2.8

Adjusted Signal

2.8

Raw Pattern Score

100%

Time Factor

2026-10-31

Last Push

17.9K

Stars

Language

238.4K

Lines of Code

2.0K

Files

654

Pattern Hits

2026-10-31

Scan Date

0.00

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 12.9/100 · LOW

Can maintainers explain intent, assumptions, and trade-offs? 651 finding(s).

Hallucinated Dependency & Supply Chain Risk 0.0/100 · LOW

Are imports declared and package/API names verified? 1 finding(s).

Agent Over-Engineering Ratio 0.1/100 · LOW

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

PR Review Velocity Impact 13.0/100 · LOW

Which changes need focused human review? 654 finding(s).

What These Metrics Mean

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

Pattern-Signal History

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

Severity Breakdown

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

CRITICAL 0HIGH 0MEDIUM 5LOW 649

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 654 distinct pattern matches across 9 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.

Over-Commented Block623 hits · 604 pts

Severity	File	Line	Snippet	Context
LOW	diff.go	21	//	COMMENT
LOW	main.go	2381	// handleChdirFlag handles the -C flag before doing anything else.	COMMENT
LOW	testdata/corpus.yaml	1	# This contains code from https://github.com/dgryski/tinygo-test-corpus	COMMENT
LOW	testdata/corpus.yaml	241	- pkg: stat/distmat	COMMENT
LOW	testdata/corpus.yaml	261	#- pkg: spatial/vptree # panic: unimplemented: (reflect.Value).MapKeys()	COMMENT
LOW	testdata/gc-liveness-repro.go	1	// A pointer that is live in a frame is not necessarily rooted by that frame.	COMMENT
LOW	testdata/cgo/main.go	1	package main	COMMENT
LOW	testdata/errors/compiler.go	21	// ERROR: compiler.go:4:6: can only use //go:wasmimport on declarations	COMMENT
LOW	testdata/errors/pragma.go	61	}	COMMENT
LOW	testdata/errors/interp.go	21	// ERROR: # main	COMMENT
LOW	tools/gen-device-svd/gen-device-svd.go	941	return fields	COMMENT
LOW	interp/memory.go	1	package interp	COMMENT
LOW	interp/memory.go	61	// A memoryView is bound to a function activation. Loads are done from this view	COMMENT
LOW	interp/memory.go	1101	}	COMMENT
LOW	interp/compiler.go	281	// Encode operands in a special way. The elementOffset	COMMENT
LOW	interp/interpreter.go	81	startRTInsts = len(mem.instructions)	COMMENT
LOW	interp/interp_test.go	121	// around).	COMMENT
LOW	goenv/goenv.go	341	// -resource-dir flag. If it isn't available, an empty string is returned and	COMMENT
LOW	tests/text/template/smoke/smoke_test.go	41	t := template.Must(template.New("letter").Parse(letter))	COMMENT
LOW	tests/text/template/smoke/smoke_test.go	61	//	COMMENT
LOW	tests/text/template/smoke/smoke_test.go	101	// Output:	COMMENT
LOW	internal/diff/diff.go	21	//	COMMENT
LOW	internal/diff/diff.go	181	// tgs returns the pairs of indexes of the longest common subsequence	COMMENT
LOW	docs/conf.py	1	# -- coding: utf-8 --	COMMENT
LOW	docs/conf.py	21	# sys.path.insert(0, os.path.abspath('.'))	COMMENT
LOW	docs/conf.py	61	# The full version, including alpha/beta/rc tags.	COMMENT
LOW	docs/conf.py	81	# directories to ignore when looking for source files.	COMMENT
LOW	docs/conf.py	101	#	COMMENT
LOW	docs/conf.py	121	#	COMMENT
LOW	docs/conf.py	141		COMMENT
LOW	docs/conf.py	161		COMMENT
LOW	docs/conf.py	181	# html_sidebars = {}	COMMENT
LOW	docs/conf.py	201	#	COMMENT
LOW	docs/conf.py	221	# Language to be used for generating the HTML full-text search index.	COMMENT
LOW	docs/conf.py	241		COMMENT
LOW	docs/conf.py	261		COMMENT
LOW	docs/conf.py	281	#	COMMENT
LOW	docs/conf.py	321	# dir menu entry, description, category)	COMMENT
LOW	docs/conf.py	341	#	COMMENT
LOW	cgo/libclang_config_llvm22.go	1	//go:build !byollvm && llvm22	COMMENT
LOW	cgo/libclang_config_llvm16.go	1	//go:build !byollvm && llvm16	COMMENT
LOW	cgo/libclang_config_llvm23.go	1	//go:build !byollvm && llvm23	COMMENT
LOW	cgo/libclang_config_llvm17.go	1	//go:build !byollvm && llvm17	COMMENT
LOW	cgo/libclang_config_llvm18.go	1	//go:build !byollvm && llvm18	COMMENT
LOW	cgo/cgo_test.go	241	func TestCGoBuildConstraints(t *testing.T) {	COMMENT
LOW	cgo/security.go	1	// Copyright 2018 The Go Authors. All rights reserved.	COMMENT
LOW	cgo/libclang_config_llvm19.go	1	//go:build !byollvm && llvm19	COMMENT
LOW	cgo/libclang.go	21	)	COMMENT
LOW	cgo/libclang.go	661	// Starting with LLVM 16, the elaborated type is used for more types.	COMMENT
LOW	cgo/cgo.go	1	// Package cgo implements CGo by modifying a loaded AST. It does this by parsing	COMMENT
LOW	cgo/cgo.go	701	// return (*float64)(unsafe.Pointer(&union.$union))	COMMENT
LOW	cgo/cgo.go	921	}	COMMENT
LOW	cgo/libclang_config_llvm20.go	1	//go:build !byollvm && !llvm15 && !llvm16 && !llvm17 && !llvm18 && !llvm19 && !llvm21 && !llvm22 && !llvm23	COMMENT
LOW	cgo/libclang_config_llvm21.go	1	//go:build !byollvm && llvm21	COMMENT
LOW	cgo/libclang_config_llvm15.go	1	//go:build !byollvm && llvm15	COMMENT
LOW	cgo/testdata/flags.go	1	package main	COMMENT
LOW	cgo/testdata/errors.out.go	1	// CGo errors:	COMMENT
LOW	cgo/testdata/errors.go	21	#define SOME_CONST_b 3 ) // const with lots of weird whitespace (to test error locations)	COMMENT
LOW	loader/goroot.go	301	// Note that while Windows 10 does support symlinks and allows them to be	COMMENT
LOW	loader/loader.go	241	Err: err,	COMMENT
563 more matches not shown…

TODO Padding14 hits · 21 pts

Severity	File	Line	Snippet	Context
LOW	src/reflect/type.go	397	// TODO: implement canRangeFunc	COMMENT
LOW	src/reflect/type.go	411	// TODO: implement canRangeFunc2	COMMENT
LOW	src/internal/cm/stream.go	15	// TODO: implement methods on type stream	COMMENT
LOW	src/internal/cm/future.go	15	// TODO: implement methods on type future	COMMENT
LOW	src/testing/testing_test.go	3	// TODO: implement readdir for windows, then enable this file	COMMENT
LOW	src/machine/machine_mimxrt1062_i2c.go	165	// TODO: implement	COMMENT
LOW	src/machine/machine_stm32f103.go	337	// TODO: implement SPI2 and SPI3.	COMMENT
LOW	src/machine/machine_stm32f103.go	384	// TODO: implement I2C2.	COMMENT
LOW	src/machine/machine_stm32u031.go	178	// TODO: implement output channels	COMMENT
LOW	src/machine/board_stm32f469disco.go	62	// TODO: implement SPI2 and SPI3.	COMMENT
LOW	src/machine/board_stm32f4disco.go	89	// TODO: implement SPI2 and SPI3.	COMMENT
LOW	src/machine/machine_stm32_i2c_reva.go	162	// TODO: implement	COMMENT
LOW	src/device/arm/semihosting.go	62	// TODO: implement it here using inline assembly.	COMMENT
LOW	src/os/removeall_test.go	3	// TODO: implement ReadDir on windows	COMMENT

Verbosity Indicators4 hits · 9 pts

Severity	File	Line	Snippet	Context
LOW⚡	src/machine/machine_nrf52840.go	83	// Step 1: wait for new sampling to start for target buffer	COMMENT
LOW⚡	src/machine/machine_nrf52840.go	88	// Step 2: swap out buffers for next recording so we don't continue to	COMMENT
LOW⚡	src/machine/machine_nrf52840.go	94	// Step 3: wait for original event to end	COMMENT
LOW⚡	src/machine/machine_nrf52840.go	98	// Step 4: wait for default buffer to start recording before proceeding	COMMENT

Structural Annotation Overuse4 hits · 9 pts

Severity	File	Line	Snippet	Context
LOW⚡	src/machine/machine_nrf52840.go	83	// Step 1: wait for new sampling to start for target buffer	COMMENT
LOW⚡	src/machine/machine_nrf52840.go	88	// Step 2: swap out buffers for next recording so we don't continue to	COMMENT
LOW⚡	src/machine/machine_nrf52840.go	94	// Step 3: wait for original event to end	COMMENT
LOW⚡	src/machine/machine_nrf52840.go	98	// Step 4: wait for default buffer to start recording before proceeding	COMMENT

AI Slop Vocabulary3 hits · 8 pts

Severity	File	Line	Snippet	Context
LOW	tools/tgtestjson.sh	6	# TODO: let's just add -json support to tinygo test.	COMMENT
MEDIUM	src/runtime/complex.go	24	// Algorithm for robust complex division as described in	COMMENT
MEDIUM	src/runtime/pprof/label.go	75	// Currently only the CPU and goroutine profiles utilize any labels	COMMENT

Decorative Section Separators2 hits · 6 pts

Severity	File	Line	Snippet	Context
MEDIUM	src/machine/machine_esp32c6_adc.go	107	// ── regI2C: internal I2C-bus (LP_I2C_ANA_MST) for SAR ADC calibration ───────	COMMENT
MEDIUM	src/machine/machine_esp32c6_adc.go	334	// ── Self-calibration ──────────────────────────────────────────────────────────	COMMENT

Self-Referential Comments1 hit · 3 pts

Severity	File	Line	Snippet	Context
MEDIUM	docs/conf.py	6	# This file is execfile()d with the current directory set to its	COMMENT

Slop Phrases2 hits · 3 pts

Severity	File	Line	Snippet	Context
LOW	compiler/llvm.go	22	// This is useful for creating temporary allocas for intrinsics. Don't forget to	COMMENT
LOW	compiler/llvmutil/llvm.go	38	// This is useful for creating temporary allocas for intrinsics. Don't forget to	COMMENT

Unused Imports1 hit · 1 pts

Severity	File	Line	Snippet	Context
LOW	docs/conf.py	123		CODE

tinygo-org/tinygo

Open-Source Code Quality, Security and Technical Debt Review