0.9

Adjusted Signal

0.9

Raw Pattern Score

100%

Time Factor

2026-10-31

Last Push

11.0K

Stars

Rust

Language

108.3K

Lines of Code

261

Files

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 4.4/100 · LOW

Can maintainers explain intent, assumptions, and trade-offs? 97 finding(s).

Hallucinated Dependency & Supply Chain Risk 0.1/100 · 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? 1 finding(s).

PR Review Velocity Impact 4.5/100 · LOW

Which changes need focused human review? 99 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 99

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 99 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 Block94 hits · 94 pts

Severity	File	Line	Snippet	Context
LOW	deny.toml	1	# This template contains all of the possible sections and their default values	COMMENT
LOW	deny.toml	21	# `target_family = "unix"` configuration, that only having windows targets in	COMMENT
LOW	deny.toml	41	#exclude = []	COMMENT
LOW	deny.toml	61		COMMENT
LOW	deny.toml	101	"CC0-1.0",	COMMENT
LOW	deny.toml	121	# licensing information	COMMENT
LOW	deny.toml	141		COMMENT
LOW	deny.toml	161	# Lint level for when a crate version requirement is `*`	COMMENT
LOW	deny.toml	181	]	COMMENT
LOW	deny.toml	201	# "__rustls",	COMMENT
LOW	deny.toml	221	# dependencies starting at the specified crate, up to a certain depth, which is	COMMENT
LOW	Cross.toml	1	[build]	COMMENT
LOW	README.md	721	// FreeBSD/OpenBSD: pf (default), ipfw	COMMENT
LOW	README.md	821	],	COMMENT
LOW	README.md	841	// Outbound socket bind() to this IP (choose a specific interface)	COMMENT
LOW	README.md	861	}	COMMENT
LOW	README.md	881	// - google (TCP, UDP)	COMMENT
LOW	README.md	921	// Outbound socket bind() to this IP (choose a specific interface)	COMMENT
LOW	crates/shadowsocks-service/src/config.rs	1	//! This is a mod for storing and parsing configuration	COMMENT
LOW	crates/shadowsocks-service/src/config.rs	21	//! ```ignore	COMMENT
LOW	crates/shadowsocks-service/src/config.rs	441	#[serde(skip_serializing_if = "Option::is_none")]	COMMENT
LOW	crates/shadowsocks-service/src/config.rs	461	local_dns_address: Option<String>,	COMMENT
LOW	crates/shadowsocks-service/src/config.rs	481	forward_address: Option<String>,	COMMENT
LOW	crates/shadowsocks-service/src/config.rs	501	#[cfg(feature = "local")]	COMMENT
LOW	crates/shadowsocks-service/src/config.rs	661	pub enum RedirType {	COMMENT
LOW	crates/shadowsocks-service/src/config.rs	981	pub struct ManagerConfig {	COMMENT
LOW	crates/shadowsocks-service/src/config.rs	1141	/// Destination address for tunnel	COMMENT
LOW	crates/shadowsocks-service/src/config.rs	1161	pub remote_dns_addr: Option<Address>,	COMMENT
LOW	crates/shadowsocks-service/src/config.rs	1181	#[cfg(all(feature = "local-tun", unix))]	COMMENT
LOW	crates/shadowsocks-service/src/config.rs	1201	/// </dict>	COMMENT
LOW	crates/shadowsocks-service/src/config.rs	1501	}	COMMENT
LOW	crates/shadowsocks-service/src/config.rs	1521	pub dns_cache_size: Option<usize>,	COMMENT
LOW	crates/shadowsocks-service/src/config.rs	1541		COMMENT
LOW	crates/shadowsocks-service/src/config.rs	1581	/// Timeout for UDP Associations, default is 5 minutes	COMMENT
LOW	crates/shadowsocks-service/src/config.rs	2741	protocol = DnsProtocol::Udp;	COMMENT
LOW	crates/shadowsocks-service/src/lib.rs	1	//! Shadowsocks Service	COMMENT
LOW	crates/shadowsocks-service/src/lib.rs	21	//! "local_port": 1080,	COMMENT
LOW	crates/shadowsocks-service/src/lib.rs	41	//!	COMMENT
LOW	crates/shadowsocks-service/src/net/outbound/stream.rs	21	use super::http_connect::HttpConnectTunnel;	COMMENT
LOW	crates/shadowsocks-service/src/net/outbound/stream.rs	81		COMMENT
LOW	crates/shadowsocks-service/src/net/outbound/auth.rs	1	//! Outbound proxy authentication primitives.	COMMENT
LOW	crates/shadowsocks-service/src/net/outbound/mod.rs	1	//! Outbound proxy chain support.	COMMENT
LOW	…s/shadowsocks-service/src/net/outbound/http_connect.rs	1	//! HTTP CONNECT outbound proxy client built on top of `hyper`.	COMMENT
LOW	crates/shadowsocks-service/src/net/outbound/tls.rs	41	/// would explode the type. There is no dynamic dispatch involved	COMMENT
LOW	crates/shadowsocks-service/src/net/outbound/udp.rs	1	//! Outbound UDP relay through a SOCKS5-only proxy chain.	COMMENT
LOW	crates/shadowsocks-service/src/net/outbound/udp.rs	61	/// [`DatagramSocket`] / [`DatagramSend`] / [`DatagramReceive`] triple.	COMMENT
LOW	crates/shadowsocks-service/src/local/context.rs	121	///	COMMENT
LOW	…owsocks-service/src/local/loadbalancing/server_stat.rs	21		COMMENT
LOW	…ates/shadowsocks-service/src/local/http/http_client.rs	41	/// HTTPClient API request errors	COMMENT
LOW	crates/shadowsocks-service/src/local/socks/config.rs	41	}	COMMENT
LOW	crates/shadowsocks-service/src/local/socks/socks4.rs	181	/// The client connects to the SOCKS server and sends a CONNECT/BIND request when	COMMENT
LOW	crates/shadowsocks-service/src/acl/mod.rs	281	self.rules_set,	COMMENT
LOW	crates/shadowsocks-service/src/acl/mod.rs	301	/// RULE-1	COMMENT
LOW	crates/shadowsocks-service/src/acl/mod.rs	321	/// * `[outbound_allow_list]` - Rules for allowing outbound addresses.	COMMENT
LOW	crates/shadowsocks-service/src/acl/mod.rs	681	}	COMMENT
LOW	crates/shadowsocks/src/net/option.rs	21	/// enables keep-alive messages on connection-oriented sockets	COMMENT
LOW	crates/shadowsocks/src/net/option.rs	41	/// UDP socket allows IP fragmentation	COMMENT
LOW	crates/shadowsocks/src/net/option.rs	101	///	COMMENT
LOW	crates/shadowsocks/src/plugin/obfs_proxy.rs	1	use super::{PluginConfig, PluginMode};	COMMENT
LOW	crates/shadowsocks/src/plugin/mod.rs	1	//! Plugin (SIP003)	COMMENT
34 more matches not shown…

Redundant / Tautological Comments2 hits · 3 pts

Severity	File	Line	Snippet	Context
LOW	crates/shadowsocks/src/relay/tcprelay/utils.rs	364	/// # Return value	COMMENT
LOW	crates/shadowsocks/src/relay/tcprelay/utils.rs	411	/// # Return value	COMMENT

Deep Nesting1 hit · 1 pts

Severity	File	Line	Snippet	Context
LOW	configs/genipset.py	17		CODE

Modern Structural Boilerplate1 hit · 1 pts

Severity	File	Line	Snippet	Context
LOW	acl/genacl_proxy_gfw_bypass_china_ip.py	10	logger = logging.getLogger(__name__)	CODE

Unused Imports1 hit · 1 pts

Severity	File	Line	Snippet	Context
LOW	acl/genacl_proxy_gfw_bypass_china_ip.py	3		CODE

shadowsocks/shadowsocks-rust

Open-Source Code Quality, Security and Technical Debt Review