category row to inspect the individual file paths, line numbers, code snippets, and the lexical context (CODE, COMMENT, or STRING) in which each match was detected.

Reading the findings table: The Severity column indicates the configured finding weight (CRITICAL / HIGH / MEDIUM / LOW). The Context column identifies whether the match occurred inside executable code, an inline comment, or a string literal — legacy comment-context matches receive a ×1.5 score weight. The ⚡ bolt icon marks clustered matches: three or more patterns within a 10-line window, each receiving an additional ×1.5 density multiplier under the legacy scoring model.

Hallucination Indicators31 hits · 360 pts

Severity	File	Line	Snippet	Context
CRITICAL	…chisel3/experimental/SerializableModuleGenerator.scala	73	!generator.getConstructors.head.getParameterTypes.last.toString.contains("$"),	CODE
CRITICAL	src/test/scala/chiselTests/MultiClockSpec.scala	129	svsim.verilator.Backend.CompilationSettings.default.withDisabledWarnings(Seq("MULTIDRIVEN"))	CODE
CRITICAL⚡	…test/scala/chiselTests/simulator/PeekPokeAPISpec.scala	63	assert(dut.io.out.bits.cmp.peekValue().asBigInt == expectedCmp.litValue)	CODE
CRITICAL⚡	…test/scala/chiselTests/simulator/PeekPokeAPISpec.scala	64	assert(dut.io.out.bits.cmp.peek() == expectedCmp)	CODE
CRITICAL⚡	…test/scala/chiselTests/simulator/PeekPokeAPISpec.scala	65	assert(dut.io.out.bits.vSum.zip(expectedVSum).forall { case (portEl, expEl) =>	CODE
CRITICAL⚡	…test/scala/chiselTests/simulator/PeekPokeAPISpec.scala	68	assert(dut.io.out.bits.vSum.peek().litValue == expectedVSum.litValue)	CODE
CRITICAL⚡	…test/scala/chiselTests/simulator/PeekPokeAPISpec.scala	69	assert(dut.io.out.bits.vOutProduct.zip(expVecProduct).forall { case (portVecEl, expVecEl) =>	CODE
CRITICAL⚡	…test/scala/chiselTests/simulator/PeekPokeAPISpec.scala	115	dut.io.out.bits.c.expect(expectedScalar)	CODE
CRITICAL⚡	…test/scala/chiselTests/simulator/PeekPokeAPISpec.scala	116	dut.io.out.bits.c.expect(expectedScalar.U)	CODE
CRITICAL⚡	…test/scala/chiselTests/simulator/PeekPokeAPISpec.scala	117	dut.io.out.bits.c.expect(expectedScalar.U(w.W))	CODE
CRITICAL⚡	…test/scala/chiselTests/simulator/PeekPokeAPISpec.scala	118	dut.io.out.bits.cmp.expect(expectedCmp)	CODE
CRITICAL⚡	…test/scala/chiselTests/simulator/PeekPokeAPISpec.scala	121	dut.io.out.bits.vSum.expect(expectedVSum)	CODE
CRITICAL⚡	…test/scala/chiselTests/simulator/PeekPokeAPISpec.scala	126	dut.io.out.bits.vOutProduct.expect(expVecProduct)	CODE
CRITICAL⚡	…test/scala/chiselTests/simulator/PeekPokeAPISpec.scala	166	dut.io.out.bits.c.expect(3) // correct	CODE
CRITICAL⚡	…test/scala/chiselTests/simulator/PeekPokeAPISpec.scala	167	dut.io.out.bits.c.expect(5.U) // incorrect	CODE
CRITICAL⚡	…test/scala/chiselTests/simulator/PeekPokeAPISpec.scala	170	thrown.getMessage must include("dut.io.out.bits.c.expect(5.U)")	CODE
CRITICAL	…test/scala/chiselTests/simulator/PeekPokeAPISpec.scala	191	dut.io.out.bits.c.expect(5.U, ExpectationValueFormat.Hex)	CODE
CRITICAL	…test/scala/chiselTests/simulator/PeekPokeAPISpec.scala	216	dut.io.out.bits.c.expect(5.U, ExpectationValueFormat.Bin)	CODE
CRITICAL	…test/scala/chiselTests/simulator/PeekPokeAPISpec.scala	253	dut.io.out.bits.c.expect(jumpInst.U(w.W), customFormat)	CODE
CRITICAL	…test/scala/chiselTests/simulator/PeekPokeAPISpec.scala	281	dut.io.out.bits.c.expect(5.U, customFormat)	CODE
CRITICAL	…test/scala/chiselTests/simulator/PeekPokeAPISpec.scala	306	dut.io.out.bits.c.expect(BigInt(5), "bigint message")	CODE
CRITICAL	…test/scala/chiselTests/simulator/PeekPokeAPISpec.scala	331	dut.io.out.bits.c.expect(5.U, ExpectationValueFormat.Hex)	CODE
CRITICAL	…test/scala/chiselTests/simulator/PeekPokeAPISpec.scala	353	dut.io.out.bits.c.expect(5.U, ExpectationValueFormat.Dec)	CODE
CRITICAL	…test/scala/chiselTests/simulator/PeekPokeAPISpec.scala	375	dut.io.out.bits.c.expect(5.U)	CODE
CRITICAL	…test/scala/chiselTests/simulator/PeekPokeAPISpec.scala	489	dut.io.out.bits.vOutProduct.expectPartial(expVecProductPartial)	CODE
CRITICAL	…test/scala/chiselTests/simulator/PeekPokeAPISpec.scala	572	dut.io.out.bits.vOutProduct.expectPartial(expVecProductPartial)	CODE
CRITICAL	…la/chiselTests/simulator/scalatest/ChiselSimSpec.scala	396	svsim.verilator.Backend.CompilationSettings.default.withTraceStyle(	CODE
CRITICAL	…la/chiselTests/simulator/scalatest/ChiselSimSpec.scala	413	svsim.verilator.Backend.CompilationSettings.default.withTraceStyle(	CODE
CRITICAL	…la/chiselTests/simulator/scalatest/ChiselSimSpec.scala	417	svsim.verilator.Backend.CompilationSettings.TraceKind.Fst(Some(2)),	CODE
CRITICAL	…n/scala/chisel3/util/experimental/decode/decoder.scala	102	chisel3.util.experimental.decode.TruthTable.fromString(	CODE
CRITICAL	src/main/scala/chisel3/simulator/scalatest/Cli.scala	83	svsim.vcs.Backend.CompilationSettings.TraceSettings.FsdbSettings(	CODE

Over-Commented Block16 hits · 16 pts

Severity	File	Line	Snippet	Context
LOW	…main/scala-2/chisel3/experimental/SourceInfoIntf.scala	1	// SPDX-License-Identifier: Apache-2.0	COMMENT
LOW	core/src/main/scala/chisel3/Aggregate.scala	1101	def elements: SeqMap[String, Data]	COMMENT
LOW	core/src/main/scala/chisel3/package.scala	121	*/	COMMENT
LOW	core/src/main/scala/chisel3/Module.scala	361	// Fake Module to serve as the _parent of the cloned ports	COMMENT
LOW	svsim/src/main/resources/simulation-driver.cpp	21	* required (or recommended) to wait until receiving a message in response to a	COMMENT
LOW	svsim/src/main/resources/simulation-driver.cpp	41	#include "verilated-sources/VsvsimTestbench__Dpi.h"	COMMENT
LOW	svsim/src/main/resources/simulation-driver.cpp	81	// can be sent prior to receiving this message.	COMMENT
LOW	svsim/src/main/resources/simulation-driver.cpp	101	// Sent in response to the LOG command. The length of the log is provided	COMMENT
LOW	svsim/src/main/resources/simulation-driver.cpp	121	COMMAND_GET_BITS = 'G',	COMMENT
LOW	svsim/src/main/resources/simulation-driver.cpp	141	// if the sentinel port is set to the specified value.	COMMENT
LOW	website/docusaurus.config.js	21	// same name as their parent directory or have the name `index.md` now map	COMMENT
LOW	…cala-2/chisel3/internal/naming/NamingAnnotations.scala	1	// SPDX-License-Identifier: Apache-2.0	COMMENT
LOW	src/test/scala/chiselTests/BundleSpec.scala	201	"(a=UInt<8>(8), b=Bool(true), c=UInt<4>(DontCare)) contains DontCare"	COMMENT
LOW	src/main/scala/chisel3/util/SparseVec.scala	141		COMMENT
LOW	src/main/scala/chisel3/util/SparseVec.scala	161	// Index -> DenseVecIndex -> DenseVec(index)	COMMENT
LOW	src/main/scala/chisel3/simulator/Simulator.scala	341	case error: Throwable =>	COMMENT

Verbosity Indicators6 hits · 14 pts

Severity	File	Line	Snippet	Context
LOW⚡	core/src/main/scala/chisel3/internal/Error.scala	86	// Step 1: Remove elements from the top in the package trimlist	COMMENT
LOW⚡	core/src/main/scala/chisel3/internal/Error.scala	91	// Step 2: Optionally remove elements from the bottom until the anchor	COMMENT
LOW⚡	core/src/main/scala/chisel3/internal/Error.scala	94	// Step 3: Remove elements from the bottom in the package trimlist	COMMENT
LOW⚡	core/src/main/scala/chisel3/internal/Error.scala	96	// Step 4: Reverse back to the original order	COMMENT
LOW⚡	core/src/main/scala/chisel3/internal/Error.scala	99	// Step 5: Add ellipsis stack trace elements and "--full-stacktrace" info	COMMENT
LOW⚡	core/src/main/scala/chisel3/internal/Error.scala	107	// Step 6: Mutate the stack trace in this exception	COMMENT

Structural Annotation Overuse6 hits · 14 pts

Severity	File	Line	Snippet	Context
LOW⚡	core/src/main/scala/chisel3/internal/Error.scala	86	// Step 1: Remove elements from the top in the package trimlist	COMMENT
LOW⚡	core/src/main/scala/chisel3/internal/Error.scala	91	// Step 2: Optionally remove elements from the bottom until the anchor	COMMENT
LOW⚡	core/src/main/scala/chisel3/internal/Error.scala	94	// Step 3: Remove elements from the bottom in the package trimlist	COMMENT
LOW⚡	core/src/main/scala/chisel3/internal/Error.scala	96	// Step 4: Reverse back to the original order	COMMENT
LOW⚡	core/src/main/scala/chisel3/internal/Error.scala	99	// Step 5: Add ellipsis stack trace elements and "--full-stacktrace" info	COMMENT
LOW⚡	core/src/main/scala/chisel3/internal/Error.scala	107	// Step 6: Mutate the stack trace in this exception	COMMENT

AI Slop Vocabulary2 hits · 6 pts

Severity	File	Line	Snippet	Context
MEDIUM	…scala/chisel3/experimental/hierarchy/Instantiate.scala	41	// A more complete and robust solution would require either refining hashCode and equality on Data	COMMENT
MEDIUM	.github/workflows/release-notes.yml	42	# Put output through env variable to make it robust to quotes	COMMENT

Unused Imports3 hits · 3 pts

Severity	File	Line	Context
LOW	lit/tests/lit.cfg.py	1	CODE
LOW	lit/tests/lit.cfg.py	3	CODE
LOW	lit/tests/lit.cfg.py	4	CODE

Hyper-Verbose Identifiers2 hits · 2 pts

Severity	File	Line	Snippet	Context
LOW	…/main/scala/chisel3/internal/BuilderContextCache.scala	25	def getOrElse[A](key: Key[A], default: => A): A = cache.getOrElse(key, default).asInstanceOf[A]	CODE
LOW	…/main/scala/chisel3/internal/BuilderContextCache.scala	31	def getOrElseUpdate[A](key: Key[A], default: => A): A = cache.getOrElseUpdate(key, default).asInstanceOf[A]	CODE

Slop Phrases1 hit · 2 pts

Severity	File	Line	Snippet	Context
LOW	…/chiselTests/experimental/hierarchy/InstanceSpec.scala	1079	// TODO don't forget to test this with heterogeneous Views (eg. viewing a tuple of a port and non-port as a single Bun	COMMENT

chipsalliance/chisel

Open-Source Code Quality, Security and Technical Debt Review