1.8

Adjusted Signal

1.8

Raw Pattern Score

100%

Time Factor

2026-10-20

Last Push

7.4K

Stars

Language

89.1K

Lines of Code

477

Files

157

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 8.6/100 · LOW

Can maintainers explain intent, assumptions, and trade-offs? 157 finding(s).

Hallucinated Dependency & Supply Chain Risk 0.0/100 · LOW

Are imports declared and package/API names verified? 0 finding(s).

Agent Over-Engineering Ratio 0.0/100 · LOW

Are wrappers, guards, and repeated structures necessary? 0 finding(s).

PR Review Velocity Impact 8.4/100 · LOW

Which changes need focused human review? 157 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 0LOW 157

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 157 distinct pattern matches across 4 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 Block149 hits · 149 pts

Severity	File	Line	Snippet	Context
LOW	cmd/hz/doc.go	1	// Copyright 2022 CloudWeGo Authors	COMMENT
LOW	cmd/hz/generate.sh	1	#!/usr/bin/env bash	COMMENT
LOW	internal/tagexpr/tagparser.go	1	// Copyright 2019 Bytedance Inc. All Rights Reserved.	COMMENT
LOW	internal/tagexpr/handler.go	1	// Copyright 2019 Bytedance Inc. All Rights Reserved.	COMMENT
LOW	internal/tagexpr/tagexpr.go	1	// Copyright 2019 Bytedance Inc. All Rights Reserved.	COMMENT
LOW	internal/tagexpr/example_test.go	1	// Copyright 2019 Bytedance Inc. All Rights Reserved.	COMMENT
LOW	internal/tagexpr/example_test.go	61	fmt.Println(tagExpr.Eval("d@msg"))	COMMENT
LOW	internal/tagexpr/spec_operator.go	1	// Copyright 2019 Bytedance Inc. All Rights Reserved.	COMMENT
LOW	internal/tagexpr/spec_func_test.go	1	// Copyright 2019 Bytedance Inc. All Rights Reserved.	COMMENT
LOW	internal/tagexpr/spec_selector.go	1	// Copyright 2019 Bytedance Inc. All Rights Reserved.	COMMENT
LOW	internal/tagexpr/tagexpr_test.go	1	// Copyright 2019 Bytedance Inc. All Rights Reserved.	COMMENT
LOW	internal/tagexpr/selector.go	1	// Copyright 2019 Bytedance Inc. All Rights Reserved.	COMMENT
LOW	internal/tagexpr/spec_range_test.go	1	// Copyright 2019 Bytedance Inc. All Rights Reserved.	COMMENT
LOW	internal/tagexpr/spec_func.go	1	// Copyright 2019 Bytedance Inc. All Rights Reserved.	COMMENT
LOW	internal/tagexpr/spec_range.go	1	// Copyright 2019 Bytedance Inc. All Rights Reserved.	COMMENT
LOW	internal/tagexpr/tagparser_test.go	1	// Copyright 2019 Bytedance Inc. All Rights Reserved.	COMMENT
LOW	internal/tagexpr/spec_operand.go	1	// Copyright 2019 Bytedance Inc. All Rights Reserved.	COMMENT
LOW	internal/tagexpr/expr.go	1	// Copyright 2019 Bytedance Inc. All Rights Reserved.	COMMENT
LOW	internal/tagexpr/expr_test.go	1	// Copyright 2019 Bytedance Inc. All Rights Reserved.	COMMENT
LOW	internal/tagexpr/selector_test.go	1	// Copyright 2019 Bytedance Inc. All Rights Reserved.	COMMENT
LOW	internal/tagexpr/spec_test.go	1	// Copyright 2019 Bytedance Inc. All Rights Reserved.	COMMENT
LOW	internal/tagexpr/validator/example_test.go	1	// Copyright 2019 Bytedance Inc. All Rights Reserved.	COMMENT
LOW	internal/tagexpr/validator/example_test.go	101	fmt.Println(vd.Validate([]*F{}))	COMMENT
LOW	internal/tagexpr/validator/validator.go	1	// Package validator is a powerful validator that supports struct tag expression.	COMMENT
LOW	internal/tagexpr/validator/validator_test.go	1	// Copyright 2019 Bytedance Inc. All Rights Reserved.	COMMENT
LOW	internal/tagexpr/validator/default.go	1	// Copyright 2019 Bytedance Inc. All Rights Reserved.	COMMENT
LOW	internal/tagexpr/validator/default.go	21	//	COMMENT
LOW	internal/tagexpr/validator/func.go	1	// Copyright 2019 Bytedance Inc. All Rights Reserved.	COMMENT
LOW	internal/bytesconv/bytesconv_test.go	201	}	COMMENT
LOW	internal/bytesconv/bytesconv_test.go	221	// }	COMMENT
LOW	internal/bytesconv/bytesconv_test.go	241	// assert.DeepEqual(t, expectedS, res)	COMMENT
LOW	internal/bytesconv/bytesconv_timing_test.go	21	)	COMMENT
LOW	scripts/release-hotfix.sh	1	#!/bin/bash	COMMENT
LOW	scripts/release-hotfix.sh	21	# 1. Prompts for the minor version to create a hotfix for (e.g., v0.14.x)	COMMENT
LOW	scripts/release.sh	1	#!/bin/bash	COMMENT
LOW	scripts/release.sh	21	# 1. Validates you're on the main branch and up-to-date with origin	COMMENT
LOW	scripts/.utils/funcs.sh	1	#!/bin/bash	COMMENT
LOW	scripts/.utils/check_version.sh	1	#!/bin/bash	COMMENT
LOW	scripts/.utils/check_version.sh	21	#	COMMENT
LOW	scripts/.utils/check_go_mod.sh	1	#!/bin/bash	COMMENT
LOW	scripts/.utils/check_go_mod.sh	21	#	COMMENT
LOW	pkg/app/fs.go	101	// FS represents settings for request handler serving static files	COMMENT
LOW	pkg/app/fs.go	121		COMMENT
LOW	pkg/app/fs.go	141	// Transparent compression is disabled by default.	COMMENT
LOW	pkg/app/fs.go	261		COMMENT
LOW	pkg/app/fs.go	1141	if endPos >= contentLength {	COMMENT
LOW	pkg/app/fs.go	1201	// Directory contents is returned if path points to directory.	COMMENT
LOW	pkg/app/context.go	401	return inbuiltHandlerNameOperator.GetHandlerName(handler)	COMMENT
LOW	pkg/app/context.go	421	// Hijack registers the given handler for connection hijacking.	COMMENT
LOW	pkg/app/context.go	501	func (ctx *RequestContext) Hijacked() bool {	COMMENT
LOW	pkg/app/context.go	661	//	COMMENT
LOW	pkg/app/context.go	701	}	COMMENT
LOW	pkg/app/context.go	1081	// Note that this will not stop the current handler.	COMMENT
LOW	pkg/app/context.go	1221		COMMENT
LOW	pkg/app/context.go	1321	// PostArgs returns POST arguments.	COMMENT
LOW	pkg/app/context.go	1381	// DefaultPostForm returns the specified key from a POST urlencoded form or multipart form	COMMENT
LOW	pkg/app/server/option.go	61		COMMENT
LOW	pkg/app/server/option.go	81	o.RedirectTrailingSlash = b	COMMENT
LOW	pkg/app/server/option.go	101		COMMENT
LOW	pkg/app/server/option.go	161	o.Addr = hp	COMMENT
89 more matches not shown…

Example Usage Blocks5 hits · 8 pts

Severity	File	Line	Snippet	Context
LOW	cmd/hz/generate.sh	5	# Usage:	COMMENT
LOW	scripts/release-hotfix.sh	27	# Usage:	COMMENT
LOW	scripts/release.sh	28	# Usage:	COMMENT
LOW	scripts/.utils/check_version.sh	27	# Usage:	COMMENT
LOW	scripts/.utils/check_go_mod.sh	27	# Usage:	COMMENT

Verbosity Indicators2 hits · 3 pts

Severity	File	Line	Snippet	Context
LOW	pkg/common/bytebufferpool/bytebuffer.go	110	// The purpose of this function is bytes.Buffer compatibility.	COMMENT
LOW	pkg/common/bytebufferpool/bytebuffer.go	123	// The purpose of this function is bytes.Buffer compatibility.	COMMENT

Redundant / Tautological Comments1 hit · 2 pts

Severity	File	Line	Snippet	Context
LOW	scripts/.utils/funcs.sh	31	# Check if there are any commits between the references	COMMENT

cloudwego/hertz

Open-Source Code Quality, Security and Technical Debt Review