Thysrael/Horizon

25.1

Adjusted Score

25.1

Raw Score

100%

Time Factor

2026-08-29

Last Push

9.1K

Stars

Python

Language

27.4K

Lines of Code

150

Files

609

Pattern Hits

2026-08-29

Scan Date

0.03

HC Hit Rate

What These Metrics Mean

Adjusted Score: Primary synthetic code indicator. Raw score normalised per 1,000 lines of code and multiplied by the temporal discount factor. This is the definitive comparative metric — use it to rank repositories by AI authorship density.
Raw Score: The unmodified sum of all severity-weighted, context-multiplied pattern match scores before temporal discounting. Reflects the absolute signal strength independent of when the repository was last active.
Time Factor: The temporal discount multiplier (0–100%) applied to the raw score. Repositories last updated before ChatGPT's launch (Nov 2022) receive a 5% factor. Full signal is only assigned to repositories active in the post-adoption era (Jan 2024+).
Pattern Hits: Total count of individual pattern matches across all files and categories. A high hit count with a low score may indicate a very large codebase with isolated AI snippets; a low count with a high score indicates dense, concentrated AI signatures.
HC Hit Rate: High+Critical pattern hits per file, averaged across the repository. This orthogonal signal catches repositories where a few files are densely packed with high-severity AI tells — a strong indicator even when the normalised score appears moderate due to codebase size.
Lines of Code / Files: Total lines and files analysed. The scanner examines 94 file extensions. These denominators are used to normalise the score, enabling fair comparison between repositories of vastly different sizes.

Score History

This chart maps the temporal evolution of the adjusted synthetic code score across successive scan runs. An upward trajectory indicates ongoing incorporation of AI-generated code or expanding LLM-assisted scaffolding; a stable or declining trajectory may reflect active human refactoring, code removal, or the adoption of stricter authorship policies. The dashed secondary line (right axis) independently tracks total raw pattern hit count, which can diverge from the normalised score when codebase size changes significantly between scans.

Severity Breakdown

Classifies detected patterns by their diagnostic confidence and structural impact. CRITICAL patterns (coefficient 10) represent definitive synthetic signatures — hallucinated imports, explicit LLM attribution metadata — virtually never produced by human authors. HIGH (5) indicates strong structural tells such as cross-file repetition or cross-linguistic idioms. MEDIUM (2) covers recognisable conversational padding and AI-specific vocabulary. LOW (1) captures subtle indicators like tautological comments and generic boilerplate that require density to carry independent signal.

CRITICAL 0HIGH 5MEDIUM 17LOW 587

Directory Score Breakdown

This horizontal bar chart decomposes the repository's raw synthetic code score by top-level directory, allowing you to pinpoint precisely which modules or components carry the highest AI authorship density. Directories with disproportionately high scores relative to their size warrant targeted manual review: concentrated AI signatures often trace back to mass-generated configuration layers, auto-ported test suites, LLM-scaffolded boilerplate classes, or entire subsystems authored under heavy copilot assistance. Use this view to prioritise your human code-review effort.

Pattern Findings

The scanner identified 609 distinct pattern matches across 15 syntactic categories. Each entry below represents a discrete location in the source code where the engine recorded a statistically significant AI authorship indicator. 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 diagnostic confidence level (CRITICAL / HIGH / MEDIUM / LOW). The Context column identifies whether the match occurred inside executable code, an inline comment, or a string literal — comment-context matches receive a ×1.5 weight because LLMs systematically over-annotate. The ⚡ bolt icon marks clustered matches: three or more patterns within a 10-line window, each receiving an additional ×1.5 density multiplier as dense clusters constitute far stronger evidence of synthetic authorship than isolated hits.

Hyper-Verbose Identifiers418 hits · 426 pts

Severity	File	Line	Snippet	Context
LOW	tests/test_extractors_trafilatura.py	39	def test_returns_extracted_text():	CODE
LOW⚡	tests/test_extractors_trafilatura.py	51	def test_returns_none_when_trafilatura_returns_empty():	CODE
LOW⚡	tests/test_extractors_trafilatura.py	58	def test_returns_none_on_http_error():	CODE
LOW⚡	tests/test_extractors_trafilatura.py	65	def test_returns_none_when_trafilatura_raises():	CODE
LOW⚡	tests/test_extractors_trafilatura.py	74	def test_returns_none_when_not_installed():	CODE
LOW	tests/test_telegram.py	16	def test_parse_message_ignores_reply_preview_text() -> None:	CODE
LOW	tests/test_telegram.py	54	def test_parse_channel_html_keeps_supported_messages() -> None:	STRING
LOW	tests/test_telegram.py	73	def test_fetch_channel_uses_alternate_domain_after_dns_failure() -> None:	STRING
LOW	tests/test_telegram.py	102	def test_fetch_raises_when_all_telegram_endpoints_fail() -> None:	STRING
LOW⚡	tests/test_mcp_adapter.py	19	def test_resolve_horizon_path_accepts_explicit_repo() -> None:	CODE
LOW⚡	tests/test_mcp_adapter.py	25	def test_resolve_config_path_defaults_to_repo_data_config(tmp_path: Path) -> None:	CODE
LOW⚡	tests/test_mcp_adapter.py	34	def test_load_mcp_secrets_loads_generic_env_keys(tmp_path: Path, monkeypatch) -> None:	CODE
LOW	tests/test_mcp_adapter.py	61	def test_load_config_expands_env_vars(tmp_path: Path, monkeypatch) -> None:	CODE
LOW	tests/test_mcp_adapter.py	87	def test_apply_source_filter_handles_twitter_and_openbb() -> None:	CODE
LOW	tests/test_mcp_adapter.py	116	def test_mcp_source_registry_covers_model_source_types() -> None:	CODE
LOW	tests/test_mcp_adapter.py	120	def test_mcp_filter_and_reporting_support_every_registered_source() -> None:	CODE
LOW	tests/test_analyzer.py	31	def test_analyze_batch_does_not_sleep_by_default(monkeypatch):	CODE
LOW	tests/test_analyzer.py	51	def test_analyze_batch_sleeps_between_items_when_throttle_configured(monkeypatch):	CODE
LOW	tests/test_analyzer.py	71	def test_analyze_batch_concurrent_processing(monkeypatch):	CODE
LOW	tests/test_analyzer.py	94	def test_analyze_batch_concurrent_preserves_order(monkeypatch):	CODE
LOW	tests/test_analyzer.py	110	def test_analyze_item_accepts_valid_result():	CODE
LOW	tests/test_analyzer.py	137	def test_reanalysis_clears_stale_artifacts():	CODE
LOW	tests/test_analyzer.py	162	def test_analysis_prompt_combines_common_rules_and_profile_policy():	CODE
LOW	tests/test_analyzer.py	171	def test_analyze_item_repairs_invalid_result_once():	CODE
LOW	tests/test_analyzer.py	204	def test_tech_blog_analysis_uses_head_middle_tail_content_sampling():	CODE
LOW	tests/test_analyzer.py	245	def test_analyze_item_malformed_json_result_uses_fallback(result):	CODE
LOW	tests/test_analyzer.py	263	def test_auto_profile_classification_runs_before_analysis():	CODE
LOW⚡	tests/test_webhook.py	127	def test_short_value_not_truncated(self):	CODE
LOW⚡	tests/test_webhook.py	132	def test_truncate_by_segments(self):	CODE
LOW⚡	tests/test_webhook.py	139	def test_single_segment_exceeds_limit_still_kept(self):	CODE
LOW⚡	tests/test_webhook.py	146	def test_no_split_delimiter_in_value(self):	CODE
LOW⚡	tests/test_webhook.py	172	def test_plain_key_without_params(self):	CODE
LOW⚡	tests/test_webhook.py	178	def test_key_with_limit_and_split(self):	CODE
LOW⚡	tests/test_webhook.py	186	def test_key_with_limit_no_truncation_needed(self):	CODE
LOW⚡	tests/test_webhook.py	193	def test_missing_variable_with_params(self):	CODE
LOW⚡	tests/test_webhook.py	1358	def test_unsafe_url_raises_value_error(self, url):	CODE
LOW⚡	tests/test_webhook.py	1367	def test_no_hostname_raises_value_error(self):	CODE
LOW⚡	tests/test_webhook.py	1375	def test_wrong_scheme_raises_value_error(self):	CODE
LOW⚡	tests/test_webhook.py	1386	def test_invalid_port_raises_value_error(self):	CODE
LOW⚡	tests/test_webhook.py	1394	def test_empty_env_var_value_raises_value_error(self):	CODE
LOW⚡	tests/test_webhook.py	1402	def test_env_var_not_set_sets_url_none(self):	CODE
LOW⚡	tests/test_webhook.py	1409	def test_url_env_null_sets_url_none(self):	CODE
LOW⚡	tests/test_webhook.py	1415	def test_whitespace_url_stripped_and_validated(self):	CODE
LOW⚡	tests/test_webhook.py	1423	def test_shell_escape_artifacts_stripped(self):	CODE
LOW⚡	tests/test_webhook.py	1741	def test_invalid_delivery_raises_validation_error(self):	CODE
LOW⚡	tests/test_webhook.py	1745	def test_invalid_platform_raises_validation_error(self):	CODE
LOW⚡	tests/test_webhook.py	1749	def test_invalid_layout_raises_validation_error(self):	CODE
LOW⚡	tests/test_webhook.py	1753	def test_invalid_fallback_layout_raises_validation_error(self):	CODE
LOW⚡	tests/test_webhook.py	1757	def test_invalid_overview_position_raises_validation_error(self):	CODE
LOW⚡	tests/test_webhook.py	1761	def test_all_valid_values_pass(self):	CODE
LOW	tests/test_webhook.py	66	def test_summary_with_multiline_content(self):	CODE
LOW	tests/test_webhook.py	101	def test_non_string_values_preserved(self):	CODE
LOW	tests/test_webhook.py	115	def test_summary_with_quotes_safely_replaced(self):	CODE
LOW	tests/test_webhook.py	157	def test_exact_limit_with_join(self):	CODE
LOW	tests/test_webhook.py	207	def test_mix_of_plain_and_parameterized(self):	CODE
LOW	tests/test_webhook.py	216	def test_details_references_are_flattened_for_webhook(self):	CODE
LOW	tests/test_webhook.py	441	def test_disabled_webhook_skips_notification(self):	CODE
LOW	tests/test_webhook.py	452	def test_empty_url_env_skips_notification(self):	CODE
LOW	tests/test_webhook.py	463	def test_get_request_when_no_body(self):	CODE
LOW	tests/test_webhook.py	488	def test_post_request_with_json_body(self):	CODE
358 more matches not shown…

Excessive Try-Catch Wrapping58 hits · 57 pts

Severity	File	Line	Snippet	Context
LOW	src/orchestrator.py	344	except Exception as e:	CODE
LOW	src/orchestrator.py	389	except Exception as e:	CODE
LOW	src/orchestrator.py	512	except Exception as exc:	CODE
LOW	src/orchestrator.py	661	except Exception as e:	CODE
LOW	src/orchestrator.py	997	except Exception as exc:	CODE
LOW	src/main.py	95	except Exception as e:	CODE
LOW	src/main.py	110	except Exception as e:	CODE
LOW	src/processing/tools.py	30	except Exception as exc:	CODE
LOW	src/setup/ai_recommend.py	49	except Exception:	CODE
LOW	src/mcp/service.py	737	except Exception:	CODE
LOW	src/mcp/server.py	106	except Exception as exc:	CODE
LOW	src/mcp/server.py	122	except Exception as exc:	CODE
LOW	src/mcp/server.py	306	except Exception as exc:	CODE
LOW	src/mcp/server.py	328	except Exception as exc:	CODE
LOW	src/mcp/server.py	350	except Exception as exc:	CODE
LOW	src/mcp/server.py	372	except Exception as exc:	CODE
LOW	src/mcp/server.py	394	except Exception as exc:	CODE
LOW	src/mcp/horizon_adapter.py	127	except Exception as exc: # pragma: no cover - import failure edge case	CODE
LOW	src/mcp/horizon_adapter.py	156	except Exception as exc:	CODE
LOW	src/mcp/horizon_adapter.py	266	except Exception as exc:	CODE
LOW	src/ai/classifier.py	76	except Exception as exc:	CODE
LOW	src/ai/client.py	276	except Exception as exc:	CODE
LOW	src/ai/client.py	420	except Exception as exc:	CODE
LOW	src/ai/client.py	611	except Exception as exc:	CODE
LOW	src/ai/analyzer.py	66	except Exception as e:	CODE
LOW	src/ai/enricher.py	190	except Exception as exc:	CODE
LOW	src/scrapers/rss.py	134	except Exception as e:	CODE
LOW	src/scrapers/rss.py	160	except Exception:	CODE
LOW	src/scrapers/twitter_playwright.py	133	except Exception as exc:	CODE
LOW	src/scrapers/twitter_playwright.py	247	except Exception as exc:	CODE
LOW	src/scrapers/twitter_playwright.py	278	except Exception as exc:	CODE
LOW	src/scrapers/twitter_playwright.py	309	except Exception:	CODE
LOW	src/scrapers/twitter_playwright.py	344	except Exception as exc:	CODE
LOW	src/scrapers/twitter_playwright.py	389	except Exception as exc:	CODE
LOW	src/scrapers/twitter.py	86	except Exception as exc:	CODE
LOW	src/scrapers/twitter.py	103	except Exception as exc:	CODE
LOW	src/scrapers/twitter.py	116	except Exception as exc:	CODE
LOW	src/scrapers/twitter.py	152	except Exception as exc:	CODE
LOW	src/scrapers/twitter.py	313	except Exception as exc:	CODE
LOW	src/scrapers/gdelt.py	100	except Exception as exc:	CODE
LOW	src/scrapers/gdelt.py	121	except Exception as exc:	CODE
LOW	src/scrapers/gdelt.py	166	except Exception as exc:	CODE
LOW	src/scrapers/reddit.py	64	except Exception as e:	CODE
LOW	src/scrapers/reddit.py	71	except Exception as e:	CODE
LOW	src/scrapers/reddit.py	391	except Exception:	CODE
LOW	src/scrapers/google_news.py	109	except Exception as exc:	CODE
LOW	src/scrapers/google_news.py	171	except Exception as exc:	CODE
LOW	src/scrapers/google_news.py	201	except Exception:	CODE
LOW	src/scrapers/google_news.py	216	except Exception:	CODE
LOW	src/scrapers/openbb.py	100	except Exception as exc:	CODE
LOW	src/extractors/trafilatura.py	49	except Exception as e:	CODE
LOW	src/services/webhook.py	660	except Exception as e:	CODE
LOW	src/services/email.py	141	except Exception as e:	CODE
LOW	src/services/email.py	157	except Exception:	CODE
LOW	src/services/email.py	222	except Exception as e:	STRING
LOW	src/services/email.py	225	except Exception as e:	STRING
LOW	src/services/email.py	242	except Exception as e:	CODE
LOW	src/services/webhook_cli.py	273	except Exception as e:	CODE

Decorative Section Separators16 hits · 52 pts

Severity	File	Line	Snippet	Context
MEDIUM⚡	tests/test_category_wiring.py	31	# ---------------------------------------------------------------------------	COMMENT
MEDIUM⚡	tests/test_category_wiring.py	33	# ---------------------------------------------------------------------------	COMMENT
MEDIUM⚡	tests/test_category_wiring.py	258	# ---------------------------------------------------------------------------	COMMENT
MEDIUM⚡	tests/test_category_wiring.py	260	# ---------------------------------------------------------------------------	COMMENT
MEDIUM	tests/test_category_wiring.py	71	# ---------------------------------------------------------------------------	COMMENT
MEDIUM	tests/test_category_wiring.py	73	# ---------------------------------------------------------------------------	COMMENT
MEDIUM	tests/test_category_wiring.py	133	# ---------------------------------------------------------------------------	COMMENT
MEDIUM	tests/test_category_wiring.py	135	# ---------------------------------------------------------------------------	COMMENT
MEDIUM⚡	tests/test_category_wiring.py	303	# ---------------------------------------------------------------------------	STRING
MEDIUM⚡	tests/test_category_wiring.py	305	# ---------------------------------------------------------------------------	STRING
MEDIUM	tests/test_category_wiring.py	343	# ---------------------------------------------------------------------------	STRING
MEDIUM	tests/test_category_wiring.py	345	# ---------------------------------------------------------------------------	STRING
MEDIUM⚡	tests/test_twitter.py	75	# ---------------------------------------------------------------------------	COMMENT
MEDIUM⚡	tests/test_twitter.py	77	# ---------------------------------------------------------------------------	COMMENT
MEDIUM⚡	tests/test_twitter.py	311	# ---------------------------------------------------------------------------	COMMENT
MEDIUM⚡	tests/test_twitter.py	313	# ---------------------------------------------------------------------------	COMMENT

Unused Imports41 hits · 39 pts

Severity	File	Line	Context
LOW	tests/test_extractors_trafilatura.py	1	CODE
LOW	tests/test_mcp_adapter.py	1	CODE
LOW	tests/conftest.py	1	CODE
LOW	tests/test_chained_client.py	4	CODE
LOW	tests/test_chained_client.py	4	CODE
LOW	tests/test_gdelt.py	1	CODE
LOW	tests/test_url_security.py	1	CODE
LOW	tests/test_rss.py	1	CODE
LOW	tests/test_mcp_run_store.py	1	CODE
LOW	tests/test_azure_client.py	3	CODE
LOW	tests/test_storage.py	6	CODE
LOW	tests/test_fetch_reporting.py	1	CODE
LOW	tests/test_minimax_client.py	3	CODE
LOW	tests/test_minimax_client.py	6	CODE
LOW	tests/test_setup_wizard.py	1	CODE
LOW	tests/test_google_news.py	1	CODE
LOW	tests/test_category_wiring.py	7	CODE
LOW	tests/test_category_wiring.py	216	CODE
LOW	tests/test_extractors_registry.py	1	CODE
LOW	tests/test_mcp_service_smoke.py	1	CODE
LOW	tests/test_openbb_scraper.py	14	CODE
LOW	scripts/check_mcp.py	4	CODE
LOW	src/url_security.py	3	CODE
LOW	src/processing/__init__.py	3	CODE
LOW	src/processing/__init__.py	3	CODE
LOW	src/processing/profiles.py	3	CODE
LOW	src/setup/wizard.py	4	CODE
LOW	src/setup/ai_recommend.py	4	CODE
LOW	src/mcp/service.py	3	CODE
LOW	src/mcp/server.py	3	CODE
LOW	src/mcp/errors.py	3	CODE
LOW	src/mcp/run_store.py	3	CODE
LOW	src/mcp/horizon_adapter.py	3	CODE
LOW	src/ai/tokens.py	7	CODE
LOW	src/scrapers/telegram.py	6	CODE
LOW	src/scrapers/gdelt.py	22	CODE
LOW	src/scrapers/google_news.py	27	CODE
LOW	src/scrapers/openbb.py	27	CODE
LOW	src/extractors/__init__.py	1	CODE
LOW	src/extractors/__init__.py	2	CODE
LOW	src/extractors/__init__.py	3	CODE

Deep Nesting28 hits · 28 pts

Severity	File	Line	Context
LOW	src/orchestrator.py	220	CODE
LOW	src/orchestrator.py	561	CODE
LOW	src/orchestrator.py	616	CODE
LOW	src/orchestrator.py	839	CODE
LOW	src/main.py	38	CODE
LOW	src/processing/profiles.py	134	CODE
LOW	src/setup/presets.py	137	CODE
LOW	src/setup/presets.py	281	CODE
LOW	src/setup/wizard.py	154	CODE
LOW	src/setup/wizard.py	216	CODE
LOW	src/mcp/service.py	41	CODE
LOW	src/mcp/service.py	749	CODE
LOW	src/mcp/horizon_adapter.py	185	CODE
LOW	src/ai/client.py	542	CODE
LOW	src/ai/enricher.py	311	CODE
LOW	src/ai/markdown_utils.py	62	CODE
LOW	src/ai/markdown_utils.py	65	CODE
LOW	src/ai/utils.py	8	CODE
LOW	src/scrapers/rss.py	61	CODE
LOW	src/scrapers/rss.py	139	CODE
LOW	src/scrapers/twitter_playwright.py	200	CODE
LOW	src/scrapers/twitter_playwright.py	205	CODE
LOW	src/scrapers/github.py	115	CODE
LOW	src/scrapers/reddit.py	378	CODE
LOW	src/scrapers/google_news.py	190	CODE
LOW	src/services/webhook.py	314	CODE
LOW	src/services/email.py	44	CODE
LOW	src/services/email.py	162	CODE

Modern Structural Boilerplate21 hits · 21 pts

Severity	File	Line	Snippet	Context
LOW	src/processing/tools.py	10	logger = logging.getLogger(__name__)	CODE
LOW	src/processing/__init__.py	5	__all__ = ["LoadedProfile", "ProfileRegistry"]	CODE
LOW	src/mcp/__init__.py	3	__all__ = ["__version__"]	CODE
LOW	src/ai/classifier.py	16	logger = logging.getLogger(__name__)	CODE
LOW	src/ai/client.py	18	logger = logging.getLogger(__name__)	CODE
LOW	src/ai/analyzer.py	11	logger = logging.getLogger(__name__)	CODE
LOW	src/ai/enricher.py	36	logger = logging.getLogger(__name__)	CODE
LOW	src/scrapers/hackernews.py	13	logger = logging.getLogger(__name__)	CODE
LOW	src/scrapers/rss.py	18	logger = logging.getLogger(__name__)	CODE
LOW	src/scrapers/telegram.py	15	logger = logging.getLogger(__name__)	CODE
LOW	src/scrapers/twitter_playwright.py	17	logger = logging.getLogger(__name__)	CODE
LOW	src/scrapers/twitter.py	16	logger = logging.getLogger(__name__)	CODE
LOW	src/scrapers/gdelt.py	33	logger = logging.getLogger(__name__)	CODE
LOW	src/scrapers/github.py	12	logger = logging.getLogger(__name__)	CODE
LOW	src/scrapers/reddit.py	25	logger = logging.getLogger(__name__)	CODE
LOW	src/scrapers/google_news.py	43	logger = logging.getLogger(__name__)	CODE
LOW	src/scrapers/openbb.py	39	logger = logging.getLogger(__name__)	CODE
LOW	src/extractors/__init__.py	5	__all__ = ["BaseExtractor", "ExtractorRegistry", "TrafilaturaExtractor"]	CODE
LOW	src/extractors/trafilatura.py	12	logger = logging.getLogger(__name__)	CODE
LOW	src/services/webhook.py	21	logger = logging.getLogger(__name__)	CODE
LOW	src/services/email.py	25	logger = logging.getLogger(__name__)	CODE

Verbosity Indicators6 hits · 13 pts

Severity	File	Line	Snippet	Context
LOW⚡	src/setup/wizard.py	403	# Step 1: AI configuration	COMMENT
LOW⚡	src/setup/wizard.py	409	# Step 2: Interest description	COMMENT
LOW⚡	src/setup/wizard.py	412	# Step 3: Preset library matching	COMMENT
LOW	src/setup/wizard.py	437	# Step 4: AI recommendations (optional)	COMMENT
LOW⚡	src/setup/wizard.py	460	# Step 5: Interactive source selection	COMMENT
LOW⚡	src/setup/wizard.py	466	# Step 6: Build config	COMMENT

Structural Annotation Overuse6 hits · 13 pts

Severity	File	Line	Snippet	Context
LOW⚡	src/setup/wizard.py	403	# Step 1: AI configuration	COMMENT
LOW⚡	src/setup/wizard.py	409	# Step 2: Interest description	COMMENT
LOW⚡	src/setup/wizard.py	412	# Step 3: Preset library matching	COMMENT
LOW	src/setup/wizard.py	437	# Step 4: AI recommendations (optional)	COMMENT
LOW⚡	src/setup/wizard.py	460	# Step 5: Interactive source selection	COMMENT
LOW⚡	src/setup/wizard.py	466	# Step 6: Build config	COMMENT

Cross-Language Confusion2 hits · 10 pts

Severity	File	Line	Snippet	Context
HIGH	src/main.py	159	"max_items": null,	CODE
HIGH	src/scrapers/twitter_playwright.py	82	"Playwright not installed. Run: uv sync --extra twitter && uv run playwright install chromium"	CODE

Docstring Block Structure2 hits · 10 pts

Severity	File	Line	Snippet	Context
HIGH	src/setup/presets.py	105	Load presets from API (preferred) or local file (fallback). Args: presets_path: Path to the local presets J	STRING
HIGH	src/ai/client.py	681	Factory function to create appropriate AI client. Args: config: AI configuration Returns: AICl	STRING

Fake / Example Data6 hits · 7 pts

Severity	File	Line	Snippet	Context
LOW⚡	tests/test_email.py	74	manager.send_daily_summary("# Hello", "Daily", ["user@example.com"])	CODE
LOW⚡	tests/test_email.py	81	assert smtp.messages[0]["To"] == "user@example.com"	CODE
LOW⚡	tests/test_email.py	92	manager.send_daily_summary("# Hello", "Daily", ["user@example.com"])	CODE
LOW⚡	tests/test_email.py	133	"# Hello\n\n<img src=x onerror=alert(1)>", "Daily", ["user@example.com"]	CODE
LOW	tests/test_email.py	162	manager.send_daily_summary(summary, "Daily", ["user@example.com"])	STRING
LOW	tests/test_email.py	197	manager.send_daily_summary(summary, "Daily", ["user@example.com"])	STRING

Magic Placeholder Names1 hit · 5 pts

Severity	File	Line	Snippet	Context
HIGH	src/ai/client.py	55	f"Set {expected_env}=your_api_key in .env or your shell, then set "	CODE

Self-Referential Comments1 hit · 4 pts

Severity	File	Line	Snippet	Context
MEDIUM⚡	tests/test_mcp_adapter.py	26	# Create a temporary config.json so resolve_config_path doesn't raise	COMMENT

AI Structural Patterns2 hits · 2 pts

Severity	File	Line	Snippet	Context
LOW	src/mcp/service.py	596		CODE
LOW	src/mcp/server.py	267		CODE

Redundant / Tautological Comments1 hit · 0 pts

Severity	File	Line	Snippet	Context
LOW	src/setup/wizard.py	105	# Check if the key is actually set	STRING

Analysis Overview

What These Metrics Mean

Score History

Severity Breakdown

Directory Score Breakdown

Pattern Findings