1.2

Adjusted Signal

1.2

Raw Pattern Score

100%

Time Factor

2026-10-31

Last Push

45.4K

Stars

Clojure

Language

109.0K

Lines of Code

514

Files

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 3.2/100 · LOW

Can maintainers explain intent, assumptions, and trade-offs? 58 finding(s).

Hallucinated Dependency & Supply Chain Risk 1.3/100 · LOW

Are imports declared and package/API names verified? 19 finding(s).

Agent Over-Engineering Ratio 2.6/100 · LOW

Are wrappers, guards, and repeated structures necessary? 37 finding(s).

PR Review Velocity Impact 5.7/100 · LOW

Which changes need focused human review? 87 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 1HIGH 4MEDIUM 6LOW 76

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 87 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.

Hyper-Verbose Identifiers26 hits · 22 pts

Severity	File	Line	Snippet	Context
LOW	…/logseq/cli/e2e/random_bidirectional_block_ops_test.py	16	def test_default_profile_is_faster_than_high_stress(monkeypatch) -> None:	CODE
LOW	…/logseq/cli/e2e/random_bidirectional_block_ops_test.py	72	def test_explicit_rounds_override_profile_default(monkeypatch) -> None:	CODE
LOW	…-e2e/test/logseq/cli/e2e/compare_graph_queries_test.py	16	def test_parse_args_supports_repeated_queries(monkeypatch) -> None:	CODE
LOW	…-e2e/test/logseq/cli/e2e/compare_graph_queries_test.py	48	def test_main_batches_multiple_queries_in_one_process(tmp_path: Path) -> None:	CODE
LOW	cli-e2e/test/logseq/cli/e2e/wait_sync_status_test.py	15	def test_resolved_status_command_is_built_once_and_reused() -> None:	CODE
LOW	cli-e2e/test/logseq/cli/e2e/wait_sync_status_test.py	34	def test_run_status_uses_precomputed_command() -> None:	CODE
LOW	cli-e2e/scripts/db_sync_server.py	112	def auth_cognito_from_auth_file(auth_path: Path) -> Dict[str, str]:	CODE
LOW	cli-e2e/scripts/graph_deletion_lifecycle_test.py	137	def test_cli_owned_worker_and_explicit_recreate(self):	STRING
LOW	cli-e2e/scripts/graph_deletion_lifecycle_test.py	148	def test_cli_removes_desktop_owned_worker(self):	STRING
LOW	cli-e2e/scripts/graph_deletion_lifecycle_test.py	158	def test_changed_runtime_identity_is_rejected_before_shutdown(self):	STRING
LOW	cli-e2e/scripts/graph_deletion_lifecycle_test.py	173	def test_missing_graph_orphan_cleanup_reports_absence(self):	STRING
LOW	cli-e2e/scripts/graph_deletion_lifecycle_test.py	185	def test_stopped_graph_removal_and_output_modes(self):	STRING
LOW	cli-e2e/scripts/graph_deletion_lifecycle_test.py	194	def test_other_graph_and_same_name_other_root_remain_available(self):	STRING
LOW	cli-e2e/scripts/graph_deletion_lifecycle_test.py	205	def test_unregistered_sqlite_owner_prevents_move(self):	STRING
LOW	cli-e2e/scripts/agent_bridge_e2e.py	412	def run_comment_mention_check(cli, repo_root, root_dir, config, graph, tmp_dir):	CODE
LOW	cli-e2e/scripts/agent_bridge_e2e.py	490	def run_parallel_assignment_check(cli, repo_root, root_dir, config, graph, tmp_dir):	CODE
LOW	cli-e2e/scripts/agent_bridge_e2e.py	562	def run_duplicate_bridge_check(cli, repo_root, root_dir, config, graph, tmp_dir):	CODE
LOW	cli-e2e/scripts/sync_asset_download.py	122	def sync_asset_download_by_id(cli: Path, root_dir: Path, config: Path, graph: str, asset_id: Any) -> Dict[str, Any]:	CODE
LOW	cli-e2e/scripts/sync_asset_download.py	129	def sync_asset_download_by_uuid(cli: Path, root_dir: Path, config: Path, graph: str, asset_uuid: str) -> Dict[str, Any]:	CODE
LOW	resources/forge.config.test.js	18	function isCoveredByExtraResources(targetPath, extraResources) {	CODE
LOW	libs/guides/db_properties_references.md	392	async function setupSchemaWithInheritance() {	CODE
LOW	libs/src/LSPlugin.user.ts	144	function normalizeCommandKeybinding(	CODE
LOW	libs/src/LSPlugin.user.ts	339	function normalizeCommandExecutionKey(key: string) {	CODE
LOW	libs/src/LSPlugin.core.ts	482	function convertToExternalLSPResource(	CODE
LOW	deps/db-sync/worker/scripts/download_graph_db.js	33	function sanitizeGraphIdForFilename(graphId) {	CODE
LOW	deps/db-sync/worker/scripts/delete_user_totally.js	119	function isDeleteConfirmationAccepted(answer, userId) {	CODE

Empty Error Handlers4 hits · 20 pts

Severity	File	Line	Snippet	Context
HIGH	cli-e2e/scripts/db_sync_server.py	137	except (urllib.error.URLError, TimeoutError, socket.timeout):	CODE
HIGH	cli-e2e/scripts/db_sync_server.py	239	except OSError:	CODE
HIGH	cli-e2e/scripts/graph_deletion_lifecycle_test.py	124	except OSError:	CODE
HIGH	.agents/skills/logseq-repl/scripts/start-repl.py	321	except OSError:	CODE

Structural Annotation Overuse8 hits · 15 pts

Severity	File	Line	Snippet	Context
LOW	docs/i18n-key-naming.md	83	## Step 1: Choose the Owner	COMMENT
LOW	docs/i18n-key-naming.md	393	## Step 2: Apply the Decision Tree	COMMENT
LOW	docs/i18n-key-naming.md	456	## Step 3: Decide Whether a Subdomain Is Needed	COMMENT
LOW	docs/i18n-key-naming.md	560	## Step 4: Choose the Leaf	COMMENT
LOW⚡	libs/src/postmate/index.ts	327	// Step 1: Remove listener from window to avoid duplicate message handling	COMMENT
LOW⚡	libs/src/postmate/index.ts	330	// Step 2: Update messagePort reference (this affects this.listener validation logic)	COMMENT
LOW⚡	libs/src/postmate/index.ts	333	// Step 3: Add the same listener to MessagePort (now all communication goes through port)	COMMENT
LOW⚡	libs/src/postmate/index.ts	341	// Step 4: Clean up the channel-ready event listener	COMMENT

Unused Imports12 hits · 12 pts

Severity	File	Line	Context
LOW	…/logseq/cli/e2e/random_bidirectional_block_ops_test.py	1	CODE
LOW	…-e2e/test/logseq/cli/e2e/compare_graph_queries_test.py	1	CODE
LOW	cli-e2e/test/logseq/cli/e2e/wait_sync_status_test.py	1	CODE
LOW	cli-e2e/scripts/prepare_sync_config.py	4	CODE
LOW	cli-e2e/scripts/db_sync_server.py	4	CODE
LOW	cli-e2e/scripts/wait_sync_status.py	4	CODE
LOW	cli-e2e/scripts/compare_graph_queries.py	4	CODE
LOW	cli-e2e/scripts/random_bidirectional_block_ops.py	4	CODE
LOW	cli-e2e/scripts/sync_asset_download.py	4	CODE
LOW	cli-e2e/scripts/sync_asset_download.py	13	CODE
LOW	…ills/logseq-review-workflow-eval/scripts/setup_eval.py	4	CODE
LOW	…logseq-review-workflow-eval/scripts/compare_outputs.py	4	CODE

Over-Commented Block11 hits · 11 pts

Severity	File	Line	Snippet	Context
LOW	resources/404.html	1	<!DOCTYPE html>	COMMENT
LOW	ios/App/App/FolderPicker.m	1	//	COMMENT
LOW	ios/App/App/App-Bridging-Header.h	1	//	COMMENT
LOW	ios/App/App/FileContainer.m	1	//	COMMENT
LOW	libs/tsconfig.json	21	/* Generates corresponding '.map' file. */	COMMENT
LOW	libs/tsconfig.json	41	/* Enable strict null checks. */	COMMENT
LOW	libs/tsconfig.json	61	// "typeRoots": [], /* List of folders to include type definitions from. */	COMMENT
LOW	libs/guides/db_properties_references.md	481	// {	COMMENT
LOW	…t/resources/exporter-test-graph/journals/2025_06_12.md	61	#+END_QUOTE	COMMENT
LOW	src/main/frontend/extensions/pdf/finder.js	61	function normalize (text) {	COMMENT
LOW	src/main/frontend/extensions/pdf/finder.js	81	// [6, 0], [8, 3]].	COMMENT

Hallucination Indicators1 hit · 10 pts

Severity	File	Line	Snippet	Context
CRITICAL	resources/js/lsplugin.core.js	2	!function(e,t){"object"==typeof exports&&"object"==typeof module?module.exports=t():"function"==typeof define&&define.am	CODE

Decorative Section Separators3 hits · 9 pts

Severity	File	Line	Snippet	Context
MEDIUM	.i18n-lint.toml	8	# ── Shared settings ────────────────────────────────────────────────────────────	COMMENT
MEDIUM	.i18n-lint.toml	83	# ── [lint] settings ────────────────────────────────────────────────────────────	COMMENT
MEDIUM	.i18n-lint.toml	306	# ── [check-keys] settings ──────────────────────────────────────────────────────	COMMENT

Verbosity Indicators4 hits · 9 pts

Severity	File	Line	Snippet	Context
LOW⚡	libs/src/postmate/index.ts	327	// Step 1: Remove listener from window to avoid duplicate message handling	COMMENT
LOW⚡	libs/src/postmate/index.ts	330	// Step 2: Update messagePort reference (this affects this.listener validation logic)	COMMENT
LOW⚡	libs/src/postmate/index.ts	333	// Step 3: Add the same listener to MessagePort (now all communication goes through port)	COMMENT
LOW⚡	libs/src/postmate/index.ts	341	// Step 4: Clean up the channel-ready event listener	COMMENT

Fake / Example Data6 hits · 6 pts

Severity	File	Line	Snippet	Context
LOW	.i18n-lint.toml	76	"placeholder",	CODE
LOW	resources/js/lsplugin.user.js	2	!function(e,t){"object"==typeof exports&&"object"==typeof module?module.exports=t():"function"==typeof define&&define.am	CODE
LOW	resources/js/lsplugin.core.js	2	!function(e,t){"object"==typeof exports&&"object"==typeof module?module.exports=t():"function"==typeof define&&define.am	CODE
LOW	libs/guides/db_properties_references.md	272	await logseq.Editor.upsertBlockProperty(page.uuid, 'author', 'John Doe')	CODE
LOW	libs/guides/db_tag_property_idents_guide.md	39	'John Doe'	CODE
LOW	libs/guides/db_tag_property_idents_guide.md	329	'John Doe'	CODE

Modern AI Meta-Vocabulary2 hits · 6 pts

Severity	File	Line	Snippet	Context
MEDIUM	…ure/2026-08-24-logseq-runtime-and-engineering-guide.md	517	#### Outliner performance guardrails	COMMENT
MEDIUM	libs/guides/starter_guide.md	33	## Create plugin package from scaffold	COMMENT

Deep Nesting5 hits · 5 pts

Severity	File	Line	Context
LOW	cli-e2e/scripts/db_sync_server.py	128	CODE
LOW	cli-e2e/scripts/graph_deletion_lifecycle_test.py	102	CODE
LOW	cli-e2e/scripts/graph_deletion_lifecycle_test.py	112	CODE
LOW	cli-e2e/scripts/created_entity_results.py	11	CODE
LOW	cli-e2e/scripts/random_bidirectional_block_ops.py	262	CODE

Excessive Try-Catch Wrapping3 hits · 4 pts

Severity	File	Line	Snippet	Context
MEDIUM	.agents/skills/logseq-repl/scripts/start-repl.py	144	print("Error: standard Logseq REPL ports are still occupied after cleanup.", file=sys.stderr)	CODE
LOW	sidecar/embedding_server.py	96	except Exception as error:	CODE
LOW	sidecar/embedding_server.py	148	except Exception:	CODE

Redundant / Tautological Comments1 hit · 2 pts

Severity	File	Line	Snippet	Context
LOW	scripts/install-linux.sh	191	# Check if running as root for system-wide installation	COMMENT

AI Structural Patterns1 hit · 1 pts

Severity	File	Line	Snippet	Context
LOW	cli-e2e/scripts/agent_bridge_e2e.py	161		CODE

logseq/logseq

Open-Source Code Quality, Security and Technical Debt Review