shareAI-lab/learn-claude-code

9.6

Adjusted Score

9.6

Raw Score

100%

Time Factor

2026-08-26

Last Push

75.5K

Stars

Python

Language

59.4K

Lines of Code

255

Files

510

Pattern Hits

2026-08-29

Scan Date

0.05

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 12MEDIUM 25LOW 473

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 510 distinct pattern matches across 16 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.

Excessive Try-Catch Wrapping204 hits · 208 pts

Severity	File	Line	Snippet	Context
LOW	s13_agent_teams/README.zh.md	363	except Exception as error:	CODE
MEDIUM	s13_agent_teams/code.py	738	def _agent_cwd() -> tuple[Path \| None, str \| None]:	CODE
MEDIUM	s13_agent_teams/code.py	1342	def run(self):	CODE
LOW⚡	s13_agent_teams/code.py	1349	except Exception as exc:	CODE
LOW⚡	s13_agent_teams/code.py	1353	except Exception:	CODE
LOW⚡	s13_agent_teams/code.py	1358	except Exception as exc:	CODE
LOW⚡	s13_agent_teams/code.py	1365	except Exception:	CODE
LOW	s13_agent_teams/code.py	559	except Exception as exc:	CODE
LOW	s13_agent_teams/code.py	612	except Exception as exc:	CODE
LOW	s13_agent_teams/code.py	694	except Exception as e:	CODE
LOW	s13_agent_teams/code.py	704	except Exception as e:	CODE
LOW	s13_agent_teams/code.py	718	except Exception as exc:	CODE
LOW	s13_agent_teams/code.py	734	except Exception as exc:	CODE
LOW	s13_agent_teams/code.py	1048	except Exception as exc:	CODE
LOW	s13_agent_teams/code.py	1279	except Exception as exc:	CODE
LOW	s13_agent_teams/code.py	1768	except Exception as exc:	CODE
LOW	s13_agent_teams/code.py	1786	except Exception as exc:	CODE
LOW	s13_agent_teams/README.md	364	except Exception as error:	CODE
LOW	s13_agent_teams/README.ja.md	364	except Exception as error:	CODE
LOW	s17_goal_loop/code.py	371	except Exception as error:	CODE
LOW	s17_goal_loop/code.py	715	except Exception as error:	CODE
LOW	s05_todo_write/code.py	74	except Exception as e:	CODE
LOW	s05_todo_write/code.py	83	except Exception as e:	CODE
LOW	s05_todo_write/code.py	94	except Exception as e:	CODE
LOW	s05_todo_write/code.py	109	except Exception as e:	CODE
LOW	s05_todo_write/code.py	323	except Exception as e:	CODE
LOW	s14_mcp_plugin/README.zh.md	69	except Exception as error:	CODE
LOW	s14_mcp_plugin/code.py	83	except Exception as exc:	CODE
LOW	s14_mcp_plugin/code.py	93	except Exception as exc:	CODE
LOW	s14_mcp_plugin/code.py	106	except Exception as exc:	CODE
LOW	s14_mcp_plugin/code.py	121	except Exception as exc:	CODE
LOW	s14_mcp_plugin/code.py	189	except Exception as exc:	CODE
LOW	s14_mcp_plugin/code.py	471	except Exception as exc:	CODE
LOW	s14_mcp_plugin/code.py	490	except Exception as exc:	CODE
LOW	s14_mcp_plugin/README.md	69	except Exception as error:	CODE
LOW	s14_mcp_plugin/README.ja.md	69	except Exception as error:	CODE
MEDIUM	s15_integrated_harness/code.py	997	def _agent_cwd() -> tuple[Path \| None, str \| None]:	CODE
MEDIUM	s15_integrated_harness/code.py	1623	def run():	CODE
MEDIUM	s15_integrated_harness/code.py	2266	def worker():	CODE
LOW⚡	s15_integrated_harness/code.py	1626	except Exception as exc:	CODE
LOW⚡	s15_integrated_harness/code.py	1629	except Exception:	CODE
LOW⚡	s15_integrated_harness/code.py	1634	except Exception as exc:	CODE
LOW⚡	s15_integrated_harness/code.py	1641	except Exception:	CODE
LOW	s15_integrated_harness/code.py	131	except Exception:	CODE
LOW	s15_integrated_harness/code.py	641	except Exception as exc:	CODE
LOW	s15_integrated_harness/code.py	702	except Exception as exc:	CODE
LOW	s15_integrated_harness/code.py	953	except Exception as e:	CODE
LOW	s15_integrated_harness/code.py	963	except Exception as e:	CODE
LOW	s15_integrated_harness/code.py	976	except Exception as e:	CODE
LOW	s15_integrated_harness/code.py	993	except Exception as e:	CODE
LOW	s15_integrated_harness/code.py	1035	except Exception as exc:	CODE
LOW	s15_integrated_harness/code.py	1561	except Exception as exc:	CODE
LOW	s15_integrated_harness/code.py	2180	except Exception:	CODE
LOW	s15_integrated_harness/code.py	2213	except Exception as e:	CODE
LOW	s15_integrated_harness/code.py	2276	except Exception as exc:	CODE
LOW	s15_integrated_harness/code.py	2281	except Exception as exc:	CODE
LOW	s15_integrated_harness/code.py	2304	except Exception:	CODE
LOW	s15_integrated_harness/code.py	2465	except Exception:	CODE
LOW	s15_integrated_harness/code.py	2503	except Exception:	CODE
LOW	s15_integrated_harness/code.py	2522	except Exception as e:	CODE
144 more matches not shown…

Hyper-Verbose Identifiers192 hits · 171 pts

Severity	File	Line	Snippet	Context
LOW	s13_agent_teams/code.py	92	def advance_assignment_version(owner: str):	CODE
LOW	s13_agent_teams/code.py	457	def release_completed_assignment(owner: str) -> bool:	CODE
LOW	s13_agent_teams/code.py	473	def release_teammate_assignment(owner: str):	CODE
LOW	s13_agent_teams/code.py	1672	def contains_destructive_command(command: str) -> bool:	CODE
LOW	s13_agent_teams/code.py	1820	def print_last_assistant_message(history: list):	CODE
LOW	s17_goal_loop/code.py	55	def contains_destructive_command(command: str) -> bool:	CODE
LOW	s05_todo_write/code.py	228	def contains_destructive_command(command: str) -> bool:	CODE
LOW	s14_mcp_plugin/code.py	378	def contains_destructive_command(command: str) -> bool:	CODE
LOW	s15_integrated_harness/code.py	176	def advance_assignment_version(owner: str):	CODE
LOW	s15_integrated_harness/code.py	539	def release_completed_assignment(owner: str) -> bool:	CODE
LOW	s15_integrated_harness/code.py	555	def release_teammate_assignment(owner: str):	CODE
LOW	s15_integrated_harness/code.py	884	def _stop_all_shell_processes():	CODE
LOW	s15_integrated_harness/code.py	891	def _handle_termination_signal(signum, _frame):	CODE
LOW	s15_integrated_harness/code.py	1970	def unseen_tool_result_positions(messages: list) -> set[tuple[int, int]]:	CODE
LOW	s15_integrated_harness/code.py	2313	def collect_background_results() -> list[str]:	CODE
LOW	s15_integrated_harness/code.py	3082	def inject_background_notifications(messages: list):	CODE
LOW	…b/src/components/visualizations/s12-cron-scheduler.tsx	113	export default function CronSchedulerVisualization({ title }: { title?: string }) {	CODE
LOW	…c/components/visualizations/s15-integrated-harness.tsx	276	export default function ComprehensiveVisualization({ title }: { title?: string }) {	CODE
LOW	s12_cron_scheduler/code.py	183	def contains_destructive_command(command: str) -> bool:	CODE
LOW	s12_cron_scheduler/code.py	695	def print_latest_assistant_text(messages: list):	CODE
LOW	tests/test_task_system.py	95	def test_dependencies_gate_claim_and_completion_checks_owner() -> None:	CODE
LOW	tests/test_task_system.py	115	def test_dependencies_are_added_after_create_returns_runtime_ids() -> None:	CODE
LOW	tests/test_task_system.py	150	def test_invalid_and_missing_task_ids_become_tool_results() -> None:	CODE
LOW	tests/test_task_system.py	163	def test_create_retries_instead_of_overwriting_an_existing_id(	CODE
LOW	tests/test_task_system.py	179	def test_update_rejects_invalid_graph_changes_without_partial_mutation() -> None:	CODE
LOW	tests/test_task_system.py	199	def test_update_is_idempotent_and_rejects_cycles_or_started_tasks() -> None:	CODE
LOW	tests/test_task_system.py	224	def test_task_store_rejects_a_symlink_outside_the_workspace() -> None:	CODE
LOW	tests/test_agents_smoke.py	18	def test_agent_scripts_compile(agent_path: Path) -> None:	CODE
LOW	tests/test_s06_subagent.py	83	def test_subagent_starts_with_fresh_messages_and_returns_final_text():	CODE
LOW	tests/test_s06_subagent.py	116	def test_subagent_file_tools_keep_the_kernel_permission_boundary():	CODE
LOW	tests/test_skill_loading.py	67	def test_catalog_stays_small_and_load_skill_returns_the_full_file() -> None:	CODE
LOW	tests/test_skill_loading.py	137	def test_skill_frontmatter_requires_standalone_delimiters() -> None:	STRING
LOW	tests/test_skill_loading.py	158	def test_skill_frontmatter_falls_back_for_invalid_or_empty_metadata() -> None:	STRING
LOW	tests/test_chapter_readmes.py	9	def test_every_chapter_uses_english_as_the_default_readme() -> None:	CODE
LOW	tests/test_chapter_readmes.py	19	def test_every_chapter_has_the_same_language_navigation() -> None:	CODE
LOW	tests/test_compaction_tool_pairs.py	119	def assert_no_orphan_tool_results(testcase, messages):	CODE
LOW	tests/test_compaction_tool_pairs.py	143	def test_prepare_preserves_consumed_results_below_pressure_limit(self):	CODE
LOW	tests/test_compaction_tool_pairs.py	174	def test_prepare_persists_oversized_unseen_result_before_summary(self):	CODE
LOW	tests/test_compaction_tool_pairs.py	203	def test_micro_compact_does_not_trust_paths_inside_tool_output(self):	CODE
LOW	tests/test_compaction_tool_pairs.py	233	def test_micro_compact_keeps_unseen_tool_result_batch(self):	CODE
LOW	tests/test_compaction_tool_pairs.py	268	def test_micro_compact_releases_batch_after_model_consumes_it(self):	CODE
LOW	tests/test_compaction_tool_pairs.py	290	def test_snip_compact_keeps_head_tool_pair(self):	CODE
LOW	tests/test_compaction_tool_pairs.py	319	def test_snip_compact_archives_the_complete_history(self):	CODE
LOW	tests/test_compaction_tool_pairs.py	342	def test_snip_compact_keeps_tail_tool_pair(self):	CODE
LOW	tests/test_compaction_tool_pairs.py	364	def test_reactive_compact_keeps_tail_tool_pair(self):	CODE
LOW	tests/test_compaction_tool_pairs.py	387	def test_reactive_compact_summarizes_only_old_history(self):	CODE
LOW	tests/test_compaction_tool_pairs.py	419	def test_reactive_compact_summary_excludes_tail_pair_pulled_in(self):	CODE
LOW	tests/test_s08_context_compact.py	29	def test_glob_double_star_matches_files_at_any_depth(tmp_path, monkeypatch):	CODE
LOW	tests/test_s08_context_compact.py	42	def test_prepare_preserves_tool_results_while_context_is_within_limit(	CODE
LOW	tests/test_s08_context_compact.py	75	def test_prepare_micro_compacts_tool_results_after_context_exceeds_limit(	CODE
LOW	tests/test_s08_context_compact.py	115	def test_prepare_persists_oversized_unseen_result_before_full_compact(	CODE
LOW	tests/test_cron_scheduler.py	84	def test_import_does_not_start_runtime_threads():	CODE
LOW	tests/test_cron_scheduler.py	96	def test_cron_validation_and_matching():	CODE
LOW	tests/test_cron_scheduler.py	108	def test_schedule_retries_id_collisions_and_rolls_back_failed_persistence(	CODE
LOW	tests/test_cron_scheduler.py	131	def test_failed_model_call_restores_delivery_without_duplicate_message():	CODE
LOW	tests/test_cron_scheduler.py	157	def test_scheduled_turn_never_reads_interactive_permission_input():	CODE
LOW	tests/test_cron_scheduler.py	178	def test_corrupt_durable_store_reports_an_error(capsys: pytest.CaptureFixture[str]):	CODE
LOW	tests/test_permission_command_words.py	114	def test_permission_command_words_cover_position_case_and_boundaries(	CODE
LOW	tests/test_workflow_goal_lessons.py	29	def acquire_workflow_lock_in_child(	CODE
LOW	tests/test_workflow_goal_lessons.py	53	def test_workflow_runtime_resumes_from_journal(tmp_path: Path) -> None:	CODE
132 more matches not shown…

Cross-File Repetition9 hits · 45 pts

Severity	File	Snippet	Context
HIGH	s13_agent_teams/code.py	return whether task_id transitively depends on target_id.	STRING
HIGH	s15_integrated_harness/code.py	return whether task_id transitively depends on target_id.	STRING
HIGH	s10_task_system/code.py	return whether task_id transitively depends on target_id.	STRING
HIGH	docs/ja/s05-skill-loading.md	you are a coding agent at {workdir}. skills available: {skill_loader.get_descriptions()}	STRING
HIGH	docs/zh/s05-skill-loading.md	you are a coding agent at {workdir}. skills available: {skill_loader.get_descriptions()}	STRING
HIGH	docs/en/s05-skill-loading.md	you are a coding agent at {workdir}. skills available: {skill_loader.get_descriptions()}	STRING
HIGH	s04_hooks/README.zh.md	inject current working directory info into every prompt.	STRING
HIGH	s04_hooks/README.md	inject current working directory info into every prompt.	STRING
HIGH	s04_hooks/README.ja.md	inject current working directory info into every prompt.	STRING

Deep Nesting56 hits · 42 pts

Severity	File	Line	Context
LOW	s13_agent_teams/code.py	133	CODE
LOW	s17_goal_loop/code.py	123	CODE
LOW	s17_goal_loop/code.py	675	CODE
LOW	s15_integrated_harness/code.py	217	CODE
LOW	s15_integrated_harness/code.py	1344	CODE
LOW	s15_integrated_harness/code.py	2207	CODE
LOW	s15_integrated_harness/code.py	2455	CODE
LOW	s15_integrated_harness/code.py	2509	CODE
LOW	s15_integrated_harness/code.py	3102	CODE
LOW	s15_integrated_harness/code.py	1413	CODE
LOW	s12_cron_scheduler/code.py	385	CODE
LOW	s12_cron_scheduler/code.py	490	CODE
LOW	s12_cron_scheduler/code.py	511	CODE
LOW	s12_cron_scheduler/code.py	695	CODE
LOW	tests/test_readline_prompts.py	52	CODE
LOW	tests/test_agent_teams_runtime.py	150	CODE
LOW	tests/test_agent_teams_runtime.py	251	CODE
LOW	tests/test_agent_teams_runtime.py	300	CODE
LOW	tests/test_agent_teams_runtime.py	393	CODE
LOW	tests/test_agent_teams_runtime.py	445	CODE
LOW	tests/test_agent_teams_runtime.py	493	CODE
LOW	tests/test_agent_teams_runtime.py	529	CODE
LOW	tests/test_agent_teams_runtime.py	561	CODE
LOW	tests/test_agent_teams_runtime.py	620	CODE
LOW	tests/test_agent_teams_runtime.py	688	CODE
LOW	tests/test_agent_teams_runtime.py	713	CODE
LOW	tests/test_agent_teams_runtime.py	895	CODE
LOW	tests/test_agent_teams_runtime.py	1087	CODE
LOW	tests/test_agent_teams_runtime.py	1142	CODE
LOW	tests/test_agent_teams_runtime.py	1646	CODE
LOW	tests/test_agent_teams_runtime.py	1682	CODE
LOW	tests/test_agent_teams_runtime.py	1748	CODE
LOW	tests/test_agent_teams_runtime.py	1783	CODE
LOW	tests/test_agent_teams_runtime.py	1887	CODE
LOW	agents/s_full.py	236	CODE
LOW	agents/s_full.py	699	CODE
LOW	agents/s_full.py	206	CODE
LOW	agents/s_full.py	293	CODE
LOW	agents/s_full.py	447	CODE
LOW	agents/s03_todo_write.py	170	CODE
LOW	agents/s06_context_compact.py	75	CODE
LOW	agents/s06_context_compact.py	211	CODE
LOW	agents/s08_background_tasks.py	224	CODE
LOW	agents/s04_subagent.py	152	CODE
LOW	agents/s07_task_system.py	210	CODE
LOW	agents/s09_agent_teams.py	352	CODE
LOW	agents/s05_skill_loading.py	194	CODE
LOW	agents/s10_team_protocols.py	433	CODE
LOW	agents/s10_team_protocols.py	183	CODE
LOW	agents/s11_autonomous_agents.py	525	CODE
LOW	agents/s11_autonomous_agents.py	221	CODE
LOW	agents/s12_worktree_task_isolation.py	735	CODE
LOW	s09_memory/code.py	280	CODE
LOW	s09_memory/code.py	450	CODE
LOW	s16_workflow_runtime/code.py	156	CODE
LOW	s16_workflow_runtime/code.py	325	CODE

Decorative Section Separators14 hits · 32 pts

Severity	File	Line	Snippet	Context
MEDIUM	skills/agent-builder/references/subagent-pattern.py	14	# =============================================================================	COMMENT
MEDIUM	skills/agent-builder/references/subagent-pattern.py	16	# =============================================================================	COMMENT
MEDIUM	skills/agent-builder/references/subagent-pattern.py	74	# =============================================================================	COMMENT
MEDIUM	skills/agent-builder/references/subagent-pattern.py	76	# =============================================================================	COMMENT
MEDIUM⚡	skills/agent-builder/references/subagent-pattern.py	115	# =============================================================================	STRING
MEDIUM⚡	skills/agent-builder/references/subagent-pattern.py	117	# =============================================================================	STRING
MEDIUM	skills/agent-builder/references/subagent-pattern.py	219	# =============================================================================	COMMENT
MEDIUM	skills/agent-builder/references/subagent-pattern.py	221	# =============================================================================	COMMENT
MEDIUM	skills/agent-builder/references/tool-templates.py	15	# =============================================================================	COMMENT
MEDIUM	skills/agent-builder/references/tool-templates.py	17	# =============================================================================	COMMENT
MEDIUM	skills/agent-builder/references/tool-templates.py	137	# =============================================================================	STRING
MEDIUM	skills/agent-builder/references/tool-templates.py	139	# =============================================================================	STRING
MEDIUM⚡	skills/agent-builder/references/tool-templates.py	249	# =============================================================================	STRING
MEDIUM⚡	skills/agent-builder/references/tool-templates.py	251	# =============================================================================	STRING

Structural Annotation Overuse11 hits · 22 pts

Severity	File	Line	Snippet	Context
LOW⚡	web/src/components/visualizations/s03-todo-write.tsx	19	// Step 0: all pending	COMMENT
LOW⚡	web/src/components/visualizations/s03-todo-write.tsx	26	// Step 1: still all pending (idle round 1)	COMMENT
LOW⚡	web/src/components/visualizations/s03-todo-write.tsx	33	// Step 2: still all pending (idle round 2)	COMMENT
LOW⚡	web/src/components/visualizations/s03-todo-write.tsx	40	// Step 3: NAG fires, task 1 moves to in_progress	COMMENT
LOW⚡	web/src/components/visualizations/s03-todo-write.tsx	47	// Step 4: task 1 done	COMMENT
LOW⚡	web/src/components/visualizations/s03-todo-write.tsx	54	// Step 5: task 2 self-directed to in_progress	COMMENT
LOW⚡	web/src/components/visualizations/s03-todo-write.tsx	61	// Step 6: tasks 2,3 done, task 4 in_progress	COMMENT
LOW	s08_context_compact/README.md	48	## Step 1: tool_result_budget	COMMENT
LOW	s08_context_compact/README.md	89	## Step 2: snip_compact	COMMENT
LOW	s08_context_compact/README.md	118	## Step 3: micro_compact	COMMENT
LOW	s08_context_compact/README.md	145	## Step 4: compact_history	COMMENT

Verbosity Indicators7 hits · 16 pts

Severity	File	Line	Snippet	Context
LOW⚡	web/src/components/visualizations/s03-todo-write.tsx	19	// Step 0: all pending	COMMENT
LOW⚡	web/src/components/visualizations/s03-todo-write.tsx	26	// Step 1: still all pending (idle round 1)	COMMENT
LOW⚡	web/src/components/visualizations/s03-todo-write.tsx	33	// Step 2: still all pending (idle round 2)	COMMENT
LOW⚡	web/src/components/visualizations/s03-todo-write.tsx	40	// Step 3: NAG fires, task 1 moves to in_progress	COMMENT
LOW⚡	web/src/components/visualizations/s03-todo-write.tsx	47	// Step 4: task 1 done	COMMENT
LOW⚡	web/src/components/visualizations/s03-todo-write.tsx	54	// Step 5: task 2 self-directed to in_progress	COMMENT
LOW⚡	web/src/components/visualizations/s03-todo-write.tsx	61	// Step 6: tasks 2,3 done, task 4 in_progress	COMMENT

Cross-Language Confusion2 hits · 10 pts

Severity	File	Line	Snippet	Context
HIGH	tests/test_permission_command_words.py	97	("echo ready && del file.txt", True),	CODE
HIGH	tests/test_permission_command_words.py	98	("echo ready \|\| RM file.txt", True),	CODE

AI Slop Vocabulary2 hits · 6 pts

Severity	File	Line	Snippet	Context
MEDIUM	agents/s08_background_tasks.py	2	# Harness: background execution -- the model thinks while the harness waits.	COMMENT
MEDIUM	agents/__init__.py	3	# The model is the agent. These files are the harness.	COMMENT

Unused Imports5 hits · 5 pts

Severity	File	Line	Context
LOW	s17_goal_loop/code.py	28	CODE
LOW	tests/test_agents_smoke.py	1	CODE
LOW	tests/test_workflow_goal_lessons.py	1	CODE
LOW	tests/test_goal_loop.py	1	CODE
LOW	tests/test_web_scenarios.py	1	CODE

Magic Placeholder Names1 hit · 5 pts

Severity	File	Line	Snippet	Context
HIGH	skills/mcp-builder/SKILL.md	155	params={"key": "YOUR_API_KEY", "q": city}	CODE

Fake / Example Data3 hits · 3 pts

Severity	File	Line	Snippet	Context
LOW	web/src/data/execution-flows.ts	59	{ id: "placeholder", label: "Return Placeholder", type: "process", x: 70, y: 450 },	CODE
LOW	web/src/data/execution-flows.ts	73	{ from: "spawn", to: "placeholder" },	CODE
LOW	web/src/data/execution-flows.ts	76	{ from: "placeholder", to: "append" },	CODE

Modern AI Meta-Vocabulary1 hit · 3 pts

Severity	File	Line	Snippet	Context
MEDIUM	s16_workflow_runtime/README.ja.md	1	# s16: Workflow Runtime — モデルが単一 step を決め、script が orchestration を決める	COMMENT

Redundant / Tautological Comments1 hit · 2 pts

Severity	File	Line	Snippet	Context
LOW	skills/agent-builder/references/subagent-pattern.py	177	# Check if done	COMMENT

Over-Commented Block1 hit · 1 pts

Severity	File	Line	Snippet	Context
LOW	agents/__init__.py	1	# agents/ - Harness implementations (s01-s12) + full reference (s_full)	COMMENT

Overly Generic Function Names1 hit · 1 pts

Severity	File	Line	Snippet	Context
LOW⚡	skills/agent-builder/references/subagent-pattern.py	119	def run_task(description: str, prompt: str, agent_type: str,	STRING

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