2.1

Adjusted Signal

2.1

Raw Pattern Score

100%

Time Factor

2026-10-30

Last Push

17.9K

Stars

Language

136.3K

Lines of Code

398

Files

144

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 7.2/100 · LOW

Can maintainers explain intent, assumptions, and trade-offs? 116 finding(s).

Hallucinated Dependency & Supply Chain Risk 0.3/100 · LOW

Are imports declared and package/API names verified? 7 finding(s).

Agent Over-Engineering Ratio 3.6/100 · LOW

Are wrappers, guards, and repeated structures necessary? 53 finding(s).

PR Review Velocity Impact 9.5/100 · LOW

Which changes need focused human review? 144 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 3MEDIUM 57LOW 84

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 144 distinct pattern matches across 12 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.

Self-Referential Comments42 hits · 129 pts

Severity	File	Line	Snippet	Context
MEDIUM	tools/get_gh_latest.py	4	# Define the GitHub API URL for issues and pull requests	COMMENT
MEDIUM	system_test/e2e/auto_state_s3.py	27	# Create the auto-backup config file	COMMENT
MEDIUM	system_test/e2e/auto_state_s3.py	44	# Create a node, enable automatic backups, and start it. Then	COMMENT
MEDIUM	system_test/e2e/auto_state_s3.py	54	# Create a second node, with auto-restore enabled.	COMMENT
MEDIUM	system_test/e2e/auto_state_s3.py	91	# Create the auto-backup config file	COMMENT
MEDIUM	system_test/e2e/auto_state_s3.py	110	# Create a node, enable automatic backups, and start it. Then	COMMENT
MEDIUM	system_test/e2e/auto_state_s3.py	120	# Create a second node, with auto-restore enabled.	COMMENT
MEDIUM	system_test/e2e/auto_state_s3.py	174	# Create the auto-restore config file	COMMENT
MEDIUM	system_test/e2e/auto_state_s3.py	218	# Create the auto-restore config file	COMMENT
MEDIUM	system_test/e2e/auto_state_s3.py	263	# Create the auto-restore config file	COMMENT
MEDIUM	system_test/e2e/auto_state_s3.py	277	# Create a new node, write some data to it.	COMMENT
MEDIUM	system_test/e2e/auto_state_s3.py	286	# Create a new node, using the directory from the previous node, but check	COMMENT
MEDIUM	system_test/e2e/auto_state_s3.py	319	# Create the auto-backup config file	COMMENT
MEDIUM	system_test/e2e/auto_state_s3.py	336	# Create a node, enable automatic backups, and start it. Then	COMMENT
MEDIUM	system_test/e2e/auto_state_s3.py	382	# Create the auto-backup config file	COMMENT
MEDIUM	system_test/e2e/auto_state_s3.py	400	# Create a node, enable automatic backups, and start it. Then	COMMENT
MEDIUM	system_test/e2e/auto_state_s3.py	441	# Create the auto-backup config file	COMMENT
MEDIUM	system_test/e2e/auto_state_s3.py	457	# Create a node, enable automatic backups, and start it. Then	COMMENT
MEDIUM	system_test/e2e/auto_state_s3.py	507	# Create the auto-backup config file	COMMENT
MEDIUM	system_test/e2e/auto_state_s3.py	524	# Create a cluster with automatic backups enabled.	COMMENT
MEDIUM	system_test/e2e/auto_state_s3.py	556	# Create the auto-backup config file	COMMENT
MEDIUM	system_test/e2e/auto_state_s3.py	573	# Create a cluster with automatic backups enabled.	COMMENT
MEDIUM	system_test/e2e/auto_state_s3.py	608	# Create the auto-backup config file	COMMENT
MEDIUM	system_test/e2e/auto_state_s3.py	625	# Create a cluster with automatic backups enabled.	COMMENT
MEDIUM	system_test/e2e/auto_state_s3.py	634	# Create a cluster with two more followers	COMMENT
MEDIUM⚡	system_test/e2e/auto_state_file.py	23	# Create a temporary directory for backups	COMMENT
MEDIUM⚡	system_test/e2e/auto_state_file.py	26	# Create the auto-backup config file with timestamp enabled	COMMENT
MEDIUM	system_test/e2e/auto_state_file.py	41	# Create a node, enable automatic backups, and start it	COMMENT
MEDIUM	system_test/e2e/auto_state_file.py	46	# Create a table and insert data	COMMENT
MEDIUM⚡	system_test/e2e/auto_state_file.py	98	# Create a temporary directory for backups	COMMENT
MEDIUM⚡	system_test/e2e/auto_state_file.py	102	# Create the auto-backup config file with timestamp disabled	COMMENT
MEDIUM	system_test/e2e/auto_state_file.py	117	# Create a node, enable automatic backups, and start it	COMMENT
MEDIUM	system_test/e2e/auto_state_file.py	122	# Create a table and insert data	COMMENT
MEDIUM⚡	system_test/e2e/auto_state_file.py	177	# Create a temporary directory for backups	COMMENT
MEDIUM⚡	system_test/e2e/auto_state_file.py	180	# Create the auto-backup config file with compression	COMMENT
MEDIUM	system_test/e2e/auto_state_file.py	195	# Create a node, enable automatic backups, and start it	COMMENT
MEDIUM	system_test/e2e/auto_state_file.py	200	# Create a table and insert data	COMMENT
MEDIUM	system_test/e2e/joining.py	226	# Create a potential join target node	COMMENT
MEDIUM	system_test/e2e/multi_node.py	677	# Create a two-node cluster.	COMMENT
MEDIUM	system_test/e2e/auto_state_gcs.py	26	# Create the auto-backup config file	COMMENT
MEDIUM	system_test/e2e/auto_state_gcs.py	41	# Create a node, enable automatic backups, and start it. Then	COMMENT
MEDIUM	system_test/e2e/auto_state_gcs.py	104	# Create the auto-restore config file	COMMENT

Decorative Section Separators14 hits · 48 pts

Severity	File	Line	Snippet	Context
MEDIUM	tools/package/build-packages.sh	13	# ---------------------------------------------------------------------------	COMMENT
MEDIUM	tools/package/build-packages.sh	15	# ---------------------------------------------------------------------------	COMMENT
MEDIUM⚡	tools/package/build-packages.sh	31	# ---------------------------------------------------------------------------	COMMENT
MEDIUM⚡	tools/package/build-packages.sh	35	# ---------------------------------------------------------------------------	COMMENT
MEDIUM⚡	tools/package/build-packages.sh	41	# ---------------------------------------------------------------------------	COMMENT
MEDIUM⚡	tools/package/build-packages.sh	43	# ---------------------------------------------------------------------------	COMMENT
MEDIUM	tools/package/build-packages.sh	99	# ---------------------------------------------------------------------------	COMMENT
MEDIUM	tools/package/build-packages.sh	101	# ---------------------------------------------------------------------------	COMMENT
MEDIUM	tools/package/build-packages.sh	194	# ---------------------------------------------------------------------------	COMMENT
MEDIUM	tools/package/build-packages.sh	196	# ---------------------------------------------------------------------------	COMMENT
MEDIUM	system_test/e2e/gcs.py	15	# ---------------------------------------------------------------------------	COMMENT
MEDIUM	system_test/e2e/gcs.py	17	# ---------------------------------------------------------------------------	COMMENT
MEDIUM	system_test/e2e/gcs.py	28	# ---------------------------------------------------------------------------	COMMENT
MEDIUM	system_test/e2e/gcs.py	30	# ---------------------------------------------------------------------------	COMMENT

Over-Commented Block39 hits · 39 pts

Severity	File	Line	Snippet	Context
LOW	doc.go	1	// The MIT License (MIT)	COMMENT
LOW	cmd/rqlited/gen.go	1	//go:generate flagforge -o config_flags.go flags.toml	COMMENT
LOW	testdata/chinook/db.go	1	// The MIT License (MIT)	COMMENT
LOW	snapshot/sink.go	181	// streaming sink, writes the snapshot metadata, and moves the temp snapshot	COMMENT
LOW	snapshot/store.go	501	// Close shuts down the reaper goroutine and waits for it to exit.	COMMENT
LOW	snapshot/store.go	521	//	COMMENT
LOW	snapshot/store.go	941	if err := <-checker.Check(); err != nil {	COMMENT
LOW	snapshot/observer.go	21	// ReapObservation events and an optional filter function. Observations	COMMENT
LOW	snapshot/snapshot.go	61	// directory name is the snapshot ID (typically derived from term, index, and a	COMMENT
LOW	snapshot/snapshot.go	161	}	COMMENT
LOW	snapshot/snapshot.go	461	if snapshot.id == id {	COMMENT
LOW	snapshot/snapshot.go	481		COMMENT
LOW	snapshot/staging.go	41	}	COMMENT
LOW	snapshot/plan/plan.go	281	err = fmt.Errorf("unknown operation type: %s", op.Type)	COMMENT
LOW	snapshot/plan/executor.go	61	//	COMMENT
LOW	cluster/service.go	381	// unauthorizedError is the error returned to a client whose credentials	COMMENT
LOW	cluster/bootstrap.go	101	}	COMMENT
LOW	cdc/config.go	81		COMMENT
LOW	cdc/service.go	1	// Package cdc implements Change Data Capture for rqlite. It captures row-level	COMMENT
LOW	cdc/service.go	21	// \| Snapshotter \|---->\| \| \|	COMMENT
LOW	cdc/service.go	41	// \| ^ ^	COMMENT
LOW	cdc/service.go	61	//	COMMENT
LOW	cdc/fifo.go	21	// ErrQueueClosed is returned when an operation is attempted on a closed queue.	COMMENT
LOW	queue/queue.go	121	// Write queues a request, and returns a monotonically increasing	COMMENT
LOW	db/db.go	1141	// Dump writes a consistent snapshot of the database in SQL text format.	COMMENT
LOW	db/db_test.go	1381	t.Skip("skipping test on Appveyor")	COMMENT
LOW	db/db_common_test.go	2541	// and creates an index on b. The dump must contain the original values and omit	COMMENT
LOW	db/checkpoint_bench_test.go	1	// Benchmark suite for CheckpointManager and alternative Checkpointer implementations.	COMMENT
LOW	db/checkpoint_manager.go	41		COMMENT
LOW	db/testdata/carray.c	61	void *iov_base;	COMMENT
LOW	db/wal/compacting_section_scanner.go	41		COMMENT
LOW	store/store.go	1741	// Update our strong read term.	COMMENT
LOW	store/store.go	2061	// Database returns a copy of the underlying database. The caller MUST	COMMENT
LOW	store/store.go	2481	}	COMMENT
LOW	store/store.go	2721	s.numFullSnapshots++	COMMENT
LOW	store/store.go	2761	s.numIncSnapshots.Add(1)	COMMENT
LOW	store/store.go	2881	// We're about to enter a point of no return. We're going to swap in the incoming	COMMENT
LOW	store/store_multi_test.go	561	}	COMMENT
LOW	store/file_fingerprint.go	61		COMMENT

Hyper-Verbose Identifiers30 hits · 31 pts

Severity	File	Line	Snippet	Context
LOW	tools/get_gh_latest.py	3	def get_latest_issue_pr_numbers(owner, repo):	CODE
LOW	system_test/e2e/cdc.py	89	def test_multi_node_events_with_node_failure(self):	CODE
LOW	system_test/e2e/auto_state_s3.py	600	def test_no_upload_leader_change(self):	CODE
LOW	system_test/e2e/cdc_test_server.py	95	class CDCHTTPRequestHandler(BaseHTTPRequestHandler):	CODE
LOW	system_test/e2e/cdc_test_server.py	302	def get_highest_message_index(self) -> int:	CODE
LOW	system_test/e2e/single_node.py	65	def test_simple_raw_queries_unicode(self):	CODE
LOW	system_test/e2e/single_node.py	81	def test_simple_raw_queries_pretty(self):	CODE
LOW	system_test/e2e/single_node.py	112	def test_simple_parameterized_queries(self):	CODE
LOW	system_test/e2e/single_node.py	133	def test_simple_named_parameterized_queries(self):	CODE
LOW	system_test/e2e/single_node.py	156	def test_simple_parameterized_mixed_queries(self):	CODE
LOW	system_test/e2e/single_node.py	172	def test_simple_parameterized_mixed_queries_via_request(self):	CODE
LOW⚡	system_test/e2e/auto_state_file.py	17	def test_backup_timestamp_true(self):	CODE
LOW⚡	system_test/e2e/auto_state_file.py	92	def test_backup_timestamp_false(self):	CODE
LOW⚡	system_test/e2e/auto_state_file.py	171	def test_backup_with_compression(self):	CODE
LOW	system_test/e2e/joining.py	231	def test_single_node_join_fails(self):	CODE
LOW	system_test/e2e/multi_node.py	61	def test_execute_fail_restart(self):	CODE
LOW	system_test/e2e/multi_node.py	128	def test_remove_node_via_leader(self):	CODE
LOW	system_test/e2e/multi_node.py	142	def test_remove_node_via_follower(self):	CODE
LOW	system_test/e2e/multi_node.py	156	def test_demote_node_via_leader(self):	CODE
LOW	system_test/e2e/multi_node.py	182	def test_demote_node_via_follower(self):	CODE
LOW	system_test/e2e/multi_node.py	200	def test_promote_node_via_leader(self):	CODE
LOW	system_test/e2e/multi_node.py	221	def test_promote_node_via_follower(self):	CODE
LOW	system_test/e2e/multi_node.py	448	def test_execute_query_forward(self):	CODE
LOW	system_test/e2e/multi_node.py	468	def test_execute_queued_forward(self):	CODE
LOW	system_test/e2e/multi_node.py	496	def test_execute_queued_forward_wait(self):	CODE
LOW	system_test/e2e/multi_node.py	645	def test_execute_fail_nonvoter(self):	CODE
LOW	system_test/e2e/multi_node.py	842	def test_cluster_leader_remove_on_shutdown(self):	CODE
LOW	system_test/e2e/multi_node.py	871	def test_cluster_follower_remove_on_shutdown(self):	CODE
LOW	system_test/e2e/helpers.py	448	def wait_for_upload_skipped_id(self, i, timeout=TIMEOUT):	CODE
LOW	http/console/static/js/app.js	175	function updateFreshnessVisibility() {	CODE

Empty Error Handlers3 hits · 15 pts

Severity	File	Line	Snippet	Context
HIGH	system_test/e2e/cdc_test_server.py	263	except:	CODE
HIGH	system_test/e2e/cdc_test_server.py	267	except:	CODE
HIGH	system_test/e2e/helpers.py	363	except (KeyError, requests.exceptions.ConnectionError):	CODE

Unused Imports5 hits · 5 pts

Severity	File	Line	Context
LOW	snapshot/testdata/db-and-wals/create-wals.py	3	CODE
LOW	system_test/e2e/cdc.py	9	CODE
LOW	system_test/e2e/auto_clustering.py	12	CODE
LOW	system_test/e2e/auto_clustering.py	12	CODE
LOW	system_test/e2e/gcs.py	9	CODE

Excessive Try-Catch Wrapping4 hits · 5 pts

Severity	File	Line	Snippet	Context
LOW	system_test/e2e/gcs.py	64	except Exception as exc:	CODE
LOW	system_test/e2e/cdc_test_server.py	120	except Exception:	CODE
LOW	system_test/e2e/s3.py	49	except Exception as e:	CODE
MEDIUM	system_test/e2e/s3.py	50	print(f"Error uploading file '{file_path}' to '{bucket_name}': {e}")	CODE

AI Structural Patterns2 hits · 2 pts

Severity	File	Line	Snippet	Context
LOW	system_test/e2e/helpers.py	94		CODE
LOW	system_test/e2e/helpers.py	187		CODE

Fake / Example Data2 hits · 2 pts

Severity	File	Line	Snippet	Context
LOW	db/testdata/text.go	3	const Lorum = "Lorem ipsum dolor sit amet, consectetur adipiscing elit. Nam ultricies turpis nisi, quis egestas enim sce	CODE
LOW	db/testdata/text.go	3	const Lorum = "Lorem ipsum dolor sit amet, consectetur adipiscing elit. Nam ultricies turpis nisi, quis egestas enim sce	CODE

Example Usage Blocks1 hit · 2 pts

Severity	File	Line	Snippet	Context
LOW	tools/get_gh_latest.py	25	# Example usage	COMMENT

Redundant / Tautological Comments1 hit · 2 pts

Severity	File	Line	Snippet	Context
LOW	system_test/e2e/cdc_test_server.py	103	# Check if we should simulate a failure	COMMENT

Deep Nesting1 hit · 1 pts

Severity	File	Line	Snippet	Context
LOW	system_test/e2e/cdc_test_server.py	98		CODE

rqlite/rqlite

Open-Source Code Quality, Security and Technical Debt Review