0.8

Adjusted Signal

0.8

Raw Pattern Score

100%

Time Factor

2026-10-27

Last Push

5.2K

Stars

Python

Language

348.4K

Lines of Code

154

Files

203

Pattern Hits

2026-10-31

Scan Date

0.05

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 2.6/100 · LOW

Can maintainers explain intent, assumptions, and trade-offs? 156 finding(s).

Hallucinated Dependency & Supply Chain Risk 0.1/100 · LOW

Are imports declared and package/API names verified? 8 finding(s).

Agent Over-Engineering Ratio 2.5/100 · LOW

Are wrappers, guards, and repeated structures necessary? 114 finding(s).

PR Review Velocity Impact 3.9/100 · LOW

Which changes need focused human review? 203 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 7MEDIUM 19LOW 177

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 203 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.

Hyper-Verbose Identifiers75 hits · 86 pts

Severity	File	Line	Snippet	Context
LOW	process_maintenance.py	50	def find_lists_containing_domain(domain):	CODE
LOW	process_maintenance.py	111	def extract_domains_from_issue_body(body):	CODE
LOW	process_maintenance.py	143	def process_maintenance_issue(issue):	CODE
LOW	review_issues_batch.py	215	def issue_has_required_fields(issue: dict, field: str) -> bool:	CODE
LOW	IMPROVEMENT_PLAN.md	1005	def validate_domains_parallel(domains: set[str], max_workers: int = 10) -> dict:	CODE
LOW⚡	IMPROVEMENT_PLAN.md	1686	def test_fetch_issues_handles_rate_limit():	CODE
LOW⚡	IMPROVEMENT_PLAN.md	1690	def test_review_issues_batch_validates_domains():	CODE
LOW⚡	IMPROVEMENT_PLAN.md	1697	def test_full_pipeline_with_sample_data():	CODE
LOW⚡	IMPROVEMENT_PLAN.md	1706	def test_find_domain_in_lists():	CODE
LOW	tests/test_issue_reply.py	4	def test_build_llm_prompt_includes_issue_context():	CODE
LOW	tests/test_issue_reply.py	21	def test_format_preview_mentions_closure_when_requested():	CODE
LOW	tests/test_merge.py	54	def test_merges_multiple_sets(self):	CODE
LOW	tests/test_merge.py	59	def test_deduplicates_across_sets(self):	CODE
LOW	tests/test_merge.py	80	def test_removes_allowlisted_domains(self):	CODE
LOW	tests/test_merge.py	100	def test_allowlist_with_extra_domains(self):	CODE
LOW	tests/test_merge.py	111	def test_sorts_alphabetically(self):	CODE
LOW	tests/test_merge.py	142	def test_applies_allowlist_file(self):	CODE
LOW	tests/test_merge.py	154	def test_handles_missing_files(self):	CODE
LOW	tests/test_merge.py	227	def test_collapses_when_threshold_exceeded(self):	CODE
LOW	tests/test_merge.py	241	def test_keeps_below_threshold(self):	CODE
LOW	tests/test_remove_domain.py	8	def test_get_buildable_lists_skips_non_build_targets(self):	CODE
LOW	tests/test_config.py	18	def test_config_has_required_lists(self):	CODE
LOW	tests/test_config.py	30	def test_config_has_all_formats(self):	CODE
LOW	tests/test_config.py	49	def test_filter_by_stable_status(self):	CODE
LOW	tests/test_config.py	59	def test_filter_by_beta_status(self):	CODE
LOW	tests/test_validate.py	46	def test_valid_with_underscore_prefix(self):	CODE
LOW⚡	tests/test_validate.py	65	def test_invalid_label_too_long(self):	CODE
LOW⚡	tests/test_validate.py	70	def test_invalid_leading_hyphen(self):	CODE
LOW⚡	tests/test_validate.py	74	def test_invalid_trailing_hyphen(self):	CODE
LOW	tests/test_validate.py	189	def test_critical_domain_blocked(self):	CODE
LOW	tests/test_validate.py	195	def test_false_positive_blocked(self):	CODE
LOW	tests/test_validate.py	258	def test_many_consecutive_digits(self):	CODE
LOW	tests/test_validate.py	332	def test_common_tlds_list_populated(self):	CODE
LOW	tests/test_validate.py	338	def test_critical_domains_list_populated(self):	CODE
LOW⚡	tests/test_normalize.py	26	def test_hosts_with_extra_spaces(self):	CODE
LOW⚡	tests/test_normalize.py	35	def test_adguard_with_subdomain(self):	CODE
LOW⚡	tests/test_normalize.py	40	def test_dnsmasq_server_format(self):	CODE
LOW⚡	tests/test_normalize.py	44	def test_dnsmasq_address_format(self):	CODE
LOW⚡	tests/test_normalize.py	48	def test_dnsmasq_address_with_hash(self):	CODE
LOW	tests/test_normalize.py	62	def test_lowercase_conversion(self):	CODE
LOW	tests/test_normalize.py	91	def test_mixed_format_content(self):	CODE
LOW	tests/test_normalize.py	135	def test_all_formats_produce_same_domains(self):	CODE
LOW⚡	tests/test_normalize.py	169	def test_detect_adguard_format(self):	CODE
LOW⚡	tests/test_normalize.py	175	def test_detect_dnsmasq_format(self):	CODE
LOW⚡	tests/test_normalize.py	181	def test_detect_domains_format(self):	CODE
LOW⚡	tests/test_normalize.py	191	def test_extract_commented_domains(self):	CODE
LOW⚡	tests/test_pipeline.py	57	def test_hosts_format_root_directory(self, sample_config):	CODE
LOW⚡	tests/test_pipeline.py	67	def test_adguard_format_subdirectory(self, sample_config):	CODE
LOW⚡	tests/test_pipeline.py	77	def test_domains_format_subdirectory(self, sample_config):	CODE
LOW⚡	tests/test_pipeline.py	87	def test_dnsmasq_format_subdirectory(self, sample_config):	CODE
LOW	tests/test_pipeline.py	101	def test_build_from_hosts_file(self, sample_config):	CODE
LOW	tests/test_pipeline.py	121	def test_build_creates_all_formats(self, sample_config):	CODE
LOW	tests/test_pipeline.py	164	def test_build_with_validation(self, sample_config):	CODE
LOW	tests/test_pipeline.py	189	def test_build_applies_allowlist(self, sample_config):	CODE
LOW	tests/test_pipeline.py	213	def test_build_handles_missing_source(self, sample_config):	CODE
LOW	tests/test_pipeline.py	231	def test_run_pipeline_creates_config(self):	CODE
LOW	tests/test_pipeline.py	268	def test_run_pipeline_specific_lists(self):	STRING
LOW	tests/test_pipeline.py	324	def test_inconsistent_outputs(self):	CODE
LOW	tests/test_pipeline.py	362	def test_pipeline_result_fields(self):	CODE
LOW⚡	tests/test_format.py	138	def test_selects_correct_formatter(self):	CODE
15 more matches not shown…

Over-Commented Block47 hits · 47 pts

Severity	File	Line	Snippet	Context
LOW	drugs.txt	1	# Title: Drugs Block List	COMMENT
LOW	vaping.txt	1	# Title: Vaping Block List	COMMENT
LOW	adobe.txt	1	# Title: Adobe Block List	COMMENT
LOW	piracy.txt	1	# Title: Piracy Block List	COMMENT
LOW	ransomware.txt	1	# Title: Ransomware Block List	COMMENT
LOW	fortnite.txt	1	# Title: Fortnite Block List	COMMENT
LOW	whatsapp.txt	1	# Title: Whatsapp Block List	COMMENT
LOW	scam.txt	1	# Title: Scam Block List	COMMENT
LOW	facebook.txt	1	# Title: Facebook Block List	COMMENT
LOW	tiktok.txt	1	# Title: Tiktok Block List	COMMENT
LOW	twitter.txt	1	# Title: Twitter Block List	COMMENT
LOW	torrent.txt	1	# Title: Torrent Block List	COMMENT
LOW	smart-tv.txt	1	# Title: Smart-Tv Block List	COMMENT
LOW	config/upstream-sources-example.yml	1	# Example Upstream Source Configurations	COMMENT
LOW	config/upstream-sources-example.yml	161	trusted: true	COMMENT
LOW	config/upstream-sources-example.yml	181	# - hourly: Check every hour (use sparingly!)	COMMENT
LOW	config/upstream-sources-example.yml	201	# Example before:	COMMENT
LOW	config/upstream-sources-example.yml	221	# update_frequency: daily # <-- Added	COMMENT
LOW	dnsmasq-version/piracy-dnsmasq.txt	1	# Title: Piracy Block List	COMMENT
LOW	dnsmasq-version/smart-tv-dnsmasq.txt	1	# Title: Smart-Tv Block List	COMMENT
LOW	dnsmasq-version/scam-dnsmasq.txt	1	# Title: Scam Block List	COMMENT
LOW	dnsmasq-version/drugs-dnsmasq.txt	1	# Title: Drugs Block List	COMMENT
LOW	dnsmasq-version/facebook-dnsmasq.txt	1	# Title: Facebook Block List	COMMENT
LOW	dnsmasq-version/adobe-dnsmasq.txt	1	# Title: Adobe Block List	COMMENT
LOW	dnsmasq-version/crypto-dnsmasq.txt	1	# Title: Crypto Block List	COMMENT
LOW	dnsmasq-version/twitter-dnsmasq.txt	1	# Title: Twitter Block List	COMMENT
LOW	dnsmasq-version/tiktok-dnsmasq.txt	1	# Title: Tiktok Block List	COMMENT
LOW	dnsmasq-version/vaping-dnsmasq.txt	1	# Title: Vaping Block List	COMMENT
LOW	dnsmasq-version/whatsapp-dnsmasq.txt	1	# Title: Whatsapp Block List	COMMENT
LOW	dnsmasq-version/fortnite-dnsmasq.txt	1	# Title: Fortnite Block List	COMMENT
LOW	dnsmasq-version/torrent-dnsmasq.txt	1	# Title: Torrent Block List	COMMENT
LOW	dnsmasq-version/ransomware-dnsmasq.txt	1	# Title: Ransomware Block List	COMMENT
LOW	alt-version/youtube-nl.txt	1	# ------------------------------------[UPDATE]--------------------------------------	COMMENT
LOW	alt-version/adobe-nl.txt	1	# Title: Adobe Block List	COMMENT
LOW	alt-version/vaping-nl.txt	1	# Title: Vaping Block List	COMMENT
LOW	alt-version/facebook-nl.txt	1	# Title: Facebook Block List	COMMENT
LOW	alt-version/smart-tv-nl.txt	1	# Title: Smart-Tv Block List	COMMENT
LOW	alt-version/ransomware-nl.txt	1	# Title: Ransomware Block List	COMMENT
LOW	alt-version/crypto-nl.txt	1	# Title: Crypto Block List	COMMENT
LOW	alt-version/scam-nl.txt	1	# Title: Scam Block List	COMMENT
LOW	alt-version/tiktok-nl.txt	1	# Title: Tiktok Block List	COMMENT
LOW	alt-version/torrent-nl.txt	1	# Title: Torrent Block List	COMMENT
LOW	alt-version/fortnite-nl.txt	1	# Title: Fortnite Block List	COMMENT
LOW	alt-version/whatsapp-nl.txt	1	# Title: Whatsapp Block List	COMMENT
LOW	alt-version/piracy-nl.txt	1	# Title: Piracy Block List	COMMENT
LOW	alt-version/drugs-nl.txt	1	# Title: Drugs Block List	COMMENT
LOW	alt-version/twitter-nl.txt	1	# Title: Twitter Block List	COMMENT

Decorative Section Separators14 hits · 42 pts

Severity	File	Line	Snippet	Context
MEDIUM	config/upstream-sources-example.yml	34	# =============================================================================	COMMENT
MEDIUM	config/upstream-sources-example.yml	36	# =============================================================================	COMMENT
MEDIUM	config/upstream-sources-example.yml	115	# =============================================================================	COMMENT
MEDIUM	config/upstream-sources-example.yml	117	# =============================================================================	COMMENT
MEDIUM	config/upstream-sources-example.yml	149	# =============================================================================	COMMENT
MEDIUM	config/upstream-sources-example.yml	151	# =============================================================================	COMMENT
MEDIUM	config/upstream-sources-example.yml	165	# =============================================================================	COMMENT
MEDIUM	config/upstream-sources-example.yml	167	# =============================================================================	COMMENT
MEDIUM	config/upstream-sources-example.yml	190	# =============================================================================	COMMENT
MEDIUM	config/upstream-sources-example.yml	192	# =============================================================================	COMMENT
MEDIUM	src/config.py	9	# ============================================================================	COMMENT
MEDIUM	src/config.py	11	# ============================================================================	COMMENT
MEDIUM	src/config.py	29	# ============================================================================	COMMENT
MEDIUM	src/config.py	31	# ============================================================================	COMMENT

Empty Error Handlers6 hits · 30 pts

Severity	File	Line	Snippet	Context
HIGH	process_maintenance.py	30	except socket.gaierror:	CODE
HIGH	process_maintenance.py	32	except Exception:	CODE
HIGH	process_maintenance.py	75	except Exception:	CODE
HIGH	scripts/process_maintenance.py	30	except socket.gaierror:	CODE
HIGH	scripts/process_maintenance.py	32	except Exception:	CODE
HIGH	scripts/process_maintenance.py	75	except Exception:	CODE

Excessive Try-Catch Wrapping19 hits · 22 pts

Severity	File	Line	Snippet	Context
LOW	process_maintenance.py	32	except Exception:	CODE
LOW	process_maintenance.py	46	except Exception:	CODE
LOW	process_maintenance.py	75	except Exception:	CODE
LOW	review_issues_batch.py	487	except Exception as e:	CODE
LOW	IMPROVEMENT_PLAN.md	598	except Exception as e:	CODE
LOW	IMPROVEMENT_PLAN.md	1023	except Exception as e:	CODE
MEDIUM	scripts/process_batch.py	31	print(f"Error: {stderr}")	CODE
LOW	scripts/process_maintenance.py	32	except Exception:	CODE
LOW	scripts/process_maintenance.py	46	except Exception:	CODE
LOW	scripts/process_maintenance.py	75	except Exception:	CODE
LOW	scripts/review_issues_batch.py	486	except Exception as e:	CODE
LOW	scripts/fetch_issues.py	38	except Exception as e:	CODE
MEDIUM	scripts/fetch_issues.py	39	print(f'Error: {e}', file=sys.stderr)	CODE
LOW	scripts/check-dead-domains.py	56	except Exception as e:	CODE
LOW	.github/workflows/triage.yml	145	except Exception as e:	CODE
MEDIUM	.github/workflows/triage.yml	146	print(f"Error checking {txt_file}: {e}")	CODE
LOW	src/issue_reply.py	88	except Exception as exc: # pragma: no cover - network path	CODE
LOW	src/domain_lookup.py	88	except Exception as e:	CODE
LOW	src/pipeline.py	229	except Exception as e:	CODE

Deep Nesting18 hits · 18 pts

Severity	File	Line	Context
LOW	process_maintenance.py	50	CODE
LOW	process_maintenance.py	143	CODE
LOW	scripts/aggregate.py	7	CODE
LOW	scripts/process_maintenance.py	50	CODE
LOW	scripts/process_maintenance.py	143	CODE
LOW	scripts/generate-stats.py	124	CODE
LOW	scripts/monitor_upstream.py	319	CODE
LOW	scripts/monitor_upstream.py	394	CODE
LOW	scripts/generate-changelog.py	69	CODE
LOW	scripts/remove_domain.py	205	CODE
LOW	scripts/remove_domain.py	281	CODE
LOW	scripts/review_issues_batch.py	63	CODE
LOW	scripts/review_issues_batch.py	221	CODE
LOW	scripts/review_issues_batch.py	331	CODE
LOW	scripts/review_issues_batch.py	404	CODE
LOW	scripts/verify_format_sync.py	87	CODE
LOW	scripts/check-dead-domains.py	123	CODE
LOW	src/domain_lookup.py	61	CODE

Redundant / Tautological Comments9 hits · 14 pts

Severity	File	Line	Snippet	Context
LOW	build.py	111	# Display results	COMMENT
LOW	process_triage.sh	16	# Check if label exists by listing and matching the name exactly	COMMENT
LOW	scripts/monitor_upstream.py	218	# Check if any excluded domains are in new_domains that would be added	COMMENT
LOW	scripts/remove_domain.py	305	# Check if already in exclusions	COMMENT
LOW	scripts/verify_format_sync.py	54	# Check if all match	COMMENT
LOW	scripts/add_domain.py	136	# Check if already exists	COMMENT
LOW	.github/workflows/normalize-sync.yml	51	# Check if there are changes	COMMENT
LOW	src/format.py	289	# Check if it's in the root (no subdirectory)	COMMENT
LOW	src/validate.py	189	# Check if it's a subdomain of a critical domain	COMMENT

Unused Imports8 hits · 8 pts

Severity	File	Line	Context
LOW	scripts/reply_to_issue.py	10	CODE
LOW	scripts/remove_domain.py	38	CODE
LOW	scripts/remove_domain.py	45	CODE
LOW	scripts/remove_domain.py	45	CODE
LOW	scripts/add_domain.py	36	CODE
LOW	scripts/add_domain.py	37	CODE
LOW	scripts/normalize_and_sync.py	18	CODE
LOW	src/issue_reply.py	3	CODE

Structural Annotation Overuse4 hits · 6 pts

Severity	File	Line	Snippet	Context
LOW	UPSTREAM_IMPLEMENTATION_SUMMARY.md	90	### Step 1: Add Upstream Sources to Your Configuration	COMMENT
LOW	UPSTREAM_IMPLEMENTATION_SUMMARY.md	109	### Step 2: Add Global Settings	COMMENT
LOW	UPSTREAM_IMPLEMENTATION_SUMMARY.md	125	### Step 3: Test Manually	COMMENT
LOW	UPSTREAM_IMPLEMENTATION_SUMMARY.md	134	### Step 4: Enable Automation	COMMENT

Docstring Block Structure1 hit · 5 pts

Severity	File	Line	Snippet	Context
HIGH	src/format.py	208	Format domains using the specified formatter. Args: domains: Iterable of domain strings format_name	STRING

AI Slop Vocabulary1 hit · 3 pts

Severity	File	Line	Snippet	Context
MEDIUM	tests/test_validate.py	114	# This might fail if we have a comprehensive list	COMMENT

Modern AI Meta-Vocabulary1 hit · 2 pts

Severity	File	Line	Snippet	Context
MEDIUM	README.md	361	│ └── pipeline.py # Build orchestration	CODE

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