Q00/ouroboros

34.6

Adjusted Score

34.6

Raw Score

100%

Time Factor

2026-07-14

Last Push

4.9K

Stars

Python

Language

559.7K

Lines of Code

1.3K

Files

16.5K

Pattern Hits

2026-07-14

Scan Date

0.12

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

Longitudinal tracking requires multiple scan runs. Once this repository is re-scanned after new commits land, this chart will visualise how the synthetic code signal evolves over time — enabling you to detect whether AI authorship is growing, stabilising, or being actively corrected by human engineers.

No multi-scan history yet — run the scanner again to build trend data.

Severity Breakdown

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

CRITICAL 0HIGH 156MEDIUM 1478LOW 14877

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 16511 distinct pattern matches across 22 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 Identifiers11779 hits · 10511 pts

Severity	File	Line	Snippet	Context
LOW	tests/conftest.py	26	def block_runner_real_llm_adapter(monkeypatch):	CODE
LOW	tests/conftest.py	48	def _blocked_create_llm_adapter(_args, *_kwargs):	CODE
LOW	tests/unit/test_detached_auto_docs.py	18	def test_cli_docs_describe_detached_auto_as_tracked_non_terminal_background_work() -> None:	CODE
LOW	tests/unit/test_detached_auto_docs.py	46	def test_mcp_docs_describe_detached_auto_as_tracked_non_terminal_background_work() -> None:	CODE
LOW	tests/unit/test_detached_auto_docs.py	75	def test_docs_verify_running_state_includes_stable_wait_and_retrieve_guidance() -> None:	CODE
LOW	tests/unit/test_detached_auto_docs.py	108	def test_cli_docs_verify_completed_state_has_stable_result_retrieval_semantics() -> None:	CODE
LOW	tests/unit/test_detached_auto_docs.py	122	def test_cli_docs_api_check_verifies_completed_detached_auto_result_output(	CODE
LOW	tests/unit/test_detached_auto_docs.py	140	async def _persist_completed_auto_job() -> None:	CODE
LOW	tests/unit/test_detached_auto_docs.py	214	def test_mcp_docs_verify_completed_state_has_stable_result_retrieval_semantics() -> None:	CODE
LOW	tests/unit/test_detached_auto_docs.py	236	def test_mcp_docs_api_check_verifies_completed_detached_auto_result_response(	CODE
LOW	tests/unit/test_detached_auto_docs.py	250	async def _persist_completed_auto_job_and_fetch_result():	CODE
LOW	tests/unit/test_detached_auto_docs.py	363	def test_completed_detached_auto_result_retrieval_leaves_inspectable_event_trace(	CODE
LOW	tests/unit/test_detached_auto_docs.py	371	async def _run_completed_job_and_verify_trace() -> None:	CODE
LOW	tests/unit/test_detached_auto_docs.py	429	def test_docs_verify_failed_state_has_stable_status_semantics_and_next_steps() -> None:	CODE
LOW	tests/unit/test_detached_auto_docs.py	474	def test_mcp_docs_api_check_verifies_failed_detached_auto_result_response(	CODE
LOW	tests/unit/test_detached_auto_docs.py	489	async def _persist_failed_auto_job_and_fetch_result():	CODE
LOW	tests/unit/test_detached_auto_docs.py	591	def test_docs_verify_cancelled_state_has_stable_status_semantics_and_next_steps() -> None:	CODE
LOW	tests/unit/test_detached_auto_docs.py	639	def test_mcp_docs_api_check_verifies_cancelled_detached_auto_result_response(	CODE
LOW	tests/unit/test_detached_auto_docs.py	654	async def _persist_cancelled_auto_job_and_fetch_result():	CODE
LOW	tests/unit/test_detached_auto_docs.py	757	def test_docs_verify_expired_state_has_stable_status_semantics_and_next_steps() -> None:	CODE
LOW	tests/unit/test_detached_auto_docs.py	785	def test_docs_api_check_verifies_expired_detached_work_observable_contract(	CODE
LOW	tests/unit/test_detached_auto_docs.py	799	async def _persist_expired_auto_job_and_fetch_result():	CODE
LOW	tests/unit/test_detached_auto_docs.py	871	def test_docs_verify_invalid_detached_work_has_stable_status_semantics_and_next_steps() -> None:	CODE
LOW	tests/unit/test_detached_auto_docs.py	915	def test_docs_api_check_verifies_invalid_detached_work_observable_contract(	CODE
LOW	tests/unit/test_tooling_configuration.py	31	def test_pre_commit_config_exists():	CODE
LOW⚡	tests/unit/test_kiro_adapters.py	73	def test_resolves_kiro_aliases(self) -> None:	CODE
LOW⚡	tests/unit/test_kiro_adapters.py	77	def test_falls_back_to_kiro_via_ouroboros_runtime(	CODE
LOW⚡	tests/unit/test_kiro_adapters.py	84	def test_ouroboros_runtime_does_not_affect_explicit_backend(	CODE
LOW⚡	tests/unit/test_kiro_adapters.py	92	def _isolated_llm_permission_config(monkeypatch: pytest.MonkeyPatch) -> None:	CODE
LOW⚡	tests/unit/test_kiro_adapters.py	116	def test_kiro_returns_default(self, _isolated_llm_permission_config: None) -> None:	CODE
LOW⚡	tests/unit/test_kiro_adapters.py	119	def test_kiro_respects_llm_permission_mode_env(self, monkeypatch: pytest.MonkeyPatch) -> None:	CODE
LOW⚡	tests/unit/test_kiro_adapters.py	124	def test_kiro_interview_respects_llm_permission_mode_env(	CODE
LOW⚡	tests/unit/test_kiro_adapters.py	133	def test_kiro_interview_returns_config_default_without_override(	CODE
LOW⚡	tests/unit/test_kiro_adapters.py	145	def test_creates_kiro_adapter(self) -> None:	CODE
LOW⚡	tests/unit/test_kiro_adapters.py	149	def test_passes_cwd_to_kiro_adapter(self) -> None:	CODE
LOW⚡	tests/unit/test_kiro_adapters.py	154	def test_passes_timeout_to_kiro_adapter(self) -> None:	CODE
LOW⚡	tests/unit/test_kiro_adapters.py	159	def test_passes_max_retries_to_kiro_adapter(self) -> None:	CODE
LOW⚡	tests/unit/test_kiro_adapters.py	164	def test_passes_tool_envelope_to_kiro_adapter(	CODE
LOW⚡	tests/unit/test_kiro_adapters.py	184	def test_uses_configured_cli_path(self, monkeypatch: pytest.MonkeyPatch) -> None:	CODE
LOW⚡	tests/unit/test_kiro_adapters.py	291	def test_empty_allowed_tools_forces_text_only_prompt(self) -> None:	CODE
LOW⚡	tests/unit/test_kiro_adapters.py	301	def test_allowed_tools_lists_permitted_tools(self) -> None:	CODE
LOW⚡	tests/unit/test_kiro_adapters.py	311	def test_allowed_tools_none_omits_tool_constraints(self) -> None:	CODE
LOW⚡	tests/unit/test_kiro_adapters.py	319	def test_empty_allowed_tools_sets_empty_trust_tools_flag(self) -> None:	CODE
LOW⚡	tests/unit/test_kiro_adapters.py	328	def test_allowed_tools_maps_to_kiro_trust_tools_flag(self) -> None:	CODE
LOW⚡	tests/unit/test_kiro_adapters.py	337	def test_allowed_tools_filters_mcp_names_from_kiro_trust_tools_flag(self) -> None:	CODE
LOW⚡	tests/unit/test_kiro_adapters.py	362	def test_allowed_tools_none_omits_trust_tools_flag(self) -> None:	CODE
LOW⚡	tests/unit/test_kiro_adapters.py	371	def test_default_permission_mode_sets_empty_trust_tools_flag(self) -> None:	CODE
LOW⚡	tests/unit/test_kiro_adapters.py	380	def test_accept_edits_permission_mode_sets_trust_all_tools_flag(self) -> None:	CODE
LOW⚡	tests/unit/test_kiro_adapters.py	388	def test_bypass_permission_takes_precedence_over_allowed_tools(self) -> None:	CODE
LOW⚡	tests/unit/test_kiro_adapters.py	565	def test_resolves_kiro_aliases(self) -> None:	CODE
LOW⚡	tests/unit/test_kiro_adapters.py	571	def test_falls_back_via_ouroboros_runtime(self, monkeypatch: pytest.MonkeyPatch) -> None:	CODE
LOW⚡	tests/unit/test_kiro_adapters.py	580	def test_creates_kiro_runtime(self) -> None:	CODE
LOW⚡	tests/unit/test_kiro_adapters.py	589	def test_uses_configured_cli_path(self, monkeypatch: pytest.MonkeyPatch) -> None:	CODE
LOW⚡	tests/unit/test_kiro_adapters.py	610	def test_declares_translated_system_prompt_and_permission_mode(self) -> None:	CODE
LOW⚡	tests/unit/test_kiro_adapters.py	759	def test_get_llm_backend_uses_runtime_fallback(self, monkeypatch: pytest.MonkeyPatch) -> None:	CODE
LOW⚡	tests/unit/test_kiro_adapters.py	766	def test_get_llm_backend_uses_kiro_cli_runtime_alias(	CODE
LOW⚡	tests/unit/test_kiro_adapters.py	775	def test_llm_backend_env_takes_priority_over_runtime(	CODE
LOW⚡	tests/unit/test_kiro_adapters.py	784	def test_no_runtime_env_uses_default(self, monkeypatch: pytest.MonkeyPatch) -> None:	CODE
LOW⚡	tests/unit/test_kiro_adapters.py	793	def test_get_agent_runtime_uses_runtime_fallback(self, monkeypatch: pytest.MonkeyPatch) -> None:	CODE
LOW⚡	tests/unit/test_kiro_adapters.py	800	def test_kiro_model_defaults_to_sentinel(self) -> None:	CODE
11719 more matches not shown…

Decorative Section Separators1343 hits · 4902 pts

Severity	File	Line	Snippet	Context
MEDIUM	crates/ouroboros-tui/src/state.rs	8	// ─────────────────────────────────────────────────────────────────────────────	COMMENT
MEDIUM	crates/ouroboros-tui/src/state.rs	10	// ─────────────────────────────────────────────────────────────────────────────	COMMENT
MEDIUM	crates/ouroboros-tui/src/state.rs	127	// ─────────────────────────────────────────────────────────────────────────────	COMMENT
MEDIUM	crates/ouroboros-tui/src/state.rs	129	// ─────────────────────────────────────────────────────────────────────────────	COMMENT
MEDIUM	crates/ouroboros-tui/src/state.rs	273	// ─────────────────────────────────────────────────────────────────────────────	COMMENT
MEDIUM	crates/ouroboros-tui/src/state.rs	275	// ─────────────────────────────────────────────────────────────────────────────	COMMENT
MEDIUM	crates/ouroboros-tui/src/state.rs	660	// ─────────────────────────────────────────────────────────────────────────────	COMMENT
MEDIUM	crates/ouroboros-tui/src/state.rs	662	// ─────────────────────────────────────────────────────────────────────────────	COMMENT
MEDIUM	crates/ouroboros-tui/src/views/execution.rs	251	// ─────────────────────────────────────────────────────────────────────────────	COMMENT
MEDIUM	crates/ouroboros-tui/src/views/execution.rs	253	// ─────────────────────────────────────────────────────────────────────────────	COMMENT
MEDIUM	crates/ouroboros-tui/src/views/lineage.rs	17	// ── Left panel: Lineage list ──────────────────────────────────────	COMMENT
MEDIUM	crates/ouroboros-tui/src/views/lineage.rs	61	// ── Right panel: Detail ───────────────────────────────────────────	COMMENT
MEDIUM	crates/ouroboros-tui/src/views/lineage.rs	165	// ── Top: Lineage Info + Generation List ───────────────────────────	COMMENT
MEDIUM	crates/ouroboros-tui/src/views/lineage.rs	218	// ── Middle: Generation List (selectable) ──────────────────────────	COMMENT
MEDIUM	crates/ouroboros-tui/src/views/lineage.rs	240	// ── Bottom: Selected Generation Detail ────────────────────────────	COMMENT
MEDIUM	crates/ouroboros-tui/src/views/lineage.rs	292	// ── Double Diamond: Phase Progress ─────────────────────────────	COMMENT
MEDIUM	crates/ouroboros-tui/src/views/lineage.rs	295	// ── Header: Status + Score ───────────────────────────────────	COMMENT
MEDIUM	crates/ouroboros-tui/src/views/lineage.rs	316	// ── Evaluation: AC Results + Drift ────────────────────────────	COMMENT
MEDIUM⚡	crates/ouroboros-tui/src/views/lineage.rs	364	// ── Failure Reason ────────────────────────────────────────────	COMMENT
MEDIUM⚡	crates/ouroboros-tui/src/views/lineage.rs	373	// ── Summary ───────────────────────────────────────────────────	COMMENT
MEDIUM⚡	crates/ouroboros-tui/src/views/lineage.rs	382	// ── Ontology ──────────────────────────────────────────────────	COMMENT
MEDIUM	crates/ouroboros-tui/src/views/lineage.rs	406	// ── Ontology Delta ────────────────────────────────────────────	COMMENT
MEDIUM	crates/ouroboros-tui/src/views/lineage.rs	432	// ── Wonder Questions ──────────────────────────────────────────	COMMENT
MEDIUM	crates/ouroboros-tui/src/views/lineage.rs	445	// ── Execution Output ──────────────────────────────────────────	COMMENT
MEDIUM	crates/ouroboros-tui/src/views/lineage.rs	459	// ── Timestamp ─────────────────────────────────────────────────	COMMENT
MEDIUM	crates/ouroboros-tui/src/views/lineage.rs	511	/// ◇━━━━◆━━━━◇ ◇━━━━━━━━━◇	COMMENT
MEDIUM	crates/ouroboros-tui/src/views/lineage.rs	539	// Second diamond: Execute ◇━━━━━━━◇ Evaluate	COMMENT
MEDIUM⚡	tests/unit/test_kiro_adapters.py	67	# ===========================================================================	COMMENT
MEDIUM⚡	tests/unit/test_kiro_adapters.py	69	# ===========================================================================	COMMENT
MEDIUM⚡	tests/unit/test_kiro_adapters.py	139	# ===========================================================================	COMMENT
MEDIUM⚡	tests/unit/test_kiro_adapters.py	141	# ===========================================================================	COMMENT
MEDIUM⚡	tests/unit/test_kiro_adapters.py	191	# ===========================================================================	COMMENT
MEDIUM⚡	tests/unit/test_kiro_adapters.py	193	# ===========================================================================	COMMENT
MEDIUM⚡	tests/unit/test_kiro_adapters.py	559	# ===========================================================================	COMMENT
MEDIUM⚡	tests/unit/test_kiro_adapters.py	561	# ===========================================================================	COMMENT
MEDIUM⚡	tests/unit/test_kiro_adapters.py	602	# ===========================================================================	COMMENT
MEDIUM⚡	tests/unit/test_kiro_adapters.py	604	# ===========================================================================	COMMENT
MEDIUM⚡	tests/unit/test_kiro_adapters.py	753	# ===========================================================================	COMMENT
MEDIUM⚡	tests/unit/test_kiro_adapters.py	755	# ===========================================================================	COMMENT
MEDIUM⚡	tests/unit/test_kiro_adapters.py	806	# ===========================================================================	COMMENT
MEDIUM⚡	tests/unit/test_kiro_adapters.py	808	# ===========================================================================	COMMENT
MEDIUM	tests/unit/test_kiro_adapters.py	24	# ---------------------------------------------------------------------------	COMMENT
MEDIUM	tests/unit/test_kiro_adapters.py	26	# ---------------------------------------------------------------------------	COMMENT
MEDIUM	tests/unit/test_kiro_adapters.py	1163	# ===========================================================================	COMMENT
MEDIUM	tests/unit/test_kiro_adapters.py	1165	# ===========================================================================	COMMENT
MEDIUM	tests/unit/test_ralph_parser.py	29	# ---------------------------------------------------------------------------	COMMENT
MEDIUM	tests/unit/test_ralph_parser.py	31	# ---------------------------------------------------------------------------	COMMENT
MEDIUM	tests/unit/test_ralph_parser.py	91	# ---------------------------------------------------------------------------	STRING
MEDIUM	tests/unit/test_ralph_parser.py	93	# ---------------------------------------------------------------------------	STRING
MEDIUM	tests/unit/test_ralph_parser.py	193	# ---------------------------------------------------------------------------	STRING
MEDIUM	tests/unit/test_ralph_parser.py	195	# ---------------------------------------------------------------------------	STRING
MEDIUM⚡	tests/unit/pm/test_renderer.py	91	# ──────────────────────────────────────────────────────────────────	COMMENT
MEDIUM⚡	tests/unit/pm/test_renderer.py	93	# ──────────────────────────────────────────────────────────────────	COMMENT
MEDIUM⚡	tests/unit/pm/test_renderer.py	151	# ──────────────────────────────────────────────────────────────────	COMMENT
MEDIUM⚡	tests/unit/pm/test_renderer.py	153	# ──────────────────────────────────────────────────────────────────	COMMENT
MEDIUM⚡	tests/unit/pm/test_renderer.py	268	# ──────────────────────────────────────────────────────────────────	COMMENT
MEDIUM⚡	tests/unit/pm/test_renderer.py	270	# ──────────────────────────────────────────────────────────────────	COMMENT
MEDIUM⚡	tests/unit/pm/test_renderer.py	310	# ──────────────────────────────────────────────────────────────────	COMMENT
MEDIUM⚡	tests/unit/pm/test_renderer.py	312	# ──────────────────────────────────────────────────────────────────	COMMENT
MEDIUM	tests/unit/pm/test_renderer.py	25	# ──────────────────────────────────────────────────────────────────	COMMENT
1283 more matches not shown…

Unused Imports1578 hits · 1329 pts

Severity	File	Line	Context
LOW	tests/_envelope_wiring.py	12	CODE
LOW	tests/unit/test_kiro_adapters.py	11	CODE
LOW	tests/unit/test_ralph_loop_budget.py	12	CODE
LOW	tests/unit/test_dashboard.py	3	CODE
LOW	tests/unit/test_ralph_rewind.py	3	CODE
LOW	tests/unit/test_ralph_parser.py	3	CODE
LOW	tests/unit/test_convergence.py	3	CODE
LOW	tests/unit/test_ralph_shell.py	3	CODE
LOW	tests/unit/test_artifact_collector.py	3	CODE
LOW	tests/unit/test_ralph_loop_timeout.py	11	CODE
LOW	tests/unit/test_evolve_rewind.py	3	CODE
LOW	tests/unit/test_regression.py	3	CODE
LOW	tests/unit/test_verification.py	3	CODE
LOW	tests/unit/test_ralph_loop_progress.py	8	CODE
LOW	tests/unit/pm/test_renderer.py	8	CODE
LOW	tests/unit/core/test_hitl_contract.py	1	CODE
LOW	tests/unit/core/test_retry.py	3	CODE
LOW	tests/unit/core/test_ttl_cache.py	3	CODE
LOW	tests/unit/core/test_conductor.py	3	CODE
LOW	tests/unit/core/test_file_lock.py	3	CODE
LOW	tests/unit/core/test_execution_preferences.py	1	CODE
LOW	tests/unit/core/test_hitl_state.py	1	CODE
LOW	tests/unit/core/test_hitl_resume.py	1	CODE
LOW	tests/unit/core/test_runtime_transition.py	3	CODE
LOW	tests/unit/core/test_seed_project_path_callers.py	8	CODE
LOW	tests/unit/core/test_session_signal.py	3	CODE
LOW	tests/unit/core/test_project_paths.py	3	CODE
LOW	tests/unit/core/test_git_workflow.py	3	CODE
LOW	tests/unit/core/test_session_signal_projection.py	3	CODE
LOW	tests/unit/core/test_worktree.py	3	CODE
LOW	tests/unit/copilot/test_model_discovery.py	3	CODE
LOW	tests/unit/copilot/test_cli_policy.py	3	CODE
LOW	tests/unit/copilot/test_permissions.py	3	CODE
LOW	tests/unit/config/test_loader_env.py	3	CODE
LOW	tests/unit/auto/test_inverted_interview_intent_guard.py	1	CODE
LOW	tests/unit/auto/test_seed_repairer_bounded.py	10	CODE
LOW	tests/unit/auto/conftest.py	20	CODE
LOW	tests/unit/auto/test_safe_default_lateral_escalation.py	33	CODE
LOW	…/unit/auto/test_pipeline_interview_deadline_closure.py	29	CODE
LOW	tests/unit/auto/test_pipeline_ralph_handoff.py	9	CODE
LOW	tests/unit/auto/test_auto_policies.py	1	CODE
LOW	tests/unit/auto/test_interview_stagnation_lateral.py	19	CODE
LOW	tests/unit/auto/test_pipeline_runtime_probe_envelope.py	13	CODE
LOW	tests/unit/auto/test_runtime_semantics.py	10	CODE
LOW	tests/unit/auto/test_answer_source_log.py	3	CODE
LOW	…ts/unit/auto/test_pipeline_interview_observer_drain.py	25	CODE
LOW	tests/unit/auto/test_answerer_via_domain_profile.py	13	CODE
LOW	tests/unit/auto/test_821_acceptance_matrix.py	3	CODE
LOW	tests/unit/auto/test_state_provenance.py	3	CODE
LOW	tests/unit/auto/test_safe_defaults_domain_profile.py	8	CODE
LOW	tests/unit/auto/test_answer_refiner_adapter.py	9	CODE
LOW	tests/unit/auto/test_task_classes.py	14	CODE
LOW	tests/unit/auto/test_pipeline_oscillation_lateral.py	16	CODE
LOW	tests/unit/auto/test_task_class_application.py	3	CODE
LOW	tests/unit/auto/test_ledger_seed_brownfield.py	3	CODE
LOW	tests/unit/auto/test_domain_inference.py	18	CODE
LOW	tests/unit/auto/test_pipeline_domain_profile.py	3	CODE
LOW	tests/unit/auto/test_pipeline_evaluate.py	10	CODE
LOW	tests/unit/auto/test_auto_worktree.py	1	CODE
LOW	tests/unit/auto/test_auto_fill.py	8	CODE
1518 more matches not shown…

Excessive Try-Catch Wrapping508 hits · 460 pts

Severity	File	Line	Snippet	Context
LOW	project-context.md	294	except Exception:	CODE
LOW	tools/sync_github_project.py	219	except Exception as e:	STRING
MEDIUM	tools/sync_github_project.py	237	print("Error: issue_number must be an integer")	CODE
MEDIUM	tools/sync_github_project.py	241	print("Error: GITHUB_TOKEN environment variable not set")	CODE
LOW	tests/conftest.py	96	except Exception:	CODE
LOW	tests/unit/mcp/tools/test_run_evaluate_chaining.py	77	except Exception as exc: # noqa: BLE001 - diagnostics must not mask failures	CODE
LOW	tests/unit/mcp/tools/test_run_evaluate_chaining.py	88	except Exception as exc: # noqa: BLE001	CODE
LOW	tests/unit/mcp/tools/test_run_evaluate_chaining.py	93	except Exception as exc: # noqa: BLE001	CODE
LOW	tests/unit/mcp/tools/test_run_evaluate_chaining.py	131	except Exception as exc: # diagnostics must never mask the real failure	CODE
MEDIUM	…sts/unit/mcp/tools/test_auto_interview_construction.py	2238	def _run() -> None:	CODE
LOW	…sts/unit/mcp/tools/test_auto_interview_construction.py	1482	except Exception as exc: # noqa: BLE001 - spy captures the surfaced contract failure.	CODE
LOW	…sts/unit/mcp/tools/test_auto_interview_construction.py	1633	except Exception as exc: # noqa: BLE001 - spy captures the surfaced contract failure.	CODE
LOW	…sts/unit/mcp/tools/test_auto_interview_construction.py	1790	except Exception as exc: # noqa: BLE001 - spy captures the surfaced contract failure.	CODE
LOW	…sts/unit/mcp/tools/test_auto_interview_construction.py	1942	except Exception as exc: # noqa: BLE001 - spy captures the surfaced contract failure.	CODE
LOW	…sts/unit/mcp/tools/test_auto_interview_construction.py	2106	except Exception as exc: # noqa: BLE001 - spy captures the surfaced contract failure.	CODE
LOW	…sts/unit/mcp/tools/test_auto_interview_construction.py	2241	except Exception:	CODE
LOW	…sts/unit/mcp/tools/test_auto_interview_construction.py	2325	except Exception:	CODE
LOW⚡	tests/unit/events/test_base.py	22	except Exception:	CODE
LOW⚡	tests/unit/router/test_not_handled_resolution.py	20	except Exception as exc: # pragma: no cover - failure path should be explicit.	CODE
LOW	tests/canonical/test_canonical.py	338	except Exception as exc: # noqa: BLE001	CODE
LOW	tests/canonical/conftest.py	321	except Exception as exc: # pragma: no cover - imports always succeed in CI	CODE
MEDIUM	docs/api/mcp.md	932	print(f"Error: {result.error}") # Never raises, returns error	CODE
LOW	scripts/version-check.py	31	except Exception:	CODE
LOW	scripts/version-check.py	38	except Exception:	CODE
LOW	scripts/version-check.py	50	except Exception:	CODE
LOW	scripts/version-check.py	67	except Exception:	CODE
LOW	scripts/version-check.py	111	except Exception:	CODE
LOW⚡	scripts/version-check.py	126	except Exception:	CODE
LOW⚡	scripts/version-check.py	136	except Exception:	CODE
LOW⚡	scripts/version-check.py	139	except Exception:	CODE
LOW⚡	scripts/version-check.py	143	except Exception:	CODE
LOW	scripts/version-check.py	185	except Exception:	CODE
LOW	scripts/ralph.py	314	except Exception as exc:	CODE
LOW	scripts/session-start.py	33	except Exception as e:	CODE
MEDIUM	scripts/session-start.py	24	def main() -> None:	CODE
LOW	scripts/manual-synapse-state-smoke.py	326	except Exception as exc: # noqa: BLE001 - manual harness reports exact failure.	CODE
MEDIUM	scripts/manual-synapse-state-smoke.py	323	def main() -> int:	CODE
LOW	scripts/install.sh	314	except Exception:	CODE
LOW	scripts/manual-synapse-smoke.py	301	except Exception as exc: # noqa: BLE001 - manual harness reports exact backend failure.	CODE
LOW	scripts/ralph-rewind.py	183	except Exception as exc:	CODE
LOW	scripts/keyword-detector.py	165	except Exception:	CODE
LOW	scripts/keyword-detector.py	216	except Exception:	CODE
LOW	scripts/keyword-detector.py	282	except Exception:	CODE
LOW	scripts/drift-monitor.py	60	except Exception:	CODE
LOW	.claude-plugin/skills/seed/SKILL.md	420	except Exception:	CODE
LOW	.claude-plugin/skills/setup/SKILL.md	104	except Exception:	CODE
LOW	.claude-plugin/skills/welcome/SKILL.md	37	except Exception:	CODE
LOW	.claude-plugin/skills/welcome/SKILL.md	49	except Exception:	CODE
LOW	.claude-plugin/skills/welcome/SKILL.md	95	except Exception:	CODE
LOW	.claude-plugin/skills/welcome/SKILL.md	273	except Exception:	CODE
LOW	.claude-plugin/skills/welcome/SKILL.md	300	except Exception:	CODE
LOW	skills/seed/SKILL.md	434	except Exception:	CODE
LOW	skills/setup/SKILL.md	104	except Exception:	CODE
LOW	skills/welcome/SKILL.md	37	except Exception:	CODE
LOW	skills/welcome/SKILL.md	49	except Exception:	CODE
LOW	skills/welcome/SKILL.md	95	except Exception:	CODE
LOW	skills/welcome/SKILL.md	274	except Exception:	CODE
LOW	skills/welcome/SKILL.md	301	except Exception:	CODE
LOW	src/ouroboros/__init__.py	23	except Exception:	CODE
LOW	src/ouroboros/core/context.py	166	except Exception as e:	CODE
448 more matches not shown…

Modern Structural Boilerplate344 hits · 334 pts

Severity	File	Line	Snippet	Context
LOW	tests/unit/plugin/test_manifest_schema_0_4.py	424	def _set_permission_required(payload: dict, scope: str, required: bool) -> None:	CODE
LOW	…/unit/orchestrator/workflow_ir_conformance_fixtures.py	127	__all__ = [	CODE
LOW	tests/integration/mcp/conftest.py	537	def set_data(self, key: str, value: str) -> None:	CODE
LOW	tests/conformance/workflow_ir/fixtures.py	510	__all__ = [	CODE
LOW	src/ouroboros/copilot_permissions.py	101	__all__ = [	CODE
LOW	src/ouroboros/runtime_instruction_artifacts.py	204	__all__ = [	CODE
LOW	src/ouroboros/__init__.py	26	__all__ = ["__version__", "main"]	CODE
LOW	src/ouroboros/sandbox.py	34	__all__ = ["SandboxClass"]	CODE
LOW	src/ouroboros/claude_permissions.py	55	__all__ = [	CODE
LOW	src/ouroboros/codex_permissions.py	122	__all__ = [	CODE
LOW	src/ouroboros/pm/renderer.py	42	__all__ = [	CODE
LOW	src/ouroboros/pm/__init__.py	16	__all__ = [	CODE
LOW	src/ouroboros/core/session_signal.py	419	__all__ = [	CODE
LOW	src/ouroboros/core/hitl_resume.py	241	__all__ = [	CODE
LOW	src/ouroboros/core/ontology_questions.py	455	__all__ = [	CODE
LOW	src/ouroboros/core/session_signal_projection.py	218	__all__ = [	CODE
LOW	src/ouroboros/core/seed_contract.py	86	__all__ = [	CODE
LOW	src/ouroboros/core/runtime_transition.py	476	__all__ = [	CODE
LOW	src/ouroboros/core/retry.py	82	__all__ = ["BASE_TRANSIENT_PATTERNS", "is_transient_error", "retry_async"]	CODE
LOW	src/ouroboros/core/hitl_state.py	420	__all__ = [	CODE
LOW	src/ouroboros/core/execution_preferences.py	127	__all__ = [	CODE
LOW	src/ouroboros/core/conductor.py	302	__all__ = [	CODE
LOW	src/ouroboros/core/seed_contract_prompt.py	174	__all__ = [	CODE
LOW	src/ouroboros/core/ontology_aspect.py	443	__all__ = [	CODE
LOW	src/ouroboros/core/ac_tree.py	216	def update_node(self, node: ACNode) -> None:	CODE
LOW	src/ouroboros/copilot/cli_policy.py	211	__all__ = [	CODE
LOW	src/ouroboros/copilot/runtime_profile.py	45	__all__ = ["RUNTIME_PROFILE_TO_COPILOT_AGENT", "resolve_copilot_agent"]	CODE
LOW	src/ouroboros/config/__init__.py	107	__all__ = [	CODE
LOW	src/ouroboros/config/loader.py	352	def _set_secure_permissions(file_path: Path) -> None:	CODE
LOW	src/ouroboros/auto/domain_profile.py	26	__all__ = [	CODE
LOW	src/ouroboros/auto/handoff_contract.py	98	__all__ = [	CODE
LOW	src/ouroboros/auto/listeners.py	328	__all__ = [	CODE
LOW	src/ouroboros/auto/__init__.py	33	__all__ = [	CODE
LOW⚡	src/ouroboros/auto/runtime_routing.py	112	__all__ = [	CODE
LOW	src/ouroboros/auto/task_classes.py	53	__all__ = [	CODE
LOW	src/ouroboros/auto/resume_render.py	87	__all__ = ["render_resume_lines"]	CODE
LOW	src/ouroboros/auto/domain_inference.py	147	__all__ = [	CODE
LOW	src/ouroboros/auto/provenance.py	72	__all__ = ["PROVENANCE_ENV_VAR", "resolve_provenance"]	CODE
LOW	src/ouroboros/auto/blocker_attribution.py	62	__all__ = ["authoring_backend_label", "record_authoring_backend"]	CODE
LOW	src/ouroboros/auto/lateral_routing.py	220	__all__ = [	CODE
LOW	src/ouroboros/auto/recovery_plan.py	195	__all__ = [	CODE
LOW	src/ouroboros/auto/task_class_application.py	26	__all__ = [	CODE
LOW	src/ouroboros/auto/profiles/research.py	16	__all__ = ["RESEARCH_PROFILE"]	CODE
LOW	src/ouroboros/auto/profiles/__init__.py	10	__all__ = ["CODING_PROFILE", "RESEARCH_PROFILE", "register_default_profiles"]	CODE
LOW	src/ouroboros/tui/events.py	1128	__all__ = [	CODE
LOW	src/ouroboros/tui/__init__.py	21	__all__ = ["OuroborosTUI"]	CODE
LOW⚡	src/ouroboros/tui/app.py	470	def _update_state_from_event(self, event: BaseEvent) -> None:	CODE
LOW⚡	src/ouroboros/tui/app.py	1086	def set_pause_callback(self, callback: Any) -> None:	CODE
LOW⚡	src/ouroboros/tui/app.py	1089	def set_resume_callback(self, callback: Any) -> None:	CODE
LOW⚡	src/ouroboros/tui/app.py	1092	def update_ac_tree(self, tree_data: dict[str, Any]) -> None:	CODE
LOW	src/ouroboros/tui/app.py	551	def set_execution(self, execution_id: str, session_id: str = "") -> None:	CODE
LOW	src/ouroboros/tui/app.py	1178	__all__ = ["OuroborosTUI"]	CODE
LOW	src/ouroboros/tui/screens/execution.py	334	def update_phase_output(self, phase: str, output: str) -> None:	CODE
LOW	src/ouroboros/tui/screens/execution.py	369	def update_state(self, state: TUIState) -> None:	CODE
LOW	src/ouroboros/tui/screens/execution.py	488	__all__ = ["EventTimelineItem", "ExecutionScreen", "PhaseOutputPanel"]	CODE
LOW	src/ouroboros/tui/screens/__init__.py	18	__all__ = [	CODE
LOW	src/ouroboros/tui/screens/lineage_selector.py	168	__all__ = ["LineageSelectorScreen"]	CODE
LOW	src/ouroboros/tui/screens/dashboard_v3.py	384	def update_tool_history(self, history: list[dict[str, Any]]) -> None:	CODE
LOW	src/ouroboros/tui/screens/dashboard_v3.py	1016	__all__ = [	CODE
LOW⚡	src/ouroboros/tui/screens/dashboard_v3.py	546	def update_tree(self, tree_data: dict[str, Any]) -> None:	STRING
284 more matches not shown…

Docstring Block Structure66 hits · 330 pts

Severity	File	Line	Snippet	Context
HIGH	tests/integration/mcp/conftest.py	177	Call a tool. Args: name: Tool name. arguments: Tool arguments. Returns:	STRING
HIGH	tests/integration/mcp/conftest.py	240	Read a resource. Args: uri: Resource URI. Returns: Mock resource content.	STRING
HIGH	tests/integration/mcp/conftest.py	297	Get a filled prompt. Args: name: Prompt name. arguments: Prompt arguments. Ret	STRING
HIGH	src/ouroboros/core/lineage.py	481	Return lineage truncated to the given generation. The truncated lineage has ACTIVE status, ready for continued	STRING
HIGH	src/ouroboros/config/loader.py	379	Create default configuration files. Creates config.yaml and credentials.yaml with default templates in the spec	STRING
HIGH	src/ouroboros/config/loader.py	449	Load configuration from YAML file. Loads and validates configuration from the specified path or the default ~/.	STRING
HIGH	src/ouroboros/config/loader.py	514	Load credentials from YAML file. Loads and validates credentials from the specified path or the default ~/.ouro	STRING
HIGH	src/ouroboros/auto/ledger_seed.py	232	Synthesize a degraded but executable Seed from an incomplete ledger. The primary use case is the interview-deadline	STRING
HIGH	src/ouroboros/providers/gemini_event_normalizer.py	131	Normalize a single raw output line from the Gemini CLI. The function attempts JSON parsing first (when the stri	STRING
HIGH	src/ouroboros/providers/gemini_event_normalizer.py	184	Parse and normalise a JSON event line. Args: stripped: The stripped version of the line.	STRING
HIGH	src/ouroboros/providers/litellm_adapter.py	311	Make the raw completion call. Args: messages: The conversation messages. config: The co	STRING
HIGH	src/ouroboros/providers/opencode_adapter.py	203	Normalize a model name for the OpenCode CLI. Strips whitespace and rejects the sentinel ``"default"`` value.	STRING
HIGH	src/ouroboros/providers/codex_cli_stream.py	170	Yield decoded lines from a runtime subprocess stdout/stderr stream. This is the orchestrator-runtime superset of :f	STRING
HIGH	src/ouroboros/providers/gemini_cli_adapter.py	634	Resolve the path to the ``gemini`` binary. Priority: 1. Explicit cli_path constructor argument	STRING
HIGH	src/ouroboros/runtime/child_env.py	47	Build an isolated environment for a nested backend CLI subprocess. Args: base_env: Environment to derive fr	STRING
HIGH	src/ouroboros/plugin/digest.py	89	Compute the canonical tree hash for the subtree at `root`. Args: root: Path to the directory whose contents	STRING
HIGH	src/ouroboros/plugin/manifest.py	1105	Load and validate a plugin manifest from `path`. Args: path: Filesystem path to an `ouroboros.plugin.json`	STRING
HIGH	src/ouroboros/plugin/ledger_adapter.py	111	Extract the original audit event from a wrapped envelope. Args: envelope: A dict produced by `wrap_plugin_e	STRING
HIGH	src/ouroboros/plugin/userlevel_registry.py	88	Register a program from its loaded manifest. Args: manifest: The validated `PluginManifest` (from `	STRING
HIGH	src/ouroboros/plugin/agents/registry.py	450	Compose a new agent from existing one with overrides. Args: name: Name for the composed agent.	STRING
HIGH	src/ouroboros/plugin/agents/pool.py	420	Wait for and retrieve task result. Args: task_id: Task identifier. timeout: Maximum sec	STRING
HIGH	src/ouroboros/plugin/skills/registry.py	406	Load a skill from its SKILL.md file. Args: skill_md_path: Path to the SKILL.md file. Retur	STRING
HIGH	src/ouroboros/agents/loader.py	57	Load the full markdown content for an agent. Args: agent_name: File stem, e.g. ``"socratic-interviewer"``.	STRING
HIGH	src/ouroboros/mcp/tools/subagent.py	647	Build a SubagentPayload with validation. Args: tool_name: MCP tool name that triggered dispatch (e.g. "ouro	STRING
HIGH	src/ouroboros/mcp/tools/subagent.py	1888	Wrap a list of SubagentPayloads into a single MCPToolResult for parallel dispatch. The bridge plugin recognizes the	STRING
HIGH	src/ouroboros/mcp/tools/subagent.py	1940	Build N subagent payloads — one per lateral-thinking persona. Each payload targets a different persona so main LLM	STRING
HIGH	src/ouroboros/mcp/tools/subagent.py	2476	Build one SubagentPayload per fan-out request spec. This is the generic, request-shaped builder that lets any inter	STRING
HIGH	src/ouroboros/mcp/tools/background.py	101	Run the shared allocate -> guard -> agent-process -> start_job pipeline. Args: job_manager: The per-server	STRING
HIGH	src/ouroboros/mcp/server/adapter.py	1158	Create an Ouroboros MCP server with all tools and dependencies wired. This is a composition root that creates all s	STRING
HIGH	src/ouroboros/mcp/client/adapter.py	720	Create and connect an MCP client as an async context manager. Convenience function that creates an MCPClientAdapter	STRING
HIGH	src/ouroboros/cli/jsonc.py	42	Convert JSONC text to strict JSON by removing comments and trailing commas. Unlike a simple regex sweep, this parse	STRING
HIGH	src/ouroboros/cli/jsonc.py	79	Parse JSONC text into a Python object. Convenience wrapper that strips comments/trailing commas then delegates	STRING
HIGH	src/ouroboros/cli/commands/run.py	145	Load seed configuration from YAML file. Args: seed_file: Path to the seed YAML file. Returns:	STRING
HIGH	src/ouroboros/harness/deliver_gate.py	184	Load and normalize EventStore evidence for one AC deliver-gate check. ``execution_id`` is required so the deliver-g	STRING
HIGH	src/ouroboros/resilience/stagnation.py	647	Create appropriate event for a stagnation detection. Factory function that creates the correct event type based on	STRING
HIGH	src/ouroboros/persistence/checkpoint.py	108	Reconstruct checkpoint from dict. Args: data: Dict with checkpoint data. Returns:	STRING
HIGH	src/ouroboros/persistence/checkpoint.py	184	Sanitize seed_id to prevent path traversal attacks. Strips null bytes, removes path separators, Windows-reserve	STRING
HIGH	src/ouroboros/persistence/checkpoint.py	411	Get file path for checkpoint at specific rollback level. The seed_id is sanitized to prevent path traversal, an	STRING
HIGH	src/ouroboros/persistence/brownfield.py	53	Create a BrownfieldRepo from a dict. Accepts the same dict shape as the old ``BrownfieldEntry.from_dict()``.	STRING
HIGH	src/ouroboros/persistence/brownfield.py	233	Register a brownfield repository. If a repo with the same path already exists, it is updated (upsert).	STRING
HIGH	src/ouroboros/persistence/brownfield.py	309	Bulk-insert scanned repositories (is_default=False, desc=''). Each dict must have ``path`` and ``name`` keys.	STRING
HIGH	src/ouroboros/persistence/brownfield.py	365	List registered brownfield repositories with optional pagination. Args: offset: Number of rows to s	STRING
HIGH	src/ouroboros/persistence/brownfield.py	485	Set a repository as the sole default brownfield context. Clears the default flag on all other repos and set	STRING
HIGH	src/ouroboros/persistence/brownfield.py	614	Update the description of a registered repository. Args: path: Absolute filesystem path of the repo	STRING
HIGH	src/ouroboros/persistence/brownfield.py	653	Remove a brownfield repository registration. Args: path: Absolute filesystem path of the repo to re	STRING
HIGH	src/ouroboros/persistence/event_store.py	528	Replay all events for a specific aggregate. The operation uses a transaction for read consistency. Arg	STRING
HIGH	src/ouroboros/persistence/event_store.py	580	Get events for an aggregate after a given row ID. Incremental fetch that only returns new events since the last	STRING
HIGH	src/ouroboros/persistence/event_store.py	680	Get recent events, optionally filtered by type. Args: event_type: Optional event type to filter by.	STRING
HIGH	src/ouroboros/persistence/event_store.py	932	Query events with optional filters. Args: aggregate_id: Optional aggregate ID to filter by (e.g., s	STRING
HIGH	src/ouroboros/persistence/event_store.py	1509	Replay all events for a lineage aggregate. Convenience method for evolutionary loop lineage reconstruction.	STRING
HIGH	src/ouroboros/evaluation/checklist.py	128	Aggregate per-AC EvaluationResult objects into a checklist. Args: ac_texts: The acceptance criteria, in the	STRING
HIGH	src/ouroboros/bigbang/ambiguity.py	687	Parse LLM response into ScoreBreakdown. Args: response: Raw LLM response text. is_brown	STRING
HIGH	src/ouroboros/bigbang/interview.py	325	Deterministically select the best question candidate. Selection rule (no LLM judge): 1. Prefer the candidate t	STRING
HIGH	src/ouroboros/bigbang/question_classifier.py	294	Parse LLM classification response. Args: response: Raw LLM response text. original_ques	STRING
HIGH	src/ouroboros/bigbang/seed_generator.py	695	Parse LLM response into requirements dictionary. Args: response: Raw LLM response text. Re	STRING
HIGH	src/ouroboros/bigbang/pm_interview.py	1207	Parse LLM response into PMSeed. Args: response: Raw LLM response text. interview_id: So	STRING
HIGH	src/ouroboros/orchestrator/adapter.py	1462	Execute a task and yield progress messages. This is an async generator that streams messages as Claude works.	STRING
HIGH	src/ouroboros/orchestrator/opencode_runtime.py	472	Assemble the CLI argument list for ``opencode run``. The prompt is not included in argv — it is piped via s	STRING
HIGH	src/ouroboros/orchestrator/opencode_runtime.py	555	Yield decoded lines from a subprocess stdout stream. Reads raw bytes in chunk_size increments, decodes UTF-8	STRING
HIGH	src/ouroboros/orchestrator/opencode_runtime.py	911	Dispatch an exact-prefix intercept to a local MCP handler. Looks up the handler by ``intercept.mcp_tool``, invo	STRING
6 more matches not shown…

Cross-Language Confusion40 hits · 242 pts

Severity	File	Line	Snippet	Context
HIGH⚡	tests/unit/evaluation/test_detector.py	138	adapter = _FakeAdapter(response=json.dumps({"test": "npm test && rm -rf /"}))	CODE
HIGH⚡	tests/unit/evaluation/test_languages.py	172	self._write_toml(tmp_path, 'test = "npm test && rm -rf /"\n')	CODE
HIGH⚡	tests/unit/orchestrator/test_parallel_executor.py	1271	data={"tool_input": {"command": "/bin/zsh -lc 'pwd && rg --files'"}},	CODE
HIGH⚡	tests/unit/orchestrator/test_parallel_executor.py	1306	"tool_input": {"command": "/bin/bash -lc 'cd /workspace && python scripts/generate.py'"}	CODE
HIGH⚡	tests/unit/orchestrator/test_parallel_executor.py	1324	"command": "/bin/zsh -lc 'python setup.py && python scripts/generate.py'"	CODE
HIGH⚡	tests/unit/orchestrator/test_parallel_executor.py	2446	"command": "/bin/bash -lc 'cd /workspace && pytest tests/test_foo.py \| grep PASSED'"	CODE
HIGH⚡	tests/unit/orchestrator/test_parallel_executor.py	2463	"/bin/bash -lc 'set -o pipefail && cd /workspace && "	CODE
HIGH⚡	tests/unit/orchestrator/test_parallel_executor.py	2481	"command": "/bin/bash -lc 'cd /workspace && pytest tests/test_foo.py \| cat'"	CODE
HIGH⚡	tests/unit/orchestrator/test_parallel_executor.py	2520	"pytest tests/test_foo.py 2>&1 \| cat && set -o pipefail'"	CODE
HIGH	tests/unit/orchestrator/test_parallel_executor.py	2425	"/bin/bash -lc 'cd /workspace && python -m ruff check "	CODE
HIGH⚡	tests/unit/router/test_dispatch.py	1202	"expected string, finite number, boolean, null, list, or mapping"	CODE
HIGH⚡	tests/unit/router/test_dispatch.py	1210	"expected string, finite number, boolean, null, list, or mapping"	CODE
HIGH⚡	tests/unit/router/test_dispatch.py	1218	"expected string, finite number, boolean, null, list, or mapping"	CODE
HIGH⚡	tests/unit/router/test_dispatch.py	1226	"expected string, finite number, boolean, null, list, or mapping"	CODE
HIGH	tests/unit/router/test_dispatch.py	1287	"expected string, finite number, boolean, null, list, or mapping"	CODE
HIGH	tests/unit/router/test_router_resolution_pipeline.py	528	"expected string, finite number, boolean, null, list, or mapping"	STRING
HIGH	tests/unit/router/test_typed_frontmatter_fields.py	150	"expected string, finite number, boolean, null, list, or mapping"	CODE
HIGH	tests/unit/router/test_dispatch_result_shapes.py	330	"expected string, finite number, boolean, null, list, or mapping"	CODE
HIGH⚡	tests/unit/router/test_invalid_dispatch_input_types.py	40	"expected string, finite number, boolean, null, list, or mapping"	STRING
HIGH⚡	tests/unit/router/test_invalid_dispatch_input_types.py	48	"expected string, finite number, boolean, null, list, or mapping"	STRING
HIGH⚡	tests/unit/router/test_invalid_dispatch_input_types.py	56	"expected string, finite number, boolean, null, list, or mapping"	STRING
HIGH	src/ouroboros/providers/claude_code_adapter.py	399	# Primitive schemas (string, number, boolean, null)	COMMENT
HIGH	src/ouroboros/cli/commands/setup.py	1868	const TIMEOUT_MS = Number(process.env.OUROBOROS_PI_BRIDGE_TIMEOUT_MS \|\| 6 * 60 * 60 * 1000);	CODE
HIGH	src/ouroboros/cli/commands/setup.py	1880	if (out && err) return `${{out}}\\n\\n${{err}}`;	CODE
HIGH	src/ouroboros/cli/commands/setup.py	1881	return out \|\| err \|\| "(no output)";	CODE
HIGH	src/ouroboros/cli/commands/mcp.py	302	f"[[ -f ~/.zshrc ]] && source ~/.zshrc 2>/dev/null; {dump_cmd}",	CODE
HIGH	src/ouroboros/cli/commands/mcp.py	309	f"[[ -f ~/.bashrc ]] && source ~/.bashrc 2>/dev/null; {dump_cmd}",	CODE
HIGH	src/ouroboros/dashboard_web/page.py	98	if (n == null) return "";	CODE
HIGH⚡	src/ouroboros/dashboard_web/page.py	114	document.getElementById("m-frugality").textContent = fr && fr.status	CODE
HIGH⚡	src/ouroboros/dashboard_web/page.py	121	if (retro && retro.retry_associated_attempts)	CODE
HIGH⚡	src/ouroboros/dashboard_web/page.py	122	retroParts.push(`retry-associated ${fmtTokens(retro.retry_associated_tokens) \|\| "0 tok"}`);	CODE
HIGH⚡	src/ouroboros/dashboard_web/page.py	123	if (retro && retro.unaccepted_attempts)	CODE
HIGH⚡	src/ouroboros/dashboard_web/page.py	124	retroParts.push(`unaccepted ${fmtTokens(retro.unaccepted_tokens) \|\| "0 tok"}`);	CODE
HIGH⚡	src/ouroboros/dashboard_web/page.py	126	retroParts.push(`coverage ${retro.measured_attempts} measured / ${retro.unknown_attempts} unknown / ${retro.invalid_	CODE
HIGH	src/ouroboros/dashboard_web/page.py	153	const ac = (c.ac_index!=null) ? `<span class="ac">AC ${esc(c.ac_index)}</span>` : "";	CODE
HIGH	src/ouroboros/dashboard_web/page.py	192	return null;	CODE
HIGH	src/ouroboros/orchestrator/frugality_proof.py	144	# rather than counted (which would make the aggregate reduction undefined).	COMMENT
HIGH	src/ouroboros/orchestrator/evidence/shell_parsing.py	115	runtime-recorded shell wrapper such as ``cd /work && python scripts/gen.py``.	STRING
HIGH⚡	src/ouroboros/orchestrator/evidence/claims.py	192	``/bin/zsh -lc 'cd /workspace && python -m unittest "test_hello.py"'``	STRING
HIGH	src/ouroboros/router/dispatch.py	72	_MCP_FRONTMATTER_VALUE_TYPES = "string, finite number, boolean, null, list, or mapping"	CODE

Cross-File Repetition48 hits · 240 pts

Severity	File	Snippet	Context
HIGH	tests/unit/pm/test_renderer.py	create a pmseed with sensible defaults for testing.	STRING
HIGH	tests/unit/bigbang/test_pm_document_generator.py	create a pmseed with sensible defaults for testing.	STRING
HIGH	tests/unit/bigbang/test_pm_document_writer.py	create a pmseed with sensible defaults for testing.	STRING
HIGH	tests/unit/mcp/tools/test_ac_tree_hud_footer.py	provide an initialized in-memory event store and dispose it after each test.	STRING
HIGH	tests/unit/mcp/tools/test_ac_tree_hud_max_nodes.py	provide an initialized in-memory event store and dispose it after each test.	STRING
HIGH	tests/unit/mcp/tools/test_definitions.py	provide an initialized in-memory event store and dispose it after each test.	STRING
HIGH	tests/unit/mcp/tools/test_ac_tree_hud_handler.py	provide an initialized in-memory event store and dispose it after each test.	STRING
HIGH	…s/unit/mcp/tools/test_ac_tree_hud_handler_completed.py	provide an initialized in-memory event store for hud handler tests.	STRING
HIGH	…/mcp/tools/test_ac_tree_hud_handler_invalid_session.py	provide an initialized in-memory event store for hud handler tests.	STRING
HIGH	…t/mcp/tools/test_ac_tree_hud_handler_cursor_changed.py	provide an initialized in-memory event store for hud handler tests.	STRING
HIGH	…nit/mcp/tools/test_ac_tree_hud_handler_no_execution.py	provide an initialized in-memory event store for hud handler tests.	STRING
HIGH	…sts/unit/mcp/tools/test_ac_tree_hud_handler_waiting.py	provide an initialized in-memory event store for hud handler tests.	STRING
HIGH	tests/unit/bigbang/test_pm_interview.py	create a pminterviewengine with mocked dependencies.	STRING
HIGH	tests/unit/bigbang/test_pm_interview_brownfield_db.py	create a pminterviewengine with mocked dependencies.	STRING
HIGH	tests/unit/bigbang/test_decide_later_items.py	create a pminterviewengine with mocked dependencies.	STRING
HIGH	tests/unit/bigbang/test_classifier_context.py	create a pminterviewengine with mocked dependencies.	STRING
HIGH	tests/unit/orchestrator/test_codex_cli_runtime.py	removed local parser helpers should not remain referenced by the runtime.	STRING
HIGH	tests/unit/orchestrator/test_opencode_runtime.py	removed local parser helpers should not remain referenced by the runtime.	STRING
HIGH	tests/unit/orchestrator/test_hermes_runtime.py	removed local parser helpers should not remain referenced by the runtime.	STRING
HIGH	src/ouroboros/tui/screens/execution.py	initialize debug screen. args: state: initial tui state. name: screen name. id: screen id. classes: css classes.	STRING
HIGH	src/ouroboros/tui/screens/logs.py	initialize debug screen. args: state: initial tui state. name: screen name. id: screen id. classes: css classes.	STRING
HIGH	src/ouroboros/tui/screens/debug.py	initialize debug screen. args: state: initial tui state. name: screen name. id: screen id. classes: css classes.	STRING
HIGH	src/ouroboros/tui/screens/execution.py	update the entire state. args: state: new tui state.	STRING
HIGH	src/ouroboros/tui/screens/logs.py	update the entire state. args: state: new tui state.	STRING
HIGH	src/ouroboros/tui/screens/debug.py	update the entire state. args: state: new tui state.	STRING
HIGH	src/ouroboros/providers/pi_llm_adapter.py	validate extracted json against the requested response_format.	STRING
HIGH	src/ouroboros/providers/gjc_llm_adapter.py	validate extracted json against the requested response_format.	STRING
HIGH	src/ouroboros/providers/goose_cli_adapter.py	validate extracted json against the requested response_format.	STRING
HIGH	src/ouroboros/providers/ourocode_llm_adapter.py	validate extracted json against the requested response_format.	STRING
HIGH	src/ouroboros/providers/codex_cli_adapter.py	resolve an explicit cli path from config helpers when available.	STRING
HIGH	src/ouroboros/orchestrator/grok_cli_runtime.py	resolve an explicit cli path from config helpers when available.	STRING
HIGH	src/ouroboros/orchestrator/codex_cli_runtime.py	resolve an explicit cli path from config helpers when available.	STRING
HIGH	src/ouroboros/verification/extractor.py	resolve implicit default model while preserving explicit caller pins.	STRING
HIGH	src/ouroboros/evaluation/semantic.py	resolve implicit default model while preserving explicit caller pins.	STRING
HIGH	src/ouroboros/bigbang/ambiguity.py	resolve implicit default model while preserving explicit caller pins.	STRING
HIGH	src/ouroboros/bigbang/question_classifier.py	resolve implicit default model while preserving explicit caller pins.	STRING
HIGH	src/ouroboros/bigbang/pm_document.py	resolve implicit default model while preserving explicit caller pins.	STRING
HIGH	src/ouroboros/bigbang/explore.py	resolve implicit default model while preserving explicit caller pins.	STRING
HIGH	src/ouroboros/bigbang/pm_interview.py	resolve implicit default model while preserving explicit caller pins.	STRING
HIGH	src/ouroboros/orchestrator/hermes_runtime.py	identify final recoverable intercept failures that should fall through.	STRING
HIGH	src/ouroboros/orchestrator/skill_intercept.py	identify final recoverable intercept failures that should fall through.	STRING
HIGH	src/ouroboros/orchestrator/codex_cli_runtime.py	identify final recoverable intercept failures that should fall through.	STRING
HIGH	src/ouroboros/orchestrator/hermes_runtime.py	preserve runtime-owned warnings for matched skills with bad metadata.	STRING
HIGH	src/ouroboros/orchestrator/opencode_runtime.py	preserve runtime-owned warnings for matched skills with bad metadata.	STRING
HIGH	src/ouroboros/orchestrator/codex_cli_runtime.py	preserve runtime-owned warnings for matched skills with bad metadata.	STRING
HIGH	src/ouroboros/orchestrator/hermes_runtime.py	attach interview session metadata to the runtime handle.	STRING
HIGH	src/ouroboros/orchestrator/command_dispatcher.py	attach interview session metadata to the runtime handle.	STRING
HIGH	src/ouroboros/orchestrator/codex_cli_runtime.py	attach interview session metadata to the runtime handle.	STRING

AI Slop Vocabulary68 hits · 204 pts

Severity	File	Line	Snippet	Context
MEDIUM	tests/unit/mcp/tools/test_definitions.py	263	# Verify-by-default: fresh runs enforce fat-harness unless the seed	COMMENT
MEDIUM	tests/unit/cli/test_harness.py	423	# The bot reproduced: ``harness show <abs-path> --traces-root <root>`` served	COMMENT
MEDIUM⚡	tests/unit/config_tui/test_launcher.py	21	("1", True, True), # harness env wins even on a TTY	CODE
MEDIUM⚡	tests/unit/orchestrator/test_model_routing.py	672	# Cross-harness redispatch swaps in a codex adapter mid-run; a router built	COMMENT
MEDIUM	tests/unit/orchestrator/test_frugality_producers.py	940	# No structured facts array → the common non-fat-harness case → skip silently.	COMMENT
MEDIUM⚡	tests/unit/orchestrator/test_profile_strategy.py	139	# Bot finding on #891 r7: the harness has no structured BLOCKED	COMMENT
MEDIUM	tests/unit/orchestrator/test_parallel_executor.py	8526	# Isolate the stall→failure conversion: cross-harness redispatch is a	COMMENT
MEDIUM	tests/unit/orchestrator/test_parallel_executor.py	8631	# same-runtime budget is only 'exhausted' (so alt-harness may run) on	COMMENT
MEDIUM	tests/unit/orchestrator/test_parallel_executor.py	8713	# counter cap — yet the alternate harness was still consulted exactly once.	COMMENT
MEDIUM	…chestrator/test_parallel_executor_verify_by_default.py	236	# loop early-stops before the counter cap and reaches the alt-harness hook.	COMMENT
MEDIUM	tests/unit/orchestrator/test_antigravity_cli_runtime.py	26	# --- Minimal fake subprocess harness (mirrors test_codex_cli_runtime) -------	COMMENT
MEDIUM⚡	tests/unit/orchestrator/test_phase_wrappers.py	86	# merging with the harness instructions below. Every non-empty	COMMENT
MEDIUM	tests/unit/orchestrator/test_grok_cli_runtime.py	21	# --- Minimal fake subprocess harness (mirrors test_codex_cli_runtime) -------	COMMENT
MEDIUM	…sts/unit/orchestrator/test_baseline_metrics_capture.py	1	"""Tests for the recorded #961 fat-harness baseline capture artifact."""	STRING
MEDIUM	tests/unit/orchestrator/test_shadow_replay.py	448	# -- Layer 2: the harness itself ---------------------------------------------	COMMENT
MEDIUM	tests/unit/orchestrator/test_shadow_replay.py	1162	# prompts are an explicit limitation of this experiment harness.	COMMENT
MEDIUM	tests/unit/orchestrator/test_shadow_replay.py	1305	# Flag off → the harness is never entered: no factory build, no event.	COMMENT
MEDIUM	tests/canonical/test_canonical.py	428	# exists in source). The harness must not be subject to the same defect.	COMMENT
MEDIUM	tests/canonical/cli-todo/expected.yaml	22	# Live product-reality smoke contract (#1452). The live harness executes	COMMENT
MEDIUM	tests/conformance/workflow_ir/__init__.py	1	# Workflow IR conformance harness — Wave 1 N-2 (parent #956, umbrella #1131).	COMMENT
MEDIUM	…nformance/workflow_ir/test_plugin_firewall_contract.py	165	This is the load-bearing #1131 contract: when the harness projects	STRING
MEDIUM	…nformance/workflow_ir/test_plugin_firewall_contract.py	181	# The firewall outcome the harness MUST consume.	COMMENT
MEDIUM	scripts/manual-synapse-state-smoke.py	326	except Exception as exc: # noqa: BLE001 - manual harness reports exact failure.	CODE
MEDIUM	scripts/manual-synapse-smoke.py	301	except Exception as exc: # noqa: BLE001 - manual harness reports exact backend failure.	CODE
MEDIUM	src/ouroboros/orchestrator_stage.py	4	agreed in #476 assigns a different harness per pipeline stage:	STRING
MEDIUM	src/ouroboros/auto/domain_inference.py	53	# both more robust and easier to reason about:	COMMENT
MEDIUM	src/ouroboros/auto/pipeline.py	471	# the pipeline does not invoke probes — the L0 manual harness owns	COMMENT
MEDIUM	src/ouroboros/mcp/tools/authoring_handlers.py	2375	# dependency-injection / test-harness path into a hard failure.	COMMENT
MEDIUM	src/ouroboros/cli/commands/auto.py	856	# before printing so the status surface stays robust against	COMMENT
MEDIUM	src/ouroboros/config_tui/app.py	133	# the robust blank check across widget interactions.	COMMENT
MEDIUM	src/ouroboros/orchestrator/runner.py	3789	# Build prompts with strategy. The fat-harness default path must use	COMMENT
MEDIUM	src/ouroboros/orchestrator/runner.py	3824	# Check for fat-harness / parallel execution mode. Fat-harness	COMMENT
MEDIUM	src/ouroboros/orchestrator/runner.py	744	# Opt-in shadow-replay baseline harness (frugality-proof AC5). Read ONCE	STRING
MEDIUM⚡	src/ouroboros/orchestrator/workflow_ir.py	287	# evidence-bearing artifacts in the fat-harness loop.	COMMENT
MEDIUM⚡	src/ouroboros/orchestrator/workflow_ir.py	297	# input_schema_ref so the harness can validate the payload shape	COMMENT
MEDIUM	src/ouroboros/orchestrator/model_routing.py	518	# Cross-harness redispatch swaps adapters mid-run; a model id only runs on the	COMMENT
MEDIUM	src/ouroboros/orchestrator/baseline_metrics_capture.py	1	"""Recorded fixture baseline for the #961 fat-harness metrics gate.	STRING
MEDIUM	src/ouroboros/orchestrator/baseline_metrics_capture.py	195	"# #961 fat-harness baseline metrics capture",	CODE
MEDIUM⚡	src/ouroboros/orchestrator/failure_taxonomy.py	63	# Cross-harness recovery (PR-X): re-dispatch the SAME AC on a different	COMMENT
MEDIUM⚡	src/ouroboros/orchestrator/failure_taxonomy.py	65	# REDISPATCH (re-split, same runtime), this is the meta-harness move no	COMMENT
MEDIUM⚡	src/ouroboros/orchestrator/failure_taxonomy.py	66	# single-vendor harness can make — it swaps the vendor, not the tier or the	COMMENT
MEDIUM	src/ouroboros/orchestrator/baseline_metrics.py	158	"""Build a deterministic report for the #961 fat-harness gates.	STRING
MEDIUM⚡	src/ouroboros/orchestrator/parallel_executor.py	58	# Import the harness submodules directly, NOT the ``ouroboros.harness`` package	COMMENT
MEDIUM⚡	src/ouroboros/orchestrator/parallel_executor.py	59	# aggregate: ``harness.__init__`` pulls in ``deliver_routing`` which imports from	COMMENT
MEDIUM⚡	src/ouroboros/orchestrator/parallel_executor.py	61	# partially-initialized ``harness`` during ``orchestrator`` package import. The	COMMENT
MEDIUM⚡	src/ouroboros/orchestrator/parallel_executor.py	949	# Cross-harness recovery (PR-X X1): when a terminally failing AC is	COMMENT
MEDIUM⚡	src/ouroboros/orchestrator/parallel_executor.py	959	# AC identities that have already consumed their one alt-harness redispatch.	COMMENT
MEDIUM	src/ouroboros/orchestrator/parallel_executor.py	919	# Opt-in shadow-replay baseline harness (frugality-proof AC5). Default OFF:	COMMENT
MEDIUM	src/ouroboros/orchestrator/parallel_executor.py	2517	# Stable re-run bundle for a possible cross-harness redispatch (PR-X X1):	COMMENT
MEDIUM	src/ouroboros/orchestrator/parallel_executor.py	2568	# one cross-harness redispatch. Earlier attempts fall through	COMMENT
MEDIUM	src/ouroboros/orchestrator/parallel_executor.py	2620	# sentinel), so only try a cross-harness redispatch once that	COMMENT
MEDIUM	src/ouroboros/orchestrator/parallel_executor.py	2716	# not trigger a second harness hop.	COMMENT
MEDIUM	src/ouroboros/orchestrator/parallel_executor.py	2841	# backend, so passing it to the alt-harness executor is safe.	COMMENT
MEDIUM	src/ouroboros/orchestrator/parallel_executor.py	3913	# accepted AND emitted a structured evidence claim (the fat-harness	COMMENT
MEDIUM	src/ouroboros/orchestrator/parallel_executor.py	3915	# non-fat-harness leaf has no structured claim surface and is skipped.	COMMENT
MEDIUM	src/ouroboros/orchestrator/parallel_executor.py	3928	# harness re-executes it at the parent tier/effort in an ISOLATED	COMMENT
MEDIUM	src/ouroboros/orchestrator/parallel_executor.py	4212	# leaf, typed record, and harness verifier have all passed; exact	COMMENT
MEDIUM	src/ouroboros/orchestrator/parallel_executor.py	4663	# cross-harness redispatch until the V3 loop below is spent.	COMMENT
MEDIUM	src/ouroboros/orchestrator/parallel_executor.py	4738	# has reached the configured cap. Only then may cross-harness	COMMENT
MEDIUM	src/ouroboros/orchestrator/parallel_executor.py	4861	# its recovery budget is effectively spent — the alt-harness	COMMENT
8 more matches not shown…

Deep Nesting246 hits · 194 pts

Severity	File	Line	Context
LOW	tests/conftest.py	59	CODE
LOW	tests/unit/auto/test_user_preference_and_floor.py	949	CODE
LOW	tests/unit/tui/test_session_selector_replay.py	43	CODE
LOW	tests/unit/mcp/test_job_manager.py	1100	CODE
LOW	tests/unit/mcp/tools/test_start_auto.py	628	CODE
LOW	tests/unit/mcp/tools/test_start_auto.py	713	CODE
LOW	…sts/unit/mcp/tools/test_auto_interview_construction.py	800	CODE
LOW	tests/unit/orchestrator/test_capabilities.py	1010	CODE
LOW	tests/e2e/test_cli_commands.py	165	CODE
LOW	scripts/version-check.py	91	CODE
LOW	src/ouroboros/core/session_signal_projection.py	114	CODE
LOW	src/ouroboros/core/security.py	195	CODE
LOW	src/ouroboros/core/hitl_state.py	82	CODE
LOW	src/ouroboros/core/seed.py	483	CODE
LOW	src/ouroboros/core/json_utils.py	57	CODE
LOW	src/ouroboros/auto/domain_profile.py	279	CODE
LOW	src/ouroboros/auto/ledger.py	409	CODE
LOW	src/ouroboros/auto/safe_defaults.py	173	CODE
LOW	src/ouroboros/auto/seed_repairer.py	107	CODE
LOW	src/ouroboros/auto/answerer.py	143	CODE
LOW	src/ouroboros/auto/pipeline.py	716	CODE
LOW	src/ouroboros/auto/pipeline.py	868	CODE
LOW	src/ouroboros/auto/pipeline.py	1296	CODE
LOW	src/ouroboros/auto/pipeline.py	2758	CODE
LOW	src/ouroboros/auto/adapters.py	998	CODE
LOW	src/ouroboros/tui/events.py	796	CODE
LOW	src/ouroboros/tui/app.py	417	CODE
LOW	src/ouroboros/tui/app.py	470	CODE
LOW	src/ouroboros/tui/screens/execution.py	284	CODE
LOW	src/ouroboros/tui/screens/dashboard_v3.py	287	CODE
LOW	src/ouroboros/tui/screens/logs.py	298	CODE
LOW	src/ouroboros/tui/screens/debug.py	86	CODE
LOW	src/ouroboros/tui/screens/session_selector.py	75	CODE
LOW	src/ouroboros/tui/components/event_log.py	318	CODE
LOW	src/ouroboros/tui/components/progress.py	251	CODE
LOW	src/ouroboros/tui/components/progress.py	354	CODE
LOW	src/ouroboros/providers/gemini_event_normalizer.py	219	CODE
LOW	src/ouroboros/providers/copilot_cli_adapter.py	300	CODE
LOW	src/ouroboros/providers/copilot_cli_adapter.py	431	CODE
LOW	src/ouroboros/providers/pi_llm_adapter.py	260	CODE
LOW	src/ouroboros/providers/pi_llm_adapter.py	332	CODE
LOW	src/ouroboros/providers/gjc_llm_adapter.py	227	CODE
LOW	src/ouroboros/providers/gjc_llm_adapter.py	245	CODE
LOW	src/ouroboros/providers/gjc_llm_adapter.py	292	CODE
LOW	src/ouroboros/providers/gjc_llm_adapter.py	359	CODE
LOW	src/ouroboros/providers/goose_cli_adapter.py	253	CODE
LOW	src/ouroboros/providers/codex_cli_stream.py	258	CODE
LOW	src/ouroboros/providers/codex_cli_adapter.py	259	CODE
LOW	src/ouroboros/providers/codex_cli_adapter.py	456	CODE
LOW	src/ouroboros/providers/codex_cli_adapter.py	670	CODE
LOW	src/ouroboros/providers/gemini_cli_adapter.py	311	CODE
LOW	src/ouroboros/providers/kiro_adapter.py	239	CODE
LOW	src/ouroboros/providers/kiro_adapter.py	274	CODE
LOW	src/ouroboros/providers/claude_code_adapter.py	340	CODE
LOW	src/ouroboros/providers/claude_code_adapter.py	522	CODE
LOW	src/ouroboros/providers/claude_code_adapter.py	664	CODE
LOW	src/ouroboros/providers/claude_code_adapter.py	1295	CODE
LOW	src/ouroboros/providers/claude_code_adapter.py	1329	CODE
LOW	src/ouroboros/codex/artifacts.py	417	CODE
LOW	src/ouroboros/plugin/firewall.py	193	CODE
186 more matches not shown…

Over-Commented Block191 hits · 141 pts

Severity	File	Line	Snippet	Context
LOW	tests/unit/auto/test_domain_inference.py	241	reason="unmatched",	COMMENT
LOW	tests/unit/auto/test_domain_inference.py	361	# matcher: a goal like "Build a Python client library for the Foo API"	COMMENT
LOW	tests/unit/auto/test_domain_inference.py	441	ledger = _bare_ledger(goal)	COMMENT
LOW	tests/unit/auto/test_interview_pipeline.py	4481	max_rounds=3,	COMMENT
LOW	tests/unit/auto/test_interview_pipeline.py	4601	state.transition(AutoPhase.INTERVIEW, "resuming interview after backend.answer failure")	COMMENT
LOW	tests/unit/auto/test_adapters_ralph_poller.py	81	result = await poller(job_id="job_ralph_existing")	COMMENT
LOW	tests/unit/auto/test_pipeline_lateral.py	401	def non_goals(self) -> list[str]:	COMMENT
LOW	tests/unit/auto/test_pipeline_lateral.py	1621	# ---------------------------------------------------------------------------	COMMENT
LOW	tests/unit/plugin/test_firewall.py	1361	from ouroboros.plugin.digest import canonical_tree_hash	COMMENT
LOW	…sts/unit/mcp/tools/test_auto_interview_construction.py	2501		COMMENT
LOW	tests/unit/cli/test_harness.py	421	# run_id path-traversal boundary (security regression, #1582 bot finding) #	COMMENT
LOW	tests/unit/orchestrator/test_context_governor.py	241	)	COMMENT
LOW	tests/unit/orchestrator/test_phase_wrappers.py	61		COMMENT
LOW	tests/canonical/cli-todo/expected.yaml	1	# L0 canonical acceptance scenario — cli-todo	COMMENT
LOW	tests/integration/auto/test_dispatch_to_seed_e2e.py	481	# This is intentionally a post-dispatch unit-style test: it constructs	COMMENT
LOW	tests/conformance/workflow_ir/__init__.py	1	# Workflow IR conformance harness — Wave 1 N-2 (parent #956, umbrella #1131).	COMMENT
LOW	docs/examples/mcp-config.yaml	1	# Example MCP Client Configuration for Ouroboros	COMMENT
LOW	docs/examples/mcp-config.yaml	41	# - name: "memory"	COMMENT
LOW	docs/examples/mcp-config.yaml	61	# transport: "sse"	COMMENT
LOW	docs/examples/mcp-config.yaml	81	# Example: tool_prefix: "mcp_" makes "read" become "mcp_read"	COMMENT
LOW	examples/coordinator_test_seed.yaml	1	# Coordinator Agent Test Seed	COMMENT
LOW	examples/parallel_subac_test_seed.yaml	1	# Parallel Sub-AC Test Seed	COMMENT
LOW	scripts/check-auto-boundary.py	101		COMMENT
LOW	scripts/check-auto-boundary.py	121	# PascalCase-composition forms.	COMMENT
LOW	scripts/check-auto-boundary.py	141	# missed. The case-sensitive uppercase first letter is what	COMMENT
LOW	scripts/check-auto-boundary.py	161	# ``linearTransform``, or ``LinearOperator`` stay benign even	COMMENT
LOW	scripts/check-auto-boundary.py	241	# Root-level escape: if SCAN_DIR itself is a symlink whose	COMMENT
LOW	scripts/ralph.py	21	import re	COMMENT
LOW	scripts/check-auto-perf-budget.py	41	# bodies wrap multi-line guidance blocks. Bot review on commit dc191d02	COMMENT
LOW	scripts/check-auto-perf-budget.py	121	body = _strip_html_comments(body)	COMMENT
LOW	scripts/install.sh	1	#!/bin/bash	COMMENT
LOW	scripts/install.sh	601	# Refresh already-installed artifacts for every detected runtime, even those	COMMENT
LOW	scripts/ralph.sh	1	#!/usr/bin/env bash	COMMENT
LOW	.github/dependabot.yml	1	# Dependabot configuration.	COMMENT
LOW	src/ouroboros/copilot_permissions.py	41		COMMENT
LOW	src/ouroboros/config/_model_defaults.py	41	DEFAULT_HAIKU_MODEL = "claude-haiku-4-5"	COMMENT
LOW	src/ouroboros/config/_model_defaults.py	61	DEFAULT_OPUS_MODEL: ("claude-opus-4-6",),	COMMENT
LOW	src/ouroboros/config/_model_defaults.py	81	# bit that could distinguish those cases. Explicit ids that were never shipped	COMMENT
LOW	src/ouroboros/config/loader.py	141	candidate = value.strip()	COMMENT
LOW	src/ouroboros/config/loader.py	181	"OUROBOROS_PI_CLI_PATH",	COMMENT
LOW	src/ouroboros/config/loader.py	201	# untrusted .env entry survives and a spawned Copilot loads attacker	COMMENT
LOW	src/ouroboros/config/loader.py	221	"CODEX_HOME",	COMMENT
LOW	src/ouroboros/config/loader.py	241	# SSRF guard toggle. `mcp/types.py` blocks loopback/private/link-local	COMMENT
LOW	src/ouroboros/config/loader.py	261	# is therefore an approval-gate-bypass sink — same class as the	COMMENT
LOW	src/ouroboros/auto/grading.py	381	"high",	COMMENT
LOW	src/ouroboros/auto/interview_driver.py	41	build_safe_default_synthesis,	COMMENT
LOW	src/ouroboros/auto/interview_driver.py	61	# set to 1 via persisted/env policy). A bounded inline await still	COMMENT
LOW	src/ouroboros/auto/interview_driver.py	81	# RFC #1256 §I4 — durability is a COMPOSITION-ROOT responsibility.	COMMENT
LOW	src/ouroboros/auto/interview_driver.py	101	# background ``asyncio.Task`` and returns immediately; ``run()``	COMMENT
LOW	src/ouroboros/auto/interview_driver.py	121	# timeout that downgrades pathologically slow observers to a typed	COMMENT
LOW	src/ouroboros/auto/interview_driver.py	161	# Mirrors the runtime ``watchdog_wall_clock_exceeded`` / interview	COMMENT
LOW	src/ouroboros/auto/interview_driver.py	301	backend: InterviewBackend	COMMENT
LOW	src/ouroboros/auto/interview_driver.py	321	# constraint/success-criteria clarity) is replaced with a concrete,	COMMENT
LOW	src/ouroboros/auto/interview_driver.py	601	status=result.status,	COMMENT
LOW	src/ouroboros/auto/interview_driver.py	701	self._save(state)	COMMENT
LOW	src/ouroboros/auto/interview_driver.py	1221	"blocked",	COMMENT
LOW	src/ouroboros/auto/safe_defaults.py	121	# section that ends a multi-line non-goals body. Matches things like	COMMENT
LOW	src/ouroboros/auto/safe_defaults.py	141	# gate over-blocked benign ``ooo auto`` runs — e.g. a CSV→JSON tool was	COMMENT
LOW	src/ouroboros/auto/trace_export.py	101	"persistence_probe",	COMMENT
LOW	src/ouroboros/auto/seed_repairer.py	81	@dataclass(slots=True)	COMMENT
131 more matches not shown…

Structural Annotation Overuse79 hits · 122 pts

Severity	File	Line	Snippet	Context
LOW⚡	tests/unit/cli/test_init_pm_seed_detection.py	531	# Step 1: Detect	COMMENT
LOW⚡	tests/unit/cli/test_init_pm_seed_detection.py	536	# Step 2: Select (single seed → confirm)	COMMENT
LOW⚡	tests/unit/cli/test_init_pm_seed_detection.py	541	# Step 3: Load as context	COMMENT
LOW⚡	tests/unit/bigbang/test_brownfield.py	1334	# Step 2: Simulate user selecting repo #2	COMMENT
LOW⚡	tests/unit/bigbang/test_brownfield.py	1343	# Step 3: Set default (toggle: /b is not default, so it gets added)	COMMENT
LOW	tests/unit/bigbang/test_brownfield.py	1316	# Step 1: Scan returns repos	COMMENT
LOW	docs/getting-started.md	248	### Step 1: Interview	COMMENT
LOW	docs/getting-started.md	282	### Step 2: Execute	COMMENT
LOW	docs/getting-started.md	292	### Step 3: Monitor	COMMENT
LOW	docs/getting-started.md	307	### Step 4: Review	COMMENT
LOW	docs/contributing/findings-registry.md	12	# NOTE: The following successor files are planned but not yet created.	COMMENT
LOW	.claude-plugin/skills/pm/SKILL.md	12	### Step 1: Load MCP Tool	COMMENT
LOW	.claude-plugin/skills/pm/SKILL.md	49	### Step 2: Start Interview	COMMENT
LOW	.claude-plugin/skills/pm/SKILL.md	58	### Step 3: Loop	COMMENT
LOW	.claude-plugin/skills/pm/SKILL.md	117	### Step 4: Copy to Clipboard	COMMENT
LOW	.claude-plugin/skills/pm/SKILL.md	125	### Step 5: Show Result & Next Step	COMMENT
LOW	.claude-plugin/skills/setup/SKILL.md	44	### Step 0: Welcome & Motivation (The Hook)	COMMENT
LOW	.claude-plugin/skills/setup/SKILL.md	117	### Step 1: Environment Detection	COMMENT
LOW	.claude-plugin/skills/setup/SKILL.md	215	### Step 2: MCP Server Registration	COMMENT
LOW	.claude-plugin/skills/setup/SKILL.md	258	### Step 3: CLAUDE.md Integration (Optional)	COMMENT
LOW	.claude-plugin/skills/setup/SKILL.md	345	### Step 4: Quick Verification	COMMENT
LOW	.claude-plugin/skills/setup/SKILL.md	372	### Step 5: Success Summary	COMMENT
LOW	.claude-plugin/skills/setup/SKILL.md	533	### Step 6: First Project Nudge	COMMENT
LOW	.claude-plugin/skills/qa/SKILL.md	41	### Step 0: Determine execution mode	COMMENT
LOW	.claude-plugin/skills/welcome/SKILL.md	116	### Step 1: Welcome Banner	COMMENT
LOW	.claude-plugin/skills/welcome/SKILL.md	136	### Step 2: Persona Detection	COMMENT
LOW	.claude-plugin/skills/welcome/SKILL.md	167	### Step 3: MCP Check	COMMENT
LOW	.claude-plugin/skills/welcome/SKILL.md	192	### Step 4: Quick Reference	COMMENT
LOW	.claude-plugin/skills/welcome/SKILL.md	211	### Step 5: First Action	COMMENT
LOW	.claude-plugin/skills/welcome/SKILL.md	236	### Step 6: GitHub Star (Last Step)	COMMENT
LOW	.claude-plugin/skills/publish/SKILL.md	23	### Step 1: Prerequisite Check	COMMENT
LOW	.claude-plugin/skills/publish/SKILL.md	50	### Step 2: Locate the Seed	COMMENT
LOW	.claude-plugin/skills/publish/SKILL.md	72	### Step 3: Parse the Seed	COMMENT
LOW	.claude-plugin/skills/publish/SKILL.md	106	### Step 4: Detect Repository	COMMENT
LOW	.claude-plugin/skills/publish/SKILL.md	153	### Step 5: Duplicate Check	COMMENT
LOW	.claude-plugin/skills/publish/SKILL.md	180	### Step 6: Plan Issue Structure	COMMENT
LOW	.claude-plugin/skills/publish/SKILL.md	206	### Step 7: Create GitHub Issues	COMMENT
LOW	.claude-plugin/skills/publish/SKILL.md	326	### Step 8: Summary	COMMENT
LOW	.claude-plugin/skills/interview/SKILL.md	51	### Step 0: Version Check (runs before interview)	COMMENT
LOW	skills/pm/SKILL.md	12	### Step 1: Load MCP Tool	COMMENT
LOW	skills/pm/SKILL.md	49	### Step 2: Start Interview	COMMENT
LOW	skills/pm/SKILL.md	58	### Step 3: Loop	COMMENT
LOW	skills/pm/SKILL.md	124	### Step 4: Copy to Clipboard	COMMENT
LOW	skills/pm/SKILL.md	132	### Step 5: Show Result & Next Step	COMMENT
LOW	skills/setup/SKILL.md	44	### Step 0: Welcome & Motivation (The Hook)	COMMENT
LOW	skills/setup/SKILL.md	117	### Step 1: Environment Detection	COMMENT
LOW	skills/setup/SKILL.md	215	### Step 2: MCP Server Registration	COMMENT
LOW	skills/setup/SKILL.md	258	### Step 3: CLAUDE.md Integration (Optional)	COMMENT
LOW	skills/setup/SKILL.md	345	### Step 4: Quick Verification	COMMENT
LOW	skills/setup/SKILL.md	372	### Step 5: Success Summary	COMMENT
LOW	skills/setup/SKILL.md	533	### Step 6: First Project Nudge	COMMENT
LOW	skills/qa/SKILL.md	41	### Step 0: Determine execution mode	COMMENT
LOW	skills/welcome/SKILL.md	116	### Step 1: Welcome Banner	COMMENT
LOW	skills/welcome/SKILL.md	136	### Step 2: Persona Detection	COMMENT
LOW	skills/welcome/SKILL.md	167	### Step 3: MCP Check	COMMENT
LOW	skills/welcome/SKILL.md	192	### Step 4: Quick Reference	COMMENT
LOW	skills/welcome/SKILL.md	212	### Step 5: First Action	COMMENT
LOW	skills/welcome/SKILL.md	237	### Step 6: GitHub Star (Last Step)	COMMENT
LOW	skills/publish/SKILL.md	23	### Step 1: Prerequisite Check	COMMENT
LOW	skills/publish/SKILL.md	50	### Step 2: Locate the Seed	COMMENT
19 more matches not shown…

Self-Referential Comments28 hits · 93 pts

Severity	File	Line	Snippet	Context
MEDIUM	tests/unit/core/test_context.py	112	# Create a context with lots of data to exceed token limit (MAX_TOKENS = 100000)	COMMENT
MEDIUM	tests/unit/tui/test_screens.py	109	# Create a mock message-like object	COMMENT
MEDIUM⚡	tests/unit/plugin/agents/test_registry.py	456	# Create a test agent file	COMMENT
MEDIUM	tests/unit/plugin/agents/test_registry.py	496	# Create an analysis agent	COMMENT
MEDIUM	tests/unit/plugin/agents/test_registry.py	524	# Create an empty file	COMMENT
MEDIUM⚡	tests/unit/agents/test_loader.py	327	# Create a custom agent directory with a modified agent file	COMMENT
MEDIUM	tests/unit/mcp/tools/test_definitions.py	2955	# Create a running session via the repository	COMMENT
MEDIUM	tests/unit/cli/test_setup.py	124	"# This file is only for the Codex MCP/env registration block.",	CODE
MEDIUM	tests/unit/cli/test_setup.py	165	"# This file is only for the Codex MCP/env registration block.",	CODE
MEDIUM	tests/unit/cli/test_run_qa.py	970	# Create the existing file the reference points at — this is the	COMMENT
MEDIUM⚡	tests/unit/persistence/test_brownfield_store.py	90	# Create a second store from the same engine	COMMENT
MEDIUM	tests/unit/persistence/test_event_store.py	1710	# Create the on-disk schema with a writable store first so the read-only	COMMENT
MEDIUM⚡	tests/unit/bigbang/test_brownfield.py	114	# Create a real git repo with a GitHub origin	COMMENT
MEDIUM⚡	tests/unit/bigbang/test_brownfield.py	199	# Create a repo with a remote whose name is not "origin".	COMMENT
MEDIUM⚡	tests/unit/bigbang/test_brownfield.py	510	# Create a GitHub repo	COMMENT
MEDIUM⚡	tests/unit/bigbang/test_brownfield.py	992	# Create a repo inside the skip directory	COMMENT
MEDIUM	tests/unit/bigbang/test_brownfield.py	310	# Create a repo inside node_modules (should be skipped)	COMMENT
MEDIUM	tests/unit/bigbang/test_brownfield.py	323	# Create a repo inside a hidden directory	COMMENT
MEDIUM⚡	tests/unit/orchestrator/test_level_context.py	655	# Create a file outside the workspace	COMMENT
MEDIUM	tests/unit/orchestrator/test_level_context.py	693	# Create a file outside the workspace	COMMENT
MEDIUM⚡	tests/integration/plugin/test_orchestration.py	37	# Create an async iterator that yields mock messages	COMMENT
MEDIUM	tests/e2e/test_session_persistence.py	110	# Create a sequence with enough messages to trigger progress events	COMMENT
MEDIUM	tests/e2e/test_full_workflow.py	387	# Create a long sequence of messages	COMMENT
MEDIUM	examples/task_manager/cli.py	15	# Create the Typer app	COMMENT
MEDIUM	src/ouroboros/providers/litellm_adapter.py	407	# Create the retry-decorated function with instance's max_retries	COMMENT
MEDIUM	src/ouroboros/cli/main.py	77	# Create the main Typer app	COMMENT
MEDIUM	src/ouroboros/cli/commands/setup.py	274	# This file is only for the Codex MCP/env registration block.	COMMENT
MEDIUM	src/ouroboros/cli/commands/setup.py	289	"# This file is only for the Codex MCP/env registration block.",	STRING

Modern AI Meta-Vocabulary28 hits · 79 pts

Severity	File	Line	Snippet	Context
MEDIUM	llms.txt	82	plugin/ # Plugin system (skills, agents, orchestration)	CODE
MEDIUM	CONTRIBUTING.md	415	orchestrator/ # Runtime abstraction and orchestration	CODE
MEDIUM⚡	tests/unit/backends/test_capabilities.py	143	# Codex additionally exposes host-driven subagent orchestration guidance so	COMMENT
MEDIUM	tests/unit/orchestrator/test_subagent_orchestration.py	37	# absent from the name-map → NONE. Its EXTERNAL orchestration is	COMMENT
MEDIUM	docs/architecture.md	380	+-- orchestrator/ # Runtime abstraction and orchestration	CODE
MEDIUM	docs/agentos/release-readiness.md	284	\| AgentOS smoke: long-running runtime and recovery \| Start/status/result behavior, recovery/cancel/retry truthfulness, a	CODE
MEDIUM	docs/agentos/release-readiness.md	970	\| #924 \| Closed/folded \| Done/folded \| No direct release impact; covered by the canonical multi-agent deliberation RFC.	CODE
MEDIUM	docs/agentos/release-readiness.md	975	\| #934 \| Closed/folded \| Done/folded \| No direct release impact; plugin readiness is assessed through #939 tests and doc	CODE
MEDIUM	docs/agentos/issue-sequencing-graph.md	204	\| #1258 \| B \| Regression guardrails landed in #1259; the broader perf policy remains needs-design/needs-approval. \| Trea	CODE
MEDIUM	docs/rfc/frugality-control-loop.md	1	# RFC — Token frugality as one control loop (attribution + advisory guardrails)	COMMENT
MEDIUM	docs/rfc/active-conductor.md	1	# RFC — Active conductor: judgment on the event-driven main session	COMMENT
MEDIUM	docs/rfc/active-conductor.md	12	#1599 made background-job observation event-driven: one read-only child owns the	COMMENT
MEDIUM	docs/guides/agent-process-lifecycle.md	3	Issue #518 tracks the move from ad-hoc agent/session orchestration toward a	CODE
MEDIUM	src/ouroboros/auto/pipeline.py	392	# #1509: final-status surfaces must distinguish orchestration state	COMMENT
MEDIUM	src/ouroboros/providers/claude_code_adapter.py	814	# agentic CLI subprocess and then turns every agent surface	COMMENT
MEDIUM	src/ouroboros/backends/capabilities.py	514	# it drives the agentic orchestrator runtime but does not back	COMMENT
MEDIUM	src/ouroboros/backends/capabilities.py	529	# --output-format streaming-json`` drives the agentic orchestrator	COMMENT
MEDIUM	src/ouroboros/backends/capabilities.py	548	# agentic orchestrator runtime or interview driving. SDK-free and	COMMENT
MEDIUM	src/ouroboros/mcp/tools/definitions.py	638	# needs dependency injection should call ``get_ouroboros_tools(...)`` instead;	COMMENT
MEDIUM	src/ouroboros/mcp/tools/authoring_handlers.py	2321	# agentic explorer, and matches ``PMInterviewHandler._get_engine``	COMMENT
MEDIUM	src/ouroboros/mcp/server/adapter.py	1826	# Create tool registry for dependency injection	COMMENT
MEDIUM	src/ouroboros/cli/commands/mcp.py	558	# Create server with all tools pre-registered via dependency injection.	COMMENT
MEDIUM	src/ouroboros/evaluation/detector.py	769	# lookup would let an LLM hallucination become a phantom Stage 1 failure	COMMENT
MEDIUM⚡	src/ouroboros/bigbang/ambiguity.py	143	# Maximum token limit (None = no limit, rely on model's context window)	COMMENT
MEDIUM	src/ouroboros/bigbang/brownfield.py	339	# ── High-level orchestration ───────────────────────────────────────	COMMENT
MEDIUM	src/ouroboros/orchestrator/adapter.py	842	# Canonical backend → sub-agent-orchestration mapping. Single source of truth so	COMMENT
MEDIUM	src/ouroboros/orchestrator/codex_cli_runtime.py	273	# exposes only ``codex`` / ``codex-reply`` — its native multi-agent	COMMENT
MEDIUM	src/ouroboros/orchestrator/codex_cli_runtime.py	275	# reuse/continue a Codex thread but cannot orchestrate Codex children;	COMMENT

Redundant / Tautological Comments35 hits · 52 pts

Severity	File	Line	Snippet	Context
LOW	tests/unit/test_graceful_shutdown.py	469	# Set evaluator to track if it gets called (it shouldn't)	COMMENT
LOW⚡	tests/integration/plugin/test_orchestration.py	44	# Set return_value to the async generator function	COMMENT
LOW	src/ouroboros/core/security.py	122	# Check if it's a prefixed key	COMMENT
LOW	src/ouroboros/core/security.py	173	# Check if field name indicates sensitivity	COMMENT
LOW	src/ouroboros/core/security.py	177	# Check if value looks sensitive	COMMENT
LOW	src/ouroboros/core/errors.py	260	# Check if field name suggests sensitive data	COMMENT
LOW	src/ouroboros/core/errors.py	266	# Check if value looks like a secret (starts with common prefixes)	COMMENT
LOW	src/ouroboros/config/loader.py	358	# Set permissions to owner read/write only (0o600)	COMMENT
LOW	src/ouroboros/config/loader.py	405	# Check if files exist	COMMENT
LOW	src/ouroboros/tui/components/progress.py	502	# Check if milestone already exists	COMMENT
LOW	src/ouroboros/providers/claude_code_adapter.py	581	# Check if error is retryable	COMMENT
LOW	src/ouroboros/plugin/agents/pool.py	432	# Check if result already available	COMMENT
LOW	src/ouroboros/plugin/agents/pool.py	453	# Return result	COMMENT
LOW	src/ouroboros/plugin/skills/executor.py	348	# Check if there's an 'instructions' section	COMMENT
LOW	src/ouroboros/mcp/tools/job_handlers.py	617	# Check if already in a terminal state	COMMENT
LOW	src/ouroboros/mcp/tools/qa.py	260	# Check if this bullet is a dimension (e.g. "accuracy: 0.9")	COMMENT
LOW	src/ouroboros/mcp/server/security.py	415	# Check if user has required permissions	COMMENT
LOW	src/ouroboros/mcp/server/security.py	425	# Check if user has an allowed role (if roles are specified)	COMMENT
LOW	src/ouroboros/cli/commands/pm.py	548	# Check if this question was classified as skippable —	COMMENT
LOW	src/ouroboros/cli/commands/setup.py	1350	# Set runtime to Hermes. Do not rewrite llm.backend until Hermes also	COMMENT
LOW	src/ouroboros/cli/commands/setup.py	2451	# Check if ouroboros is importable via python	COMMENT
LOW	src/ouroboros/observability/logging.py	212	# Check if field name indicates sensitivity	COMMENT
LOW	src/ouroboros/observability/logging.py	217	# Check if value looks sensitive	COMMENT
LOW	src/ouroboros/resilience/stagnation.py	378	# Check if all deltas are below epsilon	COMMENT
LOW	src/ouroboros/resilience/stagnation.py	426	# Check if all improvements are below threshold	COMMENT
LOW	src/ouroboros/evolution/loop.py	744	# Check if lineage is already terminated	COMMENT
LOW	src/ouroboros/persistence/checkpoint.py	549	# Check if error is due to no checkpoint (normal for first run)	COMMENT
LOW	src/ouroboros/persistence/brownfield.py	256	# Check if repo already exists	COMMENT
LOW	src/ouroboros/persistence/brownfield.py	333	# Check if already exists — preserve metadata	COMMENT
LOW	src/ouroboros/evaluation/pipeline.py	176	# Check if Stage 2 failed on compliance — but allow override	COMMENT
LOW	src/ouroboros/orchestrator/runner.py	4787	# Check if session can be resumed	COMMENT
LOW	src/ouroboros/orchestrator/parallel_executor.py	3601	# Check if stall was detected (CancelScope ate the Cancelled)	COMMENT
LOW	src/ouroboros/orchestrator/mcp_config.py	169	# Check if world-readable	COMMENT
LOW	src/ouroboros/orchestrator/mcp_config.py	175	# Check if group-readable (less severe)	COMMENT
LOW	src/ouroboros/orchestrator/leaf_dispatcher.py	310	# Check if stall was detected (CancelScope ate the Cancelled)	COMMENT

Overly Generic Function Names60 hits · 42 pts

Severity	File	Line	Snippet	Context
LOW	tests/unit/orchestrator/test_effort_routed_event.py	61	async def execute_task(	CODE
LOW	tests/unit/orchestrator/test_effort_routed_event.py	96	async def execute_task(	CODE
LOW	…it/orchestrator/test_synapse_after_turn_integration.py	50	async def execute_task(self, **kwargs: Any):	CODE
LOW	…it/orchestrator/test_synapse_after_turn_integration.py	91	async def execute_task(self, **kwargs: Any):	CODE
LOW	…it/orchestrator/test_synapse_after_turn_integration.py	122	async def execute_task(self, **kwargs: Any):	CODE
LOW	tests/unit/orchestrator/test_frugality_producers.py	151	async def execute_task(	CODE
LOW	tests/unit/orchestrator/test_frugality_producers.py	190	async def execute_task(	CODE
LOW	tests/unit/orchestrator/test_parallel_executor.py	1205	async def execute_task(	CODE
LOW	tests/unit/orchestrator/test_parallel_executor.py	2692	async def execute_task(	CODE
LOW	tests/unit/orchestrator/test_parallel_executor.py	2816	async def execute_task(	CODE
LOW	tests/unit/orchestrator/test_parallel_executor.py	2905	async def execute_task(	CODE
LOW	tests/unit/orchestrator/test_parallel_executor.py	3182	async def execute_task(	CODE
LOW	tests/unit/orchestrator/test_parallel_executor.py	3336	async def execute_task(	CODE
LOW	tests/unit/orchestrator/test_parallel_executor.py	3476	async def execute_task(	CODE
LOW	tests/unit/orchestrator/test_parallel_executor.py	3551	async def execute_task(	CODE
LOW	tests/unit/orchestrator/test_parallel_executor.py	3655	async def execute_task(	CODE
LOW	tests/unit/orchestrator/test_parallel_executor.py	7644	async def execute_task(	CODE
LOW	tests/unit/orchestrator/test_parallel_executor.py	7731	async def execute_task(	CODE
LOW	tests/unit/orchestrator/test_parallel_executor.py	7860	async def execute_task(	CODE
LOW	tests/unit/orchestrator/test_parallel_executor.py	7965	async def execute_task(	CODE
LOW	tests/unit/orchestrator/test_parallel_executor.py	8031	async def execute_task(	CODE
LOW	tests/unit/orchestrator/test_parallel_executor.py	8744	async def execute_task(	CODE
LOW	tests/unit/orchestrator/test_parallel_executor.py	8852	async def execute_task(	CODE
LOW	tests/unit/orchestrator/test_parallel_executor.py	8980	async def execute_task(	CODE
LOW	tests/unit/orchestrator/test_parallel_executor.py	9092	async def execute_task(	CODE
LOW	tests/unit/orchestrator/test_parallel_executor.py	9248	async def execute_task(	CODE
LOW	tests/unit/orchestrator/test_parallel_executor.py	9364	async def execute_task(	CODE
LOW	tests/unit/orchestrator/test_parallel_executor.py	9482	async def execute_task(	CODE
LOW	tests/unit/orchestrator/test_parallel_executor.py	9628	async def execute_task(	CODE
LOW	tests/unit/orchestrator/test_parallel_executor.py	9718	async def execute_task(	CODE
LOW	tests/unit/orchestrator/test_parallel_executor.py	9851	async def execute_task(	CODE
LOW	tests/unit/orchestrator/test_parallel_executor.py	9997	async def execute_task(	CODE
LOW	tests/unit/orchestrator/test_parallel_executor.py	10104	async def execute_task(	CODE
LOW	tests/unit/orchestrator/test_parallel_executor.py	10811	async def execute_task(self, **kwargs: Any):	CODE
LOW	tests/unit/orchestrator/test_parallel_executor.py	10907	async def execute_task(self, **kwargs: Any):	CODE
LOW	tests/unit/orchestrator/test_parallel_executor.py	11011	async def execute_task(self, **kwargs: Any):	CODE
LOW	tests/unit/orchestrator/test_parallel_executor.py	11089	async def execute_task(	CODE
LOW	tests/unit/orchestrator/test_parallel_executor.py	11206	async def execute_task(	CODE
LOW	tests/unit/orchestrator/test_parallel_executor.py	11247	async def execute_task(	CODE
LOW	tests/unit/orchestrator/test_parallel_executor.py	11300	async def execute_task(	CODE
LOW	tests/unit/orchestrator/test_model_routing_wiring.py	105	async def execute_task(	CODE
LOW	tests/unit/orchestrator/test_model_routing_wiring.py	140	async def execute_task(	CODE
LOW	tests/unit/orchestrator/test_coordinator.py	223	async def execute_task(	CODE
LOW	…orchestrator/test_parallel_executor_atomic_judgment.py	18	async def execute_task(	CODE
LOW	…orchestrator/test_parallel_executor_atomic_judgment.py	111	async def execute_task(	CODE
LOW	…orchestrator/test_parallel_executor_atomic_judgment.py	209	async def execute_task(	CODE
LOW	…it/orchestrator/test_parallel_executor_retry_resume.py	38	async def execute_task(	CODE
LOW	tests/unit/orchestrator/test_shadow_replay.py	201	async def execute_task(	CODE
LOW	tests/unit/orchestrator/test_shadow_replay.py	1254	async def execute_task(	CODE
LOW	tests/e2e/conftest.py	342	async def execute_task(	CODE
LOW	scripts/manual-synapse-state-smoke.py	57	async def execute_task(self, **kwargs: Any):	CODE
LOW	src/ouroboros/orchestrator/gjc_runtime.py	384	async def execute_task(	CODE
LOW	src/ouroboros/orchestrator/hermes_runtime.py	392	async def execute_task(	CODE
LOW	src/ouroboros/orchestrator/worker_runtime.py	207	async def execute_task(	CODE
LOW	src/ouroboros/orchestrator/adapter.py	1024	def execute_task(	CODE
LOW	src/ouroboros/orchestrator/adapter.py	1452	async def execute_task(	CODE
LOW	src/ouroboros/orchestrator/opencode_runtime.py	1090	async def execute_task(	CODE
LOW	src/ouroboros/orchestrator/pi_runtime.py	396	async def execute_task(	CODE
LOW	src/ouroboros/orchestrator/codex_cli_runtime.py	2022	async def execute_task(	CODE
LOW	src/ouroboros/orchestrator/kiro_adapter.py	289	async def execute_task(	CODE

AI Structural Patterns45 hits · 37 pts

Severity	File	Line	Context
LOW	tests/unit/harness/test_deliver_gate.py	66	CODE
LOW	tests/unit/bigbang/test_seed_generator.py	56	CODE
LOW	src/ouroboros/auto/adapters.py	422	CODE
LOW	src/ouroboros/tui/events.py	343	CODE
LOW	src/ouroboros/tui/events.py	396	CODE
LOW	src/ouroboros/providers/copilot_cli_adapter.py	149	CODE
LOW	src/ouroboros/providers/pi_llm_adapter.py	38	CODE
LOW	src/ouroboros/providers/gjc_llm_adapter.py	52	CODE
LOW	src/ouroboros/providers/opencode_adapter.py	113	CODE
LOW	src/ouroboros/providers/goose_cli_adapter.py	61	CODE
LOW	src/ouroboros/providers/factory.py	342	CODE
LOW	src/ouroboros/providers/codex_cli_adapter.py	121	CODE
LOW	src/ouroboros/providers/gemini_cli_adapter.py	110	CODE
LOW	src/ouroboros/providers/kiro_adapter.py	69	CODE
LOW	src/ouroboros/providers/claude_code_adapter.py	133	CODE
LOW	src/ouroboros/providers/hermes_cli_adapter.py	49	CODE
LOW	src/ouroboros/mcp/tools/subagent.py	1643	CODE
LOW	src/ouroboros/mcp/tools/subagent.py	2054	CODE
LOW	src/ouroboros/mcp/tools/subagent.py	2160	CODE
LOW	src/ouroboros/mcp/tools/background.py	81	CODE
LOW	src/ouroboros/mcp/server/adapter.py	1141	CODE
LOW	src/ouroboros/cli/commands/run.py	547	CODE
LOW	src/ouroboros/cli/commands/run.py	786	CODE
LOW	src/ouroboros/cli/commands/auto.py	133	CODE
LOW	src/ouroboros/cli/commands/auto.py	380	CODE
LOW	src/ouroboros/evolution/loop.py	234	CODE
LOW	src/ouroboros/events/control.py	60	CODE
LOW	src/ouroboros/events/io.py	275	CODE
LOW	src/ouroboros/events/io.py	337	CODE
LOW	src/ouroboros/events/io.py	396	CODE
LOW	src/ouroboros/events/io.py	457	CODE
LOW	src/ouroboros/orchestrator/gjc_runtime.py	76	CODE
LOW	src/ouroboros/orchestrator/hermes_runtime.py	180	CODE
LOW	src/ouroboros/orchestrator/runner.py	584	CODE
LOW	src/ouroboros/orchestrator/copilot_cli_runtime.py	119	CODE
LOW	src/ouroboros/orchestrator/grok_cli_runtime.py	99	CODE
LOW	src/ouroboros/orchestrator/events.py	435	CODE
LOW	src/ouroboros/orchestrator/goose_runtime.py	71	CODE
LOW	src/ouroboros/orchestrator/opencode_runtime.py	192	CODE
LOW	src/ouroboros/orchestrator/pi_runtime.py	73	CODE
LOW	src/ouroboros/orchestrator/runtime_factory.py	252	CODE
LOW	src/ouroboros/orchestrator/parallel_executor.py	834	CODE
LOW	src/ouroboros/orchestrator/parallel_executor.py	2270	CODE
LOW	src/ouroboros/orchestrator/parallel_executor.py	3284	CODE
LOW	src/ouroboros/orchestrator/codex_cli_runtime.py	166	CODE

Verbosity Indicators18 hits · 31 pts

Severity	File	Line	Snippet	Context
LOW⚡	tests/unit/cli/test_init_pm_seed_detection.py	531	# Step 1: Detect	COMMENT
LOW⚡	tests/unit/cli/test_init_pm_seed_detection.py	536	# Step 2: Select (single seed → confirm)	COMMENT
LOW⚡	tests/unit/cli/test_init_pm_seed_detection.py	541	# Step 3: Load as context	COMMENT
LOW⚡	tests/unit/bigbang/test_brownfield.py	1334	# Step 2: Simulate user selecting repo #2	COMMENT
LOW⚡	tests/unit/bigbang/test_brownfield.py	1343	# Step 3: Set default (toggle: /b is not default, so it gets added)	COMMENT
LOW	tests/unit/bigbang/test_brownfield.py	1316	# Step 1: Scan returns repos	COMMENT
LOW⚡	src/ouroboros/mcp/tools/pm_handler.py	944	# Step 2: select_repos (AC 4)	COMMENT
LOW⚡	src/ouroboros/cli/commands/plugin.py	268	# Step 1: stage copy. Pass symlinks=True so symlinks are copied as	COMMENT
LOW⚡	src/ouroboros/cli/commands/plugin.py	285	# Step 2: move existing dest aside.	COMMENT
LOW⚡	src/ouroboros/cli/commands/plugin.py	289	# Step 3: promote staging into place.	COMMENT
LOW⚡	src/ouroboros/cli/commands/plugin.py	302	# Step 4: cleanup backup. Failure here is non-fatal — the new install	COMMENT
LOW	src/ouroboros/cli/commands/init.py	530	# Step 1: Calculate ambiguity score	COMMENT
LOW	src/ouroboros/cli/commands/init.py	569	# Step 2: Generate Seed	COMMENT
LOW	src/ouroboros/cli/commands/init.py	591	# Step 3: Save Seed	COMMENT
LOW	src/ouroboros/evolution/loop.py	715	# Step 1: Replay events to reconstruct state	COMMENT
LOW	src/ouroboros/evolution/loop.py	857	# Step 2: Run one generation wrapped in AgentProcess for pause/cancel/replay	COMMENT
LOW	src/ouroboros/evolution/loop.py	1052	# Step 3: Emit generation completed event (with seed_json).	COMMENT
LOW	src/ouroboros/evolution/loop.py	1098	# Step 4: Check convergence.	COMMENT

Synthetic Comment Markers2 hits · 8 pts

Severity	File	Line	Snippet	Context
HIGH	src/ouroboros/core/seed.py	117	summary: Auto-generated codebase summary from exploration.	STRING
HIGH	src/ouroboros/core/seed.py	122	summary: str = Field(default="", description="Auto-generated codebase summary")	CODE

Fake / Example Data3 hits · 4 pts

Severity	File	Line	Snippet	Context
LOW⚡	tests/unit/auto/test_safe_defaults_prompt_non_goals.py	35	return SeedDraftLedger.from_goal("placeholder")	CODE
LOW⚡	tests/unit/observability/test_logging.py	633	log.info("user.action", name="John Doe", email="john@example.com")	CODE
LOW⚡	tests/unit/observability/test_logging.py	637	assert data["name"] == "John Doe"	CODE

Dead Code1 hit · 2 pts

Severity	File	Line	Snippet	Context
MEDIUM	tests/unit/orchestrator/test_runner_cancellation.py	755		CODE

Example Usage Blocks1 hit · 2 pts

Severity	File	Line	Snippet	Context
LOW	docs/examples/mcp-config.yaml	5	# Usage:	COMMENT

Analysis Overview

What These Metrics Mean

Score History

Severity Breakdown

Directory Score Breakdown

Pattern Findings