opensquilla/opensquilla

20.7

Adjusted Score

20.7

Raw Score

100%

Time Factor

2026-08-28

Last Push

6.8K

Stars

Python

Language

1.8M

Lines of Code

4.1K

Files

34.6K

Pattern Hits

2026-08-29

Scan Date

0.10

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 15HIGH 411MEDIUM 1997LOW 32202

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 34625 distinct pattern matches across 24 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 Identifiers25015 hits · 21772 pts

Severity	File	Line	Snippet	Context
LOW	tests/test_memory_vector_normalization.py	147	async def test_normalization_meta_still_rebuilds_missing_vec_table(tmp_path: Path) -> None:	CODE
LOW	tests/test_provider_request_proof.py	25	def _rollback_default_safety_levers(monkeypatch: pytest.MonkeyPatch) -> None:	CODE
LOW	tests/test_provider_request_proof.py	42	def test_provider_request_proof_allows_payload_within_budget() -> None:	CODE
LOW	tests/test_provider_request_proof.py	62	def test_provider_request_proof_blocks_oversized_payload() -> None:	CODE
LOW	tests/test_provider_request_proof.py	75	def test_provider_request_projection_reports_overflow_without_raising() -> None:	CODE
LOW	tests/test_provider_request_proof.py	88	def test_final_request_projection_includes_media_and_message_admission() -> None:	CODE
LOW	tests/test_provider_request_proof.py	126	def test_final_request_projection_marks_known_message_limit_overflow() -> None:	CODE
LOW	tests/test_provider_request_proof.py	146	def test_duck_typed_final_request_projection_missing_or_invalid_is_none() -> None:	CODE
LOW	tests/test_provider_request_proof.py	167	def test_provider_request_proof_checks_serialized_tokens_as_well_as_chars(	CODE
LOW	tests/test_provider_request_proof.py	197	def test_provider_request_proof_adds_media_reserve_to_serialized_text_tokens() -> None:	CODE
LOW	tests/test_provider_request_proof.py	225	def test_provider_request_proof_uses_effective_budget_headroom() -> None:	CODE
LOW	tests/test_provider_request_proof.py	245	def test_provider_request_proof_excludes_native_image_payload_from_text_budget() -> None:	CODE
LOW	tests/test_provider_request_proof.py	314	def test_provider_request_proof_reserves_nonzero_budget_for_small_image() -> None:	CODE
LOW	tests/test_provider_request_proof.py	342	def test_provider_request_proof_blocks_media_only_request_when_reserve_exceeds_budget() -> None:	CODE
LOW	tests/test_provider_request_proof.py	372	def test_provider_request_proof_uses_larger_reserve_for_pdf_than_image() -> None:	CODE
LOW	tests/test_provider_request_proof.py	424	def test_provider_request_proof_still_blocks_large_text_next_to_native_media() -> None:	CODE
LOW	tests/test_provider_request_proof.py	456	def test_provider_request_proof_compacts_tool_payload_once() -> None:	CODE
LOW	tests/test_provider_request_proof.py	477	def test_logical_unresolved_tool_result_stays_raw_after_wire_projection(	CODE
LOW	tests/test_provider_request_proof.py	540	def test_adapter_projection_keeps_unresolved_protection_out_of_band(	CODE
LOW	tests/test_provider_request_proof.py	584	def test_provider_request_proof_blocks_after_all_reduction_tiers_fail() -> None:	CODE
LOW	tests/test_provider_request_proof.py	599	def test_provider_request_proof_compacts_large_tool_args_preserving_protocol() -> None:	CODE
LOW	tests/test_provider_request_proof.py	657	def test_provider_request_proof_preserves_aggregate_tool_call_protocol() -> None:	CODE
LOW	tests/test_provider_request_proof.py	726	def test_provider_request_proof_compacts_leaked_tool_argument_projections() -> None:	CODE
LOW	tests/test_provider_request_proof.py	790	def test_provider_request_proof_compacts_leaked_provider_compacted_tool_arguments() -> None:	CODE
LOW	tests/test_provider_request_proof.py	836	def test_provider_request_proof_compacts_string_provider_context_markers() -> None:	CODE
LOW	tests/test_provider_request_proof.py	884	def test_provider_request_proof_compacts_leaked_tool_input_projections() -> None:	CODE
LOW	tests/test_provider_request_proof.py	939	def test_provider_request_proof_compacts_assistant_reasoning_content() -> None:	CODE
LOW	tests/test_provider_request_proof.py	966	def test_provider_request_proof_compacts_segmented_assistant_text_tail() -> None:	CODE
LOW	tests/test_provider_request_proof.py	996	def test_provider_request_proof_reports_recent_tail_after_tail_compaction_fails() -> None:	CODE
LOW	tests/test_provider_request_proof.py	1020	def test_provider_request_proof_emergency_compacts_many_current_turn_tool_results() -> None:	CODE
LOW	tests/test_provider_request_proof.py	1047	def test_provider_request_proof_hard_caps_many_tool_results_after_emergency_compaction() -> None:	CODE
LOW	tests/test_provider_request_proof.py	1100	def test_provider_request_proof_hard_cap_compacts_leaked_tool_arguments() -> None:	CODE
LOW	tests/test_provider_request_proof.py	1195	def test_provider_request_proof_emergency_compacts_oversized_request_context() -> None:	CODE
LOW	tests/test_provider_request_proof.py	1225	def test_provider_request_proof_emergency_compacts_old_user_tail_but_keeps_latest_user() -> None:	CODE
LOW	tests/test_provider_request_proof.py	1250	def test_active_user_anchor_wins_over_later_synthetic_user_message() -> None:	CODE
LOW	tests/test_provider_request_proof.py	1275	def test_active_user_inference_ignores_ensemble_aggregator_bundle() -> None:	CODE
LOW	tests/test_provider_request_proof.py	1294	def test_provider_proof_reports_explicit_active_user_anchor() -> None:	CODE
LOW	tests/test_provider_request_proof.py	1306	def test_provider_request_proof_rejects_instead_of_rewriting_oversized_latest_user() -> None:	CODE
LOW	tests/test_provider_request_proof.py	1330	def test_provider_request_proof_does_not_exclude_nested_tool_argument_images() -> None:	CODE
LOW	tests/test_provider_request_proof.py	1364	def test_provider_request_proof_final_hard_cap_preserves_critical_tool_result() -> None:	CODE
LOW	tests/test_memory_checkpoint.py	44	def test_checkpoint_event_serializes_required_fields() -> None:	CODE
LOW	tests/test_memory_checkpoint.py	75	def test_checkpoint_hash_is_stable_for_normalized_content() -> None:	CODE
LOW	tests/test_memory_checkpoint.py	83	def test_build_checkpoint_events_preserves_content_and_reasoning_content() -> None:	CODE
LOW	tests/test_memory_checkpoint.py	107	def test_build_checkpoint_events_serializes_provider_content_blocks_as_json() -> None:	CODE
LOW	tests/test_memory_checkpoint.py	126	async def test_append_checkpoint_events_writes_jsonl_once(tmp_path):	CODE
LOW	tests/test_memory_checkpoint.py	146	def test_append_checkpoint_events_rejects_mixed_turn_batches(tmp_path, event):	CODE
LOW	tests/test_memory_checkpoint.py	151	def test_append_checkpoint_events_cleans_temp_file_when_write_fails(	CODE
LOW	tests/test_memory_checkpoint.py	178	def test_checkpoint_relative_path_is_sidecar_only() -> None:	CODE
LOW	tests/test_memory_checkpoint.py	201	def test_checkpoint_relative_path_sanitizes_unsafe_session_components(	CODE
LOW	tests/test_memory_dream_paths.py	64	async def test_dream_uses_workspace_root_memory_md_for_curated_memory(tmp_path):	CODE
LOW	tests/test_memory_dream_paths.py	87	async def test_dream_reports_apply_error_when_cursor_cleanup_fails(tmp_path, monkeypatch):	CODE
LOW	tests/test_skills_hub_installer_security.py	38	def test_legacy_quarantine_argument_does_not_fork_transaction_journal(	CODE
LOW	tests/test_skills_hub_installer_security.py	54	async def test_install_blocks_path_traversal(tmp_path: Path) -> None:	CODE
LOW	tests/test_skills_hub_installer_security.py	79	async def test_install_preserves_binary_files(tmp_path: Path) -> None:	CODE
LOW	tests/test_skills_hub_installer_security.py	101	async def test_binary_sidecar_marks_scan_warning(tmp_path: Path) -> None:	CODE
LOW	tests/test_skills_hub_installer_security.py	133	async def test_dangerous_text_sidecar_blocks_install(tmp_path: Path) -> None:	CODE
LOW	tests/test_skills_hub_installer_security.py	157	async def test_uninstall_does_not_delete_lockfile_path_outside_managed(	CODE
LOW	tests/test_skills_hub_installer_security.py	185	async def test_lockfile_records_scan_and_provenance(tmp_path: Path) -> None:	CODE
LOW	tests/test_skills_hub_installer_security.py	218	async def test_lockfile_records_source_trust_and_scan_strategy(tmp_path: Path) -> None:	CODE
LOW	tests/test_provider_openai_prompt_cache.py	67	def test_provider_strips_trailing_paste_punctuation_from_api_key(monkeypatch) -> None:	CODE
24955 more matches not shown…

Decorative Section Separators1738 hits · 6269 pts

Severity	File	Line	Snippet	Context
MEDIUM⚡	tests/test_provider_openai_codex.py	37	# ---------------------------------------------------------------------------	COMMENT
MEDIUM⚡	tests/test_provider_openai_codex.py	39	# ---------------------------------------------------------------------------	COMMENT
MEDIUM⚡	tests/test_provider_openai_codex.py	228	# ---------------------------------------------------------------------------	COMMENT
MEDIUM⚡	tests/test_provider_openai_codex.py	230	# ---------------------------------------------------------------------------	COMMENT
MEDIUM⚡	tests/test_provider_openai_codex.py	287	# ---------------------------------------------------------------------------	COMMENT
MEDIUM⚡	tests/test_provider_openai_codex.py	289	# ---------------------------------------------------------------------------	COMMENT
MEDIUM⚡	tests/test_provider_openai_codex.py	858	# ---------------------------------------------------------------------------	COMMENT
MEDIUM⚡	tests/test_provider_openai_codex.py	860	# ---------------------------------------------------------------------------	COMMENT
MEDIUM	tests/test_provider_openai_compat_payloads.py	6108	# ---------------------------------------------------------------------------	COMMENT
MEDIUM	tests/test_provider_openai_compat_payloads.py	6110	# ---------------------------------------------------------------------------	COMMENT
MEDIUM⚡	tests/test_provider_stream_contract.py	121	# ---------------------------------------------------------------------------	COMMENT
MEDIUM⚡	tests/test_provider_stream_contract.py	123	# ---------------------------------------------------------------------------	COMMENT
MEDIUM	tests/test_provider_stream_contract.py	390	# ---------------------------------------------------------------------------	COMMENT
MEDIUM	tests/test_provider_stream_contract.py	392	# ---------------------------------------------------------------------------	COMMENT
MEDIUM	tests/test_provider_stream_contract.py	438	# ---------------------------------------------------------------------------	COMMENT
MEDIUM	tests/test_provider_stream_contract.py	440	# ---------------------------------------------------------------------------	COMMENT
MEDIUM	tests/test_provider_stream_contract.py	539	# ---------------------------------------------------------------------------	COMMENT
MEDIUM	tests/test_provider_stream_contract.py	541	# ---------------------------------------------------------------------------	COMMENT
MEDIUM⚡	tests/test_provider_attachments.py	38	# ---------------------------------------------------------------------------	COMMENT
MEDIUM⚡	tests/test_provider_attachments.py	40	# ---------------------------------------------------------------------------	COMMENT
MEDIUM⚡	tests/test_provider_attachments.py	76	# ---------------------------------------------------------------------------	COMMENT
MEDIUM⚡	tests/test_provider_attachments.py	80	# ---------------------------------------------------------------------------	COMMENT
MEDIUM⚡	tests/test_provider_attachments.py	114	# ---------------------------------------------------------------------------	COMMENT
MEDIUM⚡	tests/test_provider_attachments.py	118	# ---------------------------------------------------------------------------	COMMENT
MEDIUM⚡	tests/test_provider_attachments.py	135	# ---------------------------------------------------------------------------	COMMENT
MEDIUM⚡	tests/test_provider_attachments.py	141	# ---------------------------------------------------------------------------	COMMENT
MEDIUM	tests/test_provider_attachments.py	176	# ---------------------------------------------------------------------------	COMMENT
MEDIUM	tests/test_provider_attachments.py	179	# ---------------------------------------------------------------------------	COMMENT
MEDIUM⚡	tests/test_gateway_config_legacy.py	92	# ---------------------------------------------------------------------------	COMMENT
MEDIUM⚡	tests/test_gateway_config_legacy.py	94	# ---------------------------------------------------------------------------	COMMENT
MEDIUM⚡	tests/test_gateway_config_legacy.py	320	# ---------------------------------------------------------------------------	COMMENT
MEDIUM⚡	tests/test_gateway_config_legacy.py	322	# ---------------------------------------------------------------------------	COMMENT
MEDIUM⚡	tests/test_gateway_config_legacy.py	354	# ---------------------------------------------------------------------------	COMMENT
MEDIUM⚡	tests/test_gateway_config_legacy.py	356	# ---------------------------------------------------------------------------	COMMENT
MEDIUM⚡	tests/test_gateway_config_legacy.py	525	# ---------------------------------------------------------------------------	COMMENT
MEDIUM⚡	tests/test_gateway_config_legacy.py	527	# ---------------------------------------------------------------------------	COMMENT
MEDIUM	tests/test_gateway_config_legacy.py	24	# ---------------------------------------------------------------------------	COMMENT
MEDIUM	tests/test_gateway_config_legacy.py	26	# ---------------------------------------------------------------------------	COMMENT
MEDIUM⚡	tests/test_provider_selector.py	878	# ---------------------------------------------------------------------------	COMMENT
MEDIUM⚡	tests/test_provider_selector.py	880	# ---------------------------------------------------------------------------	COMMENT
MEDIUM⚡	tests/test_gateway_config_default_provider.py	28	# ---------------------------------------------------------------------------	COMMENT
MEDIUM⚡	tests/test_gateway_config_default_provider.py	30	# ---------------------------------------------------------------------------	COMMENT
MEDIUM⚡	tests/test_gateway_config_default_provider.py	172	# ---------------------------------------------------------------------------	COMMENT
MEDIUM⚡	tests/test_gateway_config_default_provider.py	174	# ---------------------------------------------------------------------------	COMMENT
MEDIUM⚡	tests/test_gateway_config_default_provider.py	225	# ---------------------------------------------------------------------------	COMMENT
MEDIUM⚡	tests/test_gateway_config_default_provider.py	227	# ---------------------------------------------------------------------------	COMMENT
MEDIUM⚡	tests/test_thinking_level_propagation.py	415	# ---------------------------------------------------------------------------	COMMENT
MEDIUM⚡	tests/test_thinking_level_propagation.py	417	# ---------------------------------------------------------------------------	COMMENT
MEDIUM	tests/test_thinking_level_propagation.py	221	# ---------------------------------------------------------------------------	COMMENT
MEDIUM	tests/test_thinking_level_propagation.py	223	# ---------------------------------------------------------------------------	COMMENT
MEDIUM⚡	tests/test_thinking_level_propagation.py	21	# ---------------------------------------------------------------------------	STRING
MEDIUM⚡	tests/test_thinking_level_propagation.py	23	# ---------------------------------------------------------------------------	STRING
MEDIUM⚡	tests/test_thinking_level_propagation.py	189	# ---------------------------------------------------------------------------	STRING
MEDIUM⚡	tests/test_thinking_level_propagation.py	191	# ---------------------------------------------------------------------------	STRING
MEDIUM	tests/test_thinking_level_propagation.py	62	# ---------------------------------------------------------------------------	STRING
MEDIUM	tests/test_thinking_level_propagation.py	64	# ---------------------------------------------------------------------------	STRING
MEDIUM	tests/test_thinking_level_propagation.py	120	# ---------------------------------------------------------------------------	STRING
MEDIUM	tests/test_thinking_level_propagation.py	122	# ---------------------------------------------------------------------------	STRING
MEDIUM⚡	tests/test_provider_models_dev.py	68	# ---------------------------------------------------------------------------	COMMENT
MEDIUM⚡	tests/test_provider_models_dev.py	71	# ---------------------------------------------------------------------------	COMMENT
1678 more matches not shown…

Unused Imports3497 hits · 3096 pts

Severity	File	Line	Context
LOW	hatch_build.py	3	CODE
LOW	tests/test_memory_vector_normalization.py	1	CODE
LOW	tests/test_provider_request_proof.py	1	CODE
LOW	tests/test_memory_dream_paths.py	1	CODE
LOW	tests/test_skills_hub_installer_security.py	1	CODE
LOW	tests/test_provider_openai_prompt_cache.py	1	CODE
LOW	tests/test_skills_hub_github.py	1	CODE
LOW	tests/test_skills_hub_router.py	1	CODE
LOW	tests/test_provider_reasoning_stream.py	11	CODE
LOW	tests/test_provider_metadata.py	1	CODE
LOW	tests/test_paths_media_root.py	1	CODE
LOW	tests/test_skills_provenance_contract.py	1	CODE
LOW	tests/test_router_self_learning.py	8	CODE
LOW	tests/conftest.py	1	CODE
LOW	tests/test_skills_loader_namespaces.py	3	CODE
LOW	tests/test_execution_status_contract.py	1	CODE
LOW	tests/test_release_oss_mirror_workflow.py	1	CODE
LOW	tests/test_provider_compat_policy.py	9	CODE
LOW	tests/test_memory_retention.py	1	CODE
LOW	tests/test_provider_openai_codex.py	3	CODE
LOW	tests/test_provider_tool_stream_accumulator.py	7	CODE
LOW	tests/test_provider_openai_compat_payloads.py	1	CODE
LOW	tests/test_skills_bundled_baseline.py	1	CODE
LOW	tests/test_root_start_scripts.py	1	CODE
LOW	tests/test_skills_tree.py	3	CODE
LOW	tests/test_live_provider_profile_gateway_e2e.py	1	CODE
LOW	tests/test_compose_yaml_shape.py	1	CODE
LOW	tests/test_router_self_learning_training.py	3	CODE
LOW	tests/test_memory_sync_manager_architecture.py	1	CODE
LOW	tests/test_provider_text_tool_normalization.py	9	CODE
LOW	tests/test_bundled_voice_skills.py	3	CODE
LOW	tests/test_model_strategy_settings_contract.py	1	CODE
LOW	tests/test_router_self_learning_feedback_align.py	7	CODE
LOW	tests/test_skills_community_copy_contract.py	1	CODE
LOW	tests/test_long_task_fault_proxy.py	1	CODE
LOW	tests/test_skill_docx.py	3	CODE
LOW	tests/test_memory_flush.py	1	CODE
LOW	tests/test_github_issue_link_sync.py	1	CODE
LOW	tests/test_live_tokenrhythm_billing_audit.py	1	CODE
LOW	tests/test_skills_hub_doctor.py	1	CODE
LOW	tests/test_skills_hub_source.py	1	CODE
LOW	tests/test_live_artifact_prompt_annotations_e2e.py	1	CODE
LOW	tests/test_live_provider_profile_smoke.py	1	CODE
LOW	tests/test_subprocess_encoding.py	8	CODE
LOW	tests/test_memory_dream_factory.py	1	CODE
LOW	tests/test_provider_stream_contract.py	19	CODE
LOW	tests/test_provider_attachments.py	21	CODE
LOW	tests/test_agent_cmd_no_key.py	3	CODE
LOW	tests/test_toolcomp_matcher_levers.py	1	CODE
LOW	tests/test_provider_auxiliary_budget.py	1	CODE
LOW	tests/test_skills_manifest.py	1	CODE
LOW	tests/test_memory_search_defaults.py	1	CODE
LOW	tests/test_memory_embedding_ollama.py	1	CODE
LOW	tests/test_provider_ollama_trace.py	1	CODE
LOW	tests/test_provider_anthropic_sse_nospace.py	13	CODE
LOW	tests/test_memory_manager_embedding_config.py	1	CODE
LOW	tests/test_live_mixed_provider_gateway.py	3	CODE
LOW	tests/test_provider_native_response_guards.py	1	CODE
LOW	tests/test_toolcomp_reducer_semantics.py	1	CODE
LOW	tests/test_skills_third_party_notices.py	1	CODE
3437 more matches not shown…

Cross-Language Confusion336 hits · 1945 pts

Severity	File	Line	Snippet	Context
HIGH	hatch_build.py	56	"`cd opensquilla-webui && npm ci && npm run build`, then retry. "	CODE
HIGH	tests/test_release_oss_mirror_workflow.py	310	"if (( promote_latest_aliases && backed_up_latest_html )); then",	CODE
HIGH	tests/test_provider_openai_compat_payloads.py	3429	command = "cd /workspace/project && cargo test -p mypkg case1"	CODE
HIGH⚡	tests/test_provider_text_tool_normalization.py	3557	emitted = normalizer.push(char)	CODE
HIGH⚡	tests/test_provider_text_tool_normalization.py	3744	emitted = normalizer.push(literal)	CODE
HIGH⚡	tests/test_provider_text_tool_normalization.py	3745	emitted.extend(normalizer.push(_QWEN_CALL))	CODE
HIGH	tests/test_provider_text_tool_normalization.py	288	visible = "".join(normalizer.push(text[:split]))	CODE
HIGH	tests/test_provider_text_tool_normalization.py	289	visible += "".join(normalizer.push(text[split:]))	CODE
HIGH	tests/test_provider_text_tool_normalization.py	308	for emitted in normalizer.push(chunk)	CODE
HIGH⚡	tests/test_toolcomp_matcher_levers.py	40	"cd /tmp/x && git status": "generic/fallback",	CODE
HIGH⚡	tests/test_toolcomp_matcher_levers.py	41	"cd /a && cd b && cargo build": "generic/fallback",	CODE
HIGH⚡	tests/test_toolcomp_matcher_levers.py	42	"cd /a && cd b && git ls-files": "generic/fallback",	CODE
HIGH⚡	tests/test_toolcomp_matcher_levers.py	45	"pushd /tmp/x && git ls-files": "generic/fallback",	CODE
HIGH⚡	tests/test_toolcomp_matcher_levers.py	46	"cd /tmp/x > /dev/null && git status": "generic/fallback",	CODE
HIGH⚡	tests/test_toolcomp_matcher_levers.py	47	"cd /tmp/x \| tee log && git status": "generic/fallback",	CODE
HIGH⚡	tests/test_toolcomp_matcher_levers.py	49	"cd && git status": "generic/fallback",	CODE
HIGH⚡	tests/test_toolcomp_matcher_levers.py	50	"cd\n/tmp/build.sh && git status": "generic/fallback",	CODE
HIGH⚡	tests/test_toolcomp_matcher_levers.py	51	"cd\xa0/a && git status": "generic/fallback",	CODE
HIGH⚡	tests/test_toolcomp_matcher_levers.py	52	"cd /tmp\nmake && make install": "generic/fallback",	CODE
HIGH⚡	tests/test_toolcomp_matcher_levers.py	71	"cd /tmp/x && git status": "generic/fallback",	CODE
HIGH⚡	tests/test_toolcomp_matcher_levers.py	72	"cd /a && cd b && cargo build": "generic/fallback",	CODE
HIGH⚡	tests/test_toolcomp_matcher_levers.py	73	"cd /a && cd b && git ls-files": "generic/fallback",	CODE
HIGH⚡	tests/test_toolcomp_matcher_levers.py	76	"pushd /tmp/x && git ls-files": "generic/fallback",	CODE
HIGH⚡	tests/test_toolcomp_matcher_levers.py	77	"cd /tmp/x > /dev/null && git status": "generic/fallback",	CODE
HIGH⚡	tests/test_toolcomp_matcher_levers.py	78	"cd /tmp/x \| tee log && git status": "generic/fallback",	CODE
HIGH⚡	tests/test_toolcomp_matcher_levers.py	80	"cd && git status": "generic/fallback",	CODE
HIGH⚡	tests/test_toolcomp_matcher_levers.py	81	"cd\n/tmp/build.sh && git status": "generic/fallback",	CODE
HIGH⚡	tests/test_toolcomp_matcher_levers.py	82	"cd\xa0/a && git status": "generic/fallback",	CODE
HIGH⚡	tests/test_toolcomp_matcher_levers.py	83	"cd /tmp\nmake && make install": "generic/fallback",	CODE
HIGH⚡	tests/test_toolcomp_matcher_levers.py	288	"git status && pytest -q",	CODE
HIGH⚡	tests/test_toolcomp_matcher_levers.py	289	"git status \|\| pytest -q",	CODE
HIGH⚡	tests/test_toolcomp_matcher_levers.py	309	'git status "left && right"',	CODE
HIGH⚡	tests/test_toolcomp_matcher_levers.py	321	'cmd /c "cd /d C:\\repo && git status"',	CODE
HIGH⚡	tests/test_toolcomp_matcher_levers.py	322	r"cd /d C:\repo && git status",	CODE
HIGH⚡	tests/test_toolcomp_matcher_levers.py	323	r"cd C:\repo && git status",	CODE
HIGH⚡	tests/test_toolcomp_matcher_levers.py	325	r"pushd C:\repo && git status",	CODE
HIGH⚡	tests/test_toolcomp_matcher_levers.py	341	("cd /tmp/x && git status", "git status"),	CODE
HIGH⚡	tests/test_toolcomp_matcher_levers.py	342	("cd /a && cd b && cargo build", "cargo build"),	CODE
HIGH⚡	tests/test_toolcomp_matcher_levers.py	343	("cd /a && cd b && git ls-files", "git ls-files"),	CODE
HIGH⚡	tests/test_toolcomp_matcher_levers.py	346	("pushd /tmp/x && git ls-files", "git ls-files"),	CODE
HIGH⚡	tests/test_toolcomp_matcher_levers.py	355	"cd /tmp/x > /dev/null && git status",	CODE
HIGH⚡	tests/test_toolcomp_matcher_levers.py	356	"cd /tmp/x \| tee log && git status",	CODE
HIGH⚡	tests/test_toolcomp_matcher_levers.py	358	"cd && git status",	CODE
HIGH⚡	tests/test_toolcomp_matcher_levers.py	369	"cd /tmp/x && git status \| tee status.log",	CODE
HIGH⚡	tests/test_toolcomp_matcher_levers.py	370	"cd /tmp/x && git status > status.txt",	CODE
HIGH⚡	tests/test_toolcomp_matcher_levers.py	371	"cd /tmp/x && git status; pytest -q",	CODE
HIGH⚡	tests/test_toolcomp_matcher_levers.py	372	"cd /tmp/x && git status\npytest -q",	CODE
HIGH⚡	tests/test_toolcomp_matcher_levers.py	373	"cd /tmp/x && git status && pytest -q",	CODE
HIGH⚡	tests/test_toolcomp_matcher_levers.py	374	"cd /tmp/x && git status \|\| pytest -q",	CODE
HIGH⚡	tests/test_toolcomp_matcher_levers.py	374	"cd /tmp/x && git status \|\| pytest -q",	CODE
HIGH⚡	tests/test_toolcomp_matcher_levers.py	375	"cd /tmp/x && git status '",	CODE
HIGH⚡	tests/test_toolcomp_matcher_levers.py	391	"cd\n/tmp/build.sh && git status",	CODE
HIGH⚡	tests/test_toolcomp_matcher_levers.py	392	"cd\xa0/a && git status",	CODE
HIGH⚡	tests/test_toolcomp_matcher_levers.py	393	"cd /tmp\nmake && make install",	CODE
HIGH⚡	tests/test_toolcomp_matcher_levers.py	405	assert _select("cd /tmp/x && git status") == "generic/fallback"	CODE
HIGH⚡	tests/test_toolcomp_matcher_levers.py	412	assert _select("cd /tmp/x && git status") == "git/status"	CODE
HIGH⚡	tests/test_toolcomp_matcher_levers.py	414	assert _select("pushd /tmp/x && git ls-files") == "filesystem/git-ls-files"	CODE
HIGH⚡	tests/test_toolcomp_matcher_levers.py	415	assert _select("cd /tmp/x && git worktree list") == "git/worktree-list"	CODE
HIGH⚡	tests/test_toolcomp_matcher_levers.py	419	assert strip_leading_cd_prefix("cd /tmp/x && git status") == "git status"	CODE
HIGH⚡	tests/test_toolcomp_matcher_levers.py	420	assert strip_leading_cd_prefix("pushd /tmp/x && git status") == "git status"	CODE
276 more matches not shown…

Excessive Try-Catch Wrapping1607 hits · 1495 pts

Severity	File	Line	Snippet	Context
LOW	tests/test_memory_manager_embedding_config.py	96	except Exception:	CODE
MEDIUM	tests/test_model_router_behavior.py	123	def require_runtime_router() -> None:	CODE
LOW	tests/test_model_router_behavior.py	126	except Exception as exc:	CODE
LOW	tests/test_tools/test_sessions_spawn_regressions.py	416	except Exception as exc:	CODE
LOW	tests/test_tools/test_apply_patch_gates.py	45	except Exception as exc: # pragma: no cover - exercised by awaiting callers	CODE
LOW	tests/test_tools/test_dispatch_legacy_coverage.py	134	except Exception:	CODE
LOW	tests/integration/cli/tui_real_terminal/scenarios.py	547	except Exception as exc:	CODE
LOW	…ion/cli/tui_real_terminal/test_packaged_gateway_e2e.py	74	except Exception as exc: # noqa: BLE001 - retained for timeout evidence	CODE
LOW	…nnels/test_contract_invariants_survive_optimization.py	157	except Exception as exc:	CODE
LOW	tests/test_skills/test_meta_router_live.py	168	except Exception as exc: # noqa: BLE001	CODE
LOW	tests/test_skills/test_meta_plan_serde.py	205	except Exception as exc:	CODE
LOW	tests/test_skills/test_meta_plan_serde.py	212	except Exception as exc:	CODE
LOW	tests/test_skills/test_meta_invoke_recursion_guard.py	996	except Exception:	CODE
LOW	tests/test_ci/test_meta_skill_lint.py	133	except Exception: # noqa: BLE001	CODE
LOW	tests/test_engine/test_routing_policy_parity.py	756	except Exception as exc: # noqa: BLE001 - the raised error is part of the contract	CODE
LOW	tests/test_artifact_session/test_candidate_loop.py	1344	except Exception:	CODE
LOW	tests/test_mcp_server/test_protocol_smoke.py	55	except Exception as exc: # noqa: BLE001 - surfaced on timeout.	CODE
LOW	tests/test_session/test_media_atomic_write.py	77	except Exception:	CODE
LOW	tests/test_session/test_media_atomic_write.py	114	except Exception as exc:	CODE
MEDIUM	tests/test_session/test_media_atomic_write.py	74	def __exit__(self, *args):	CODE
LOW⚡	tests/test_provider/test_preset_registry.py	339	except Exception:	CODE
LOW	tests/functional/test_gateway_session_routing_e2e.py	143	except Exception as exc: # noqa: BLE001 - included in timeout evidence.	CODE
LOW	tests/functional/test_gateway_llm_e2e.py	51	except Exception as exc: # noqa: BLE001 - surfaced on timeout.	CODE
LOW	tests/functional/test_gateway_stop_process_tree_e2e.py	317	except Exception as exc: # noqa: BLE001	CODE
LOW	…ts/functional/test_gateway_silent_reply_process_e2e.py	207	except Exception as exc: # noqa: BLE001 - included in timeout evidence	CODE
LOW	tests/functional/test_gateway_compaction_e2e.py	50	except Exception as exc: # noqa: BLE001 - surfaced on timeout.	CODE
LOW	tests/functional/test_webui_browser_e2e.py	75	except Exception as exc: # noqa: BLE001 - included in timeout assertion.	CODE
LOW	desktop/electron/scripts/gateway-entry.py	38	except Exception:	CODE
MEDIUM	desktop/electron/scripts/gateway-entry.py	34	def _run_desktop_ca_probe() -> int:	CODE
LOW	…n/scripts/pyinstaller_runtime_hooks/ensure_ca_trust.py	36	except Exception:	CODE
LOW	…n/scripts/pyinstaller_runtime_hooks/ensure_ca_trust.py	53	except Exception:	CODE
LOW	…n/scripts/pyinstaller_runtime_hooks/ensure_ca_trust.py	61	except Exception:	CODE
MEDIUM	…n/scripts/pyinstaller_runtime_hooks/ensure_ca_trust.py	30	def _certifi_bundle_path() -> Path:	CODE
LOW	scripts/live_provider_profile_smoke.py	343	except Exception as exc: # noqa: BLE001 - smoke reports compact diagnostic	CODE
LOW	scripts/live_provider_profile_smoke.py	393	except Exception as exc: # noqa: BLE001 - smoke reports compact diagnostic	CODE
LOW	scripts/live_provider_profile_smoke.py	436	except Exception as exc: # noqa: BLE001 - smoke reports compact diagnostic	CODE
LOW	scripts/live_provider_profile_smoke.py	492	except Exception as exc: # noqa: BLE001 - smoke reports compact diagnostic	CODE
LOW	scripts/live_provider_thinking_smoke.py	218	except Exception as exc: # noqa: BLE001 - smoke reports compact diagnostics	CODE
LOW	scripts/live_provider_thinking_smoke.py	305	except Exception as exc: # noqa: BLE001 - smoke reports compact diagnostics	CODE
LOW	scripts/live_long_task_case_driver.py	1031	except Exception:	CODE
LOW	scripts/live_long_task_case_driver.py	2039	except Exception:	CODE
LOW	scripts/live_long_task_case_driver.py	2056	except Exception as exc:	CODE
LOW	scripts/live_long_task_case_driver.py	2120	except Exception:	CODE
LOW	scripts/bench_tui_replay.py	296	except Exception as exc: # pragma: no cover - summarized for CLI evidence.	CODE
LOW	scripts/live_mixed_provider_gateway.py	1082	except Exception as exc: # noqa: BLE001 - live harness must keep matrix running	CODE
LOW	scripts/live_mixed_provider_gateway.py	1094	except Exception: # Router decision absence is reported by validation.	CODE
LOW	scripts/live_mixed_provider_gateway.py	1657	except Exception as exc: # noqa: BLE001 - preserve a safe partial verdict	CODE
LOW	scripts/live_router_provider_output_recovery.py	208	except Exception as exc: # noqa: BLE001 - preflight report	CODE
MEDIUM	scripts/live_router_provider_output_recovery.py	202	def _runtime_router_available() -> dict[str, Any]:	CODE
LOW	scripts/live_provider_profile_gateway_e2e.py	1385	except Exception as exc: # noqa: BLE001 - compact E2E diagnostic	CODE
LOW	scripts/live_provider_profile_gateway_e2e.py	1730	except Exception as exc: # noqa: BLE001 - compact, sanitized live diagnostic	CODE
LOW	scripts/live_provider_profile_gateway_e2e.py	2304	except Exception as exc: # noqa: BLE001 - live harness must fail closed	CODE
LOW	scripts/live_provider_profile_gateway_e2e.py	2332	except Exception as exc: # noqa: BLE001 - no traceback or stale report on failure	CODE
LOW	scripts/compare_meta_skill_openclaw.py	1213	except Exception as exc:	CODE
LOW	scripts/compare_meta_skill_openclaw.py	1395	except Exception as exc:	CODE
LOW	scripts/compare_meta_skill_openclaw.py	1696	except Exception:	CODE
LOW	scripts/compare_meta_skill_openclaw.py	1718	except Exception:	CODE
LOW	scripts/compare_meta_skill_openclaw.py	1988	except Exception as exc:	CODE
LOW	scripts/compare_meta_skill_openclaw.py	2028	except Exception as exc:	CODE
LOW	scripts/compare_meta_skill_openclaw.py	2100	except Exception as exc:	CODE
1547 more matches not shown…

Deep Nesting878 hits · 664 pts

Severity	File	Line	Context
LOW	tests/test_skills_provenance_contract.py	14	CODE
LOW	tests/test_live_provider_profile_gateway_e2e.py	1370	CODE
LOW	tests/test_provider_text_tool_normalization.py	385	CODE
LOW	tests/test_provider_text_tool_normalization.py	402	CODE
LOW	tests/test_live_artifact_prompt_annotations_e2e.py	47	CODE
LOW	tests/test_skills_third_party_notices.py	81	CODE
LOW	tests/test_request_proof_levers.py	698	CODE
LOW	tests/test_process_tree.py	468	CODE
LOW	tests/test_artifact_validation.py	85	CODE
LOW	tests/test_git_runtime.py	118	CODE
LOW	tests/test_tools/test_registry_visibility_boundary.py	83	CODE
LOW	tests/test_tools/test_policy_runtime_boundary.py	50	CODE
LOW	tests/test_tools/test_filesystem_mutation_receipts.py	155	CODE
LOW	tests/test_tools/test_dispatch_legacy_coverage.py	96	CODE
LOW	tests/test_tools/test_dispatch_legacy_coverage.py	111	CODE
LOW	tests/test_tools/test_policy_config_boundary.py	48	CODE
LOW	tests/integration/cli/tui_real_terminal/scenarios.py	473	CODE
LOW	…/integration/cli/tui_real_terminal/fake_opentui_app.py	65	CODE
LOW	…ion/cli/tui_real_terminal/test_packaged_gateway_e2e.py	99	CODE
LOW	tests/integration/cli/tui_real_terminal/replay.py	17	CODE
LOW	tests/integration/cli/tui_real_terminal/framebuffer.py	138	CODE
LOW	tests/integration/cli/tui_real_terminal/framebuffer.py	654	CODE
LOW	tests/test_skills/test_managed_toolchains.py	71	CODE
LOW	tests/test_skills/test_managed_toolchains.py	3072	CODE
LOW	tests/test_skills/test_meta_paper_skills.py	62	CODE
LOW	tests/test_skills/test_meta_pre_commit_quality_gate.py	89	CODE
LOW	tests/test_skills/test_meta_pre_commit_quality_gate.py	102	CODE
LOW	tests/test_skills/test_meta_stack_trace_investigator.py	218	CODE
LOW	tests/test_skills/test_meta_stack_trace_investigator.py	320	CODE
LOW	tests/test_skills/test_meta_stack_trace_investigator.py	232	CODE
LOW	tests/test_skills/test_meta_stack_trace_investigator.py	330	CODE
LOW	tests/test_skills/test_meta_codereview_current_diff.py	94	CODE
LOW	tests/test_skills/test_meta_codereview_current_diff.py	107	CODE
LOW	tests/test_skills/test_meta_mvp.py	903	CODE
LOW	tests/test_skills/test_meta_mvp.py	4093	CODE
LOW	…ts/test_skills/test_high_value_meta_skill_contracts.py	548	CODE
LOW	…ts/test_skills/test_high_value_meta_skill_contracts.py	562	CODE
LOW	tests/test_skills/test_meta_diagram_triangulation.py	86	CODE
LOW	tests/test_skills/test_meta_diagram_triangulation.py	133	CODE
LOW	tests/test_skills/test_meta_diagram_triangulation.py	92	CODE
LOW	tests/test_skills/test_meta_diagram_triangulation.py	143	CODE
LOW	tests/test_scripts/test_router_live_script_defaults.py	45	CODE
LOW	tests/test_ci/test_migration_v019.py	60	CODE
LOW	tests/test_ci/test_meta_skill_lint.py	58	CODE
LOW	tests/test_ci/test_ci_attestation.py	615	CODE
LOW	tests/test_ci/test_architecture_import_contracts.py	313	CODE
LOW	tests/test_ci/test_rpc_architecture_contracts.py	233	CODE
LOW	tests/test_ci/test_rpc_architecture_contracts.py	327	CODE
LOW	tests/test_ci/test_rpc_architecture_contracts.py	414	CODE
LOW	tests/test_ci/test_rpc_architecture_contracts.py	469	CODE
LOW	tests/test_engine/test_router_calibration.py	282	CODE
LOW	tests/test_engine/test_tool_result_store_offloop.py	117	CODE
LOW	tests/test_engine/test_tool_result_store_offloop.py	137	CODE
LOW	tests/test_engine/test_provider_history_dedup.py	173	CODE
LOW	tests/test_engine/test_runtime_diagnostics.py	88	CODE
LOW	tests/test_engine/test_runtime_web_chat_timeout.py	107	CODE
LOW	tests/test_engine/test_meta_launch_marker.py	444	CODE
LOW	tests/test_engine/test_meta_launch_marker.py	905	CODE
LOW	…_engine/test_agent_usage_tracker_billed_propagation.py	84	CODE
LOW	tests/live/test_web_search_agent_e2e.py	54	CODE
818 more matches not shown…

Modern Structural Boilerplate438 hits · 431 pts

Severity	File	Line	Snippet	Context
LOW	tests/test_private_paths.py	25	def set_protected_dacl(self, handle: object, sddl: str) -> None:	CODE
LOW	tests/test_private_paths.py	61	def set_protected_dacl(self, _handle: object, _sddl: str) -> None:	CODE
LOW	tests/unit/cli/tui/test_native_chat_runtime.py	51	def set_cancel_callback(self, cb: Callable[[], None] \| None) -> None:	CODE
LOW	tests/unit/cli/tui/test_native_chat_runtime.py	54	def set_shutdown_callback(self, cb: Callable[[], None] \| None) -> None:	CODE
LOW	tests/unit/cli/tui/test_runtime.py	54	def set_cancel_callback(self, cb) -> None: # noqa: ANN001	CODE
LOW	tests/unit/cli/tui/test_runtime.py	57	def set_shutdown_callback(self, cb) -> None: # noqa: ANN001	CODE
LOW	tests/unit/cli/tui/test_runtime.py	1103	def set_cancel_callback(self, cb) -> None: # noqa: ANN001	CODE
LOW	tests/unit/cli/tui/test_runtime.py	1106	def set_shutdown_callback(self, cb) -> None: # noqa: ANN001	CODE
LOW	tests/unit/cli/tui/test_router_hud_plugin.py	224	def set_toolbar(self, key: str, value: object \| None) -> None:	CODE
LOW	tests/unit/cli/tui/test_router_hud_plugin.py	256	def set_toolbar(self, key: str, value: object \| None) -> None:	CODE
LOW	tests/unit/cli/tui/test_router_hud_plugin.py	276	def set_toolbar(self, key: str, value: object \| None) -> None:	CODE
LOW	tests/unit/cli/tui/test_backend_hardening.py	56	def set_cancel_callback(self, cb) -> None: # noqa: ANN001	CODE
LOW	tests/unit/cli/tui/test_backend_hardening.py	59	def set_shutdown_callback(self, cb) -> None: # noqa: ANN001	CODE
LOW	tests/unit/cli/tui/test_opentui_renderer.py	45	def set_toolbar(self, key: str, value: object \| None) -> None:	CODE
LOW	tests/unit/cli/repl/test_opentui_chat_adapter.py	42	def set_cancel_callback(self, cb: Callable[[], None] \| None) -> None:	CODE
LOW	tests/unit/cli/repl/test_opentui_chat_adapter.py	45	def set_shutdown_callback(self, cb: Callable[[], None] \| None) -> None:	CODE
LOW	tests/unit/cli/repl/test_runtime_bridge.py	54	def set_toolbar(self, key: str, value: object \| None) -> None:	CODE
LOW	tests/unit/cli/repl/test_runtime_bridge.py	67	def set_cancel_callback(self, cb) -> None:	CODE
LOW	tests/unit/cli/repl/test_runtime_bridge.py	70	def set_shutdown_callback(self, cb) -> None:	CODE
LOW	…/integration/cli/tui_real_terminal/fake_opentui_app.py	299	def _set_toolbar(output: Any, key: str, value: object \| None) -> None:	CODE
LOW	tests/integration/cli/tui_real_terminal/replay.py	104	def _set_toolbar(output: Any, key: str, value: object \| None) -> None:	CODE
LOW	…tion/cli/tui_real_terminal/test_architecture_prompt.py	66	def set_toolbar(self, key: str, value: object \| None) -> None:	CODE
LOW	tests/integration/cli/tui_real_terminal/driver.py	514	def _set_pty_size(self) -> None:	CODE
LOW	tests/test_desktop/test_gateway_tls_runtime.py	59	def _set_frozen(monkeypatch: pytest.MonkeyPatch) -> None:	CODE
LOW	tests/test_memory/test_profile_import.py	311	def set_protected_dacl(self, handle: object, sddl: str) -> None:	CODE
LOW	tests/test_channels/test_stream_terminal_routing.py	174	async def update_activity(self, activity: Any) -> None:	CODE
LOW	tests/test_cli/test_chat_cmd.py	114	def set_toolbar(self, key: str, value) -> None:	CODE
LOW	tests/test_cli/test_chat_cmd.py	129	def set_cancel_callback(self, cb) -> None:	CODE
LOW	tests/test_cli/test_chat_cmd.py	132	def set_shutdown_callback(self, cb) -> None:	CODE
LOW	tests/test_cli/test_migrate_cmd.py	60	def _set_fake_home(monkeypatch, home: Path) -> None:	CODE
LOW	…est_skills/router_fixtures/knowledge_base_bootstrap.py	84	__all__ = ["CASES", "OUTPUT_CHOICES", "SKILL_NAME"]	CODE
LOW	tests/test_skills/router_fixtures/__init__.py	67	__all__ = ["ALL_CASES", "RouterCase", "migration_assistant"]	CODE
LOW	…sts/test_skills/router_fixtures/migration_assistant.py	108	__all__ = ["CASES", "OUTPUT_CHOICES", "SKILL_NAME"]	CODE
LOW	tests/test_engine/test_artifact_execution_policy.py	507	def set_history(self, history: list[Any]) -> None:	CODE
LOW	tests/test_engine/test_preflight_compaction.py	686	def set_history(self, history: list[Any]) -> None:	CODE
LOW	tests/test_engine/test_preflight_compaction.py	1179	def set_history(self, history: list[Any]) -> None:	CODE
LOW	tests/test_engine/test_preflight_compaction.py	1338	def set_history(self, history: list[Any]) -> None:	CODE
LOW	tests/test_engine/test_preflight_compaction.py	1394	def set_history(self, history: list[Any]) -> None:	CODE
LOW	tests/test_engine/test_runtime_artifacts.py	1207	def set_history(self, history) -> None:	CODE
LOW	tests/test_engine/test_t3_upgrade_compaction.py	854	def set_history(self, history: list[Any]) -> None:	CODE
LOW	…t_engine/turn_runner/test_attachment_stage_snapshot.py	86	def set_history(self, _history: Any) -> None:	CODE
LOW	…ine/turn_runner/test_stream_consumer_stage_snapshot.py	73	def set_history(self, _history: Any) -> None:	CODE
LOW⚡	tests/test_gateway/test_router_boot.py	1385	def set_session_lock_provider(self, provider: Any) -> None:	CODE
LOW⚡	tests/test_gateway/test_router_boot.py	1460	def set_session_lock_provider(self, _provider: Any) -> None:	CODE
LOW⚡	tests/test_gateway/test_router_boot.py	1540	def set_session_lock_provider(self, _provider: Any) -> None:	CODE
LOW⚡	tests/test_gateway/test_router_boot.py	1643	def set_session_lock_provider(self, _provider: Any) -> None:	CODE
LOW	tests/test_gateway/test_router_boot.py	487	def set_session_lock_provider(self, _provider: Any) -> None:	CODE
LOW	tests/test_gateway/test_router_boot.py	1750	def set_session_lock_provider(self, _provider: Any) -> None: ...	CODE
LOW	tests/test_gateway/test_router_boot.py	1886	def set_session_lock_provider(self, _provider: Any) -> None: ...	CODE
LOW	tests/test_gateway/test_goal_rpc.py	264	async def _settle_set_task(stack: _GoalRpcStack, response: dict[str, Any]) -> None:	CODE
LOW	…sts/test_gateway/test_task_runtime_terminal_cleanup.py	2205	async def set_session_mode() -> None:	CODE
LOW	tests/test_gateway/test_task_runtime_turn_committed.py	58	async def update_agent_task(self, task_id: str, **updates: Any) -> None:	CODE
LOW	tests/test_gateway/test_rpc_session_services.py	22	def set_cached_epoch(self, session_key: str, epoch: int) -> None:	CODE
LOW	tests/test_gateway/test_task_runtime_reservations.py	43	async def update_agent_task(self, task_id: str, **fields: Any) -> None:	CODE
LOW⚡	tests/test_gateway/test_usage_upgrade.py	310	async def update_usage_backfill_progress(self, **_kwargs: Any) -> None:	CODE
LOW	tests/test_gateway/test_rpc_sessions.py	3134	async def update_agent_task(self, task_id: str, **kwargs: Any) -> None:	CODE
LOW	tests/test_gateway/test_task_runtime_shutdown_fence.py	24	async def update_agent_task(self, task_id: str, **fields: Any) -> None:	CODE
LOW	tests/test_gateway/test_rpc_capability_reset.py	455	def _set_capability_environment(monkeypatch: pytest.MonkeyPatch) -> None:	STRING
LOW⚡	tests/test_gateway/test_rpc_model_routing.py	391	def set_user_overrides(self, _overrides: Any) -> None:	CODE
LOW⚡	tests/test_gateway/test_rpc_model_routing.py	912	def set_user_overrides(self, _overrides: Any) -> None:	CODE
378 more matches not shown…

Over-Commented Block545 hits · 327 pts

Severity	File	Line	Snippet	Context
LOW	compose.yaml	1	services:	COMMENT
LOW	compose.yaml	21	volumes:	COMMENT
LOW	tests/test_tools/test_dispatch_properties.py	401		COMMENT
LOW	tests/test_skills/test_meta_invoke_tool.py	1061	# overridden to return "A" (see fake_llm_chat). On success that text	COMMENT
LOW	tests/test_ci/test_architecture_import_contracts.py	181	# lower-level packages must not import the recovery package directly.	COMMENT
LOW	tests/test_ci/test_rpc_architecture_contracts.py	81	)	COMMENT
LOW	tests/test_gateway/test_ws_writer_queue.py	781	# server-emitted text_delta payloads are	COMMENT
LOW	tests/test_persistence/test_schema_convergence.py	41	)	COMMENT
LOW	tests/test_provider/test_spec_substrate.py	41	# (deepseek, zhipuai, ...) here would vendor entire foreign tables	COMMENT
LOW	tests/test_provider/test_reasoning_dialects.py	21	ReasoningEnableArgs,	COMMENT
LOW	tests/test_provider/golden/_harness.py	61	# sets — never invented. "none" normally freezes omission; an exact	COMMENT
LOW	tests/test_provider/golden/_harness.py	101	# seed-1-6 ladder (model_catalog byteplus branch) -> shared "volcengine"	COMMENT
LOW	desktop/electron/src/main.ts	501	// clears the current slot so a replacement cannot accidentally reuse it. Quit,	COMMENT
LOW	desktop/electron/src/main.ts	921	}	COMMENT
LOW	desktop/electron/src/main.ts	9581	}	COMMENT
LOW	desktop/electron/src/main.ts	9781	// Windows-on-quit: SIGTERM maps to a synchronous TerminateProcess, killing the	COMMENT
LOW	desktop/electron/src/desktop-renderer-log.ts	1	// Pure helpers for persisting renderer-side observability to desktop.log.	COMMENT
LOW	desktop/electron/src/native-workbench-surface.ts	2241	// canonical/full-network mode, even when the process-level override	COMMENT
LOW	…nsquilla-webui/e2e/share-export-image-artifact.spec.ts	1	import { test, expect, type Page, type Route } from '@playwright/test'	COMMENT
LOW	opensquilla-webui/e2e/fold-live-turn.spec.ts	1	import { test, expect, type Page } from '@playwright/test'	COMMENT
LOW	opensquilla-webui/e2e/theme.spec.ts	1	import { test, expect, type Page } from '@playwright/test'	COMMENT
LOW	opensquilla-webui/src/App.vue	1761		COMMENT
LOW	…posables/chat/useChatRpcEventHandlers.issue344.test.ts	1	// Issue #344: a stale task's late stream events bled into the current turn.	COMMENT
LOW	…illa-webui/src/composables/chat/useChatAnswerReveal.ts	1	import { ref, watch, onScopeDispose, type Ref } from 'vue'	COMMENT
LOW	…lla-webui/src/composables/chat/useChatStallWatchdog.ts	1	import { computed, onScopeDispose, ref, watch, type Ref } from 'vue'	COMMENT
LOW	opensquilla-webui/src/composables/chat/useChatSend.ts	621	// without carrying the annotation ids. Do not burn the one-shot local	COMMENT
LOW	…quilla-webui/src/composables/setup/settingsSections.ts	1	// Canonical list of Settings rail sections, kept in a standalone module so both	COMMENT
LOW	…ensquilla-webui/src/utils/workbench/artifactPreview.ts	541	// Keep the policy ahead of every byte of untrusted markup. Parsing first can	COMMENT
LOW	opensquilla-webui/src/components/ControlSwitch.vue	1	<script setup lang="ts">	COMMENT
LOW	opensquilla-webui/src/components/chat/ChatComposer.vue	581	// vModelText skips model updates while the element's internal IME	COMMENT
LOW	…a-webui/src/components/chat/ChatComposer.paste.test.ts	1	// @vitest-environment happy-dom	COMMENT
LOW	opensquilla-webui/src/themes/tokens.ts	1	// Eagerly bundle every value theme's L1 token block ([data-theme="<id>"]) into	COMMENT
LOW	opensquilla-webui/src/router/lastRoute.ts	1	// Persist + restore the last-viewed view so the app reopens where you left off	COMMENT
LOW	opensquilla-webui/src/router/desktopRoutes.ts	1	import type { RouteRecordRaw } from 'vue-router'	COMMENT
LOW	opensquilla-webui/src/router/sharedRoutes.ts	41	// kept-alive diagnostic deep link rather than a peer navigation tab.	COMMENT
LOW	scripts/install_source.sh	1	#!/usr/bin/env bash	COMMENT
LOW	.github/workflows/docker-image.yml	1	name: Container Images	COMMENT
LOW	src/opensquilla/tools/types.py	141	# lines, nothing removed) is allowed through — cleaning up diagnostic	COMMENT
LOW	src/opensquilla/tools/types.py	181	# storage for compare-and-set transitions.	COMMENT
LOW	src/opensquilla/tools/types.py	201	) = field(default=None, repr=False)	COMMENT
LOW	src/opensquilla/tools/types.py	241	# Process-local candidate-loop authority for PromptAnnotation turns. It	COMMENT
LOW	src/opensquilla/tools/types.py	441	# Control tools may end the current model tool loop after their result is	COMMENT
LOW	src/opensquilla/tools/envelope.py	101	_USER_MESSAGE_MAX_CHARS: Final[int] = 500	COMMENT
LOW	src/opensquilla/identity/types.py	61	agents_doc: AgentsDocument \| None = None	COMMENT
LOW	src/opensquilla/recovery/consolidate.py	3621	if payload.get("phase") not in {"prepared", "external_roots_merged"}:	COMMENT
LOW	src/opensquilla/recovery/session_merge.py	1021	f"{_remapped_session_key(source_key, source_id)}:"	COMMENT
LOW	src/opensquilla/contracts/attachments.py	101	IMAGE_ATTACHMENT_BYTES = 5 * 1024 * 1024	COMMENT
LOW	src/opensquilla/provider/compat_policy.py	241	# fallback is safe only when the tool's wire semantics are textual.	COMMENT
LOW	src/opensquilla/provider/compat_policy.py	281	# is an exact semantic no-op (index 0, no text/reasoning/tools, and no	COMMENT
LOW	src/opensquilla/provider/compat_policy.py	301	# Response headers that report which deployment actually served the	COMMENT
LOW	src/opensquilla/provider/compat_policy.py	321	official_reasoning_api_root: str = ""	COMMENT
LOW	src/opensquilla/provider/compat_policy.py	361	# Models that are reasoning-only upstream even when the endpoint does not	COMMENT
LOW	src/opensquilla/provider/registry.py	21		COMMENT
LOW	src/opensquilla/provider/registry.py	81	runtime_supported: bool = True	COMMENT
LOW	src/opensquilla/provider/openai.py	3021	self._base_url = base_url.rstrip("/")	COMMENT
LOW	src/opensquilla/provider/model_catalog.py	61		COMMENT
LOW	src/opensquilla/provider/model_catalog.py	101	return float(value) * 1000.0 # type: ignore[arg-type]	COMMENT
LOW	src/opensquilla/provider/model_catalog.py	441	# Provider-scoped live layer: boot-time ingest of a provider's own	COMMENT
LOW	src/opensquilla/provider/ensemble.py	5181	# together so they stay apples-to-apples with the formulas below when models are	COMMENT
LOW	src/opensquilla/provider/catalog_overrides.toml	1	# catalog_overrides.toml — packaged metadata corrections for the layered	COMMENT
485 more matches not shown…

Cross-File Repetition38 hits · 190 pts

Severity	File	Snippet	Context
HIGH	tests/test_memory_vector_normalization.py	insert or replace into chunks (id, path, source, start_line, end_line, hash, model, text, embedding, updated_at) values	STRING
HIGH	tests/test_memory_store_keyword_fallback.py	insert or replace into chunks (id, path, source, start_line, end_line, hash, model, text, embedding, updated_at) values	STRING
HIGH	src/opensquilla/memory/store.py	insert or replace into chunks (id, path, source, start_line, end_line, hash, model, text, embedding, updated_at) values	STRING
HIGH	…st_migrations/test_v038_artifact_prompt_annotations.py	insert into artifact_revisions ( revision_id, document_id, generation, artifact_id, artifact_sha256, filename, media_typ	STRING
HIGH	tests/test_migrations/test_v040_document_resources.py	insert into artifact_revisions ( revision_id, document_id, generation, artifact_id, artifact_sha256, filename, media_typ	STRING
HIGH	tests/test_migrations/test_v037_artifact_sessions.py	insert into artifact_revisions ( revision_id, document_id, generation, artifact_id, artifact_sha256, filename, media_typ	STRING
HIGH	…est_migrations/test_v039_artifact_mutation_attempts.py	insert into artifact_revisions ( revision_id, document_id, generation, artifact_id, artifact_sha256, filename, media_typ	STRING
HIGH	tests/test_migration/test_opensquilla_home_migration.py	create table scheduler_jobs ( id text primary key, name text not null default '', cron_expr text not null, handler_key t	STRING
HIGH	src/opensquilla/scheduler/persistence.py	create table scheduler_jobs ( id text primary key, name text not null default '', cron_expr text not null, handler_key t	STRING
HIGH	tests/test_scheduler/test_persistence.py	create table scheduler_jobs ( id text primary key, name text not null default '', cron_expr text not null, handler_key t	STRING
HIGH	tests/test_skills/test_meta_skill_proposals.py	--- name: synth-test-pipeline description: "sample synthetic pipeline for runtime e2e tests" kind: meta meta_priority: 5	STRING
HIGH	tests/test_skills/test_proposals_lib.py	--- name: synth-test-pipeline description: "sample synthetic pipeline for runtime e2e tests" kind: meta meta_priority: 5	STRING
HIGH	tests/test_skills/test_runtime_e2e_gate.py	--- name: synth-test-pipeline description: "sample synthetic pipeline for runtime e2e tests" kind: meta meta_priority: 5	STRING
HIGH	tests/test_ci/test_migration_v016.py	insert into meta_skill_runs ( run_id, meta_skill_name, meta_skill_digest, plan_snapshot_json, triggered_by, status, star	STRING
HIGH	tests/test_ci/test_migration_v014.py	insert into meta_skill_runs ( run_id, meta_skill_name, meta_skill_digest, plan_snapshot_json, triggered_by, status, star	STRING
HIGH	tests/test_ci/test_migration_v011.py	insert into meta_skill_runs ( run_id, meta_skill_name, meta_skill_digest, plan_snapshot_json, triggered_by, status, star	STRING
HIGH	tests/test_ci/test_migration_v014.py	insert into meta_skill_run_steps ( run_id, step_id, step_kind, declared_skill, effective_skill, status, started_at_ms, r	STRING
HIGH	tests/test_ci/test_migration_v011.py	insert into meta_skill_run_steps ( run_id, step_id, step_kind, declared_skill, effective_skill, status, started_at_ms, r	STRING
HIGH	src/opensquilla/persistence/meta_run_writer.py	insert into meta_skill_run_steps ( run_id, step_id, step_kind, declared_skill, effective_skill, status, started_at_ms, r	STRING
HIGH	…s/test_sandbox/test_filesystem_side_effect_executor.py	* begin patch * add file: created.txt +hello *** end patch	STRING
HIGH	tests/test_sandbox/test_seatbelt_backend.py	* begin patch * add file: created.txt +hello *** end patch	STRING
HIGH	…test_sandbox/test_windows_default_filesystem_policy.py	* begin patch * add file: created.txt +hello *** end patch	STRING
HIGH	tests/test_gateway/test_turn_ingress_rpc.py	insert into pending_chat_inputs ( pending_input_id, session_key, source_scope, client_request_id, client_message_id, req	STRING
HIGH	tests/test_session/test_pending_chat_inputs.py	insert into pending_chat_inputs ( pending_input_id, session_key, source_scope, client_request_id, client_message_id, req	STRING
HIGH	src/opensquilla/session/storage.py	insert into pending_chat_inputs ( pending_input_id, session_key, source_scope, client_request_id, client_message_id, req	STRING
HIGH	scripts/live_provider_profile_smoke.py	require an array of exact public result rows before and after sanitizing.	STRING
HIGH	scripts/live_mixed_provider_gateway.py	require an array of exact public result rows before and after sanitizing.	STRING
HIGH	scripts/live_provider_profile_gateway_e2e.py	require an array of exact public result rows before and after sanitizing.	STRING
HIGH	scripts/live_multi_provider_matrix.py	require an array of exact public result rows before and after sanitizing.	STRING
HIGH	src/opensquilla/provider/openai_responses.py	list available models. by default any auth/transport failure degrades to an empty list (the historical contract every ru	STRING
HIGH	src/opensquilla/provider/openai.py	list available models. by default any auth/transport failure degrades to an empty list (the historical contract every ru	STRING
HIGH	src/opensquilla/provider/ollama.py	list available models. by default any auth/transport failure degrades to an empty list (the historical contract every ru	STRING
HIGH	src/opensquilla/provider/openai.py	model id this provider was configured with. public so callers (e.g. derived-cache key construction) can identify the und	STRING
HIGH	src/opensquilla/provider/anthropic.py	model id this provider was configured with. public so callers (e.g. derived-cache key construction) can identify the und	STRING
HIGH	src/opensquilla/provider/ollama.py	model id this provider was configured with. public so callers (e.g. derived-cache key construction) can identify the und	STRING
HIGH	…openrouter-video-generator/scripts/openrouter_video.py	resolve a metaskill lease or the direct-cli compatibility inputs.	STRING
HIGH	…a/skills/bundled/audio-cog/scripts/openrouter_audio.py	resolve a metaskill lease or the direct-cli compatibility inputs.	STRING
HIGH	…nano-banana-pro-openrouter/scripts/openrouter_image.py	resolve a metaskill lease or the direct-cli compatibility inputs.	STRING

AI Slop Vocabulary55 hits · 173 pts

Severity	File	Line	Snippet	Context
MEDIUM	tests/test_live_artifact_prompt_annotations_e2e.py	1206	# Keep this below the live harness default while allowing that one-time	COMMENT
MEDIUM⚡	tests/test_tools/test_dispatch_equivalence.py	170	# Async harness runner	COMMENT
MEDIUM	…/integration/cli/tui_real_terminal/fake_opentui_app.py	188	# harness releases this barrier only after it records styled cells.	COMMENT
MEDIUM	…/integration/cli/tui_real_terminal/fake_opentui_app.py	214	# Mirror the real turn shape so the harness exercises the live	COMMENT
MEDIUM	…/integration/cli/tui_real_terminal/fake_opentui_app.py	279	# Echo the submitted input back so the harness can prove a multi-line	COMMENT
MEDIUM	tests/integration/cli/tui_real_terminal/targets.py	19	# harness budget identical to the packaged gate so machine load cannot turn a	COMMENT
MEDIUM	…ion/cli/tui_real_terminal/test_visual_layout_matrix.py	93	# A wait-for-text-only harness can accidentally capture the same final	COMMENT
MEDIUM	tests/test_skills/test_meta_router_live.py	49	# Conservative cross-vendor lineup. Cheap-per-token to keep the harness	COMMENT
MEDIUM	tests/test_ci/test_architecture_import_contracts.py	103	# The measurement-only eval harness observes providers (and pricing) through	COMMENT
MEDIUM⚡	tests/test_engine/test_finalize_evidence_gate.py	593	# Non-verification executions (denied / harness errors / form errors)	COMMENT
MEDIUM	…gine/turn_runner/test_turn_finalizer_stage_snapshot.py	28	# harness -- this stage sits one step after the stream consumer, so the	COMMENT
MEDIUM⚡	…gine/turn_runner/test_turn_finalizer_stage_snapshot.py	56	# harness can pin bit-identical behavior across modes.	COMMENT
MEDIUM	…gine/turn_runner/test_turn_finalizer_stage_snapshot.py	96	# them into a separate bucket so the harness can pin each	COMMENT
MEDIUM	…gine/turn_runner/test_turn_finalizer_stage_snapshot.py	453	# recording session manager so the harness can pin the system-role	COMMENT
MEDIUM	…gine/turn_runner/test_turn_finalizer_stage_snapshot.py	470	# Record memory-capture invocations so the harness can pin call	COMMENT
MEDIUM	…gine/turn_runner/test_turn_finalizer_stage_snapshot.py	480	# session.keys source (imported lazily by the harness adapter).	COMMENT
MEDIUM	…n_runner/test_compaction_and_history_stage_snapshot.py	39	# Reuse upstream patch helpers from's equivalence harness — this	COMMENT
MEDIUM	…t_engine/turn_runner/test_attachment_stage_snapshot.py	27	# Reuse upstream patch helpers from's equivalence harness — this	COMMENT
MEDIUM	…t_engine/turn_runner/test_attachment_stage_snapshot.py	110	# Local budget / thinking / compaction patches — match's harness shape.	COMMENT
MEDIUM	…ine/turn_runner/test_stream_consumer_stage_snapshot.py	30	# Reuse upstream patch helpers from's equivalence harness -- this	COMMENT
MEDIUM⚡	…ine/turn_runner/test_stream_consumer_stage_snapshot.py	94	# equivalence harness shape.	COMMENT
MEDIUM	…ine/turn_runner/test_stream_consumer_stage_snapshot.py	461	# the session.keys source (imported lazily by the harness adapter).	COMMENT
MEDIUM	…ine/turn_runner/test_stream_consumer_stage_snapshot.py	536	# The harness may append an ErrorEvent at the tail when a pending	COMMENT
MEDIUM⚡	…/turn_runner/test_compaction_and_history_stage_unit.py	493	# Agent.config.request_context_prompt unchanged by the stage; harness	COMMENT
MEDIUM	scripts/refresh_models_dev_snapshot.py	91	# worse than "unknown", and nuanced pricing is corrections-owned.	COMMENT
MEDIUM	scripts/live_mixed_provider_gateway.py	530	# by an unrelated stale reference. No live image is sent by this harness.	COMMENT
MEDIUM	scripts/live_mixed_provider_gateway.py	883	# harness (for example deepseek-chat -> deepseek-v4-flash).	COMMENT
MEDIUM	scripts/live_mixed_provider_gateway.py	1082	except Exception as exc: # noqa: BLE001 - live harness must keep matrix running	CODE
MEDIUM	scripts/live_provider_profile_gateway_e2e.py	2317	# This can only clear the harness process. The caller must also	COMMENT
MEDIUM	scripts/live_provider_profile_gateway_e2e.py	2304	except Exception as exc: # noqa: BLE001 - live harness must fail closed	CODE
MEDIUM	scripts/live_multi_provider_matrix.py	66	# These entries are intentionally represented as skips. The harness must not	COMMENT
MEDIUM	.github/scripts/desktop_fault_injection.py	264	# A distinct key per source avoids conflating this harness's coverage	COMMENT
MEDIUM	.github/scripts/plan_ci.py	1665	# owns a Desktop harness contract.	COMMENT
MEDIUM	src/opensquilla/cli/ensemble_cmd.py	149	# Config loading is a CLI concern; the eval harness owns provider coupling.	COMMENT
MEDIUM	src/opensquilla/cli/tui/opentui/surface.py	689	# The readiness sentinel is harness scaffolding (tmux drivers wait for	COMMENT
MEDIUM	src/opensquilla/contrib/codetask/types.py	25	# Dependency install / build / test harness could not be brought up, so	COMMENT
MEDIUM	src/opensquilla/skills/meta/orchestrator.py	1579	# For other kinds, the test harness's outer dispatch handles them.	COMMENT
MEDIUM	…la/skills/bundled/skill-creator-linter/scripts/lint.py	29	# subprocess until we add it here; the in-process test harness avoids this	COMMENT
MEDIUM	src/opensquilla/engine/runtime.py	5808	# Same precedence as the harness catalog adapter: a	COMMENT
MEDIUM	src/opensquilla/engine/runtime.py	6386	# this preserves the harness's read-after-stream	COMMENT
MEDIUM	src/opensquilla/engine/runtime.py	6408	# Post-stage edge owned by the harness: flush remaining	COMMENT
MEDIUM	src/opensquilla/engine/runtime.py	10949	# Total savings is the comprehensive per-turn estimate used by	COMMENT
MEDIUM	src/opensquilla/engine/finalize_evidence_gate.py	214	# approval denials, harness-internal tool errors, cancellations, harness	COMMENT
MEDIUM	src/opensquilla/engine/finalize_evidence_gate.py	1076	# Policy/approval denials, harness-internal tool errors, and	COMMENT
MEDIUM	…pensquilla/engine/turn_runner/stream_consumer_stage.py	304	# PASSED IN by the harness -- references, not copies.	COMMENT
MEDIUM	…pensquilla/engine/turn_runner/stream_consumer_stage.py	944	# comprehensive score rejects for ensemble turns: the input-price	COMMENT
MEDIUM⚡	…ensquilla/engine/turn_runner/prompt_assembler_stage.py	125	# TurnRunner. The runtime adapters in ``harness.py`` bind these to the	COMMENT
MEDIUM	src/opensquilla/engine/turn_runner/context.py	153	# Populated by StreamConsumerStage. Written by the harness	COMMENT
MEDIUM	src/opensquilla/engine/turn_runner/context.py	163	# Populated by TurnFinalizerStage. Written by the harness	COMMENT
MEDIUM	…opensquilla/engine/turn_runner/turn_finalizer_stage.py	597	# Heartbeat-normalized final text (the harness writes this onto	COMMENT
MEDIUM⚡	…squilla/engine/turn_runner/provider_and_tools_stage.py	39	# TurnRunner. The runtime adapters in ``harness.py`` bind these to the	COMMENT
MEDIUM⚡	…squilla/engine/turn_runner/provider_and_tools_stage.py	99	# the harness accumulates onto TurnContext)	COMMENT
MEDIUM	…squilla/engine/turn_runner/provider_and_tools_stage.py	201	# produces. The harness emits the turn_error trace + persists	COMMENT
MEDIUM⚡	…pensquilla/engine/turn_runner/agent_bootstrap_stage.py	478	# full TurnRunner. The runtime adapters in ``harness.py`` bind these to the	COMMENT
MEDIUM	src/opensquilla/gateway/boot.py	5411	# setattr (not direct assignment) so this is robust to uvicorn type stubs	COMMENT

Hallucination Indicators15 hits · 165 pts

Severity	File	Line	Snippet	Context
CRITICAL	…/src/composables/setup/useSetupCatalog.privacy.test.ts	566	expect(api.capabilitiesPanel.value.options.imageModels.map(model => model.id)).toEqual([	CODE
CRITICAL	…/src/composables/setup/useSetupCatalog.privacy.test.ts	3760	expect(reopened.api.providerPanel.value.configuredProviders.map(row => row.providerId))	CODE
CRITICAL	…-webui/src/composables/skills/useSkillRegistry.test.ts	143	expect(registry.installActivities.value.github.items.map(item => item.displayName)).toEqual([	CODE
CRITICAL	…-webui/src/composables/skills/useSkillRegistry.test.ts	217	expect(registry.installActivities.value.github.items.map(item => item.status))	CODE
CRITICAL	…-webui/src/composables/skills/useSkillRegistry.test.ts	225	expect(registry.installActivities.value.github.items.map(item => item.status))	CODE
CRITICAL	…-webui/src/composables/skills/useSkillRegistry.test.ts	259	expect(registry.installActivities.value.github.items.map(item => item.status))	CODE
CRITICAL	…-webui/src/composables/skills/useSkillRegistry.test.ts	335	expect(registry.installActivities.value.github.items.map(item => item.status)).toEqual([	CODE
CRITICAL	…-webui/src/composables/skills/useSkillRegistry.test.ts	341	expect(registry.installActivities.value.github.items.slice(2).every(item =>	CODE
CRITICAL	…-webui/src/composables/skills/useSkillRegistry.test.ts	372	expect(registry.installActivities.value.github.items.map(item => item.status)).toEqual([	CODE
CRITICAL	…-webui/src/composables/skills/useSkillRegistry.test.ts	460	expect(registry.installActivities.value.clawhub.items.some(item =>	CODE
CRITICAL⚡	…-webui/src/composables/skills/useSkillRegistry.test.ts	713	expect(registry.installActivities.value.clawhub.items.map(item => item.identifier))	CODE
CRITICAL⚡	…-webui/src/composables/skills/useSkillRegistry.test.ts	720	expect(registry.installActivities.value.clawhub.items.map(item => item.identifier))	CODE
CRITICAL⚡	…-webui/src/composables/skills/useSkillRegistry.test.ts	723	expect(registry.installActivities.value.github.items.map(item => item.identifier))	CODE
CRITICAL	…-webui/src/components/channels/ChannelConfigEditor.vue	159	const row = props.editor.panel.value.channelFields.find(r => r.field.name === 'app_id')	CODE
CRITICAL	…-webui/src/components/channels/ChannelConfigEditor.vue	163	const row = props.editor.panel.value.channelFields.find(r => r.field.name === 'domain')	CODE

Modern AI Meta-Vocabulary40 hits · 125 pts

Severity	File	Line	Snippet	Context
MEDIUM	CONTRIBUTORS.md	155	\| [@HuaXiawithMoon](https://github.com/HuaXiawithMoon) \| Kept `code-task` build scaffolding non-interactive by switching	CODE
MEDIUM⚡	tests/test_provider_model_catalog.py	493	# max_tokens cannot exceed the (smaller) local context window.	COMMENT
MEDIUM	tests/test_skills_default_prompt_contract.py	367	# The meta-orchestration guidance is part of the prompt only when meta	COMMENT
MEDIUM	…sts/test_contrib/test_codetask/test_codetask_status.py	102	# stuck/opaque scaffold (issue #470) names its likely cause.	COMMENT
MEDIUM⚡	…/test_contrib/test_codetask/test_codetask_workspace.py	138	# --- empty/unborn source repo: build mode scaffolding from scratch ---	COMMENT
MEDIUM⚡	tests/test_engine/test_routing_policy_stages.py	394	# 40% of the context window kicks in below the absolute c3 floor.	COMMENT
MEDIUM	tests/test_engine/test_runtime_submit_surfacing.py	67	# The tool surface is the 10 scaffold tools + submit == 11.	COMMENT
MEDIUM	tests/test_onboarding/test_flow_provider_verify.py	108	# The context window rides the label; a zero window keeps a bare id row;	COMMENT
MEDIUM	scripts/live_artifact_prompt_annotations_e2e.py	2477	# artifact data is ever emitted by this scaffold.	COMMENT
MEDIUM	src/opensquilla/provider/types.py	592	# context window, but it must never enlarge an explicit caller limit.	COMMENT
MEDIUM	src/opensquilla/provider/openai.py	2416	# Keep the initial user task pinned. In long agentic coding loops, spending all remaining	COMMENT
MEDIUM	src/opensquilla/provider/model_catalog.py	254	# context window. They are provider-scoped policy inputs and must	COMMENT
MEDIUM	src/opensquilla/provider/model_catalog.py	1533	# Clamp to context window. Some provider catalogs report a model's	COMMENT
MEDIUM	src/opensquilla/provider/model_catalog.py	1534	# max_completion_tokens as almost the entire context window; using that	COMMENT
MEDIUM	src/opensquilla/provider/ollama.py	51	# Default to a context window large enough for real agent turns; callers can	COMMENT
MEDIUM	src/opensquilla/cli/tui/opentui/surface.py	689	# The readiness sentinel is harness scaffolding (tmux drivers wait for	COMMENT
MEDIUM	src/opensquilla/contrib/codetask/runner.py	52	# Appended to any scaffold-stage failure so a stuck/opaque bootstrap (issue	COMMENT
MEDIUM	src/opensquilla/contrib/codetask/runner.py	53	# #470) names its likely cause and the fix. The built-in scaffold shells out to	COMMENT
MEDIUM	src/opensquilla/contrib/codetask/runner.py	218	# From-scratch app build: no repo needed; we scaffold a workspace repo.	COMMENT
MEDIUM	src/opensquilla/contrib/codetask/runner.py	285	# From-scratch app build: scaffold into a DURABLE workspace repo so the	COMMENT
MEDIUM	src/opensquilla/contrib/codetask/runner.py	339	# 3. Build-from-scratch gets a runner-owned scaffold before the agent.	COMMENT
MEDIUM	…squilla/contrib/codetask/data/agent_config/config.toml	31	# Inter-session / multi-agent orchestration — single isolated run.	COMMENT
MEDIUM	…squilla/contrib/codetask/data/agent_config/config.toml	31	# Inter-session / multi-agent orchestration — single isolated run.	COMMENT
MEDIUM⚡	…ensquilla/squilla_router/self_learning/orchestrator.py	347	except Exception as exc: # pragma: no cover — orchestration must not raise	CODE
MEDIUM	src/opensquilla/skills/manifest.py	539	# All OpenSquilla-native execution and meta-orchestration fields are	COMMENT
MEDIUM	src/opensquilla/skills/types.py	113	# Optional meta-skill pre-flight request scaffold. Surfaces use this	COMMENT
MEDIUM	src/opensquilla/skills/creator/proposer.py	285	# reasoning models (deepseek-v4-flash) the chain-of-thought is counted	COMMENT
MEDIUM	src/opensquilla/skills/creator/proposer.py	481	# LLM cannot hallucinate field names such as ``execution_sequence`` or	COMMENT
MEDIUM	src/opensquilla/skills/meta/types.py	223	# Optional request scaffold used by the P0-2 pre-flight preview	COMMENT
MEDIUM	src/opensquilla/skills/meta/orchestrator.py	1580	# Production orchestration uses its existing inline builders.	COMMENT
MEDIUM	…uilla/skills/bundled/meta-kid-project-planner/SKILL.md	952	## Composition philosophy — multi-skill bundled orchestration	COMMENT
MEDIUM	src/opensquilla/engine/steps/meta_resolution.py	62	# forced tool call. Then T2 carries follow-up details ("我想写 RAG…")	COMMENT
MEDIUM	src/opensquilla/engine/turn_runner/harness.py	529	# Explicit config override for the model context window. Zero (the	COMMENT
MEDIUM⚡	src/opensquilla/gateway/boot.py	4319	# ── TurnRunner (shared agent orchestration layer) ────────────────	COMMENT
MEDIUM	src/opensquilla/session/models.py	201	# Agent id for multi-agent support	COMMENT
MEDIUM	src/opensquilla/session/storage.py	8481	# Terminal classification and guardrails apply only while the Goal	COMMENT
MEDIUM	src/opensquilla/session/storage.py	8495	# applying old-objective guardrails to it.	COMMENT
MEDIUM	src/opensquilla/session/storage.py	8508	# bookkeeping checkpoint is resumable orchestration	COMMENT
MEDIUM	src/opensquilla/session/compaction.py	835	# still fits the context window. The default token-budget path retains its	COMMENT
MEDIUM	src/opensquilla/session/manager.py	3259	# retry scaffolding. Those are finalized through the normal turn	COMMENT

Magic Placeholder Names23 hits · 122 pts

Severity	File	Line	Snippet	Context
HIGH	tests/test_health/test_model.py	69	command="opensquilla providers configure openrouter --api-key YOUR_API_KEY",	CODE
HIGH⚡	tests/test_health/test_evaluator.py	216	assert "opensquilla providers configure zhipu --api-key YOUR_API_KEY" in commands	CODE
HIGH⚡	tests/test_health/test_evaluator.py	217	assert "opensquilla providers configure zai --api-key YOUR_API_KEY" not in commands	CODE
HIGH	tests/test_health/test_evaluator.py	183	"opensquilla providers configure zhipu --api-key YOUR_API_KEY"	CODE
HIGH	tests/test_health/test_evaluator.py	325	"opensquilla providers configure openrouter --api-key YOUR_API_KEY"	CODE
HIGH	tests/test_health/test_evaluator.py	415	"opensquilla providers configure openrouter --api-key YOUR_API_KEY",	CODE
HIGH	tests/test_health/test_evaluator.py	995	"opensquilla configure image-generation --image-provider openai --api-key YOUR_API_KEY",	CODE
HIGH	tests/test_health/test_evaluator.py	1068	"opensquilla configure image-generation --image-provider openai --api-key YOUR_API_KEY"	CODE
HIGH	tests/test_health/test_recovery_commands.py	26	"YOUR_API_KEY": "dummy-key",	CODE
HIGH⚡	tests/test_cli/test_doctor_cmd.py	507	assert commands == ["opensquilla providers configure openrouter --api-key YOUR_API_KEY"]	CODE
HIGH	tests/test_cli/test_doctor_cmd.py	45	"--api-key YOUR_API_KEY"	CODE
HIGH	tests/test_cli/test_doctor_cmd.py	214	"opensquilla providers configure openrouter --api-key YOUR_API_KEY "	CODE
HIGH	tests/test_cli/test_doctor_cmd.py	243	"opensquilla providers configure openrouter --api-key YOUR_API_KEY "	CODE
HIGH	tests/test_cli/test_doctor_cmd.py	358	"opensquilla providers configure openrouter --api-key YOUR_API_KEY "	CODE
HIGH	tests/test_cli/test_doctor_cmd.py	656	"opensquilla providers configure openrouter --api-key YOUR_API_KEY "	CODE
HIGH	tests/test_cli/test_doctor_cmd.py	701	"--search-provider brave --api-key YOUR_API_KEY"	CODE
HIGH	tests/test_cli/test_doctor_cmd.py	784	"--image-provider openai --api-key YOUR_API_KEY"	CODE
HIGH	tests/test_cli/test_doctor_cmd.py	800	"opensquilla providers configure openrouter --api-key YOUR_API_KEY"	CODE
HIGH	tests/test_cli/test_doctor_cmd.py	881	"--image-provider openai --api-key YOUR_API_KEY"	CODE
HIGH	tests/test_cli/test_doctor_cmd.py	933	"--image-provider openai --api-key YOUR_API_KEY"	CODE
HIGH	tests/test_gateway/test_rpc_doctor.py	164	"opensquilla providers configure openrouter --api-key YOUR_API_KEY "	CODE
HIGH	src/opensquilla/health/evaluator.py	29	_API_KEY_PLACEHOLDER = "YOUR_API_KEY"	CODE
HIGH	src/opensquilla/cli/doctor_cmd.py	33	_API_KEY_PLACEHOLDER = "YOUR_API_KEY"	CODE

Fake / Example Data113 hits · 120 pts

Severity	File	Line	Snippet	Context
LOW	tests/test_health/test_recovery_commands.py	26	"YOUR_API_KEY": "dummy-key",	CODE
LOW	tests/unit/cli/tui/test_opentui_surface.py	615	"placeholder": "send a message",	CODE
LOW	tests/test_cli/test_models_probe.py	42	api_key = "sk-test-dummy-key"	STRING
LOW	tests/test_cli/test_models_probe.py	377	api_key = "sk-test-dummy-key"	STRING
LOW	tests/test_cli/test_models_probe.py	425	api_key = "sk-test-dummy-key"	STRING
LOW⚡	…ts/test_skills/test_openrouter_skill_key_resolution.py	1331	assert receipt["status"] == "placeholder"	CODE
LOW⚡	…ts/test_skills/test_openrouter_skill_key_resolution.py	1333	assert receipt["placeholder"] is True	CODE
LOW⚡	…ts/test_skills/test_openrouter_skill_key_resolution.py	1337	assert '"status": "placeholder"' in stdout	CODE
LOW	…ts/test_skills/test_openrouter_skill_key_resolution.py	627	assert receipt["placeholder"] is False	CODE
LOW	…ts/test_skills/test_openrouter_skill_key_resolution.py	713	"placeholder": True,	CODE
LOW	…ts/test_skills/test_openrouter_skill_key_resolution.py	774	"placeholder": False,	CODE
LOW	tests/test_skills/test_history_explorer.py	53	assert "no history" in out["placeholder"].lower()	CODE
LOW⚡	…ts/test_skills/test_meta_short_drama_delivery_audit.py	307	({"status": "placeholder", "placeholder": True, "provider": "local"}, "IMAGE_PLACEHOLDER"),	CODE
LOW⚡	…ts/test_skills/test_meta_short_drama_delivery_audit.py	311	"placeholder": False,	CODE
LOW⚡	…ts/test_skills/test_meta_short_drama_delivery_audit.py	320	"placeholder": False,	CODE
LOW⚡	…ts/test_skills/test_meta_short_drama_delivery_audit.py	349	"status": "placeholder",	CODE
LOW⚡	…ts/test_skills/test_meta_short_drama_delivery_audit.py	350	"placeholder": True,	CODE
LOW	…ts/test_skills/test_meta_short_drama_delivery_audit.py	87	"placeholder": False,	CODE
LOW	…ts/test_skills/test_meta_short_drama_delivery_audit.py	377	"placeholder": True,	CODE
LOW	…ts/test_skills/test_meta_short_drama_delivery_audit.py	399	"placeholder": True,	CODE
LOW	…ts/test_skills/test_meta_short_drama_delivery_audit.py	429	"placeholder": True,	CODE
LOW⚡	tests/test_engine/test_agent_llm_budget.py	5492	big_output = ("synthetic log line: lorem ipsum dolor sit amet 0123456789\n" * 700)[:40_000]	CODE
LOW⚡	tests/test_engine/test_agent_llm_budget.py	5492	big_output = ("synthetic log line: lorem ipsum dolor sit amet 0123456789\n" * 700)[:40_000]	CODE
LOW⚡	tests/test_sandbox/test_filesystem_worker.py	257	loop.write_text("placeholder", encoding="utf-8")	CODE
LOW	tests/test_sandbox/test_filesystem_worker.py	322	logical.write_text("placeholder", encoding="utf-8")	CODE
LOW	tests/test_gateway/test_rpc_sessions.py	7695	"api_key": "dummy-key",	CODE
LOW	tests/test_gateway/test_rpc_sessions.py	7706	api_key="dummy-key",	CODE
LOW⚡	tests/test_gateway/test_model_catalog_refresh.py	525	active = _config(tmp_path, key="shared-dummy-key")	CODE
LOW⚡	tests/test_gateway/test_model_catalog_refresh.py	528	api_key="shared-dummy-key",	CODE
LOW⚡	tests/test_gateway/test_compaction_target.py	136	"api_key": "dummy-key",	CODE
LOW⚡	tests/test_gateway/test_compaction_target.py	146	api_key="dummy-key",	CODE
LOW	tests/test_gateway/test_compaction_target.py	176	"api_key": "dummy-key",	CODE
LOW	tests/test_gateway/test_compaction_target.py	189	api_key="dummy-key",	CODE
LOW	tests/test_gateway/test_compaction_target.py	207	"api_key": "dummy-key",	CODE
LOW	tests/test_gateway/test_compaction_target.py	219	api_key="dummy-key",	CODE
LOW⚡	tests/test_onboarding/test_channel_specs.py	345	assert fields["app_secret"]["placeholder"]	CODE
LOW	tests/test_onboarding/test_channel_specs.py	464	"text": "dummy-value",	CODE
LOW	…p/electron/src/native-workbench-annotation-contract.ts	122	'placeholder',	CODE
LOW	opensquilla-webui/e2e/toasts.spec.ts	62	await expect(textarea).toHaveAttribute('placeholder', 'Assign a task or ask anything')	CODE
LOW	opensquilla-webui/e2e/toasts.spec.ts	63	const placeholder = await textarea.getAttribute('placeholder')	CODE
LOW	opensquilla-webui/e2e/channels-workspace-edit.spec.ts	30	await surface.locator('input[name="setup_channel_token"]').fill('0000:e2e-dummy-token')	CODE
LOW	opensquilla-webui/src/locales/ja.json	173	"placeholder": "この領域の変更内容を入力…", "newlineHint": "{shortcut} で改行", "keepDraft": "注釈を保持", "submit": "注釈を追加", "context	CODE
LOW	opensquilla-webui/src/locales/ja.json	1991	"placeholder": "セッションを検索…",	CODE
LOW	opensquilla-webui/src/locales/ja.json	2034	"placeholder": "新しいタスクを開始…",	CODE
LOW	opensquilla-webui/src/locales/ja.json	3367	"placeholder": "メッセージを送信...",	CODE
LOW	opensquilla-webui/src/locales/ja.json	3772	"placeholder": "エージェントに調査・計画してほしい内容を入力",	CODE
LOW	opensquilla-webui/src/locales/ja.json	3811	"placeholder": "目標を説明して送信すると、取り組みを開始します",	CODE
LOW	opensquilla-webui/src/locales/ja.json	4204	"placeholder": "タスクを検索",	CODE
LOW	opensquilla-webui/src/locales/de.json	173	"placeholder": "Beschreiben Sie die Änderung für diesen Bereich…", "newlineHint": "{shortcut} für eine neue Zeile"	CODE
LOW	opensquilla-webui/src/locales/de.json	1991	"placeholder": "Sitzungen durchsuchen…",	CODE
LOW	opensquilla-webui/src/locales/de.json	2034	"placeholder": "Eine neue Aufgabe starten…",	CODE
LOW	opensquilla-webui/src/locales/de.json	3367	"placeholder": "Eine Nachricht senden...",	CODE
LOW	opensquilla-webui/src/locales/de.json	3772	"placeholder": "Beschreiben Sie, was der Agent untersuchen und planen soll",	CODE
LOW	opensquilla-webui/src/locales/de.json	3811	"placeholder": "Beschreibe das Ziel und sende, um daran zu arbeiten",	CODE
LOW	opensquilla-webui/src/locales/de.json	4204	"placeholder": "Aufgaben suchen",	CODE
LOW	opensquilla-webui/src/locales/en.json	173	"placeholder": "Describe the change for this area…", "newlineHint": "{shortcut} for a new line", "keepDraft": "Kee	CODE
LOW	opensquilla-webui/src/locales/en.json	2079	"placeholder": "Search sessions…",	CODE
LOW	opensquilla-webui/src/locales/en.json	2122	"placeholder": "Start a new task…",	CODE
LOW⚡	opensquilla-webui/src/locales/en.json	3457	"placeholder": "Send a message...",	CODE
LOW	opensquilla-webui/src/locales/en.json	3862	"placeholder": "Describe what you want the agent to investigate and plan",	CODE
53 more matches not shown…

Dead Code65 hits · 114 pts

Severity	File	Line	Context
MEDIUM	tests/test_meta_skill_run_announce.py	64	CODE
MEDIUM	tests/test_provider_ensemble.py	4175	CODE
MEDIUM	tests/test_meta_skill_step_events.py	58	CODE
MEDIUM	tests/test_meta_skill_step_events.py	427	CODE
MEDIUM	tests/unit/cli/tui/test_opentui_notice_capture.py	162	CODE
MEDIUM	tests/unit/cli/repl/test_slash_adapter.py	86	CODE
MEDIUM	tests/test_migration/test_sandbox_direct_update.py	202	CODE
MEDIUM	tests/test_channels/test_feishu_send_file.py	312	CODE
MEDIUM	tests/test_channels/test_channel_attachment_metadata.py	266	CODE
MEDIUM	tests/test_cli/test_chat_cmd.py	2087	CODE
MEDIUM	tests/test_cli/test_chat_cmd.py	2118	CODE
MEDIUM	tests/test_cli/test_gateway_cmd.py	404	CODE
MEDIUM	…sts/test_skills/test_meta_travel_planner_direct_e2e.py	37	CODE
MEDIUM	tests/test_skills/test_meta_router_live.py	118	CODE
MEDIUM	tests/test_skills/test_meta_router_accuracy.py	122	CODE
MEDIUM	tests/test_skills/test_meta_router_accuracy.py	170	CODE
MEDIUM	tests/test_skills/test_meta_resume.py	125	CODE
MEDIUM	tests/test_skills/test_meta_resume.py	484	CODE
MEDIUM	tests/test_skills/test_meta_resume.py	897	CODE
MEDIUM	tests/test_skills/test_meta_resume.py	962	CODE
MEDIUM	tests/test_skills/test_meta_dsl_extensions.py	72	CODE
MEDIUM	tests/test_skills/test_meta_dsl_extensions.py	133	CODE
MEDIUM	tests/test_skills/test_meta_dsl_extensions.py	187	CODE
MEDIUM	tests/test_skills/test_meta_dsl_extensions.py	226	CODE
MEDIUM	tests/test_skills/test_meta_dsl_extensions.py	277	CODE
MEDIUM	tests/test_skills/test_meta_dsl_extensions.py	334	CODE
MEDIUM	tests/test_skills/test_meta_paused_scheduler.py	46	CODE
MEDIUM	tests/test_skills/test_meta_paused_scheduler.py	155	CODE
MEDIUM	tests/test_skills/test_meta_paused_scheduler.py	220	CODE
MEDIUM	tests/test_skills/test_meta_mvp.py	1431	CODE
MEDIUM	tests/test_skills/test_meta_mvp.py	2112	CODE
MEDIUM	tests/test_skills/test_meta_mvp.py	2158	CODE
MEDIUM	tests/test_skills/test_meta_mvp.py	2331	CODE
MEDIUM	tests/test_skills/test_meta_mvp.py	2377	CODE
MEDIUM	tests/test_skills/test_meta_mvp.py	2411	CODE
MEDIUM	tests/test_skills/test_meta_mvp.py	2460	CODE
MEDIUM	tests/test_skills/test_meta_mvp.py	2506	CODE
MEDIUM	tests/test_skills/test_meta_mvp.py	2561	CODE
MEDIUM	tests/test_skills/test_meta_mvp.py	2607	CODE
MEDIUM	tests/test_skills/test_meta_mvp.py	2705	CODE
MEDIUM	tests/test_skills/test_meta_mvp.py	3207	CODE
MEDIUM	tests/test_skills/test_meta_mvp.py	3257	CODE
MEDIUM	tests/test_skills/test_meta_mvp.py	3294	CODE
MEDIUM	tests/test_skills/test_meta_mvp.py	3493	CODE
MEDIUM	tests/test_skills/test_meta_mvp.py	3533	CODE
MEDIUM	tests/test_skills/test_meta_mvp.py	3613	CODE
MEDIUM	tests/test_skills/test_meta_mvp.py	3671	CODE
MEDIUM	tests/test_skills/test_meta_mvp.py	3996	CODE
MEDIUM	tests/test_skills/test_meta_mvp.py	4058	CODE
MEDIUM	tests/test_skills/test_meta_mvp.py	4183	CODE
MEDIUM	tests/test_skills/test_meta_mvp.py	4228	CODE
MEDIUM	tests/test_skills/test_meta_paper_write_e2e.py	817	CODE
MEDIUM	tests/test_engine/test_vision_followup_gate.py	79	CODE
MEDIUM	tests/test_engine/test_provider_history_dedup.py	39	CODE
MEDIUM	tests/test_engine/test_agent_llm_budget.py	4853	CODE
MEDIUM	tests/test_engine/test_stream_wrappers.py	341	CODE
MEDIUM	tests/test_engine/test_stream_wrappers.py	355	CODE
MEDIUM	tests/test_engine/test_meta_launch_marker.py	40	CODE
MEDIUM	…ts/test_engine/test_provider_context_block_feedback.py	47	CODE
MEDIUM	…n_runner/test_compaction_and_history_stage_snapshot.py	210	CODE
5 more matches not shown…

AI Structural Patterns149 hits · 111 pts

Severity	File	Line	Context
LOW	tests/test_provider_text_tool_normalization.py	322	CODE
LOW	tests/test_provider_text_tool_normalization.py	385	CODE
LOW	tests/test_process_tree.py	24	CODE
LOW	tests/test_skills/test_meta_mvp.py	47	CODE
LOW	tests/test_engine/test_document_mutation_agent_loop.py	510	CODE
LOW	tests/test_engine/test_subagent_usage_rollup.py	79	CODE
LOW	tests/test_engine/test_t3_upgrade_compaction.py	236	CODE
LOW	…ne/turn_runner/test_prompt_assembler_stage_snapshot.py	195	CODE
LOW	…ine/turn_runner/test_agent_bootstrap_stage_snapshot.py	243	CODE
LOW	…_engine/turn_runner/test_stream_consumer_stage_unit.py	280	CODE
LOW	…_engine/turn_runner/test_stream_consumer_stage_unit.py	150	CODE
LOW	…t_engine/turn_runner/test_turn_finalizer_stage_unit.py	184	CODE
LOW	…_engine/turn_runner/test_agent_bootstrap_stage_unit.py	252	CODE
LOW	…engine/turn_runner/test_prompt_assembler_stage_unit.py	217	CODE
LOW	…/turn_runner/test_compaction_and_history_stage_unit.py	123	CODE
LOW	tests/test_gateway/test_goal_rpc.py	118	CODE
LOW	tests/test_gateway/test_rpc_sessions.py	418	CODE
LOW	tests/test_gateway/test_rpc_sessions.py	492	CODE
LOW	tests/test_gateway/test_usage_query.py	120	CODE
LOW	scripts/live_meta_skill_creator_e2e.py	47	CODE
LOW	scripts/live_provider_profile_gateway_e2e.py	375	CODE
LOW	scripts/long_task_fault_proxy.py	344	CODE
LOW	scripts/experiments/analyze_tool_compression.py	953	CODE
LOW	src/opensquilla/result_budget.py	164	CODE
LOW	src/opensquilla/tools/registry.py	541	CODE
LOW	src/opensquilla/tools/registry.py	570	CODE
LOW	src/opensquilla/tools/registry.py	599	CODE
LOW	src/opensquilla/tools/rpc_payload.py	49	CODE
LOW	src/opensquilla/tools/rpc_payload.py	86	CODE
LOW	src/opensquilla/tools/policy_runtime.py	93	CODE
LOW	src/opensquilla/tools/builtin/media.py	2052	CODE
LOW	src/opensquilla/tools/builtin/media.py	2161	CODE
LOW	src/opensquilla/tools/builtin/web.py	860	CODE
LOW	src/opensquilla/tools/builtin/web.py	1166	CODE
LOW	src/opensquilla/tools/builtin/shell.py	6565	CODE
LOW	src/opensquilla/tools/builtin/admin.py	340	CODE
LOW	src/opensquilla/tools/builtin/admin.py	58	CODE
LOW	src/opensquilla/tools/builtin/tool_results.py	477	CODE
LOW	src/opensquilla/memory/session_flush.py	2022	CODE
LOW	src/opensquilla/memory/session_flush.py	2280	CODE
LOW	src/opensquilla/memory/session_flush.py	2315	CODE
LOW	src/opensquilla/memory/retrieval.py	160	CODE
LOW	src/opensquilla/identity/prompt.py	22	CODE
LOW	src/opensquilla/provider/registry.py	136	CODE
LOW	src/opensquilla/provider/trace_recorder.py	177	CODE
LOW	src/opensquilla/provider/openai.py	3006	CODE
LOW	src/opensquilla/provider/ensemble.py	6869	CODE
LOW	src/opensquilla/provider/ensemble.py	1376	CODE
LOW	src/opensquilla/provider/ensemble.py	4387	CODE
LOW	src/opensquilla/provider/anthropic.py	294	CODE
LOW	src/opensquilla/scheduler/handlers.py	591	CODE
LOW	src/opensquilla/scheduler/ops.py	156	CODE
LOW	src/opensquilla/scheduler/engine.py	117	CODE
LOW	src/opensquilla/agents/registry.py	52	CODE
LOW	src/opensquilla/cli/codetask_cmd.py	152	CODE
LOW	src/opensquilla/cli/agent_cmd.py	121	CODE
LOW	src/opensquilla/cli/agent_cmd.py	806	CODE
LOW	src/opensquilla/cli/migrate_cmd.py	279	CODE
LOW	src/opensquilla/cli/migrate_cmd.py	847	CODE
LOW	src/opensquilla/cli/migrate_cmd.py	1001	CODE
89 more matches not shown…

Synthetic Comment Markers13 hits · 70 pts

Severity	File	Line	Snippet	Context
HIGH	opensquilla-webui/e2e/share-export.spec.ts	219	expect(metrics.disclaimer).toBe('Content generated by AI, for reference only.')	CODE
HIGH	…bui/src/composables/chat/useChatMessageActions.test.ts	746	() => 'Content generated by AI, for reference only.',	CODE
HIGH	…bui/src/composables/chat/useChatMessageActions.test.ts	757	`${text}\n\nContent generated by AI, for reference only.`,	CODE
HIGH	…-webui/src/composables/chat/useChatShareExport.test.ts	47	'Content generated by AI, for reference only.',	CODE
HIGH	…-webui/src/composables/chat/useChatShareExport.test.ts	51	expect(metrics.disclaimer).toBe('Content generated by AI, for reference only.')	CODE
HIGH	…bui/src/composables/chat/useChatMarkdownExport.test.ts	22	aiGeneratedLabel: 'Content generated by AI, for reference only.',	CODE
HIGH	…bui/src/composables/chat/useChatMarkdownExport.test.ts	52	aiGeneratedLabel: 'Content generated by AI, for reference only.',	CODE
HIGH	…bui/src/composables/chat/useChatMarkdownExport.test.ts	63	expect(markdown).toContain('> Content generated by AI, for reference only.')	CODE
HIGH	…bui/src/composables/chat/useChatMarkdownExport.test.ts	70	aiGeneratedLabel: 'Content generated by AI, for reference only.',	CODE
HIGH	…bui/src/composables/chat/useChatMarkdownExport.test.ts	89	aiGeneratedLabel: 'Content generated by AI, for reference only.',	CODE
HIGH⚡	opensquilla-webui/src/locales/en.json	3460	"aiDisclaimer": "Content generated by AI may be inaccurate. For reference only; verify important information.",	CODE
HIGH⚡	opensquilla-webui/src/locales/en.json	3461	"aiGeneratedLabel": "Content generated by AI, for reference only.",	CODE
HIGH	…ui/src/components/chat/ChatComposer.disclaimer.test.ts	46	'Content generated by AI may be inaccurate. For reference only; verify important information.',	CODE

Structural Annotation Overuse27 hits · 37 pts

Severity	File	Line	Snippet	Context
LOW⚡	tests/test_skills/test_meta_skill_accept.py	43	# Step 1: write proposal (eligible)	STRING
LOW	tests/test_skills/test_meta_skill_accept.py	54	# Step 2: accept	STRING
LOW	tests/test_skills/test_meta_skill_accept.py	66	# Step 3: loader picks it up via MANAGED layer	STRING
LOW	src/opensquilla/scheduler/timer.py	82	# Step 1: recover reservations left by a previous process. Active	COMMENT
LOW	src/opensquilla/scheduler/timer.py	103	# Step 2: collect missed jobs	COMMENT
LOW	src/opensquilla/scheduler/timer.py	114	# Step 3: first max_catchup jobs — run with stagger	COMMENT
LOW	src/opensquilla/scheduler/timer.py	146	# Step 4: fast-forward remaining (except AT one-shots). Delegates to	COMMENT
LOW⚡	src/opensquilla/skills/meta/orchestrator.py	2093	# Step 1: schema-declared defaults form the baseline.	COMMENT
LOW⚡	src/opensquilla/skills/meta/orchestrator.py	2102	# Step 2: user-supplied values win over defaults (and unknown keys	COMMENT
LOW	src/opensquilla/skills/bundled/skill-creator/SKILL.md	228	### Step 1: Understanding the Skill with Concrete Examples	COMMENT
LOW	src/opensquilla/skills/bundled/skill-creator/SKILL.md	245	### Step 2: Planning the Reusable Skill Contents	COMMENT
LOW	src/opensquilla/skills/bundled/skill-creator/SKILL.md	269	### Step 3: Initializing the Skill	COMMENT
LOW	src/opensquilla/skills/bundled/skill-creator/SKILL.md	307	### Step 4: Edit the Skill	COMMENT
LOW	src/opensquilla/skills/bundled/skill-creator/SKILL.md	348	### Step 5: Packaging a Skill	COMMENT
LOW	src/opensquilla/skills/bundled/skill-creator/SKILL.md	376	### Step 6: Iterate	COMMENT
LOW	…ensquilla/skills/bundled/pptx/scripts/render_thumbs.sh	92	# Step 1: pptx -> pdf	COMMENT
LOW	…ensquilla/skills/bundled/pptx/scripts/render_thumbs.sh	105	# Step 2: pdf -> per-page jpg	COMMENT
LOW⚡	src/opensquilla/gateway/rpc_config.py	1239	# Step 2: carry forward boot-generated secrets the disk cannot restore.	COMMENT
LOW	src/opensquilla/gateway/rpc_config.py	1250	# Step 3: selector sync on the candidate BEFORE the in-place swap.	COMMENT
LOW	src/opensquilla/gateway/rpc_config.py	1261	# Step 4: swap values + runtime-secret markers into the live config.	COMMENT
LOW⚡	src/opensquilla/gateway/websocket.py	964	# Step 1: Send connect.challenge	COMMENT
LOW⚡	src/opensquilla/gateway/websocket.py	971	# Step 2: Pre-auth timeout — client must send connect request	COMMENT
LOW	src/opensquilla/gateway/websocket.py	982	# Step 3: Parse the connect request	COMMENT
LOW	src/opensquilla/gateway/websocket.py	1031	# Step 4: Resolve auth via server-side ScopeResolver	COMMENT
LOW	src/opensquilla/gateway/websocket.py	1065	# Step 5: Negotiate protocol version	COMMENT
LOW	src/opensquilla/gateway/websocket.py	1099	# Step 6: Send HelloOk	COMMENT
LOW	src/opensquilla/gateway/websocket.py	1150	# Step 7: Main message loop	COMMENT

Verbosity Indicators21 hits · 28 pts

Severity	File	Line	Snippet	Context
LOW⚡	tests/test_skills/test_meta_skill_accept.py	43	# Step 1: write proposal (eligible)	STRING
LOW	tests/test_skills/test_meta_skill_accept.py	54	# Step 2: accept	STRING
LOW	tests/test_skills/test_meta_skill_accept.py	66	# Step 3: loader picks it up via MANAGED layer	STRING
LOW	src/opensquilla/scheduler/timer.py	82	# Step 1: recover reservations left by a previous process. Active	COMMENT
LOW	src/opensquilla/scheduler/timer.py	103	# Step 2: collect missed jobs	COMMENT
LOW	src/opensquilla/scheduler/timer.py	114	# Step 3: first max_catchup jobs — run with stagger	COMMENT
LOW	src/opensquilla/scheduler/timer.py	146	# Step 4: fast-forward remaining (except AT one-shots). Delegates to	COMMENT
LOW⚡	src/opensquilla/skills/meta/orchestrator.py	2093	# Step 1: schema-declared defaults form the baseline.	COMMENT
LOW⚡	src/opensquilla/skills/meta/orchestrator.py	2102	# Step 2: user-supplied values win over defaults (and unknown keys	COMMENT
LOW	…ensquilla/skills/bundled/pptx/scripts/render_thumbs.sh	92	# Step 1: pptx -> pdf	COMMENT
LOW	…ensquilla/skills/bundled/pptx/scripts/render_thumbs.sh	105	# Step 2: pdf -> per-page jpg	COMMENT
LOW⚡	src/opensquilla/gateway/rpc_config.py	1239	# Step 2: carry forward boot-generated secrets the disk cannot restore.	COMMENT
LOW	src/opensquilla/gateway/rpc_config.py	1250	# Step 3: selector sync on the candidate BEFORE the in-place swap.	COMMENT
LOW	src/opensquilla/gateway/rpc_config.py	1261	# Step 4: swap values + runtime-secret markers into the live config.	COMMENT
LOW⚡	src/opensquilla/gateway/websocket.py	964	# Step 1: Send connect.challenge	COMMENT
LOW⚡	src/opensquilla/gateway/websocket.py	971	# Step 2: Pre-auth timeout — client must send connect request	COMMENT
LOW	src/opensquilla/gateway/websocket.py	982	# Step 3: Parse the connect request	COMMENT
LOW	src/opensquilla/gateway/websocket.py	1031	# Step 4: Resolve auth via server-side ScopeResolver	COMMENT
LOW	src/opensquilla/gateway/websocket.py	1065	# Step 5: Negotiate protocol version	COMMENT
LOW	src/opensquilla/gateway/websocket.py	1099	# Step 6: Send HelloOk	COMMENT
LOW	src/opensquilla/gateway/websocket.py	1150	# Step 7: Main message loop	COMMENT

Self-Referential Comments4 hits · 12 pts

Severity	File	Line	Snippet	Context
MEDIUM	tests/test_agents/test_registry_write_open_nofollow.py	46	# Create the file first so lstat() returns a regular file (not ENOENT).	COMMENT
MEDIUM	src/opensquilla/recovery/cleanup.py	938	# Creating the persistent compatibility lock changes only its	COMMENT
MEDIUM	src/opensquilla/engine/subagent.py	558	# Create a dummy completed task as placeholder	COMMENT
MEDIUM	src/opensquilla/gateway/model_catalog_refresh.py	1446	# Create the child only after the closed check and register it in	COMMENT

Redundant / Tautological Comments4 hits · 5 pts

Severity	File	Line	Snippet	Context
LOW	tests/test_readme_links.py	56	# Check if file exists at repo root	COMMENT
LOW	src/opensquilla/memory/store.py	684	# Check if file changed	COMMENT
LOW	…lla/skills/bundled/skill-creator/scripts/init_skill.py	271	# Check if directory already exists	COMMENT
LOW	…pensquilla/skills/bundled/web-search/scripts/search.py	564	# Output results	STRING

Docstring Block Structure1 hit · 5 pts

Severity	File	Line	Snippet	Context
HIGH	…lla/skills/bundled/skill-creator/scripts/init_skill.py	256	Initialize a new skill directory with template SKILL.md. Args: skill_name: Name of the skill p	STRING

Overly Generic Function Names2 hits · 2 pts

Severity	File	Line	Snippet	Context
LOW	tests/test_tools/test_source_edit_tools.py	377	"def helper(value):\n"	CODE
LOW	tests/test_tools/test_source_edit_tools.py	392	"preview": "def helper(value):",	CODE

Example Usage Blocks1 hit · 2 pts

Severity	File	Line	Snippet	Context
LOW	…ensquilla/skills/bundled/pptx/scripts/render_thumbs.sh	7	# Usage:	COMMENT

Analysis Overview

What These Metrics Mean

Score History

Severity Breakdown

Directory Score Breakdown

Pattern Findings