3.3

Adjusted Signal

3.3

Raw Pattern Score

100%

Time Factor

2026-10-28

Last Push

11.0K

Stars

Python

Language

41.7K

Lines of Code

236

Files

Pattern Hits

2026-10-31

Scan Date

0.04

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 8.2/100 · LOW

Can maintainers explain intent, assumptions, and trade-offs? 63 finding(s).

Hallucinated Dependency & Supply Chain Risk 2.1/100 · LOW

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

Agent Over-Engineering Ratio 11.8/100 · LOW

Are wrappers, guards, and repeated structures necessary? 61 finding(s).

PR Review Velocity Impact 15.3/100 · LOW

Which changes need focused human review? 93 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 9MEDIUM 0LOW 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 93 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.

Hyper-Verbose Identifiers48 hits · 56 pts

Severity	File	Line	Snippet	Context
LOW⚡	tools/test-skill-routing-contract.py	22	def test_global_execution_ban_reintroduced(self):	CODE
LOW⚡	tools/test-skill-routing-contract.py	26	def test_pause_hidden_in_reference(self):	CODE
LOW⚡	tools/test-skill-routing-contract.py	30	def test_forced_consensus_in_reference(self):	CODE
LOW⚡	tools/test-skill-routing-contract.py	34	def test_portable_prompt_is_allowed(self):	CODE
LOW⚡	tools/test-skill-routing-contract.py	42	def test_leaf_naming_another_leaf_is_reported(self):	CODE
LOW⚡	tools/test-skill-routing-contract.py	46	def test_self_hub_and_prefix_are_ignored(self):	CODE
LOW⚡	tools/test-skill-routing-contract.py	50	def test_allowed_dependency_is_ignored(self):	CODE
LOW⚡	tools/test-archive-contract.py	23	def test_redefined_slug_rule_is_reported(self):	CODE
LOW⚡	tools/test-archive-contract.py	27	def test_missing_link_is_reported(self):	CODE
LOW⚡	tools/test-archive-contract.py	31	def test_missing_section_is_reported(self):	CODE
LOW	tools/test-skill-handoff.py	30	def test_field_outside_metadata_is_ignored(self):	CODE
LOW	tools/test-skill-handoff.py	38	def test_missing_or_misplaced_not_delivered(self):	CODE
LOW⚡	tools/test-skill-discovery.py	15	def test_snapshot_and_project_catalog_match(self):	CODE
LOW⚡	tools/test-skill-discovery.py	20	def test_navigation_and_neighbors_are_distinct(self):	CODE
LOW⚡	tools/test-skill-discovery.py	27	def test_missing_broken_and_conflicting_installations(self):	CODE
LOW	tools/test-skill-discovery.py	47	def test_multiline_description(self):	CODE
LOW	tools/test-retired-skills-cleanup.py	49	def test_official_copies_are_cleaned_and_others_kept(self):	CODE
LOW	tools/test-retired-skills-cleanup.py	93	def test_agent_dirs_match_install_skill(self):	CODE
LOW	skills/dbs-video-extract/scripts/tikhub_api.py	553	def summarize_xiaohongshu_video_response(	CODE
LOW	skills/dbs-video-extract/scripts/tikhub_api.py	595	def summarize_wechat_video_response(response: dict[str, Any]) -> dict[str, Any]:	CODE
LOW	skills/dbs-video-extract/scripts/tikhub_api.py	690	def fetch_xiaohongshu_video_mcp(	CODE
LOW⚡	skills/dbs-video-navigation/scripts/test_navigation.py	53	def test_absolute_frames_and_subtitle_anchors(self):	STRING
LOW⚡	skills/dbs-video-navigation/scripts/test_navigation.py	60	def test_changed_source_rejected(self):	STRING
LOW⚡	skills/dbs-video-navigation/scripts/test_navigation.py	65	def test_missing_and_overlapping_timeline(self):	STRING
LOW⚡	skills/dbs-video-navigation/scripts/test_navigation.py	88	def test_sorted_and_overlap_review(self):	STRING
LOW⚡	skills/dbs-video-navigation/scripts/test_navigation.py	94	def test_preset_cannot_change_canvas(self):	STRING
LOW⚡	skills/dbs-video-navigation/scripts/test_navigation.py	103	def test_single_line_and_visual_only_segment(self):	STRING
LOW	skills/dbs-video-navigation/scripts/test_navigation.py	117	def test_video_version_change(self):	STRING
LOW	skills/dbs-video-navigation/scripts/test_navigation.py	126	def test_merge_uses_sample_offsets_not_service_duration(self):	STRING
LOW	skills/dbs-video-navigation/scripts/test_navigation.py	150	def test_subtitle_beyond_duration_and_repeated_chapter(self):	STRING
LOW	skills/dbs-video-navigation/scripts/test_navigation.py	162	def test_fractional_fps_and_offsets(self):	STRING
LOW	skills/dbs-video-navigation/scripts/test_navigation.py	169	def test_invalid_secondary_line(self):	STRING
LOW⚡	skills/dbs-human-dispatch/scripts/test_dispatch.py	37	def test_dedup_and_coalesce_without_secret(self):	CODE
LOW⚡	skills/dbs-human-dispatch/scripts/test_dispatch.py	44	def test_unknown_self_and_inactive_are_ignored(self):	CODE
LOW⚡	skills/dbs-human-dispatch/scripts/test_dispatch.py	53	def test_mixed_edit_is_not_dropped(self):	CODE
LOW⚡	skills/dbs-human-dispatch/scripts/test_dispatch.py	59	def test_worker_missing_preserves_queue(self):	CODE
LOW⚡	skills/dbs-human-dispatch/scripts/test_dispatch.py	65	def test_real_subprocess_bridge_and_task_state_remains(self):	CODE
LOW⚡	skills/dbs-human-dispatch/scripts/test_dispatch.py	73	def test_async_ack_is_uncertain_and_blocks_later_work(self):	CODE
LOW⚡	skills/dbs-human-dispatch/scripts/test_dispatch.py	80	def test_failed_worker_never_retries_automatically(self):	CODE
LOW⚡	skills/dbs-human-dispatch/scripts/test_dispatch.py	86	def test_second_connection_observes_worker_lock(self):	CODE
LOW	skills/dbs-human-dispatch/scripts/test_dispatch.py	97	def test_required_fields_and_state_boundaries(self):	CODE
LOW	skills/dbs-human-dispatch/scripts/test_dispatch.py	105	def test_cancelled_task_queue_does_not_call_worker(self):	CODE
LOW	skills/dbs/scripts/list-official-skills.py	19	def read_frontmatter_description(skill_path: Path) -> str:	CODE
LOW	skills/dbs-content-system/tools/extract-sample-units.js	270	function normalizeCandidateTitleText(text, max = 28) {	CODE
LOW⚡	skills/dbs-content-system/tools/extract-sample-units.js	788	function isIndustryStrategyContext(context) {	CODE
LOW⚡	skills/dbs-content-system/tools/extract-sample-units.js	792	function isAntifragileIncomeContext(context) {	CODE
LOW⚡	skills/dbs-content-system/tools/extract-sample-units.js	796	function isPassiveIncomeSystemContext(context) {	CODE
LOW	skills/dbs-content-system/tools/summarize-system.js	23	function countContentMarkdownFiles(dir) {	CODE

Empty Error Handlers9 hits · 45 pts

Severity	File	Line	Snippet	Context
HIGH	tools/check-skill-interface-metadata.py	76	except json.JSONDecodeError:	CODE
HIGH	skills/dbs-video-extract/scripts/tikhub_api.py	133	except (FileNotFoundError, subprocess.CalledProcessError):	CODE
HIGH	skills/dbs-video-extract/scripts/tikhub_api.py	442	except (ValueError, IndexError):	CODE
HIGH	…/dbs-video-extract/scripts/extract_video_transcript.py	98	except OSError:	CODE
HIGH	…/dbs-video-extract/scripts/extract_video_transcript.py	121	except (FileNotFoundError, subprocess.CalledProcessError):	CODE
HIGH	skills/dbs-video-navigation/scripts/test_navigation.py	215	except (ValueError, subprocess.CalledProcessError):	CODE
HIGH	skills/dbs-video-navigation/scripts/test_navigation.py	232	except FileExistsError:	CODE
HIGH	skills/dbs-video-navigation/scripts/navigation.py	86	except ImportError:	CODE
HIGH	skills/dbs-human-dispatch/scripts/dispatch.py	209	except FileExistsError:	CODE

Unused Imports18 hits · 18 pts

Severity	File	Line	Context
LOW	tools/check-skill-handoff.py	15	CODE
LOW	tools/check-numbered-prompts.py	4	CODE
LOW	tools/test-skill-discovery.py	4	CODE
LOW	tools/check-skill-interface-metadata.py	4	CODE
LOW	tools/test-numbered-prompts.py	4	CODE
LOW	skills/dbs-video-extract/scripts/configure_api_key.py	4	CODE
LOW	skills/dbs-video-extract/scripts/extract_video.py	4	CODE
LOW	skills/dbs-video-extract/scripts/tikhub_api.py	4	CODE
LOW	…/dbs-video-extract/scripts/extract_video_transcript.py	4	CODE
LOW	skills/dbs-video-navigation/scripts/test_navigation.py	7	CODE
LOW	skills/dbs-update/scripts/cleanup_retired_skills.py	12	CODE
LOW	skills/dbs-human-dispatch/scripts/test_dispatch.py	6	CODE
LOW	skills/dbs-human-dispatch/scripts/dispatch.py	6	CODE
LOW	skills/dbs/scripts/list-official-skills.py	4	CODE
LOW	skills/dbs/scripts/numbered-prompts.py	4	CODE
LOW	skills/dbs-skill-maker/scripts/prepare_github_repo.py	4	CODE
LOW	skills/dbs-skill-maker/scripts/init_skill_project.py	4	CODE
LOW	…ills/dbs-skill-maker/scripts/validate_skill_project.py	4	CODE

Deep Nesting13 hits · 13 pts

Severity	File	Line	Context
LOW	tools/check-plugin-update-contract.py	22	CODE
LOW	tools/check-skill-routing-contract.py	101	CODE
LOW	tools/check-numbered-prompts.py	25	CODE
LOW	tools/check-skill-metadata.py	130	CODE
LOW	skills/dbs-video-extract/scripts/tikhub_api.py	340	CODE
LOW	skills/dbs-video-extract/scripts/tikhub_api.py	770	CODE
LOW	…/dbs-video-extract/scripts/extract_video_transcript.py	89	CODE
LOW	skills/dbs-video-navigation/scripts/navigation.py	183	CODE
LOW	skills/dbs-video-navigation/scripts/navigation.py	374	CODE
LOW	skills/dbs-update/scripts/cleanup_retired_skills.py	88	CODE
LOW	skills/dbs-human-dispatch/scripts/dispatch.py	171	CODE
LOW	skills/dbs/scripts/numbered-prompts.py	128	CODE
LOW	…ills/dbs-skill-maker/scripts/validate_skill_project.py	87	CODE

Excessive Try-Catch Wrapping3 hits · 2 pts

Severity	File	Line	Snippet	Context
LOW	skills/dbs-video-extract/scripts/configure_api_key.py	71	except Exception:	CODE
LOW	skills/dbs-human-dispatch/scripts/dispatch.py	127	except Exception:	STRING
LOW	skills/dbs/scripts/check-update.sh	42	except Exception:	CODE

Over-Commented Block1 hit · 1 pts

Severity	File	Line	Snippet	Context
LOW	scripts/record-demo.sh	1	#!/usr/bin/env bash	COMMENT

AI Structural Patterns1 hit · 1 pts

Severity	File	Line	Snippet	Context
LOW	skills/dbs-video-navigation/scripts/navigation.py	95		CODE

dontbesilent2025/dbskill

Open-Source Code Quality, Security and Technical Debt Review