2.3

Adjusted Signal

2.3

Raw Pattern Score

100%

Time Factor

2026-10-31

Last Push

28.9K

Stars

Language

208.2K

Lines of Code

924

Files

325

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 7.5/100 · LOW

Can maintainers explain intent, assumptions, and trade-offs? 290 finding(s).

Hallucinated Dependency & Supply Chain Risk 3.4/100 · LOW

Are imports declared and package/API names verified? 35 finding(s).

Agent Over-Engineering Ratio 0.0/100 · LOW

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

PR Review Velocity Impact 10.7/100 · LOW

Which changes need focused human review? 325 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 12HIGH 0MEDIUM 18LOW 295

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 325 distinct pattern matches across 5 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 Block272 hits · 272 pts

Severity	File	Line	Snippet	Context
LOW	.golangci.yml	1	version: "2"	COMMENT
LOW	internal/ui/anim/anim.go	21	fps = 20	COMMENT
LOW	internal/ui/chat/applyhighlight_callback_test.go	61		COMMENT
LOW	internal/ui/chat/assistant_thinking_window_test.go	21	// threshold deterministically. Each paragraph is tagged with its	COMMENT
LOW	internal/ui/chat/assistant_thinking_window_test.go	101	// width and is not safe for concurrent Render calls).	COMMENT
LOW	internal/ui/chat/assistant_thinking_window_test.go	301	// thinking block sits in tail-window mode must NOT invalidate the	COMMENT
LOW	internal/ui/chat/assistant.go	21	// truncated in the collapsed state.	COMMENT
LOW	internal/ui/chat/assistant.go	41	refusalTitle = "Model refused to continue"	COMMENT
LOW	internal/ui/chat/assistant.go	181	message *message.Message	COMMENT
LOW	internal/ui/chat/assistant.go	201	thinkingHashLen int	COMMENT
LOW	internal/ui/chat/assistant.go	301	return highlightedContent + spinner	COMMENT
LOW	internal/ui/chat/assistant.go	681	}	COMMENT
LOW	internal/ui/chat/assistant.go	801	isFinished := a.message.IsFinished()	COMMENT
LOW	internal/ui/chat/assistant.go	821	// cache valid while a changed section forces a miss naturally.	COMMENT
LOW	internal/ui/chat/assistant.go	881	a.thinkingViewMode = thinkingFullExpanded	COMMENT
LOW	internal/ui/chat/assistant.go	901	// underlying length), and re-running glamour just to count lines	COMMENT
LOW	internal/ui/chat/messages.go	201	//	COMMENT
LOW	internal/ui/chat/user_render_test.go	41	// TestUserMessagePreservesSingleLineBreaks is the regression test for	COMMENT
LOW	internal/ui/chat/agent.go	101	}	COMMENT
LOW	internal/ui/chat/incremental_glamour_test.go	61	}	COMMENT
LOW	internal/ui/chat/incremental_glamour_test.go	261	want: len("Para.\n\n"),	COMMENT
LOW	internal/ui/chat/incremental_glamour_test.go	561	fresh := freshRender(t, doc, width)	COMMENT
LOW	internal/ui/chat/incremental_glamour_test.go	641		COMMENT
LOW	internal/ui/chat/incremental_glamour_test.go	661	// -----------------------------------------------------------------------	COMMENT
LOW	internal/ui/chat/streaming_markdown.go	1	package chat	COMMENT
LOW	internal/ui/chat/streaming_markdown.go	21	// between calls. The boundary check is therefore deliberately	COMMENT
LOW	internal/ui/chat/streaming_markdown.go	41	// without re-scanning the entire prefix from the start.	COMMENT
LOW	internal/ui/chat/streaming_markdown.go	181	// already paid the cost of a full render of `content`; if there is	COMMENT
LOW	internal/ui/chat/streaming_markdown.go	241	// No new boundary found after the stable prefix. Return the	COMMENT
LOW	internal/ui/chat/streaming_markdown.go	261	// pass.	COMMENT
LOW	internal/ui/chat/streaming_markdown.go	441	// returned offset always points immediately after a blank-line	COMMENT
LOW	internal/ui/chat/streaming_markdown.go	461	// reasoning behind these "anywhere in prefix" rejects.	COMMENT
LOW	internal/ui/chat/streaming_markdown.go	481	// Iterate every blank-line position from latest to earliest.	COMMENT
LOW	internal/ui/chat/streaming_markdown.go	581	}	COMMENT
LOW	internal/ui/chat/streaming_markdown.go	601	// forces -1. This is overly conservative — it forfeits	COMMENT
LOW	internal/ui/chat/streaming_markdown.go	621	// "[label]: <url>" defines a link reference that the suffix	COMMENT
LOW	internal/ui/chat/streaming_markdown.go	641	// B1 (loose lists, refined). A loose list has a blank line between	COMMENT
LOW	internal/ui/chat/streaming_markdown.go	661	// that ever contained a list — the dominant case for LLM	COMMENT
LOW	internal/ui/chat/streaming_markdown.go	721	// appeared earlier AND the last non-blank line is indented but	COMMENT
LOW	internal/ui/chat/streaming_markdown.go	981	return true	COMMENT
LOW	internal/ui/notification/notification.go	1	// Package notification provides desktop notification support for the UI.	COMMENT
LOW	internal/ui/notification/native_stub.go	1	//go:build solaris \|\| illumos	COMMENT
LOW	internal/ui/dialog/inline_editor.go	81	// MouseClickableEditor is an optional interface for inline editors	COMMENT
LOW	internal/ui/dialog/inline_editor.go	101	// HandleMouseDown begins a selection when the press lands in selectable	COMMENT
LOW	internal/ui/dialog/mcp_toggles.go	21	// Disabled is the repository-scoped override: when true the server's	COMMENT
LOW	internal/ui/dialog/common.go	41	// so callers don't have to repeat the arithmetic. The scrollbar column is	COMMENT
LOW	internal/ui/dialog/common.go	281	// and paddings.	COMMENT
LOW	internal/ui/styles/host_theme.go	181	}	COMMENT
LOW	internal/ui/common/markdown.go	21	const formatterName = "crush"	COMMENT
LOW	internal/ui/common/markdown.go	141	)	COMMENT
LOW	internal/ui/common/markdown.go	161	glamour.WithStyles(codeBlockConfig(sty.Markdown)),	COMMENT
LOW	internal/ui/common/markdown.go	241	// AND every per-renderer mutex in a single atomic critical	COMMENT
LOW	internal/ui/common/markdown.go	261	planMDCache = map[int]*glamour.TermRenderer{}	COMMENT
LOW	internal/ui/common/markdown.go	281	// stable for the lifetime of the renderer (i.e. until	COMMENT
LOW	internal/ui/common/common.go	261	func CopyToClipboard(text, successMessage string) tea.Cmd {	COMMENT
LOW	internal/ui/common/capabilities.go	21	// Columns is the number of character columns in the terminal.	COMMENT
LOW	internal/ui/list/list.go	41	totalHeightValid bool	COMMENT
LOW	internal/ui/list/list.go	301	}	COMMENT
LOW	internal/ui/list/item.go	1	package list	COMMENT
LOW	internal/ui/list/item.go	21	type Item interface {	COMMENT
212 more matches not shown…

Hallucination Indicators12 hits · 120 pts

Severity	File	Line	Snippet	Context
CRITICAL	internal/ui/dialog/theme_editor.go	305	line = ed.com.Styles.Dialog.NormalItem.Width(width).Render(label + ed.input.View())	CODE
CRITICAL	internal/ui/dialog/theme_editor.go	309	line = ed.com.Styles.Dialog.NormalItem.Width(width).Render(label)	CODE
CRITICAL	internal/ui/dialog/plan_handoff_inline.go	235	question := iconPrompt + p.com.Styles.Editor.QuestionUnselected.Render(	CODE
CRITICAL	internal/ui/dialog/plan_handoff_inline.go	315	questionText := p.com.Styles.Editor.QuestionUnselected.Render(	CODE
CRITICAL	internal/ui/dialog/plan_handoff_inline.go	321	promptPrefix := p.com.Styles.Editor.QuestionBody.Render("> ")	CODE
CRITICAL	internal/ui/dialog/plan_handoff_inline.go	363	promptPrefix := p.com.Styles.Editor.QuestionBody.Render("> ")	CODE
CRITICAL	internal/ui/dialog/quit_mouse_test.go	180	q.com.Styles.Dialog.Quit.Hint.Render(quitHintLineOne),	CODE
CRITICAL	internal/ui/dialog/quit_mouse_test.go	181	q.com.Styles.Dialog.Quit.Hint.Render(quitHintLineTwo),	CODE
CRITICAL	internal/ui/dialog/models_item.go	49	configuredText := m.t.Dialog.Models.ConfiguredText.Render("Configured")	CODE
CRITICAL	internal/ui/dialog/commands.go	308	innerWidth := width - c.com.Styles.Dialog.View.GetHorizontalFrameSize()	CODE
CRITICAL	internal/ui/model/status_test.go	48	wantHintsCol := badgeLeftInset + lipgloss.Width(badge) + 1 + u.com.Styles.Status.Help.GetPaddingLeft()	CODE
CRITICAL	internal/ui/model/status_test.go	70	wantCol := u.com.Styles.Status.Help.GetPaddingLeft()	CODE

Modern AI Meta-Vocabulary15 hits · 45 pts

Severity	File	Line	Snippet	Context
MEDIUM	internal/ui/chat/tools.go	1741	// formatAgenticFetchResultForCopy formats agentic fetch tool results for clipboard.	COMMENT
MEDIUM	internal/ui/chat/agent.go	212	// AgenticFetchToolMessageItem is a message item that represents an agentic fetch tool call.	COMMENT
MEDIUM	internal/ui/chat/agent.go	233	// For the agentic fetch tool we keep spinning until the tool call is finished.	COMMENT
MEDIUM	internal/ui/chat/agent.go	290	// AgenticFetchToolRenderContext renders agentic fetch tool messages.	COMMENT
MEDIUM	internal/ui/chat/version_bump_test.go	301	// the agentic-fetch counterpart to the agent-tool nested mutator	COMMENT
MEDIUM	internal/ui/chat/version_bump_test.go	369	// is the agentic-fetch counterpart of the T5 regression test.	COMMENT
MEDIUM	internal/ui/chat/version_bump_test.go	479	// agentic-fetch counterpart of the agent-tool Advance bump test.	COMMENT
MEDIUM	internal/ui/dialog/question_single.go	18	// rendering scaffold.	COMMENT
MEDIUM	internal/ui/dialog/question_multi.go	18	// rendering scaffold.	COMMENT
MEDIUM	internal/server/events.go	270	// (agent tool, agentic fetch) resolve to the top-level session so the	COMMENT
MEDIUM	internal/backend/events.go	47	// agentic fetch) carry derived IDs; their interactive prompts are	COMMENT
MEDIUM	internal/agent/tools/fetch_types.go	3	// AgenticFetchToolName is the name of the agentic fetch tool.	COMMENT
MEDIUM	internal/agent/tools/fetch_types.go	15	// AgenticFetchParams defines the parameters for the agentic fetch tool.	COMMENT
MEDIUM	internal/agent/tools/fetch_types.go	21	// AgenticFetchPermissionsParams defines the permission parameters for the agentic fetch tool.	COMMENT
MEDIUM	internal/agent/agenttest/coordinator.go	61	// Keep buildTools light: no sub-agent or agentic-fetch construction.	COMMENT

Fake / Example Data23 hits · 24 pts

Severity	File	Line	Snippet	Context
LOW	internal/ui/chat/assistant_plan_test.go	85	paragraph := strings.TrimSpace(strings.Repeat("lorem ipsum dolor sit amet ", 30))	CODE
LOW	internal/ui/chat/assistant_plan_test.go	85	paragraph := strings.TrimSpace(strings.Repeat("lorem ipsum dolor sit amet ", 30))	CODE
LOW	internal/gitutil/branch_test.go	37	runGit(t, testDir, "config", "user.email", "test@test.com")	CODE
LOW	internal/gitutil/branch_test.go	61	runGit(t, testDir, "config", "user.email", "test@test.com")	CODE
LOW	internal/gitutil/branch_test.go	77	runGit(t, testDir, "config", "user.email", "test@test.com")	CODE
LOW	internal/gitutil/branch_test.go	107	runGit(t, testDir, "config", "user.email", "test@test.com")	CODE
LOW	internal/gitutil/branch_test.go	126	runGit(t, testDir, "config", "user.email", "test@test.com")	CODE
LOW	internal/agent/agent_test.go	267	Prompt: "fetch the content from https://example-files.online-convert.com/website/html/example.html and tel	CODE
LOW⚡	…testdata/TestCoderAgent/deepseek-v4/download_tool.yaml	118	The names "John Doe" for males, "Jane Doe" or "Jane Roe" for females, or "Jonnie Doe" and "Janie Doe" for children	CODE
LOW⚡	…testdata/TestCoderAgent/deepseek-v4/download_tool.yaml	118	The names "John Doe" for males, "Jane Doe" or "Jane Roe" for females, or "Jonnie Doe" and "Janie Doe" for children	CODE
LOW⚡	…testdata/TestCoderAgent/deepseek-v4/download_tool.yaml	122	Similarly, a child or baby whose identity is unknown may be referred to as Baby Doe. A notorious murder case in Ka	CODE
LOW	…nt/testdata/TestCoderAgent/deepseek-v4/fetch_tool.yaml	11	body: "{\"messages\":[{\"content\":\"You are Crush, a powerful AI Assistant that runs in the CLI.\\n\\n<critical_rul	CODE
LOW	…nt/testdata/TestCoderAgent/deepseek-v4/fetch_tool.yaml	141	The names "<b>John Doe</b>" for males, "<b>Jane Doe</b>" or "<b>Jane Roe</b>" for females, or "<b>Jonnie Doe</b>"	CODE
LOW	…nt/testdata/TestCoderAgent/deepseek-v4/fetch_tool.yaml	145	<p>Similarly, a child or baby whose identity is unknown may be referred to as <b>Baby Doe</b>. A notorious murder	CODE
LOW	…nt/testdata/TestCoderAgent/deepseek-v4/fetch_tool.yaml	174	body: '{"messages":[{"content":"You will generate a short title based on the first message a user begins a conversat	CODE
LOW	…nt/testdata/TestCoderAgent/deepseek-v4/fetch_tool.yaml	217	data: {"id":"chatcmpl-1e002bd9edb812a509239e0a","object":"chat.completion.chunk","created":1793374738,"model":"dee	CODE
LOW	…nt/testdata/TestCoderAgent/deepseek-v4/fetch_tool.yaml	286	body: "{\"messages\":[{\"content\":\"You are Crush, a powerful AI Assistant that runs in the CLI.\\n\\n<critical_rul	CODE
LOW	…nt/testdata/TestCoderAgent/deepseek-v4/fetch_tool.yaml	355	data: {"id":"chatcmpl-2ad876bd452b01ec15e58685","object":"chat.completion.chunk","created":1793374741,"model":"dee	CODE
LOW	…nt/testdata/TestCoderAgent/deepseek-v4/fetch_tool.yaml	486	The names "<b>John Doe</b>" for males, "<b>Jane Doe</b>" or "<b>Jane Roe</b>" for females, or "<b>Jonnie Doe</b>"	CODE
LOW	…nt/testdata/TestCoderAgent/deepseek-v4/fetch_tool.yaml	490	<p>Similarly, a child or baby whose identity is unknown may be referred to as <b>Baby Doe</b>. A notorious murder	CODE
LOW	…nt/testdata/TestCoderAgent/deepseek-v4/fetch_tool.yaml	519	body: "{\"messages\":[{\"content\":\"You are Crush, a powerful AI Assistant that runs in the CLI.\\n\\n<critical_rul	CODE
LOW	…nt/testdata/TestCoderAgent/deepseek-v4/fetch_tool.yaml	546	data: {"id":"chatcmpl-e1b0eb11bc56d35818b46ff0","object":"chat.completion.chunk","created":1793374745,"model":"dee	CODE
LOW	internal/agent/prompt/git_test.go	34	runGit(t, dir, "config", "user.email", "test@test.com")	CODE

AI Slop Vocabulary3 hits · 9 pts

Severity	File	Line	Snippet	Context
MEDIUM	internal/ui/chat/assistant_thinking_window_test.go	107	// any future style-driven padding so the test is robust to	COMMENT
MEDIUM	internal/shell/dispatch_test.go	309	// if bash isn't available (rare in CI, but keep the test robust).	COMMENT
MEDIUM	internal/shell/dispatch.go	85	// on the raw string to stay robust if a future change ever bypasses that	COMMENT

charmbracelet/crush

Open-Source Code Quality, Security and Technical Debt Review