2.1

Adjusted Signal

2.1

Raw Pattern Score

100%

Time Factor

2026-10-30

Last Push

17.3K

Stars

Zig

Language

75.6K

Lines of Code

323

Files

149

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 8.1/100 · LOW

Can maintainers explain intent, assumptions, and trade-offs? 125 finding(s).

Hallucinated Dependency & Supply Chain Risk 1.6/100 · LOW

Are imports declared and package/API names verified? 18 finding(s).

Agent Over-Engineering Ratio 1.6/100 · LOW

Are wrappers, guards, and repeated structures necessary? 22 finding(s).

PR Review Velocity Impact 10.9/100 · LOW

Which changes need focused human review? 149 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 1MEDIUM 10LOW 138

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 149 distinct pattern matches across 9 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 Block96 hits · 77 pts

Severity	File	Line	Snippet	Context
LOW	docs/operating/deploying/docker.md	61	# Note: this example might only work with linux + using `network_mode:host` because of 2 reasons:	COMMENT
LOW	src/clients/go/tb_client.go	1	package tigerbeetle_go	COMMENT
LOW	src/clients/go/native/native.go	1	// Adds reference to sub-folders containing the external (non-Go) files	COMMENT
LOW	src/clients/go/native/tb_client.h	1	//////////////////////////////////////////////////////////	COMMENT
LOW	src/clients/rust/Cargo.toml	21	]	COMMENT
LOW	src/clients/rust/tests/status_codes_and_flags.rs	1	// We are going to try to test the Rust redefinitions of TigerBeetle status	COMMENT
LOW	src/clients/rust/tests/tests.rs	701	/// The callback borrows the reusable page buffer and may receive an empty final page.	COMMENT
LOW	src/clients/rust/assets/tb_client.h	1	//////////////////////////////////////////////////////////	COMMENT
LOW	src/clients/rust/src/lib.rs	1	//! The official TigerBeetle client for Rust.	COMMENT
LOW	src/clients/rust/src/lib.rs	21	//!	COMMENT
LOW	src/clients/rust/src/lib.rs	41	//! tb::Account {	COMMENT
LOW	src/clients/rust/src/lib.rs	61	//! amount: 100,	COMMENT
LOW	src/clients/rust/src/lib.rs	81	//! ```	COMMENT
LOW	src/clients/rust/src/lib.rs	101	//! The convenience methods on [`Client`] copy their input slice and allocate an output vector.	COMMENT
LOW	src/clients/rust/src/lib.rs	121	//! results.clear();	COMMENT
LOW	src/clients/rust/src/lib.rs	141	//! In TigerBeetle's standard build-time configuration **the maximum number of	COMMENT
LOW	src/clients/rust/src/lib.rs	161	//! // This example uses a callback, but could be implemented as an async stream as well.	COMMENT
LOW	src/clients/rust/src/lib.rs	181	//!	COMMENT
LOW	src/clients/rust/src/lib.rs	201	//! client,	COMMENT
LOW	src/clients/rust/src/lib.rs	221	//! the request method is called and will be executed even if the future is dropped.	COMMENT
LOW	src/clients/rust/src/lib.rs	241	//! will internally buffer concurrent requests. To truly have multiple requests in	COMMENT
LOW	src/clients/rust/src/lib.rs	261	//! implementation in the [`id`] function. For performance reasons, we recommend using	COMMENT
LOW	src/clients/rust/src/lib.rs	281	//! ```no_run	COMMENT
LOW	src/clients/rust/src/lib.rs	301	//! }	COMMENT
LOW	src/clients/rust/src/lib.rs	401	/// # Interpreting the return value	COMMENT
LOW	src/clients/rust/src/lib.rs	421	/// async fn make_create_accounts_request(	COMMENT
LOW	src/clients/rust/src/lib.rs	441	/// }	COMMENT
LOW	src/clients/rust/src/lib.rs	461	///	COMMENT
LOW	src/clients/rust/src/lib.rs	481	/// The request is queued for submission prior to return of this function;	COMMENT
LOW	src/clients/rust/src/lib.rs	501	/// ```no_run	COMMENT
LOW	src/clients/rust/src/lib.rs	521	/// }	COMMENT
LOW	src/clients/rust/src/lib.rs	541	///	COMMENT
LOW	src/clients/rust/src/lib.rs	561	///	COMMENT
LOW	src/clients/rust/src/lib.rs	581	/// handle_lookup_accounts_success(account).await?;	COMMENT
LOW	src/clients/rust/src/lib.rs	601	/// }	COMMENT
LOW	src/clients/rust/src/lib.rs	621	&self,	COMMENT
LOW	src/clients/rust/src/lib.rs	641	/// # Example	COMMENT
LOW	src/clients/rust/src/lib.rs	661	/// }	COMMENT
LOW	src/clients/rust/src/lib.rs	681	/// # async fn handle_lookup_transfers_failure(	COMMENT
LOW	src/clients/rust/src/lib.rs	701		COMMENT
LOW	src/clients/rust/src/lib.rs	721	&self,	COMMENT
LOW	src/clients/rust/src/lib.rs	741	///	COMMENT
LOW	src/clients/rust/src/lib.rs	761	///	COMMENT
LOW	src/clients/rust/src/lib.rs	781	///	COMMENT
LOW	src/clients/rust/src/lib.rs	841	/// Results are appended to `results`. With sufficient spare capacity, no heap allocation	COMMENT
LOW	src/clients/rust/src/lib.rs	1041	pub type Account = tbc::Account;	COMMENT
LOW	src/clients/rust/src/lib.rs	1061	/// [`Transfer.flags`](https://docs.tigerbeetle.com/reference/transfer/#flags).	COMMENT
LOW	src/clients/rust/src/lib.rs	1081	///	COMMENT
LOW	src/clients/rust/src/lib.rs	1101	/// For the meaning of individual enum variants see the linked protocol reference.	COMMENT
LOW	src/clients/rust/src/lib.rs	1121	///	COMMENT
LOW	src/clients/rust/src/lib.rs	1141		COMMENT
LOW	src/clients/rust/src/lib.rs	1181	}	COMMENT
LOW	src/clients/rust/src/lib.rs	1241	/// A utility type for representing reserved bytes in structs.	COMMENT
LOW	src/clients/rust/src/time_based_id.rs	1	use std::cmp::Ordering;	COMMENT
LOW	src/clients/rust/src/time_based_id.rs	101	match self.next_random() {	COMMENT
LOW	src/clients/dotnet/TigerBeetle/Bindings.cs	21	/// <summary>	COMMENT
LOW	src/clients/dotnet/TigerBeetle/Bindings.cs	61	Pending = 1 << 1,	COMMENT
LOW	src/clients/dotnet/TigerBeetle/Bindings.cs	181	/// <summary>	COMMENT
LOW	src/clients/dotnet/TigerBeetle/Bindings.cs	201	/// <summary>	COMMENT
LOW	src/clients/dotnet/TigerBeetle/Bindings.cs	281	/// <summary>	COMMENT
36 more matches not shown…

Self-Referential Comments9 hits · 27 pts

Severity	File	Line	Snippet	Context
MEDIUM	src/clients/python/tests/test_basic.py	253	# Create a two-phase transfer:	COMMENT
MEDIUM	src/clients/python/tests/test_basic.py	362	# Create a two-phase transfer:	COMMENT
MEDIUM	src/clients/python/samples/two-phase-many/main.py	98	# Create a 6th transfer posting the 1st transfer.	COMMENT
MEDIUM	src/clients/python/samples/two-phase-many/main.py	132	# Create a 7th transfer voiding the 2d transfer.	COMMENT
MEDIUM	src/clients/python/samples/two-phase-many/main.py	166	# Create a 8th transfer posting the 3rd transfer.	COMMENT
MEDIUM	src/clients/python/samples/two-phase-many/main.py	200	# Create a 9th transfer voiding the 4th transfer.	COMMENT
MEDIUM	src/clients/python/samples/two-phase-many/main.py	234	# Create a 10th transfer posting the 5th transfer.	COMMENT
MEDIUM	src/clients/python/samples/walkthrough/main.py	286	# Create the transfer	COMMENT
MEDIUM	src/clients/python/samples/two-phase/main.py	60	# Create a second transfer simply posting the first transfer	COMMENT

Hyper-Verbose Identifiers16 hits · 18 pts

Severity	File	Line	Snippet	Context
LOW	src/clients/python/tests/test_basic.py	87	def test_return_error_on_account(client):	CODE
LOW	src/clients/python/tests/test_basic.py	169	def test_create_a_two_phase_transfer(client):	CODE
LOW	src/clients/python/tests/test_basic.py	218	def test_post_a_two_phase_transfer(client):	CODE
LOW	src/clients/python/tests/test_basic.py	252	def test_reject_a_two_phase_transfer(client):	CODE
LOW	src/clients/python/tests/test_basic.py	361	def test_cannot_void_an_expired_transfer(client):	CODE
LOW	src/clients/python/tests/test_basic.py	494	def test_get_account_transfers(client):	CODE
LOW	src/clients/python/tests/test_basic.py	1221	def test_query_with_invalid_filter(client):	CODE
LOW	src/clients/python/tests/test_basic.py	1322	def test_import_accounts_and_transfers(client):	CODE
LOW⚡	src/clients/python/tests/test_basic.py	1413	def test_accept_zero_length_create_accounts(client):	CODE
LOW⚡	src/clients/python/tests/test_basic.py	1417	def test_accept_zero_length_create_transfers(client):	CODE
LOW⚡	src/clients/python/tests/test_basic.py	1421	def test_accept_zero_length_lookup_accounts(client):	CODE
LOW⚡	src/clients/python/tests/test_basic.py	1425	def test_accept_zero_length_lookup_transfers(client):	CODE
LOW	…/clients/ruby/tests/unit/test_completion_dispatcher.rb	79	def wait_for_interrupted_thread(thread)	CODE
LOW	src/clients/ruby/tests/unit/test_id.rb	52	def generator_in_future_with_random(random)	CODE
LOW	src/clients/ruby/tests/integration/test_query_filter.rb	222	def assert_strictly_ascending(values)	CODE
LOW	src/clients/ruby/tests/integration/test_query_filter.rb	226	def assert_strictly_descending(values)	CODE

Unused Imports17 hits · 17 pts

Severity	File	Line	Context
LOW	src/clients/python/tests/test_close.py	2	CODE
LOW	src/clients/python/tests/test_close.py	3	CODE
LOW	src/clients/python/src/tigerbeetle/client.py	1	CODE
LOW	src/clients/python/src/tigerbeetle/__init__.py	1	CODE
LOW	src/clients/python/src/tigerbeetle/__init__.py	2	CODE
LOW	src/clients/python/src/tigerbeetle/__init__.py	2	CODE
LOW	src/clients/python/src/tigerbeetle/__init__.py	2	CODE
LOW	src/clients/python/src/tigerbeetle/__init__.py	2	CODE
LOW	src/clients/python/src/tigerbeetle/__init__.py	2	CODE
LOW	src/clients/python/src/tigerbeetle/__init__.py	3	CODE
LOW	src/clients/python/src/tigerbeetle/__init__.py	3	CODE
LOW	src/clients/python/src/tigerbeetle/__init__.py	3	CODE
LOW	src/clients/python/src/tigerbeetle/__init__.py	3	CODE
LOW	src/clients/python/src/tigerbeetle/__init__.py	3	CODE
LOW	src/clients/python/src/tigerbeetle/__init__.py	4	CODE
LOW	src/clients/python/src/tigerbeetle/__init__.py	4	CODE
LOW	src/clients/python/src/tigerbeetle/bindings.py	5	CODE

Cross-Language Confusion1 hit · 8 pts

Severity	File	Line	Snippet	Context
HIGH	src/clients/python/samples/walkthrough/main.py	27	# undefined). Ideally, we prepare a correct batch here while keeping the syntax compact,	COMMENT

Excessive Try-Catch Wrapping5 hits · 5 pts

Severity	File	Line	Snippet	Context
LOW	src/clients/python/tests/test_basic.py	837	except Exception as err:	CODE
LOW	src/clients/python/tests/test_basic.py	843	except Exception as err:	CODE
LOW	src/clients/python/tests/test_basic.py	1296	except Exception as err:	CODE
LOW	src/clients/python/tests/test_basic.py	1302	except Exception as err:	CODE
LOW	src/clients/python/tests/test_close.py	18	except Exception as e:	CODE

Deep Nesting3 hits · 3 pts

Severity	File	Line	Context
LOW	src/clients/python/src/tigerbeetle/client.py	183	CODE
LOW	src/cdc/amqp/spec_parser.py	232	CODE
LOW	src/cdc/amqp/spec_parser.py	264	CODE

AI Slop Vocabulary1 hit · 3 pts

Severity	File	Line	Snippet	Context
MEDIUM	src/clients/rust/src/lib.rs	247	//! This can be useful because it allows the client to leverage its internal request	COMMENT

Modern Structural Boilerplate1 hit · 1 pts

Severity	File	Line	Snippet	Context
LOW	src/clients/python/src/tigerbeetle/__init__.py	7	__all__ = [	CODE

tigerbeetle/tigerbeetle

Open-Source Code Quality, Security and Technical Debt Review