AI Slop Code Risk Monitor

projectdiscovery/katana

Name: projectdiscovery/katana — Go Code Quality & Security Review | AI Slop Code Risk Monitor
Creator: AI Slop Code Risk Monitor

Adjusted legacy signal; badge bands: 25 / 50 / 75 (different from dashboard bands).

A next-generation crawling and spidering framework.

1.0 Low pattern signal View on GitHub

Open-Source Code Quality, Security and Technical Debt Review

This report summarizes scanner evidence for projectdiscovery/katana, a Go project with 17,777 GitHub stars. SynthScan examined 52,235 lines of code across 227 source files, recording 35 pattern matches distributed across 6 syntactic categories. The legacy adjusted pattern signal is 1.0 (Low pattern signal); it is not an authorship estimate.

Use the findings to ask whether maintainers can explain intent, verify dependencies, simplify unnecessary scaffolding, and focus review effort. Risk Payload v1 adds ownership, supply-chain, over-engineering, and review-effort vectors when available. These are prompts for human verification, not probabilities, security findings, or measured maintenance costs.

1.0

Adjusted Signal

1.0

Raw Pattern Score

100%

Time Factor

2026-10-29

Last Push

17.8K

Stars

Language

52.2K

Lines of Code

227

Files

Pattern Hits

2026-10-31

Scan Date

0.01

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 1.9/100 · LOW

Can maintainers explain intent, assumptions, and trade-offs? 19 finding(s).

Hallucinated Dependency & Supply Chain Risk 3.2/100 · LOW

Are imports declared and package/API names verified? 16 finding(s).

Agent Over-Engineering Ratio 0.1/100 · LOW

Are wrappers, guards, and repeated structures necessary? 1 finding(s).

PR Review Velocity Impact 5.0/100 · LOW

Which changes need focused human review? 35 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 1HIGH 2MEDIUM 0LOW 32

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 35 distinct pattern matches across 6 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 Block17 hits · 17 pts

Severity	File	Line	Snippet	Context
LOW	internal/testutils/authlab/lab.go	1	// Package authlab provides a self-hosted mini web app used to exercise	COMMENT
LOW	pkg/types/options.go	141	HeadlessOptionalArguments goflags.StringSlice	COMMENT
LOW	pkg/types/options.go	181	// Resolvers contains custom resolvers	COMMENT
LOW	pkg/types/options.go	241	AIReplay string	COMMENT
LOW	pkg/types/crawler_options.go	41	// Options contains the user specified configuration options	COMMENT
LOW	pkg/utils/formfill.go	221		COMMENT
LOW	pkg/utils/filters/filters.go	1	package filters	COMMENT
LOW	pkg/knowledgebase/extractor.go	1	// Package knowledgebase defines the Extractor interface implemented by	COMMENT
LOW	pkg/knowledgebase/extractors/endpoints/endpoints.go	1	// Package endpoints is a knowledgebase.Extractor that classifies a crawled	COMMENT
LOW	pkg/engine/parser/parser_test.go	181	// The test contains an inline string - ./test/html/misc/string/dot-slash-prefix.found	COMMENT
LOW	pkg/engine/parser/parser_test.go	321	// <meta charset="utf-8">	COMMENT
LOW	pkg/engine/parser/parser_test.go	401	// bodyMetaContentTagParser(resp, func(resp navigation.Request) {	COMMENT
LOW	pkg/engine/parser/parser.go	761	return false	COMMENT
LOW	pkg/engine/headless/js/page-init.js	1	// This script initializes the page and hooks up event listeners	COMMENT
LOW	pkg/engine/headless/crawler/hooks.go	1	package crawler	COMMENT
LOW	pkg/engine/headless/crawler/hooks.go	21	// The supplied browser.BrowserPage embeds rod.Page (page.Page) for callers	COMMENT
LOW	pkg/engine/hybrid/hooks.go	21	// -timeout deadline: for BeforeNavigate it is the navigation's own context;	COMMENT

Fake / Example Data13 hits · 14 pts

Severity	File	Line	Snippet	Context
LOW	pkg/utils/formfill.go	30	Placeholder string `yaml:"placeholder"`	CODE
LOW	pkg/utils/formfill.go	34	Email: fmt.Sprintf("%s@example.org", xid.New().String()),	CODE
LOW	pkg/utils/formfill.go	187	if placeholder, ok := input.Attributes.Get("placeholder"); ok {	CODE
LOW	pkg/utils/formsemantic.go	27	"name": "John Doe",	CODE
LOW	pkg/utils/formsemantic_test.go	64	require.Equal(t, "10001", semanticValue(ctx, stub, formInput("text", "plz", "placeholder", "Postleitzahl")))	CODE
LOW⚡	pkg/utils/formsemantic_test.go	82	filled := formInput("text", "postal", "placeholder", "ZIP code")	CODE
LOW⚡	pkg/utils/formsemantic_test.go	85	formInput("text", "zip", "placeholder", "ZIP code"),	CODE
LOW⚡	pkg/utils/formsemantic_test.go	86	formInput("text", "q", "placeholder", "search"),	CODE
LOW	pkg/utils/formfill_test.go	92	require.Contains(t, DefaultFormFillData.Email, "@example.org")	CODE
LOW	pkg/utils/formfill_test.go	110	require.Contains(t, data.Email, "@example.org", "default email has no parens, should stay as-is")	CODE
LOW	pkg/engine/headless/types/types.go	251	"placeholder": {},	CODE
LOW	pkg/engine/headless/auth/recording_test.go	70	steps, err := StepsFromRecording([]byte(rec), "user@example.com", "secret")	CODE
LOW	pkg/engine/headless/crawler/normalizer/dom_utils.go	182	"placeholder",	CODE

Magic Placeholder Names2 hits · 10 pts

Severity	File	Line	Snippet	Context
HIGH	README.md	501	katana -u https://example.com -headless -csp capsolver -csk YOUR_API_KEY	CODE
HIGH	README.md	508	export CAPTCHA_SOLVER_KEY=YOUR_API_KEY	CODE

Hallucination Indicators1 hit · 10 pts

Severity	File	Line	Snippet	Context
CRITICAL	pkg/output/output.go	222	if fileName, fileWriter, err := getResponseFile(w.storeResponseDir, result.Response.Resp.Request.URL.String()); err ==	CODE

TODO Padding1 hit · 2 pts

Severity	File	Line	Snippet	Context
LOW	pkg/engine/parser/parser_test.go	318	// // TODO: Fix test	COMMENT

Hyper-Verbose Identifiers1 hit · 1 pts

Severity	File	Line	Snippet	Context
LOW	pkg/engine/headless/js/page-init.js	86	function hookMiscellaneousUtilities() {	CODE