0.8

Adjusted Signal

0.8

Raw Pattern Score

100%

Time Factor

2026-10-25

Last Push

5.4K

Stars

Rust

Language

435.7K

Lines of Code

487

Files

257

Pattern Hits

2026-10-31

Scan Date

0.03

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 2.3/100 · LOW

Can maintainers explain intent, assumptions, and trade-offs? 189 finding(s).

Hallucinated Dependency & Supply Chain Risk 0.5/100 · LOW

Are imports declared and package/API names verified? 23 finding(s).

Agent Over-Engineering Ratio 1.5/100 · LOW

Are wrappers, guards, and repeated structures necessary? 58 finding(s).

PR Review Velocity Impact 4.2/100 · LOW

Which changes need focused human review? 257 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 13MEDIUM 26LOW 218

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 257 distinct pattern matches across 14 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 Block155 hits · 155 pts

Severity	File	Line	Snippet	Context
LOW	src-tauri/tests/proxy_daemon.rs	1	//! End-to-end tests for the supervisor daemon.	COMMENT
LOW	src-tauri/tests/proxy_daemon.rs	621	);	COMMENT
LOW	src-tauri/tests/proxy_daemon.rs	721	/// Concurrency reproducer for "daemon ensure worker failed: Resource	COMMENT
LOW	src-tauri/src/hermes_config.rs	1	//! Hermes Agent configuration read/write module (ported from upstream cc-switch).	COMMENT
LOW	src-tauri/src/hermes_config.rs	21	//! base_url: https://openrouter.ai/api/v1	COMMENT
LOW	src-tauri/src/hermes_config.rs	121	// Type Definitions	COMMENT
LOW	src-tauri/src/hermes_config.rs	641	// Provider Public API	COMMENT
LOW	src-tauri/src/provider.rs	61	// SSOT 模式：不再写供应商副本文件	COMMENT
LOW	src-tauri/src/provider.rs	81	/// 备注信息	COMMENT
LOW	src-tauri/src/provider.rs	341	#[serde(rename = "baseUrl")]	COMMENT
LOW	src-tauri/src/provider.rs	361	#[serde(rename = "codingPlanProvider")]	COMMENT
LOW	src-tauri/src/provider.rs	401	pub struct ProviderTestConfig {	COMMENT
LOW	src-tauri/src/provider.rs	421	#[serde(rename = "maxRetries", skip_serializing_if = "Option::is_none")]	COMMENT
LOW	src-tauri/src/provider.rs	441	#[serde(rename = "proxyUsername", skip_serializing_if = "Option::is_none")]	COMMENT
LOW	src-tauri/src/provider.rs	461	pub struct AuthBinding {	COMMENT
LOW	src-tauri/src/provider.rs	481	pub thinking_param: Option<String>,	COMMENT
LOW	src-tauri/src/provider.rs	521	/// Codex 官方供应商标记（官方无需填写 API Key，使用 codex login 凭证）	COMMENT
LOW	src-tauri/src/provider.rs	541	pub partner_promotion_key: Option<String>,	COMMENT
LOW	src-tauri/src/provider.rs	561	/// - "anthropic": 原生 Anthropic Messages API，直接透传	COMMENT
LOW	src-tauri/src/provider.rs	581	/// fallback. Keeping it per provider avoids hard failures on lower-ceiling	COMMENT
LOW	src-tauri/src/provider.rs	601	skip_serializing_if = "Option::is_none"	COMMENT
LOW	src-tauri/src/codex_config.rs	21	///	COMMENT
LOW	src-tauri/src/codex_config.rs	421		COMMENT
LOW	src-tauri/src/codex_config.rs	641	struct CodexCatalogModelSpec {	COMMENT
LOW	src-tauri/src/usage_events.rs	1	//! Usage event notification shim for the CLI build.	COMMENT
LOW	src-tauri/src/app_config.rs	161	/// 仓库所有者（GitHub 用户/组织）	COMMENT
LOW	src-tauri/src/app_config.rs	181	#[serde(default)]	COMMENT
LOW	src-tauri/src/app_config.rs	441	#[derive(Debug, Clone, Serialize, Deserialize)]	COMMENT
LOW	src-tauri/src/settings.rs	341	/// These settings live in `settings.json`; they are intentionally not part of	COMMENT
LOW	src-tauri/src/settings.rs	501	#[serde(default)]	COMMENT
LOW	src-tauri/src/settings.rs	521	pub enable_claude_plugin_integration: bool,	COMMENT
LOW	src-tauri/src/settings.rs	561	#[serde(default, skip_serializing_if = "Option::is_none")]	COMMENT
LOW	src-tauri/src/settings.rs	581	/// into the shared bucket. Persisted so a failed migration retries at startup;	COMMENT
LOW	src-tauri/src/gemini_config.rs	61	/// 返回 `AppError` 如果遇到以下情况：	COMMENT
LOW	src-tauri/src/gemini_config.rs	381		COMMENT
LOW	src-tauri/src/gemini_config.rs	401	/// 保留文件中的其他所有字段。	COMMENT
LOW	src-tauri/src/mcp.rs	1421	pub fn remove_server_from_opencode(id: &str) -> Result<(), AppError> {	COMMENT
LOW	src-tauri/src/session_manager/cache.rs	1	//! Persistent session-scan metadata cache (stale-while-revalidate).	COMMENT
LOW	src-tauri/src/session_manager/cache.rs	21	/// Version tag written with every cached row. Bump this constant whenever the	COMMENT
LOW	src-tauri/src/session_manager/scan_cache_store.rs	41	}	COMMENT
LOW	src-tauri/src/session_manager/scan_cache_store.rs	61	pub state: Option<String>,	COMMENT
LOW	src-tauri/src/session_manager/paged_manifest.rs	1	//! Schema-free, page-oriented storage for very large Sessions lists.	COMMENT
LOW	src-tauri/src/session_manager/mod.rs	21		COMMENT
LOW	src-tauri/src/session_manager/mod.rs	41	#[serde(skip_serializing_if = "Option::is_none")]	COMMENT
LOW	src-tauri/src/session_manager/providers/opencode.rs	421	/// summary 晚到/变化不改变 session JSON 与 message 目录 stat，缓存会长期返回	COMMENT
LOW	src-tauri/src/database/mod.rs	1	//! 数据库模块 - SQLite 数据持久化	COMMENT
LOW	src-tauri/src/database/mod.rs	881	Ok(_) => {}	COMMENT
LOW	src-tauri/src/database/dao/usage_rollup.rs	1	//! Usage rollup DAO	COMMENT
LOW	src-tauri/src/proxy/copilot_optimizer.rs	1	//! Copilot 请求优化器	COMMENT
LOW	src-tauri/src/proxy/copilot_optimizer.rs	21	pub initiator: &'static str,	COMMENT
LOW	src-tauri/src/proxy/copilot_optimizer.rs	321		COMMENT
LOW	src-tauri/src/proxy/copilot_optimizer.rs	361		COMMENT
LOW	src-tauri/src/proxy/copilot_optimizer.rs	441	}	COMMENT
LOW	src-tauri/src/proxy/types.rs	61	#[derive(Debug, Clone, Serialize, Deserialize, Default)]	COMMENT
LOW	src-tauri/src/proxy/types.rs	81	/// 失败请求数	COMMENT
LOW	src-tauri/src/proxy/types.rs	241	}	COMMENT
LOW	src-tauri/src/proxy/gemini_url.rs	1	//! Gemini Native URL helpers.	COMMENT
LOW	src-tauri/src/proxy/gemini_url.rs	601		COMMENT
LOW	src-tauri/src/proxy/gemini_url.rs	641	false,	COMMENT
LOW	src-tauri/src/proxy/providers/copilot_model_map.rs	1	//! GitHub Copilot 模型 ID 归一化与 live-list 解析	COMMENT
95 more matches not shown…

Decorative Section Separators23 hits · 69 pts

Severity	File	Line	Snippet	Context
MEDIUM	install.sh	17	# ── helpers ──────────────────────────────────────────────────────────	COMMENT
MEDIUM	install.sh	160	# ── platform detection ───────────────────────────────────────────────	COMMENT
MEDIUM	install.sh	190	# ── download & extract ───────────────────────────────────────────────	COMMENT
MEDIUM	install.sh	240	# ── install ──────────────────────────────────────────────────────────	COMMENT
MEDIUM	install.sh	324	# ── main ─────────────────────────────────────────────────────────────	COMMENT
MEDIUM	src-tauri/src/session_manager/providers/hermes.rs	386	// ── SQLite scanning ─────────────────────────────────────────────────	COMMENT
MEDIUM	src-tauri/src/session_manager/providers/hermes.rs	612	// ── JSONL scanning ──────────────────────────────────────────────────	COMMENT
MEDIUM	src-tauri/src/proxy/copilot_optimizer.rs	483	// ─── 内部辅助 ─────────────────────────────────	COMMENT
MEDIUM	src-tauri/src/proxy/copilot_optimizer.rs	623	// ─── 测试 ─────────────────────────────────────	COMMENT
MEDIUM	src-tauri/src/services/coding_plan.rs	13	// ── 供应商检测 ──────────────────────────────────────────────	COMMENT
MEDIUM	src-tauri/src/services/coding_plan.rs	97	// ── Kimi For Coding ─────────────────────────────────────────	COMMENT
MEDIUM	src-tauri/src/services/coding_plan.rs	197	// ── 智谱 GLM ────────────────────────────────────────────────	COMMENT
MEDIUM	src-tauri/src/services/coding_plan.rs	346	// ── MiniMax ─────────────────────────────────────────────────	COMMENT
MEDIUM	src-tauri/src/services/coding_plan.rs	469	// ── OpenCode Go ─────────────────────────────────────────────	COMMENT
MEDIUM	src-tauri/src/services/coding_plan.rs	588	// ── 公开入口 ────────────────────────────────────────────────	COMMENT
MEDIUM	src-tauri/src/services/balance.rs	9	// ── 供应商检测 ──────────────────────────────────────────────	COMMENT
MEDIUM	src-tauri/src/services/balance.rs	64	// ── DeepSeek ────────────────────────────────────────────────	COMMENT
MEDIUM	src-tauri/src/services/balance.rs	136	// ── StepFun ─────────────────────────────────────────────────	COMMENT
MEDIUM	src-tauri/src/services/balance.rs	188	// ── SiliconFlow ─────────────────────────────────────────────	COMMENT
MEDIUM	src-tauri/src/services/balance.rs	252	// ── OpenRouter ──────────────────────────────────────────────	COMMENT
MEDIUM	src-tauri/src/services/balance.rs	311	// ── Novita AI ───────────────────────────────────────────────	COMMENT
MEDIUM	src-tauri/src/services/balance.rs	369	// ── 工具函数 ────────────────────────────────────────────────	COMMENT
MEDIUM	src-tauri/src/services/balance.rs	379	// ── 公开入口 ────────────────────────────────────────────────	COMMENT

Empty Error Handlers9 hits · 45 pts

Severity	File	Line	Snippet	Context
HIGH	scripts/benchmark_cc_switch.py	368	except sqlite3.Error:	CODE
HIGH	scripts/benchmark_cc_switch.py	927	except Exception:	CODE
HIGH	scripts/benchmark_cc_switch.py	985	except Exception:	CODE
HIGH	scripts/benchmark_cc_switch.py	519	except sqlite3.Error:	CODE
HIGH	scripts/benchmark_cc_switch.py	1172	except Exception:	CODE
HIGH	scripts/benchmark_cc_switch.py	1241	except OSError:	CODE
HIGH	scripts/benchmark_cc_switch.py	1254	except OSError:	CODE
HIGH	scripts/benchmark_cc_switch.py	2079	except Exception:	CODE
HIGH	scripts/benchmark_cc_switch.py	2000	except Exception:	CODE

Magic Placeholder Names4 hits · 20 pts

Severity	File	Line	Snippet	Context
HIGH	src-tauri/src/cli/i18n.rs	11341	"⚠ 请确保已设置环境变量 {} 并包含您的 API 密钥\n 例如: export {}=\"your-api-key\"",	CODE
HIGH	src-tauri/src/cli/i18n.rs	11346	"⚠ Make sure to set the {} environment variable with your API key\n Example: export {}=\"your-api-key\"	CODE
HIGH	src-tauri/src/cli/i18n.rs	11366	例如: export {}=\"your-api-key\"",	CODE
HIGH	src-tauri/src/cli/i18n.rs	11374	Example: export {}=\"your-api-key\"",	CODE

Fake / Example Data15 hits · 15 pts

Severity	File	Line	Snippet	Context
LOW	src-tauri/tests/credential_display_commands.rs	288	"user@example.com",	CODE
LOW	src-tauri/tests/webdav_settings.rs	16	username: "user@example.com".to_string(),	CODE
LOW	src-tauri/src/proxy/providers/codex_oauth_auth.rs	1723	Some("user@example.com".to_string()),	CODE
LOW	src-tauri/src/proxy/providers/codex_oauth_auth.rs	1958	Some("user@example.com".to_string()),	CODE
LOW	src-tauri/src/proxy/providers/codex_oauth_auth.rs	1970	Some("user@example.com".to_string()),	CODE
LOW	src-tauri/src/proxy/providers/codex_oauth_auth.rs	2034	Some("user@example.com".to_string()),	CODE
LOW	src-tauri/src/proxy/providers/codex_oauth_auth.rs	2065	Some("user@example.com".to_string()),	CODE
LOW	src-tauri/src/proxy/providers/codex_oauth_auth.rs	2397	Some("user@example.com".to_string()),	CODE
LOW	src-tauri/src/proxy/providers/codex_oauth_auth.rs	2430	Some("user@example.com".to_string()),	CODE
LOW	src-tauri/src/proxy/providers/codex_oauth_auth.rs	2481	Some("user@example.com".to_string()),	CODE
LOW	src-tauri/src/proxy/providers/codex_oauth_auth.rs	2510	Some("user@example.com".to_string()),	CODE
LOW	src-tauri/src/proxy/providers/codex_oauth_auth.rs	2526	Some("user@example.com".to_string()),	CODE
LOW	src-tauri/src/cli/tui/app/form_handlers/provider.rs	2103	out.push_str("placeholder");	CODE
LOW	src-tauri/src/daemon/paths.rs	241	file.write_all(b"placeholder")	CODE
LOW	src-tauri/src/daemon/migration.rs	744	std::fs::write(&database_path, b"placeholder").expect("create database placeholder");	CODE

Verbosity Indicators6 hits · 13 pts

Severity	File	Line	Snippet	Context
LOW⚡	src-tauri/src/services/env_manager.rs	23	// Step 1: Create backup	COMMENT
LOW⚡	src-tauri/src/services/env_manager.rs	26	// Step 2: Delete variables	COMMENT
LOW⚡	src-tauri/src/services/session_usage_codex.rs	507	// Step 1: 小写	COMMENT
LOW⚡	src-tauri/src/services/session_usage_codex.rs	510	// Step 2: 剥离 "provider/" 前缀（如 openai/, azure/）	COMMENT
LOW⚡	src-tauri/src/services/session_usage_codex.rs	515	// Step 3: 剥离 ISO 日期后缀 -YYYY-MM-DD（正好 11 字符）	COMMENT
LOW	src-tauri/src/services/session_usage_codex.rs	530	// Step 4: 剥离紧凑日期后缀 -YYYYMMDD（正好 9 字符）	COMMENT

Structural Annotation Overuse6 hits · 13 pts

Severity	File	Line	Snippet	Context
LOW⚡	src-tauri/src/services/env_manager.rs	23	// Step 1: Create backup	COMMENT
LOW⚡	src-tauri/src/services/env_manager.rs	26	// Step 2: Delete variables	COMMENT
LOW⚡	src-tauri/src/services/session_usage_codex.rs	507	// Step 1: 小写	COMMENT
LOW⚡	src-tauri/src/services/session_usage_codex.rs	510	// Step 2: 剥离 "provider/" 前缀（如 openai/, azure/）	COMMENT
LOW⚡	src-tauri/src/services/session_usage_codex.rs	515	// Step 3: 剥离 ISO 日期后缀 -YYYY-MM-DD（正好 11 字符）	COMMENT
LOW	src-tauri/src/services/session_usage_codex.rs	530	// Step 4: 剥离紧凑日期后缀 -YYYYMMDD（正好 9 字符）	COMMENT

Hyper-Verbose Identifiers13 hits · 8 pts

Severity	File	Line	Snippet	Context
LOW⚡	scripts/test_benchmark_cc_switch.py	20	def test_sessions_loaded_requires_a_published_manifest(self) -> None:	CODE
LOW⚡	scripts/test_benchmark_cc_switch.py	29	def test_next_page_does_not_accept_a_first_page_relative_time(self) -> None:	CODE
LOW⚡	scripts/test_benchmark_cc_switch.py	37	def test_usage_loaded_rejects_the_loading_frame(self) -> None:	CODE
LOW	scripts/test_benchmark_cc_switch.py	49	def test_usage_loaded_accepts_a_nonzero_total_ending_in_zero(self) -> None:	CODE
LOW	scripts/test_benchmark_cc_switch.py	56	def test_manifest_snapshots_are_scoped_to_the_selected_app(self) -> None:	CODE
LOW	scripts/benchmark_cc_switch.py	1330	def effective_current_provider(paths: Paths, app: str) -> str \| None:	STRING
LOW	scripts/benchmark_cc_switch.py	1340	def find_provider_by_name_prefix(paths: Paths, app: str, name: str, id_prefix: str) -> str \| None:	STRING
LOW	scripts/benchmark_cc_switch.py	1368	def remove_provider_prefix_direct(paths: Paths, app: str, provider_id_prefix: str) -> None:	STRING
LOW	scripts/benchmark_cc_switch.py	1659	def tui_sessions_loaded_marker(	STRING
LOW	scripts/benchmark_cc_switch.py	1689	def tui_sessions_route_marker(	STRING
LOW	scripts/benchmark_cc_switch.py	1725	def tui_sessions_next_page_marker(screen: str, total: int) -> bool:	STRING
LOW	scripts/benchmark_cc_switch.py	1743	def session_manifest_pointer_snapshot(paths: Paths, app: str) -> bytes \| None:	STRING
LOW	scripts/benchmark_cc_switch.py	1906	def sessions_manual_refresh_metadata_body(session: TuiSession) -> float:	STRING

Excessive Try-Catch Wrapping11 hits · 6 pts

Severity	File	Line	Snippet	Context
MEDIUM	scripts/benchmark_cc_switch.py	1238	def close(self) -> None:	CODE
LOW	scripts/benchmark_cc_switch.py	150	except Exception:	CODE
LOW	scripts/benchmark_cc_switch.py	927	except Exception:	STRING
LOW	scripts/benchmark_cc_switch.py	985	except Exception:	STRING
LOW	scripts/benchmark_cc_switch.py	1172	except Exception:	STRING
LOW	scripts/benchmark_cc_switch.py	1789	except Exception as exc:	STRING
LOW	scripts/benchmark_cc_switch.py	1808	except Exception as exc:	STRING
LOW	scripts/benchmark_cc_switch.py	1823	except Exception as exc:	STRING
LOW	scripts/benchmark_cc_switch.py	2000	except Exception:	STRING
LOW	scripts/benchmark_cc_switch.py	2079	except Exception:	STRING
LOW	scripts/check_benchmark_thresholds.py	62	except Exception as exc:	CODE

AI Slop Vocabulary2 hits · 6 pts

Severity	File	Line	Snippet	Context
MEDIUM⚡	src-tauri/src/resources/gpt5_5_template.json	42	"base_instructions": "You are Codex, a coding agent based on GPT-5. You and the user share one workspace, and your job	CODE
MEDIUM⚡	src-tauri/src/resources/gpt5_5_template.json	44	"instructions_template": "You are Codex, a coding agent based on GPT-5. You and the user share one workspace, and yo	CODE

Deep Nesting5 hits · 5 pts

Severity	File	Line	Context
LOW	scripts/benchmark_cc_switch.py	921	CODE
LOW	scripts/benchmark_cc_switch.py	1458	CODE
LOW	scripts/benchmark_cc_switch.py	1751	CODE
LOW	scripts/benchmark_cc_switch.py	1012	CODE
LOW	scripts/benchmark_cc_switch.py	1075	CODE

Unused Imports4 hits · 4 pts

Severity	File	Line	Context
LOW	scripts/test_benchmark_cc_switch.py	1	CODE
LOW	scripts/benchmark_cc_switch.py	11	CODE
LOW	scripts/check_benchmark_thresholds.py	4	CODE
LOW	scripts/check_benchmark_thresholds.py	9	CODE

Slop Phrases2 hits · 3 pts

Severity	File	Line	Snippet	Context
LOW⚡	src-tauri/src/resources/gpt5_5_template.json	42	"base_instructions": "You are Codex, a coding agent based on GPT-5. You and the user share one workspace, and your job	CODE
LOW⚡	src-tauri/src/resources/gpt5_5_template.json	44	"instructions_template": "You are Codex, a coding agent based on GPT-5. You and the user share one workspace, and yo	CODE

Modern Structural Boilerplate2 hits · 1 pts

Severity	File	Line	Snippet	Context
LOW	scripts/benchmark_cc_switch.py	843	def update_settings(paths: Paths) -> None:	STRING
LOW	scripts/benchmark_cc_switch.py	982	def set_pty_size(fd: int, rows: int = 40, cols: int = 120) -> None:	STRING

SaladDay/cc-switch-cli

Open-Source Code Quality, Security and Technical Debt Review