1.8

Adjusted Signal

1.8

Raw Pattern Score

100%

Time Factor

2026-10-30

Last Push

6.6K

Stars

Rust

Language

104.2K

Lines of Code

849

Files

170

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 8.3/100 · LOW

Can maintainers explain intent, assumptions, and trade-offs? 165 finding(s).

Hallucinated Dependency & Supply Chain Risk 0.3/100 · LOW

Are imports declared and package/API names verified? 5 finding(s).

Agent Over-Engineering Ratio 0.0/100 · LOW

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

PR Review Velocity Impact 8.2/100 · LOW

Which changes need focused human review? 170 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 4LOW 166

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 170 distinct pattern matches across 7 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 Block152 hits · 152 pts

Severity	File	Line	Snippet	Context
LOW	crates/variables-azure/src/lib.rs	61	client_id: String,	COMMENT
LOW	crates/variables-azure/src/lib.rs	81	/// - `AZURE_CLIENT_CERTIFICATE_PASSWORD`: (optional) password for the	COMMENT
LOW	crates/factor-outbound-networking/src/lib.rs	301	}	COMMENT
LOW	crates/factor-outbound-networking/src/runtime_config.rs	41	/// If `true`, the "standard" CA certs in the	COMMENT
LOW	…/factor-outbound-networking/src/runtime_config/spin.rs	21	/// The given `runtime_config_dir` will be used as the root to resolve any	COMMENT
LOW	crates/componentize/src/abi_conformance/test_mysql.rs	21	/// host-implemented `mysql::execute` function with the arguments \["127.0.0.1", "INSERT INTO foo (x) VALUES	COMMENT
LOW	crates/componentize/src/abi_conformance/test_redis.rs	21		COMMENT
LOW	crates/componentize/src/abi_conformance/test_redis.rs	41	/// "127.0.0.1", "foo"\] as arguments. The module should call the host-implemented `redis::incr`	COMMENT
LOW	crates/componentize/src/abi_conformance/test_redis.rs	61	pub sadd: Result<(), String>,	COMMENT
LOW	crates/componentize/src/abi_conformance/mod.rs	1	//! Spin ABI Conformance Test Suite	COMMENT
LOW	crates/componentize/src/abi_conformance/mod.rs	81	/// The invocation style to use when the host asks the guest to call a host-implemented function	COMMENT
LOW	crates/componentize/src/abi_conformance/mod.rs	101	pub inbound_http: Result<(), String>,	COMMENT
LOW	crates/componentize/src/abi_conformance/mod.rs	121	/// `http::send-request` function with a GET request for the URL "http://127.0.0.1/test" with no headers,	COMMENT
LOW	crates/componentize/src/abi_conformance/mod.rs	141	/// Results of the Spin key-value tests	COMMENT
LOW	crates/componentize/src/abi_conformance/test_wasi.rs	21	};	COMMENT
LOW	crates/componentize/src/abi_conformance/test_wasi.rs	41		COMMENT
LOW	crates/componentize/src/abi_conformance/test_wasi.rs	61	/// argument. The module should call the host-implemented `wasi_snapshot_preview1::fd_read` and	COMMENT
LOW	crates/trigger/src/loader.rs	21	/// Updates the TriggerLoader to load AOT precompiled components	COMMENT
LOW	crates/trigger/src/cli.rs	121		COMMENT
LOW	crates/connection-semaphore/src/lib.rs	41	}	COMMENT
LOW	crates/connection-semaphore/src/lib.rs	61	wait_timeout: Option<Duration>,	COMMENT
LOW	crates/core/src/lib.rs	101	// ever, need to be modified. As a result there aren't fine-grained	COMMENT
LOW	crates/core/src/lib.rs	121	//	COMMENT
LOW	crates/core/src/lib.rs	141	// This number accounts for internal data structures that Wasmtime allocates for each instance.	COMMENT
LOW	crates/core/src/lib.rs	201		COMMENT
LOW	crates/core/src/lib.rs	301	///	COMMENT
LOW	crates/capabilities/src/lib.rs	1	pub use collect::required_capabilities;	COMMENT
LOW	crates/capabilities/src/deny.rs	1	use crate::{	COMMENT
LOW	crates/factor-key-value/src/lib.rs	141	pub struct AppState {	COMMENT
LOW	crates/factor-key-value/src/lib.rs	181		COMMENT
LOW	crates/factor-otel/src/lib.rs	181	metric_exporter: Option<Arc<MetricExporter>>,	COMMENT
LOW	crates/factor-otel/src/lib.rs	241	/// \| GET /... _________________________________\|	COMMENT
LOW	crates/locked-app/src/lib.rs	21	/// MetadataKey for extracting the application description.	COMMENT
LOW	crates/locked-app/src/lib.rs	41	/// An error indicating missing or unexpected metadata.	COMMENT
LOW	crates/locked-app/src/locked.rs	21	pub const SERVICE_CHAINING_KEY: &str = "local_service_chaining";	COMMENT
LOW	crates/locked-app/src/locked.rs	41	/// in the app's `host_requirements` section.	COMMENT
LOW	crates/locked-app/src/locked.rs	261		COMMENT
LOW	crates/locked-app/src/locked.rs	321	pub content: ContentRef,	COMMENT
LOW	crates/plugins/src/badger/mod.rs	1	mod store;	COMMENT
LOW	crates/plugins/src/badger/mod.rs	21	// an upgrade is possible. In this case it returns BadgerChecker::Deferred from the task.	COMMENT
LOW	crates/environments/src/environment.rs	101	pub fn configuration_constraints(&self) -> &ConfigurationConstraints {	COMMENT
LOW	crates/environments/src/environment/catalogue.rs	101	}	COMMENT
LOW	crates/environments/src/environment/definition.rs	1	//! Environment definition types and serialisation (TOML) formats	COMMENT
LOW	crates/manifest/src/error.rs	1	//! Spin manifest errors	COMMENT
LOW	crates/manifest/src/schema/v1.rs	21	pub name: String,	COMMENT
LOW	crates/manifest/src/schema/v1.rs	41		COMMENT
LOW	crates/manifest/src/schema/v1.rs	61	/// `[component.trigger]`	COMMENT
LOW	crates/manifest/src/schema/v1.rs	81	/// `allowed_outbound_hosts` = ["redis://redis.com:6379"]`	COMMENT
LOW	crates/manifest/src/schema/v2.rs	21	};	COMMENT
LOW	crates/manifest/src/schema/v2.rs	41	pub variables: Map<LowerSnakeId, Variable>,	COMMENT
LOW	crates/manifest/src/schema/json_schema.rs	21	#[derive(JsonSchema)]	COMMENT
LOW	crates/manifest/src/schema/json_schema.rs	41	#[schemars(default, schema_with = "toml_table")]	COMMENT
LOW	crates/manifest/src/schema/json_schema.rs	61	Route(String),	COMMENT
LOW	crates/manifest/src/schema/json_schema.rs	81	#[schemars(deny_unknown_fields)]	COMMENT
LOW	crates/manifest/src/schema/json_schema.rs	101	pub component: Option<ComponentSpec>,	COMMENT
LOW	crates/manifest/src/schema/json_schema.rs	121	#[serde(untagged)]	COMMENT
LOW	crates/manifest/src/schema/json_schema.rs	141	/// Each entry is in the form "(scheme)://(host)[:port]". Each element	COMMENT
LOW	crates/manifest/src/schema/json_schema.rs	161	///	COMMENT
LOW	crates/manifest/src/schema/common.rs	21	/// Whether a value must be supplied at runtime. If not specified, required defaults	COMMENT
LOW	crates/manifest/src/schema/common.rs	41	/// Learn more: https://spinframework.dev/variables#adding-variables-to-your-applications	COMMENT
92 more matches not shown…

Redundant / Tautological Comments5 hits · 10 pts

Severity	File	Line	Snippet	Context
LOW	tests/manual/pg-ssl-root-certs/local-db.sh	18	# Check if PostgreSQL is installed	COMMENT
LOW	tests/manual/pg-ssl-root-certs/local-db.sh	38	# Check if PostgreSQL is already running	COMMENT
LOW⚡	tests/manual/pg-ssl-root-certs/local-db.sh	50	# Check if server is ready	COMMENT
LOW⚡	tests/manual/pg-ssl-root-certs/local-db.sh	59	# Check if database exists, create if not	COMMENT
LOW⚡	tests/manual/pg-ssl-root-certs/local-db.sh	68	# Check if users table exists	COMMENT

Self-Referential Comments2 hits · 6 pts

Severity	File	Line	Snippet	Context
MEDIUM	tests/manual/pg-ssl-root-certs/make-certs.sh	1	# Create a directory for certificates	COMMENT
MEDIUM	.github/workflows/rust-sdk-release.yml	36	# Create the pull request	COMMENT

Structural Annotation Overuse4 hits · 6 pts

Severity	File	Line	Snippet	Context
LOW	docs/content/sips/024-spin-deps-cli-dx.md	66	### Step 1: Select the target component	COMMENT
LOW	docs/content/sips/024-spin-deps-cli-dx.md	81	### Step 2: Select the interface to import	COMMENT
LOW	docs/content/sips/024-spin-deps-cli-dx.md	103	### Step 3: Select capability inheritance	COMMENT
LOW	docs/content/sips/024-spin-deps-cli-dx.md	119	### Step 4: Write to manifest and regenerate WIT	COMMENT

Fake / Example Data5 hits · 6 pts

Severity	File	Line	Snippet	Context
LOW	crates/componentize/tests/go-case/main.go	35	fmt.Fprint(w, "dolor sit amet")	CODE
LOW	crates/componentize/tests/rust-case-0.2/src/lib.rs	43	body: Some("dolor sit amet".as_bytes().to_owned()),	CODE
LOW	crates/componentize/tests/rust-case-0.8/src/lib.rs	51	body: Some("dolor sit amet".as_bytes().to_owned()),	CODE
LOW	…/componentize/src/abi_conformance/test_inbound_http.rs	58	let expected_body = "dolor sit amet";	CODE
LOW	crates/componentize/src/abi_conformance/mod.rs	100	/// includes a single header "lorem: ipsum" and a UTF-8 string body "dolor sit amet".	COMMENT

AI Slop Vocabulary1 hit · 3 pts

Severity	File	Line	Snippet	Context
MEDIUM	crates/plugins/src/manifest.rs	178	/// `warn_unsupported_version`, which provides the full nuanced feedback.	COMMENT

Modern AI Meta-Vocabulary1 hit · 3 pts

Severity	File	Line	Snippet	Context
MEDIUM	docs/content/sips/003-trigger-executors.md	50	### Multi-trigger orchestration	COMMENT

spinframework/spin

Open-Source Code Quality, Security and Technical Debt Review