Q00/ouroboros

29.7

Adjusted Score

29.7

Raw Score

100%

Time Factor

2026-08-28

Last Push

5.7K

Stars

Python

Language

853.9K

Lines of Code

1.7K

Files

23.8K

Pattern Hits

2026-08-29

Scan Date

0.13

HC Hit Rate

What These Metrics Mean

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

Score History

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

Severity Breakdown

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

CRITICAL 0HIGH 234MEDIUM 1514LOW 22076

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 23824 distinct pattern matches across 23 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 Identifiers17994 hits · 15129 pts

Severity	File	Line	Snippet	Context
LOW	tests/conftest.py	87	def isolate_heartbeat_locks_per_test_worker(tmp_path_factory):	CODE
LOW	tests/conftest.py	114	def render_logged_exceptions_with_plain_tracebacks():	CODE
LOW	tests/conftest.py	143	def _plain_console_processors(mode):	CODE
LOW	tests/conftest.py	155	def block_runner_real_llm_adapter(monkeypatch):	CODE
LOW	tests/conftest.py	177	def _blocked_create_llm_adapter(_args, *_kwargs):	CODE
LOW	tests/conftest.py	188	def block_interview_answer_refiner_cli_spawn(monkeypatch):	CODE
LOW	tests/conftest.py	214	def block_setup_probe_cli_spawns(monkeypatch):	CODE
LOW	tests/unit/test_detached_auto_docs.py	44	def test_cli_docs_cover_detached_auto_wait_and_retrieve() -> None:	CODE
LOW	tests/unit/test_detached_auto_docs.py	77	def test_mcp_docs_cover_detached_auto_jobs() -> None:	CODE
LOW	tests/unit/test_detached_auto_docs.py	125	def test_cli_retrieves_stable_completed_detached_auto_result(monkeypatch, tmp_path) -> None:	CODE
LOW	tests/unit/test_detached_auto_docs.py	139	async def _persist_completed_auto_job() -> None:	CODE
LOW	tests/unit/test_detached_auto_docs.py	195	def test_mcp_retrieves_stable_completed_detached_auto_result(tmp_path) -> None:	CODE
LOW	tests/unit/test_detached_auto_docs.py	205	async def _persist_completed_auto_job_and_fetch_result():	CODE
LOW	tests/unit/test_detached_auto_docs.py	296	def test_completed_detached_auto_result_retrieval_leaves_inspectable_event_trace(	CODE
LOW	tests/unit/test_detached_auto_docs.py	304	async def _run_completed_job_and_verify_trace() -> None:	CODE
LOW	tests/unit/test_detached_auto_docs.py	362	def test_mcp_retrieves_stable_failed_detached_auto_result(tmp_path) -> None:	CODE
LOW	tests/unit/test_detached_auto_docs.py	373	async def _persist_failed_auto_job_and_fetch_result():	CODE
LOW	tests/unit/test_detached_auto_docs.py	454	def test_mcp_retrieves_stable_cancelled_detached_auto_result(tmp_path) -> None:	CODE
LOW	tests/unit/test_detached_auto_docs.py	465	async def _persist_cancelled_auto_job_and_fetch_result():	CODE
LOW	tests/unit/test_detached_auto_docs.py	546	def test_expired_detached_auto_handle_still_returns_persisted_terminal_result(	CODE
LOW	tests/unit/test_detached_auto_docs.py	558	async def _persist_expired_auto_job_and_fetch_result():	CODE
LOW	tests/unit/test_detached_auto_docs.py	609	def test_invalid_detached_auto_handle_fails_with_stable_error_contract(	CODE
LOW	tests/unit/test_tooling_configuration.py	31	def test_pre_commit_config_exists():	CODE
LOW⚡	tests/unit/test_kiro_adapters.py	76	def test_resolves_kiro_aliases(self) -> None:	CODE
LOW⚡	tests/unit/test_kiro_adapters.py	80	def test_falls_back_to_kiro_via_ouroboros_runtime(	CODE
LOW⚡	tests/unit/test_kiro_adapters.py	87	def test_ouroboros_runtime_does_not_affect_explicit_backend(	CODE
LOW⚡	tests/unit/test_kiro_adapters.py	95	def _isolated_llm_permission_config(monkeypatch: pytest.MonkeyPatch) -> None:	CODE
LOW⚡	tests/unit/test_kiro_adapters.py	119	def test_kiro_returns_default(self, _isolated_llm_permission_config: None) -> None:	CODE
LOW⚡	tests/unit/test_kiro_adapters.py	122	def test_kiro_respects_llm_permission_mode_env(self, monkeypatch: pytest.MonkeyPatch) -> None:	CODE
LOW⚡	tests/unit/test_kiro_adapters.py	127	def test_kiro_interview_respects_llm_permission_mode_env(	CODE
LOW⚡	tests/unit/test_kiro_adapters.py	136	def test_kiro_interview_returns_config_default_without_override(	CODE
LOW⚡	tests/unit/test_kiro_adapters.py	148	def test_creates_kiro_adapter(self) -> None:	CODE
LOW⚡	tests/unit/test_kiro_adapters.py	152	def test_passes_cwd_to_kiro_adapter(self) -> None:	CODE
LOW⚡	tests/unit/test_kiro_adapters.py	157	def test_passes_timeout_to_kiro_adapter(self) -> None:	CODE
LOW⚡	tests/unit/test_kiro_adapters.py	162	def test_passes_max_retries_to_kiro_adapter(self) -> None:	CODE
LOW⚡	tests/unit/test_kiro_adapters.py	167	def test_passes_tool_envelope_to_kiro_adapter(	CODE
LOW⚡	tests/unit/test_kiro_adapters.py	187	def test_uses_configured_cli_path(self, monkeypatch: pytest.MonkeyPatch) -> None:	CODE
LOW⚡	tests/unit/test_kiro_adapters.py	297	def test_empty_allowed_tools_forces_text_only_prompt(self) -> None:	CODE
LOW⚡	tests/unit/test_kiro_adapters.py	307	def test_allowed_tools_lists_permitted_tools(self) -> None:	CODE
LOW⚡	tests/unit/test_kiro_adapters.py	317	def test_allowed_tools_none_omits_tool_constraints(self) -> None:	CODE
LOW⚡	tests/unit/test_kiro_adapters.py	325	def test_empty_allowed_tools_sets_empty_trust_tools_flag(self) -> None:	CODE
LOW⚡	tests/unit/test_kiro_adapters.py	334	def test_allowed_tools_maps_to_kiro_trust_tools_flag(self) -> None:	CODE
LOW⚡	tests/unit/test_kiro_adapters.py	343	def test_allowed_tools_filters_mcp_names_from_kiro_trust_tools_flag(self) -> None:	CODE
LOW⚡	tests/unit/test_kiro_adapters.py	368	def test_allowed_tools_none_omits_trust_tools_flag(self) -> None:	CODE
LOW⚡	tests/unit/test_kiro_adapters.py	377	def test_default_permission_mode_sets_empty_trust_tools_flag(self) -> None:	CODE
LOW⚡	tests/unit/test_kiro_adapters.py	386	def test_accept_edits_permission_mode_sets_trust_all_tools_flag(self) -> None:	CODE
LOW⚡	tests/unit/test_kiro_adapters.py	394	def test_bypass_permission_takes_precedence_over_allowed_tools(self) -> None:	CODE
LOW⚡	tests/unit/test_kiro_adapters.py	571	def test_resolves_kiro_aliases(self) -> None:	CODE
LOW⚡	tests/unit/test_kiro_adapters.py	577	def test_falls_back_via_ouroboros_runtime(self, monkeypatch: pytest.MonkeyPatch) -> None:	CODE
LOW⚡	tests/unit/test_kiro_adapters.py	586	def test_creates_kiro_runtime(self) -> None:	CODE
LOW⚡	tests/unit/test_kiro_adapters.py	595	def test_uses_configured_cli_path(self, monkeypatch: pytest.MonkeyPatch) -> None:	CODE
LOW⚡	tests/unit/test_kiro_adapters.py	616	def test_declares_translated_system_prompt_and_permission_mode(self) -> None:	CODE
LOW⚡	tests/unit/test_kiro_adapters.py	768	def test_get_llm_backend_uses_runtime_fallback(self, monkeypatch: pytest.MonkeyPatch) -> None:	CODE
LOW⚡	tests/unit/test_kiro_adapters.py	775	def test_get_llm_backend_uses_kiro_cli_runtime_alias(	CODE
LOW⚡	tests/unit/test_kiro_adapters.py	784	def test_llm_backend_env_takes_priority_over_runtime(	CODE
LOW⚡	tests/unit/test_kiro_adapters.py	793	def test_no_runtime_env_uses_default(self, monkeypatch: pytest.MonkeyPatch) -> None:	CODE
LOW⚡	tests/unit/test_kiro_adapters.py	802	def test_get_agent_runtime_uses_runtime_fallback(self, monkeypatch: pytest.MonkeyPatch) -> None:	CODE
LOW⚡	tests/unit/test_kiro_adapters.py	809	def test_kiro_model_defaults_to_sentinel(self) -> None:	CODE
LOW⚡	tests/unit/test_kiro_adapters.py	821	def test_public_llm_backend_property_exposes_configured_backend(self) -> None:	CODE
LOW⚡	tests/unit/test_kiro_adapters.py	828	def test_public_cli_path_property_exposes_resolved_cli_override(self) -> None:	CODE
17934 more matches not shown…

Decorative Section Separators1343 hits · 4914 pts

Severity	File	Line	Snippet	Context
MEDIUM	crates/ouroboros-tui/src/db.rs	1111	// ─────────────────────────────────────────────────────────────────────────────	COMMENT
MEDIUM	crates/ouroboros-tui/src/db.rs	1113	// ─────────────────────────────────────────────────────────────────────────────	COMMENT
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	689	// ─────────────────────────────────────────────────────────────────────────────	COMMENT
MEDIUM	crates/ouroboros-tui/src/state.rs	691	// ─────────────────────────────────────────────────────────────────────────────	COMMENT
MEDIUM	crates/ouroboros-tui/src/state.rs	706	// ─────────────────────────────────────────────────────────────────────────────	COMMENT
MEDIUM	crates/ouroboros-tui/src/state.rs	708	// ─────────────────────────────────────────────────────────────────────────────	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/conftest.py	35	# ── Hermetic home isolation (before collection) ──────────────────────────────	COMMENT
MEDIUM⚡	tests/unit/test_kiro_adapters.py	70	# ===========================================================================	COMMENT
MEDIUM⚡	tests/unit/test_kiro_adapters.py	72	# ===========================================================================	COMMENT
MEDIUM⚡	tests/unit/test_kiro_adapters.py	142	# ===========================================================================	COMMENT
MEDIUM⚡	tests/unit/test_kiro_adapters.py	144	# ===========================================================================	COMMENT
MEDIUM⚡	tests/unit/test_kiro_adapters.py	194	# ===========================================================================	COMMENT
MEDIUM⚡	tests/unit/test_kiro_adapters.py	196	# ===========================================================================	COMMENT
MEDIUM⚡	tests/unit/test_kiro_adapters.py	565	# ===========================================================================	COMMENT
MEDIUM⚡	tests/unit/test_kiro_adapters.py	567	# ===========================================================================	COMMENT
MEDIUM⚡	tests/unit/test_kiro_adapters.py	608	# ===========================================================================	COMMENT
MEDIUM⚡	tests/unit/test_kiro_adapters.py	610	# ===========================================================================	COMMENT
MEDIUM⚡	tests/unit/test_kiro_adapters.py	762	# ===========================================================================	COMMENT
MEDIUM⚡	tests/unit/test_kiro_adapters.py	764	# ===========================================================================	COMMENT
MEDIUM⚡	tests/unit/test_kiro_adapters.py	815	# ===========================================================================	COMMENT
MEDIUM⚡	tests/unit/test_kiro_adapters.py	817	# ===========================================================================	COMMENT
MEDIUM	tests/unit/test_kiro_adapters.py	27	# ---------------------------------------------------------------------------	COMMENT
MEDIUM	tests/unit/test_kiro_adapters.py	29	# ---------------------------------------------------------------------------	COMMENT
MEDIUM	tests/unit/test_kiro_adapters.py	1172	# ===========================================================================	COMMENT
MEDIUM	tests/unit/test_kiro_adapters.py	1174	# ===========================================================================	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
1283 more matches not shown…

Unused Imports1922 hits · 1616 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_zcode_cli_launcher.py	3	CODE
LOW	tests/unit/test_dashboard.py	3	CODE
LOW	tests/unit/test_ralph_rewind.py	3	CODE
LOW	tests/unit/test_cli_surface_docs_contract.py	22	CODE
LOW	tests/unit/test_ralph_parser.py	3	CODE
LOW	tests/unit/test_convergence.py	3	CODE
LOW	tests/unit/test_home_isolation.py	10	CODE
LOW	tests/unit/test_llm_response_fence_robustness.py	14	CODE
LOW	tests/unit/test_install_ref_docs_contract.py	11	CODE
LOW	tests/unit/test_ralph_shell.py	3	CODE
LOW	tests/unit/test_tui_usage_docs_contract.py	9	CODE
LOW	tests/unit/test_artifact_collector.py	3	CODE
LOW	tests/unit/test_ralph_loop_timeout.py	11	CODE
LOW	tests/unit/test_telemetry.py	3	CODE
LOW	tests/unit/test_project_map.py	3	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	…sts/unit/interview_adapters/test_reference_contrast.py	1	CODE
LOW	tests/unit/interview_adapters/test_manifest.py	1	CODE
LOW	tests/unit/interview_adapters/test_models.py	1	CODE
LOW	tests/unit/interview_adapters/test_trigger_policy.py	1	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_text_truncate_with_ellipsis.py	10	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_project_identity.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_seed_verify_gate.py	7	CODE
LOW	tests/unit/core/test_worktree_untracked.py	1	CODE
LOW	tests/unit/core/test_runtime_transition.py	3	CODE
LOW	tests/unit/core/test_pm_snapshot.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_owner_only.py	9	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_zcode_model_config.py	3	CODE
LOW	tests/unit/config/test_loader_env.py	3	CODE
LOW	tests/unit/auto/test_seed_preflight.py	11	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
1862 more matches not shown…

Excessive Try-Catch Wrapping742 hits · 676 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	279	except Exception:	CODE
LOW	tests/unit/mcp/tools/test_run_evaluate_chaining.py	103	except Exception as exc: # noqa: BLE001 - diagnostics must not mask failures	CODE
LOW	tests/unit/mcp/tools/test_run_evaluate_chaining.py	114	except Exception as exc: # noqa: BLE001	CODE
LOW	tests/unit/mcp/tools/test_run_evaluate_chaining.py	119	except Exception as exc: # noqa: BLE001	CODE
LOW	tests/unit/mcp/tools/test_run_evaluate_chaining.py	157	except Exception as exc: # diagnostics must never mask the real failure	CODE
MEDIUM	…sts/unit/mcp/tools/test_auto_interview_construction.py	2320	def _run() -> None:	CODE
LOW	…sts/unit/mcp/tools/test_auto_interview_construction.py	1564	except Exception as exc: # noqa: BLE001 - spy captures the surfaced contract failure.	CODE
LOW	…sts/unit/mcp/tools/test_auto_interview_construction.py	1715	except Exception as exc: # noqa: BLE001 - spy captures the surfaced contract failure.	CODE
LOW	…sts/unit/mcp/tools/test_auto_interview_construction.py	1872	except Exception as exc: # noqa: BLE001 - spy captures the surfaced contract failure.	CODE
LOW	…sts/unit/mcp/tools/test_auto_interview_construction.py	2024	except Exception as exc: # noqa: BLE001 - spy captures the surfaced contract failure.	CODE
LOW	…sts/unit/mcp/tools/test_auto_interview_construction.py	2188	except Exception as exc: # noqa: BLE001 - spy captures the surfaced contract failure.	CODE
LOW	…sts/unit/mcp/tools/test_auto_interview_construction.py	2323	except Exception:	CODE
LOW	…sts/unit/mcp/tools/test_auto_interview_construction.py	2407	except Exception:	CODE
LOW⚡	tests/unit/cli/test_setup.py	59	except Exception:	CODE
LOW⚡	tests/unit/cli/test_setup.py	67	except Exception:	CODE
LOW	tests/unit/cli/test_setup.py	6086	except Exception as error: # pragma: no cover - OS-level cleanup failure	STRING
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
LOW	tests/canonical/test_issue_1450_quality.py	324	except Exception as exc:	CODE
LOW	tests/canonical/test_issue_1450_quality.py	655	except Exception as exc: # noqa: BLE001 - experiment must persist every failure	CODE
LOW	tests/canonical/test_issue_1450_quality.py	661	except Exception as exc: # noqa: BLE001 - evidence records corrupt/missing state	CODE
LOW	tests/canonical/test_issue_1450_quality.py	1016	except Exception as exc: # noqa: BLE001 - preserve costly partial proposal evidence	STRING
MEDIUM	docs/api/mcp.md	959	print(f"Error: {result.error}") # Never raises, returns error	CODE
LOW	scripts/version-check.py	63	except Exception:	CODE
LOW	scripts/version-check.py	70	except Exception:	CODE
LOW	scripts/version-check.py	143	except Exception:	CODE
LOW	scripts/version-check.py	200	except Exception:	CODE
LOW	scripts/version-check.py	220	except Exception:	CODE
LOW⚡	scripts/version-check.py	234	except Exception:	CODE
LOW⚡	scripts/version-check.py	237	except Exception:	CODE
LOW⚡	scripts/version-check.py	241	except Exception:	CODE
LOW	scripts/version-check.py	268	except Exception:	CODE
LOW	scripts/version-check.py	272	except Exception:	CODE
LOW	scripts/ralph.py	314	except Exception as exc:	CODE
LOW	scripts/session-start.py	39	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	354	except Exception:	CODE
LOW	scripts/install.sh	361	except Exception:	CODE
LOW	scripts/install.sh	511	except Exception:	CODE
LOW	scripts/install.sh	700	except Exception:	CODE
LOW	scripts/install.sh	739	except Exception:	CODE
LOW	scripts/install.sh	1070	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	171	except Exception:	CODE
LOW	scripts/keyword-detector.py	222	except Exception:	CODE
LOW	scripts/keyword-detector.py	323	except Exception:	CODE
LOW	scripts/drift-monitor.py	60	except Exception:	CODE
LOW	.claude-plugin/skills/seed/SKILL.md	454	except Exception:	CODE
LOW	.claude-plugin/skills/setup/SKILL.md	141	except Exception:	CODE
LOW	.claude-plugin/skills/welcome/SKILL.md	71	except Exception:	CODE
LOW	.claude-plugin/skills/welcome/SKILL.md	83	except Exception:	CODE
682 more matches not shown…

Cross-Language Confusion111 hits · 669 pts

Severity	File	Line	Snippet	Context
HIGH	tests/unit/test_llm_response_fence_robustness.py	1047	'{"questions": null, "should_continue": false, "reasoning": "done"}',	CODE
HIGH	tests/unit/test_llm_response_fence_robustness.py	1965	'{"ac_patches": null, "ontology_mutations": []}',	CODE
HIGH⚡	tests/unit/auto/test_seed_preflight.py	769	("false && export FOO=bar; sh -uc 'test \"$FOO\" = bar'", False),	CODE
HIGH⚡	tests/unit/auto/test_seed_preflight.py	770	("true \|\| export FOO=bar; sh -uc 'test \"$FOO\" = bar'", False),	CODE
HIGH⚡	tests/unit/auto/test_seed_preflight.py	771	("false && FOO=bar; export FOO; sh -uc 'test \"$FOO\" = bar'", False),	CODE
HIGH⚡	tests/unit/auto/test_seed_preflight.py	772	("true && export FOO=bar; sh -uc 'test \"$FOO\" = bar'", True),	CODE
HIGH⚡	tests/unit/auto/test_seed_preflight.py	773	("false \|\| export FOO=bar; sh -uc 'test \"$FOO\" = bar'", True),	CODE
HIGH⚡	tests/unit/auto/test_seed_preflight.py	1080	'false && FOO=bar; test -n "$FOO"',	CODE
HIGH⚡	tests/unit/auto/test_seed_preflight.py	1081	'true \|\| FOO=bar; test -n "$FOO"',	CODE
HIGH⚡	tests/unit/auto/test_seed_preflight.py	1380	"cd sub && python check.py",	CODE
HIGH⚡	tests/unit/auto/test_seed_preflight.py	1381	"cd -- sub && python check.py",	CODE
HIGH⚡	tests/unit/auto/test_seed_preflight.py	1382	"CDPATH= cd sub && python check.py",	CODE
HIGH⚡	tests/unit/auto/test_seed_preflight.py	1383	"CDPATH= command cd sub && python check.py",	CODE
HIGH⚡	tests/unit/auto/test_seed_preflight.py	1386	"sh -c 'cd sub && python check.py'",	CODE
HIGH⚡	tests/unit/auto/test_seed_preflight.py	1387	"sh -eu -c 'cd sub && python check.py'",	CODE
HIGH⚡	tests/unit/auto/test_seed_preflight.py	1388	"bash -O extglob -c 'cd sub && python check.py'",	CODE
HIGH⚡	tests/unit/auto/test_seed_preflight.py	1389	"bash --rcfile /dev/null -c 'cd sub && python check.py'",	CODE
HIGH⚡	tests/unit/auto/test_seed_preflight.py	1390	"cd sub && bash -c 'python check.py'",	CODE
HIGH⚡	tests/unit/auto/test_seed_preflight.py	1422	"cd sub && python check.py",	CODE
HIGH⚡	tests/unit/auto/test_seed_preflight.py	1423	"cd -- sub && python check.py",	CODE
HIGH⚡	tests/unit/auto/test_seed_preflight.py	1424	"CDPATH= cd sub && python check.py",	CODE
HIGH⚡	tests/unit/auto/test_seed_preflight.py	1425	"CDPATH= command cd sub && python check.py",	CODE
HIGH⚡	tests/unit/auto/test_seed_preflight.py	1428	"sh -c 'cd sub && python check.py'",	CODE
HIGH⚡	tests/unit/auto/test_seed_preflight.py	1429	"sh -eu -c 'cd sub && python check.py'",	CODE
HIGH⚡	tests/unit/auto/test_seed_preflight.py	1430	"bash -O extglob -c 'cd sub && python check.py'",	CODE
HIGH⚡	tests/unit/auto/test_seed_preflight.py	1431	"bash --rcfile /dev/null -c 'cd sub && python check.py'",	CODE
HIGH⚡	tests/unit/auto/test_seed_preflight.py	1432	"cd sub && bash -c 'python check.py'",	CODE
HIGH⚡	tests/unit/auto/test_seed_preflight.py	1464	r"cd sub\ dir && python check.py",	CODE
HIGH⚡	tests/unit/auto/test_seed_preflight.py	1469	r"sh -c 'cd sub\ dir && python check.py'",	CODE
HIGH⚡	tests/unit/auto/test_seed_preflight.py	1501	r"cd sub\ dir && python check.py",	CODE
HIGH⚡	tests/unit/auto/test_seed_preflight.py	1506	r"sh -c 'cd sub\ dir && python check.py'",	CODE
HIGH	tests/unit/auto/test_seed_preflight.py	153	'&& cd "$tmp" && python organize.py && echo OK\''	CODE
HIGH	tests/unit/auto/test_seed_preflight.py	1588	verify_command="cd sub && python check.py",	CODE
HIGH	tests/unit/auto/test_seed_preflight.py	1601	("cd missing; python check.py", "false && cd sub; python check.py"),	CODE
HIGH	tests/unit/auto/test_seed_preflight.py	1950	("python3 check.py && cd sub", "python3 check.py && env -C sub true"),	CODE
HIGH	tests/unit/auto/test_seed_preflight.py	1975	("python3 check.py && cd sub", "python3 check.py && env -C sub true"),	CODE
HIGH	tests/unit/auto/test_seed_preflight.py	2014	command = "cd && python check.py"	CODE
HIGH	tests/unit/scripts/test_pr_hygiene_workflow.py	92	out=$(api_retry fake 2>/dev/null)	CODE
HIGH⚡	tests/unit/scripts/test_pr_hygiene_workflow.py	112	api_retry fake > out.txt 2> err.txt \|\| true	CODE
HIGH⚡	tests/unit/scripts/test_pr_hygiene_workflow.py	125	if api_retry fake 2>/dev/null; then echo "unexpected-success"; else echo "failed=$?"; fi	CODE
HIGH⚡	tests/unit/scripts/test_pr_hygiene_workflow.py	155	resolve_issue 1777 \|\| status=$?	CODE
HIGH	tests/unit/scripts/test_check_module_size.py	494	"github.event.pull_request.base.sha \|\| github.event.before }}"	CODE
HIGH⚡	tests/unit/scripts/test_install_runtime_selection.py	1858	assert 'setup --runtime "$RUNTIME" --non-interactive \|\| true' not in source	CODE
HIGH	tests/unit/scripts/test_install_runtime_selection.py	236	if ! grep -q '"notice_shown"[[:space:]]:[[:space:]]true' "$state" 2>/dev/null; then	CODE
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	174	self._write_toml(tmp_path, 'test = "npm test && rm -rf /"\n')	CODE
HIGH⚡	tests/unit/bigbang/test_seed_generator.py	1188	for malformed in ("[null]", '[1, "x"]'):	CODE
HIGH⚡	tests/unit/bigbang/test_seed_generator.py	1228	"[null]",	CODE
HIGH⚡	tests/unit/bigbang/test_seed_generator.py	1229	'[null, "x"] stray text',	CODE
HIGH⚡	tests/unit/bigbang/test_seed_generator.py	2026	"true && case y in (y \| artifacts:) :;; esac",	CODE
HIGH⚡	tests/unit/bigbang/test_seed_generator.py	2027	"false \|\| case y in (y \| artifacts:) :;; esac",	CODE
HIGH⚡	tests/unit/bigbang/test_seed_generator.py	3281	'[{"name": "a", "description": "null weight", "weight": null}]',	CODE
HIGH⚡	tests/unit/bigbang/test_seed_generator.py	3532	'[{"name": "x", "description": "d", "weight": null}]'	CODE
HIGH	tests/unit/bigbang/test_seed_generator.py	1174	'[null, "x"] stray text', # JSON-parseable group + trailing garbage	CODE
HIGH	tests/unit/bigbang/test_seed_generator.py	1213	assert _parse_string_array_values("[null]", field_label="CONSTRAINTS") == ("None",)	CODE
HIGH	tests/unit/bigbang/test_seed_generator.py	3305	'[{"name": "x", "description": "d", "weight": null}]',	CODE
HIGH	tests/unit/bigbang/test_seed_generator.py	3669	evaluation_principles='[{"name": "x", "description": "d", "weight": null}]'	CODE
HIGH⚡	tests/unit/orchestrator/test_verify_shell.py	68	assert route.argv("grep -q ok out.txt && exit 0") == (	CODE
HIGH⚡	tests/unit/orchestrator/test_verify_shell.py	71	"grep -q ok out.txt && exit 0",	CODE
HIGH⚡	tests/unit/orchestrator/test_parallel_executor.py	2351	inner = f"false && touch claimed.py; {python_command}"	CODE
51 more matches not shown…

Modern Structural Boilerplate430 hits · 421 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	tests/unit/cli/test_mcp_nested_guard.py	30	def _set_installed_versions(monkeypatch, versions: dict[str, str]) -> None:	CODE
LOW	…/unit/orchestrator/workflow_ir_conformance_fixtures.py	127	__all__ = [	CODE
LOW	tests/integration/mcp/conftest.py	514	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/telemetry.py	724	def set_context(**props: Any) -> None:	CODE
LOW	src/ouroboros/telemetry.py	1138	__all__ = [	CODE
LOW	src/ouroboros/sandbox.py	34	__all__ = ["SandboxClass"]	CODE
LOW	src/ouroboros/project_map.py	381	__all__ = [	CODE
LOW	src/ouroboros/claude_permissions.py	55	__all__ = [	CODE
LOW	src/ouroboros/package_profiles.py	98	__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/interview_adapters/triggers.py	131	__all__ = [	CODE
LOW	src/ouroboros/interview_adapters/manifest.py	174	__all__ = [	CODE
LOW	src/ouroboros/interview_adapters/registry.py	46	__all__ = ["BUILTIN_PACK_NAMES", "BuiltinGlossaryRegistry", "builtin_registry"]	CODE
LOW	src/ouroboros/interview_adapters/__init__.py	41	__all__ = [	CODE
LOW	src/ouroboros/interview_adapters/reference_contrast.py	83	__all__ = [	CODE
LOW	src/ouroboros/core/session_signal.py	451	__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	213	__all__ = [	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/disposable_memory.py	62	__all__ = [	CODE
LOW	src/ouroboros/core/requirement_candidate.py	455	__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/project_identity.py	1003	__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	118	__all__ = [	CODE
LOW	src/ouroboros/config/loader.py	277	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	54	__all__ = [	CODE
LOW	src/ouroboros/auto/reference_candidate_bridge.py	227	__all__ = [	CODE
LOW	src/ouroboros/auto/resume_render.py	87	__all__ = ["render_resume_lines"]	CODE
LOW	src/ouroboros/auto/domain_inference.py	410	__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/seed_preflight.py	37	__all__ = [	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	27	__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	1179	__all__ = [	CODE
370 more matches not shown…

Docstring Block Structure68 hits · 340 pts

Severity	File	Line	Snippet	Context
HIGH	tests/integration/mcp/conftest.py	164	Call a tool. Args: name: Tool name. arguments: Tool arguments. Returns:	STRING
HIGH	tests/integration/mcp/conftest.py	220	Read a resource. Args: uri: Resource URI. Returns: Mock resource content.	STRING
HIGH	tests/integration/mcp/conftest.py	271	Get a filled prompt. Args: name: Prompt name. arguments: Prompt arguments. Ret	STRING
HIGH	src/ouroboros/core/lineage.py	548	Return lineage truncated to the given generation. The truncated lineage has ACTIVE status, ready for continued	STRING
HIGH	src/ouroboros/config/loader.py	304	Create default configuration files. Creates config.yaml and credentials.yaml with default templates in the spec	STRING
HIGH	src/ouroboros/config/loader.py	374	Load configuration from YAML file. Loads and validates configuration from the specified path or the default ~/.	STRING
HIGH	src/ouroboros/config/loader.py	439	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	1222	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	178	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	417	Submit a task to the pool. Args: agent_type: Agent name or role to execute the task. pr	STRING
HIGH	src/ouroboros/plugin/agents/pool.py	474	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	660	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	1802	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	1854	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	2381	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	162	Run the shared allocate -> guard -> agent-process -> start_job pipeline. Args: job_manager: The per-server	STRING
HIGH	src/ouroboros/mcp/server/auth.py	319	Build DNS-rebinding protection settings for a network bind. The SDK only auto-enables this protection for three loo	STRING
HIGH	src/ouroboros/mcp/server/auth.py	426	Validate a requested bind and build the SDK wiring that protects it. This is the trust boundary for serving: reachi	STRING
HIGH	src/ouroboros/mcp/server/adapter.py	1517	Create an Ouroboros MCP server with all tools and dependencies wired. This is a composition root that creates all s	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	157	Load seed configuration from YAML file. Args: seed_file: Path to the seed YAML file. Returns:	STRING
HIGH	src/ouroboros/cli/commands/mcp.py	1038	Validate the requested exposure and return the token to enforce. ``MCPServerAdapter.serve`` holds the same boundary	STRING
HIGH	src/ouroboros/harness/deliver_gate.py	258	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	117	Reconstruct checkpoint from dict. Args: data: Dict with checkpoint data. Returns:	STRING
HIGH	src/ouroboros/persistence/checkpoint.py	193	Sanitize seed_id to prevent path traversal attacks. Strips null bytes, removes path separators, Windows-reserve	STRING
HIGH	src/ouroboros/persistence/checkpoint.py	543	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	236	Register a brownfield repository. If a repo with the same path already exists, it is updated (upsert).	STRING
HIGH	src/ouroboros/persistence/brownfield.py	312	Bulk-insert scanned repositories (is_default=False, desc=''). Each dict must have ``path`` and ``name`` keys.	STRING
HIGH	src/ouroboros/persistence/brownfield.py	368	List registered brownfield repositories with optional pagination. Args: offset: Number of rows to s	STRING
HIGH	src/ouroboros/persistence/brownfield.py	488	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	617	Update the description of a registered repository. Args: path: Absolute filesystem path of the repo	STRING
HIGH	src/ouroboros/persistence/brownfield.py	656	Remove a brownfield repository registration. Args: path: Absolute filesystem path of the repo to re	STRING
HIGH	src/ouroboros/persistence/event_store.py	787	Append an event to the store. The operation is wrapped in a transaction for atomicity. If the insert fa	STRING
HIGH	src/ouroboros/persistence/event_store.py	1685	Replay all events for a specific aggregate. The operation uses a transaction for read consistency. Arg	STRING
HIGH	src/ouroboros/persistence/event_store.py	1882	Get recent events, optionally filtered by type. Args: event_type: Optional event type to filter by.	STRING
HIGH	src/ouroboros/persistence/event_store.py	2996	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	708	Parse LLM response into ScoreBreakdown. Args: response: Raw LLM response text. is_brown	STRING
HIGH	src/ouroboros/bigbang/interview.py	597	Deterministically select the best question candidate. Selection rule (no LLM judge): 1. Prefer the candidate t	STRING
HIGH	src/ouroboros/bigbang/question_classifier.py	307	Parse LLM classification response. Args: response: Raw LLM response text. original_ques	STRING
HIGH	src/ouroboros/bigbang/seed_generator.py	2197	Parse LLM response into requirements dictionary. Args: response: Raw LLM response text. Re	STRING
HIGH	src/ouroboros/bigbang/pm_interview.py	1496	Parse LLM response into PMSeed. Args: response: Raw LLM response text. interview_id: So	STRING
HIGH	src/ouroboros/orchestrator/adapter.py	1506	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	476	Assemble the CLI argument list for ``opencode run``. The prompt is not included in argv — it is piped via s	STRING
8 more matches not shown…

Deep Nesting418 hits · 314 pts

Severity	File	Line	Context
LOW	tests/conftest.py	242	CODE
LOW	tests/unit/test_cli_surface_docs_contract.py	51	CODE
LOW	tests/unit/test_cli_surface_docs_contract.py	95	CODE
LOW	tests/unit/test_llm_response_fence_robustness.py	262	CODE
LOW	tests/unit/test_llm_response_fence_robustness.py	360	CODE
LOW	tests/unit/test_tui_usage_docs_contract.py	122	CODE
LOW	tests/unit/test_project_map.py	55	CODE
LOW	tests/unit/core/test_project_identity.py	595	CODE
LOW	tests/unit/core/test_project_identity.py	603	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	1202	CODE
LOW	tests/unit/mcp/tools/test_start_auto.py	837	CODE
LOW	tests/unit/mcp/tools/test_start_auto.py	923	CODE
LOW	tests/unit/mcp/tools/test_job_observer.py	193	CODE
LOW	…sts/unit/mcp/tools/test_auto_interview_construction.py	800	CODE
LOW	tests/unit/mcp/server/test_adapter.py	800	CODE
LOW	tests/unit/cli/test_setup.py	6000	CODE
LOW	tests/unit/evolution/test_frugality.py	1223	CODE
LOW	tests/unit/persistence/test_picker_indexes.py	1259	CODE
LOW	tests/unit/evaluation/test_json_utils.py	40	CODE
LOW	tests/unit/bigbang/test_seed_generator.py	99	CODE
LOW	tests/unit/orchestrator/test_capabilities.py	1052	CODE
LOW	tests/unit/orchestrator/test_route_escalation_live.py	1298	CODE
LOW	tests/unit/orchestrator/test_route_escalation_live.py	3117	CODE
LOW	tests/unit/orchestrator/test_route_escalation_live.py	3184	CODE
LOW	tests/unit/orchestrator/test_route_escalation_live.py	1304	CODE
LOW	tests/unit/orchestrator/test_ac_execution_capsule.py	933	CODE
LOW	tests/e2e/test_cli_commands.py	169	CODE
LOW	scripts/version-check.py	168	CODE
LOW	scripts/version-check.py	245	CODE
LOW	scripts/check-module-size.py	380	CODE
LOW	scripts/sync-plugin-version.py	348	CODE
LOW	scripts/sync-plugin-version.py	596	CODE
LOW	scripts/export_interview_latency.py	180	CODE
LOW	src/ouroboros/telemetry.py	472	CODE
LOW	src/ouroboros/telemetry.py	549	CODE
LOW	src/ouroboros/telemetry.py	615	CODE
LOW	src/ouroboros/telemetry.py	789	CODE
LOW	src/ouroboros/telemetry.py	849	CODE
LOW	src/ouroboros/interview_adapters/triggers.py	83	CODE
LOW	src/ouroboros/core/session_signal_projection.py	114	CODE
LOW	src/ouroboros/core/security.py	302	CODE
LOW	src/ouroboros/core/security.py	521	CODE
LOW	src/ouroboros/core/file_lock.py	359	CODE
LOW	src/ouroboros/core/file_lock.py	485	CODE
LOW	src/ouroboros/core/hitl_state.py	82	CODE
LOW	src/ouroboros/core/seed.py	944	CODE
LOW	src/ouroboros/core/requirement_candidate.py	291	CODE
LOW	src/ouroboros/core/json_utils.py	466	CODE
LOW	src/ouroboros/core/json_utils.py	727	CODE
LOW	src/ouroboros/auto/domain_profile.py	279	CODE
LOW	src/ouroboros/auto/ledger.py	409	CODE
LOW	src/ouroboros/auto/execution_acceptance.py	278	CODE
LOW	src/ouroboros/auto/execution_acceptance.py	444	CODE
LOW	src/ouroboros/auto/safe_defaults.py	173	CODE
LOW	src/ouroboros/auto/seed_repairer.py	113	CODE
LOW	src/ouroboros/auto/answerer.py	143	CODE
LOW	src/ouroboros/auto/domain_inference.py	1438	CODE
LOW	src/ouroboros/auto/pipeline.py	688	CODE
358 more matches not shown…

Cross-File Repetition53 hits · 265 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	tests/unit/orchestrator/test_inflight_cancellation.py	treat a unit-test tracker as the durable snapshot for mocked stores.	STRING
HIGH	tests/unit/orchestrator/test_runner.py	treat a unit-test tracker as the durable snapshot for mocked stores.	STRING
HIGH	…ts/unit/orchestrator/test_runner_execution_guidance.py	treat a unit-test tracker as the durable snapshot for mocked stores.	STRING
HIGH	tests/unit/orchestrator/test_runner_cancellation.py	treat a unit-test tracker as the durable snapshot for mocked stores.	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/zcode_cli_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 Vocabulary78 hits · 231 pts

Severity	File	Line	Snippet	Context
MEDIUM	tests/unit/mcp/tools/test_definitions.py	276	# 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	786	# Cross-harness redispatch swaps in a codex adapter mid-run; a router built	COMMENT
MEDIUM	tests/unit/orchestrator/test_frugality_producers.py	1085	# 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	6842	# ``files_touched`` path the agent claims. Every case must fail the fat-harness	COMMENT
MEDIUM	tests/unit/orchestrator/test_parallel_executor.py	13148	# Isolate the stall→failure conversion: cross-harness redispatch is a	COMMENT
MEDIUM	tests/unit/orchestrator/test_parallel_executor.py	13253	# same-runtime budget is only 'exhausted' (so alt-harness may run) on	COMMENT
MEDIUM	tests/unit/orchestrator/test_parallel_executor.py	13347	# counter cap — yet the alternate harness was still consulted exactly once.	COMMENT
MEDIUM	…chestrator/test_parallel_executor_verify_by_default.py	628	# 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	23	# --- 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	475	# -- Layer 2: the harness itself ---------------------------------------------	COMMENT
MEDIUM	tests/unit/orchestrator/test_shadow_replay.py	1231	# prompts are an explicit limitation of this experiment harness.	COMMENT
MEDIUM	tests/unit/orchestrator/test_shadow_replay.py	1374	# 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	integrations/dsh-plugin/cordis.patch.yml	58	# The child does NOT inherit the harness environment wholesale:	COMMENT
MEDIUM	integrations/dsh-plugin/cordis.patch.yml	61	# every DSH_* name removed, precisely so harness credentials never leak	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	92	# both more robust and easier to reason about:	COMMENT
MEDIUM	src/ouroboros/auto/domain_inference.py	1405	# The harness owns what it creates and recycles (#1813 R98): a component	COMMENT
MEDIUM	src/ouroboros/auto/web_ownership.py	157	# audit", "admin portal documentation", "admin portal test harness"), so	COMMENT
MEDIUM	src/ouroboros/mcp/tools/pm_handler.py	539	# plugin/project MCP server — under a heavy harness the front-loaded	COMMENT
MEDIUM	src/ouroboros/mcp/tools/execution_handlers.py	1356	# The original seed file may contain harness-owned assertions.	COMMENT
MEDIUM	src/ouroboros/mcp/tools/execution_handlers.py	2630	# The original seed file may contain harness-owned assertions.	COMMENT
MEDIUM	src/ouroboros/mcp/tools/authoring_handlers.py	2395	# dependency-injection / test-harness path into a hard failure.	COMMENT
MEDIUM	src/ouroboros/cli/commands/auto.py	817	# 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	1116	# Opt-in shadow-replay baseline harness (frugality-proof AC5). Read ONCE	COMMENT
MEDIUM	src/ouroboros/orchestrator/runner.py	9173	# fat-harness profile and legacy registry are effect-bearing inputs;	COMMENT
MEDIUM	src/ouroboros/orchestrator/runner.py	9258	# Check for fat-harness / parallel execution mode. Fat-harness	COMMENT
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	531	# 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	187	# Cross-harness recovery (PR-X): re-dispatch the SAME AC on a different	COMMENT
MEDIUM⚡	src/ouroboros/orchestrator/failure_taxonomy.py	189	# REDISPATCH (re-split, same runtime), this is the meta-harness move no	COMMENT
MEDIUM⚡	src/ouroboros/orchestrator/failure_taxonomy.py	190	# 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	68	# Import the harness submodules directly, NOT the ``ouroboros.harness`` package	COMMENT
MEDIUM⚡	src/ouroboros/orchestrator/parallel_executor.py	69	# aggregate: ``harness.__init__`` pulls in ``deliver_routing`` which imports from	COMMENT
MEDIUM⚡	src/ouroboros/orchestrator/parallel_executor.py	71	# partially-initialized ``harness`` during ``orchestrator`` package import. The	COMMENT
MEDIUM	src/ouroboros/orchestrator/parallel_executor.py	2793	# Opt-in shadow-replay baseline harness (frugality-proof AC5). Default OFF:	COMMENT
MEDIUM	src/ouroboros/orchestrator/parallel_executor.py	2868	# Cross-harness recovery (PR-X X1): when a terminally failing AC is	COMMENT
MEDIUM	src/ouroboros/orchestrator/parallel_executor.py	2878	# AC identities that have already consumed their one alt-harness redispatch.	COMMENT
MEDIUM	src/ouroboros/orchestrator/parallel_executor.py	6684	# Stable re-run bundle for a possible cross-harness redispatch (PR-X X1):	COMMENT
MEDIUM	src/ouroboros/orchestrator/parallel_executor.py	6752	# Bounce classification and alternate-harness redispatch are	COMMENT
MEDIUM	src/ouroboros/orchestrator/parallel_executor.py	6792	# one cross-harness redispatch. Earlier attempts fall through	COMMENT
MEDIUM	src/ouroboros/orchestrator/parallel_executor.py	6885	# sentinel), so only try a cross-harness redispatch once that	COMMENT
MEDIUM	src/ouroboros/orchestrator/parallel_executor.py	6979	# not trigger a second harness hop.	COMMENT
18 more matches not shown…

Over-Commented Block269 hits · 211 pts

Severity	File	Line	Snippet	Context
LOW	pyproject.toml	141	"skills" = "ouroboros/skills"	COMMENT
LOW	tests/conftest.py	21		COMMENT
LOW	tests/conftest.py	41	# and dynamically resolved CLI persistence defaults in one move, and	COMMENT
LOW	tests/unit/auto/test_seed_repairer_bounded.py	401	# Wait for the daemon worker thread to unwind on its own. ``wait_for``	COMMENT
LOW	tests/unit/auto/test_domain_inference.py	281	classification is ledger-derived, not goal-text-derived alone."""	COMMENT
LOW	tests/unit/auto/test_domain_inference.py	381		COMMENT
LOW	tests/unit/auto/test_domain_inference.py	461	a negated CLI mention (e.g. "CLI, not a CLI library") must still	COMMENT
LOW	tests/unit/auto/test_interview_pipeline.py	5281	result = await driver.run(state, ledger)	COMMENT
LOW	tests/unit/auto/test_interview_pipeline.py	5421	second = await driver.run(state, resumed_ledger)	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	821	run_artifact=long_artifact,	COMMENT
LOW	tests/unit/plugin/test_firewall.py	1361	from ouroboros.plugin.digest import canonical_tree_hash	COMMENT
LOW	tests/unit/mcp/tools/test_data_context_lane.py	1641	# The class, not the last instance	COMMENT
LOW	tests/unit/mcp/tools/test_data_context_lane.py	1861		COMMENT
LOW	tests/unit/cli/test_harness.py	421	# run_id path-traversal boundary (security regression, #1582 bot finding) #	COMMENT
LOW	tests/unit/cli/test_auto_command.py	1161	# A hand-built Ralph handler enqueues a job that dies on its first	COMMENT
LOW	tests/unit/bigbang/test_answer_provenance.py	301		COMMENT
LOW	tests/unit/orchestrator/test_context_governor.py	241	)	COMMENT
LOW	tests/unit/orchestrator/test_zcode_cli_runtime.py	341	permission_mode="bypassPermissions",	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	#	COMMENT
LOW	tests/conformance/workflow_ir/__init__.py	1	# Workflow IR conformance harness — Wave 1 N-2 (parent #956, umbrella #1131).	COMMENT
LOW	docs/guides/evaluation-pipeline.md	561	# models=None resolves a roster when ConsensusConfig is constructed. It first	COMMENT
LOW	docs/guides/evaluation-pipeline.zh-CN.md	541	semantic=SemanticConfig(	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	integrations/dsh-plugin/cordis.patch.yml	1	# dsh-ouroboros — mounts Ouroboros as native MCP tools inside DeepSeek Harness.	COMMENT
LOW	integrations/dsh-plugin/cordis.patch.yml	21	# spawns its own `dsh-acp-demo` child and fails	COMMENT
LOW	integrations/dsh-plugin/cordis.patch.yml	61	# every DSH_* name removed, precisely so harness credentials never leak	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	121	}	COMMENT
LOW	scripts/install.sh	141	# telemetry keys are read, and an already-set real process environment	COMMENT
LOW	scripts/install.sh	241	# dotenv_values() decodes backslash escapes inside a double-quoted	COMMENT
LOW	scripts/install.sh	281	value="${value%"${value##*[![:space:]]}"}"	COMMENT
LOW	scripts/install.sh	441	local f="$HOME/.ouroboros/telemetry.json" id="" winner_id="" tmp file_existed=false lockdir wait_i	COMMENT
LOW	scripts/install.sh	461	# the file as JSON and looks at the TOP-LEVEL `distinct_id` field only	COMMENT
LOW	scripts/install.sh	581	# trusting our own candidate:	COMMENT
LOW	scripts/install.sh	601	# Either way, every process then adopts whichever valid, canonical	COMMENT
LOW	scripts/install.sh	641	else	COMMENT
LOW	scripts/ralph.sh	1	#!/usr/bin/env bash	COMMENT
LOW	.github/dependabot.yml	1	# Dependabot configuration.	COMMENT
LOW	.github/workflows/pr-hygiene.yml	1	name: PR Hygiene	COMMENT
LOW	.github/workflows/pr-hygiene.yml	81	# hostage to infrastructure -- but it also must not fail open	COMMENT
LOW	.github/workflows/pr-hygiene.yml	121	exit 0	COMMENT
LOW	.github/workflows/module-size.yml	1	name: module-size	COMMENT
LOW	src/ouroboros/copilot_permissions.py	41		COMMENT
LOW	src/ouroboros/telemetry.py	81	# `_PluginAwareGroup.get_command()` (src/ouroboros/cli/main.py) resolves any	COMMENT
209 more matches not shown…

Structural Annotation Overuse81 hits · 126 pts

Severity	File	Line	Snippet	Context
LOW⚡	tests/unit/mcp/tools/test_pm_handler_snapshot.py	105	# Step 1: start without repos to create the session + pm_meta.	COMMENT
LOW	tests/unit/mcp/tools/test_pm_handler_snapshot.py	116	# Step 2: select repos — persisted + forwarded paths must be snapshots.	COMMENT
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	331	### Step 1: Interview	COMMENT
LOW	docs/getting-started.md	365	### Step 2: Execute	COMMENT
LOW	docs/getting-started.md	375	### Step 3: Monitor	COMMENT
LOW	docs/getting-started.md	390	### 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 0: Version Check (runs before the PM interview)	COMMENT
LOW	.claude-plugin/skills/pm/SKILL.md	50	### Step 1: Load MCP Tool	COMMENT
LOW	.claude-plugin/skills/pm/SKILL.md	83	### Step 2: Start Interview	COMMENT
LOW	.claude-plugin/skills/pm/SKILL.md	96	### Step 3: Loop	COMMENT
LOW	.claude-plugin/skills/pm/SKILL.md	431	### Step 4: Copy to Clipboard	COMMENT
LOW	.claude-plugin/skills/pm/SKILL.md	439	### Step 5: Show Result & Next Step	COMMENT
LOW	.claude-plugin/skills/setup/SKILL.md	81	### Step 0: Welcome & Motivation (The Hook)	COMMENT
LOW	.claude-plugin/skills/setup/SKILL.md	154	### Step 1: Environment Detection	COMMENT
LOW	.claude-plugin/skills/setup/SKILL.md	239	### Step 2: MCP Profile Boundary	COMMENT
LOW	.claude-plugin/skills/setup/SKILL.md	272	### Step 3: CLAUDE.md Integration (Optional)	COMMENT
LOW	.claude-plugin/skills/setup/SKILL.md	359	### Step 4: Quick Verification	COMMENT
LOW	.claude-plugin/skills/setup/SKILL.md	386	### Step 5: Success Summary	COMMENT
LOW	.claude-plugin/skills/setup/SKILL.md	580	### 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	349	### Step 1: Welcome Banner	COMMENT
LOW	.claude-plugin/skills/welcome/SKILL.md	369	### Step 2: Persona Detection	COMMENT
LOW	.claude-plugin/skills/welcome/SKILL.md	400	### Step 3: Advanced Runtime Check	COMMENT
LOW	.claude-plugin/skills/welcome/SKILL.md	428	### Step 4: Quick Reference	COMMENT
LOW	.claude-plugin/skills/welcome/SKILL.md	448	### Step 4: First Action	COMMENT
LOW	.claude-plugin/skills/welcome/SKILL.md	473	### Step 5: 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 0: Version Check (runs before the PM interview)	COMMENT
LOW	skills/pm/SKILL.md	50	### Step 1: Load MCP Tool	COMMENT
LOW	skills/pm/SKILL.md	83	### Step 2: Start Interview	COMMENT
LOW	skills/pm/SKILL.md	96	### Step 3: Loop	COMMENT
LOW	skills/pm/SKILL.md	431	### Step 4: Copy to Clipboard	COMMENT
LOW	skills/pm/SKILL.md	439	### Step 5: Show Result & Next Step	COMMENT
LOW	skills/setup/SKILL.md	81	### Step 0: Welcome & Motivation (The Hook)	COMMENT
LOW	skills/setup/SKILL.md	154	### Step 1: Environment Detection	COMMENT
LOW	skills/setup/SKILL.md	239	### Step 2: MCP Profile Boundary	COMMENT
LOW	skills/setup/SKILL.md	272	### Step 3: CLAUDE.md Integration (Optional)	COMMENT
LOW	skills/setup/SKILL.md	359	### Step 4: Quick Verification	COMMENT
LOW	skills/setup/SKILL.md	386	### Step 5: Success Summary	COMMENT
LOW	skills/setup/SKILL.md	580	### Step 6: First Project Nudge	COMMENT
LOW	skills/qa/SKILL.md	41	### Step 0: Determine execution mode	COMMENT
LOW	skills/welcome/SKILL.md	759	### Step 1: Welcome Banner	COMMENT
LOW	skills/welcome/SKILL.md	779	### Step 2: Persona Detection	COMMENT
LOW	skills/welcome/SKILL.md	810	### Step 3: Advanced Runtime Check	COMMENT
LOW	skills/welcome/SKILL.md	838	### Step 4: Quick Reference	COMMENT
21 more matches not shown…

Modern AI Meta-Vocabulary43 hits · 126 pts

Severity	File	Line	Snippet	Context
MEDIUM	llms.txt	88	plugin/ # Plugin system (skills, agents, orchestration)	CODE
MEDIUM	CONTRIBUTING.md	544	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⚡	tests/unit/orchestrator/test_host_dispatch_runtime.py	77	# Landmine 3: joining the passive-bridge / leader-driven orchestration	COMMENT
MEDIUM	docs/architecture.md	393	+-- orchestrator/ # Runtime abstraction and orchestration	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	docs/history/agentos/release-readiness.md	297	\| AgentOS smoke: long-running runtime and recovery \| Start/status/result behavior, recovery/cancel/retry truthfulness, a	CODE
MEDIUM	docs/history/agentos/release-readiness.md	983	\| #924 \| Closed/folded \| Done/folded \| No direct release impact; covered by the canonical multi-agent deliberation RFC.	CODE
MEDIUM	docs/history/agentos/release-readiness.md	988	\| #934 \| Closed/folded \| Done/folded \| No direct release impact; plugin readiness is assessed through #939 tests and doc	CODE
MEDIUM	docs/history/agentos/issue-sequencing-graph.md	217	\| #1258 \| B \| Regression guardrails landed in #1259; the broader perf policy remains needs-design/needs-approval. \| Trea	CODE
MEDIUM	src/ouroboros/auto/domain_inference.py	953	# only bare noun continuation ("web app scaffolding CLI") re-heads.	COMMENT
MEDIUM	src/ouroboros/auto/domain_inference.py	989	# scaffolding CLI", "website generator CLI") mean the web phrase	COMMENT
MEDIUM	src/ouroboros/auto/domain_inference.py	1022	# "to scaffold and deploy a web app") are not product declarations	COMMENT
MEDIUM	src/ouroboros/auto/pipeline.py	419	# #1509: final-status surfaces must distinguish orchestration state	COMMENT
MEDIUM	src/ouroboros/providers/claude_code_adapter.py	1270	# agentic CLI subprocess and then turns every agent surface	COMMENT
MEDIUM	src/ouroboros/backends/capabilities.py	634	# it drives the agentic orchestrator runtime but does not back	COMMENT
MEDIUM	src/ouroboros/backends/capabilities.py	649	# --output-format streaming-json`` drives the agentic orchestrator	COMMENT
MEDIUM	src/ouroboros/backends/capabilities.py	668	# agentic orchestrator runtime or interview driving. SDK-free and	COMMENT
MEDIUM	src/ouroboros/backends/capabilities.py	683	# (interview/seed/qa/evaluate) but NOT the agentic orchestrator	COMMENT
MEDIUM	src/ouroboros/mcp/job_manager.py	185	# Parent execution projections historically stored the orchestration	COMMENT
MEDIUM	src/ouroboros/mcp/tools/definitions.py	701	# needs dependency injection should call ``get_ouroboros_tools(...)`` instead;	COMMENT
MEDIUM	src/ouroboros/mcp/tools/authoring_handlers.py	2341	# agentic explorer, and matches ``PMInterviewHandler._get_engine``	COMMENT
MEDIUM	src/ouroboros/mcp/tools/attention_relay.py	330	# can absorb another orchestration session's progress.	COMMENT
MEDIUM	src/ouroboros/mcp/tools/attention_relay.py	584	# A linked execution stream may contain multiple orchestration	COMMENT
MEDIUM	src/ouroboros/mcp/tools/attention_relay.py	644	# orchestration session. Filter before building route/recovery streaks so	COMMENT
MEDIUM	src/ouroboros/mcp/server/adapter.py	2265	# Create tool registry for dependency injection	COMMENT
MEDIUM	src/ouroboros/cli/commands/mcp.py	719	# Create server with all tools pre-registered via dependency injection.	COMMENT
MEDIUM	src/ouroboros/observability/frugality_retrospective.py	146	# parent orchestration session. Retrospective authority follows the latter;	COMMENT
MEDIUM	src/ouroboros/persistence/picker_indexes.py	138	# used this aggregate as the orchestration session key.	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	144	# 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	818	# Canonical backend → sub-agent-orchestration mapping. Single source of truth so	COMMENT
MEDIUM	src/ouroboros/orchestrator/host_dispatch.py	460	# leader-driven orchestration sets; the host spawns, we wait.	COMMENT
MEDIUM	src/ouroboros/orchestrator/pi_runtime.py	139	# runtime construction. execute_task() runs on the orchestration	COMMENT
MEDIUM	src/ouroboros/orchestrator/frugality_proof.py	104	# Acceptance authority is scoped to the orchestration session (and its	COMMENT
MEDIUM	src/ouroboros/orchestrator/codex_cli_runtime.py	447	# exposes only ``codex`` / ``codex-reply`` — its native multi-agent	COMMENT
MEDIUM	src/ouroboros/orchestrator/codex_cli_runtime.py	449	# reuse/continue a Codex thread but cannot orchestrate Codex children;	COMMENT
MEDIUM	src/ouroboros/orchestrator/execution_authority.py	1082	# orchestration session. Query/replay selection must scope those	COMMENT

Self-Referential Comments32 hits · 104 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	3088	# Create a running session via the repository	COMMENT
MEDIUM	tests/unit/cli/test_setup.py	401	"# This file is only for the Codex MCP/env registration block.",	CODE
MEDIUM	tests/unit/cli/test_setup.py	475	"# This file is only for the Codex MCP/env registration block.",	CODE
MEDIUM	tests/unit/cli/test_setup.py	543	"# This file is only for the Codex MCP/env registration block.",	CODE
MEDIUM	tests/unit/cli/test_setup.py	1093	"# This file is only for the Codex MCP/env registration block.",	CODE
MEDIUM	tests/unit/cli/test_run_qa.py	1075	# 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	3045	# 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	713	# Create a file outside the workspace	COMMENT
MEDIUM	tests/unit/orchestrator/test_level_context.py	751	# Create a file outside the workspace	COMMENT
MEDIUM⚡	tests/unit/orchestrator/test_n_version_tournament.py	275	# Create a brand-new file that is untracked (never staged/committed).	COMMENT
MEDIUM	tests/unit/orchestrator/test_n_version_tournament.py	381	# Create a binary file in the base repo.	COMMENT
MEDIUM	tests/unit/orchestrator/test_n_version_tournament.py	405	# Create a new binary file (untracked).	COMMENT
MEDIUM⚡	tests/integration/plugin/test_orchestration.py	39	# Create an async iterator that yields mock messages	COMMENT
MEDIUM	tests/e2e/test_session_persistence.py	152	# 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/cli/main.py	81	# Create the main Typer app	COMMENT
MEDIUM	src/ouroboros/cli/commands/setup.py	434	# This file is only for the Codex MCP/env registration block.	COMMENT
MEDIUM	src/ouroboros/cli/commands/setup.py	448	"# This file is only for the Codex MCP/env registration block.",	STRING

Overly Generic Function Names116 hits · 82 pts

Severity	File	Line	Snippet	Context
LOW	tests/unit/evolution/test_provider_usage.py	158	async def execute_task(self, **kwargs): # noqa: ANN201, ARG002	CODE
LOW	tests/unit/orchestrator/test_effort_routed_event.py	63	async def execute_task(	CODE
LOW	tests/unit/orchestrator/test_effort_routed_event.py	98	async def execute_task(	CODE
LOW	tests/unit/orchestrator/test_effort_routed_event.py	115	async def execute_task(	CODE
LOW	tests/unit/orchestrator/test_effort_routed_event.py	129	async def execute_task(	CODE
LOW	…it/orchestrator/test_synapse_after_turn_integration.py	55	async def execute_task(self, **kwargs: Any):	CODE
LOW	…it/orchestrator/test_synapse_after_turn_integration.py	96	async def execute_task(self, **kwargs: Any):	CODE
LOW	…it/orchestrator/test_synapse_after_turn_integration.py	129	async def execute_task(self, **kwargs: Any):	CODE
LOW	…it/orchestrator/test_synapse_after_turn_integration.py	151	async def execute_task(self, **kwargs: Any):	CODE
LOW	…it/orchestrator/test_synapse_after_turn_integration.py	160	async def execute_task(self, **kwargs: Any):	CODE
LOW	…it/orchestrator/test_synapse_after_turn_integration.py	191	async def execute_task(self, **kwargs: Any):	CODE
LOW	tests/unit/orchestrator/test_frugality_producers.py	168	async def execute_task(	CODE
LOW	tests/unit/orchestrator/test_frugality_producers.py	207	async def execute_task(	CODE
LOW	tests/unit/orchestrator/test_parallel_executor.py	233	'python -c "from pathlib import Path; def helper():\n'	CODE
LOW	tests/unit/orchestrator/test_parallel_executor.py	3416	async def execute_task(self, **_kwargs: Any):	CODE
LOW	tests/unit/orchestrator/test_parallel_executor.py	4730	async def execute_task(	CODE
LOW	tests/unit/orchestrator/test_parallel_executor.py	6454	async def execute_task(	CODE
LOW	tests/unit/orchestrator/test_parallel_executor.py	6578	async def execute_task(	CODE
LOW	tests/unit/orchestrator/test_parallel_executor.py	6667	async def execute_task(	CODE
LOW	tests/unit/orchestrator/test_parallel_executor.py	7366	async def execute_task(	CODE
LOW	tests/unit/orchestrator/test_parallel_executor.py	7652	async def execute_task(	CODE
LOW	tests/unit/orchestrator/test_parallel_executor.py	7747	async def execute_task(	CODE
LOW	tests/unit/orchestrator/test_parallel_executor.py	7887	async def execute_task(	CODE
LOW	tests/unit/orchestrator/test_parallel_executor.py	7962	async def execute_task(	CODE
LOW	tests/unit/orchestrator/test_parallel_executor.py	8066	async def execute_task(	CODE
LOW	tests/unit/orchestrator/test_parallel_executor.py	12058	async def execute_task(	CODE
LOW	tests/unit/orchestrator/test_parallel_executor.py	12145	async def execute_task(	CODE
LOW	tests/unit/orchestrator/test_parallel_executor.py	12274	async def execute_task(	CODE
LOW	tests/unit/orchestrator/test_parallel_executor.py	12379	async def execute_task(	CODE
LOW	tests/unit/orchestrator/test_parallel_executor.py	12445	async def execute_task(	CODE
LOW	tests/unit/orchestrator/test_parallel_executor.py	12508	async def execute_task(self, **_kwargs: Any):	CODE
LOW	tests/unit/orchestrator/test_parallel_executor.py	13382	async def execute_task(	CODE
LOW	tests/unit/orchestrator/test_parallel_executor.py	13490	async def execute_task(	CODE
LOW	tests/unit/orchestrator/test_parallel_executor.py	13618	async def execute_task(	CODE
LOW	tests/unit/orchestrator/test_parallel_executor.py	13730	async def execute_task(	CODE
LOW	tests/unit/orchestrator/test_parallel_executor.py	13886	async def execute_task(	CODE
LOW	tests/unit/orchestrator/test_parallel_executor.py	14005	async def execute_task(	CODE
LOW	tests/unit/orchestrator/test_parallel_executor.py	14123	async def execute_task(	CODE
LOW	tests/unit/orchestrator/test_parallel_executor.py	14269	async def execute_task(	CODE
LOW	tests/unit/orchestrator/test_parallel_executor.py	14359	async def execute_task(	CODE
LOW	tests/unit/orchestrator/test_parallel_executor.py	14492	async def execute_task(	CODE
LOW	tests/unit/orchestrator/test_parallel_executor.py	14638	async def execute_task(	CODE
LOW	tests/unit/orchestrator/test_parallel_executor.py	14745	async def execute_task(	CODE
LOW	tests/unit/orchestrator/test_parallel_executor.py	16084	async def execute_task(self, **kwargs: Any):	CODE
LOW	tests/unit/orchestrator/test_parallel_executor.py	16180	async def execute_task(self, **kwargs: Any):	CODE
LOW	tests/unit/orchestrator/test_parallel_executor.py	16281	async def execute_task(self, **kwargs: Any):	CODE
LOW	tests/unit/orchestrator/test_parallel_executor.py	16359	async def execute_task(self, **kwargs: Any):	CODE
LOW	tests/unit/orchestrator/test_parallel_executor.py	16516	async def execute_task(self, **kwargs: Any):	CODE
LOW	tests/unit/orchestrator/test_parallel_executor.py	16594	async def execute_task(	CODE
LOW	tests/unit/orchestrator/test_parallel_executor.py	16712	async def execute_task(	CODE
LOW	tests/unit/orchestrator/test_parallel_executor.py	16766	async def execute_task(self, **kwargs): # noqa: ANN201, ARG002	CODE
LOW	tests/unit/orchestrator/test_parallel_executor.py	16815	async def execute_task(	CODE
LOW	tests/unit/orchestrator/test_parallel_executor.py	16866	async def execute_task(	CODE
LOW	…nit/orchestrator/test_parallel_executor_bounce_only.py	1111	async def execute_task(	CODE
LOW	tests/unit/orchestrator/test_model_routing_wiring.py	122	async def execute_task(	CODE
LOW	tests/unit/orchestrator/test_model_routing_wiring.py	159	async def execute_task(	CODE
LOW	tests/unit/orchestrator/test_coordinator.py	623	async def execute_task(	CODE
LOW	tests/unit/orchestrator/test_route_compat.py	641	async def execute_task(	CODE
LOW	…orchestrator/test_parallel_executor_atomic_judgment.py	27	async def execute_task(	CODE
LOW	…orchestrator/test_parallel_executor_atomic_judgment.py	138	async def execute_task(	CODE
56 more matches not shown…

AI Structural Patterns61 hits · 48 pts

Severity	File	Line	Context
LOW	tests/unit/harness/test_deliver_gate.py	66	CODE
LOW	tests/unit/evolution/test_frugality.py	29	CODE
LOW	tests/unit/bigbang/test_seed_generator.py	99	CODE
LOW	tests/unit/orchestrator/test_route_escalation_live.py	154	CODE
LOW	tests/unit/orchestrator/test_route_policy.py	32	CODE
LOW	src/ouroboros/auto/adapters.py	321	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	53	CODE
LOW	src/ouroboros/providers/opencode_adapter.py	113	CODE
LOW	src/ouroboros/providers/goose_cli_adapter.py	62	CODE
LOW	src/ouroboros/providers/factory.py	377	CODE
LOW	src/ouroboros/providers/codex_cli_adapter.py	148	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	185	CODE
LOW	src/ouroboros/providers/hermes_cli_adapter.py	49	CODE
LOW	src/ouroboros/mcp/tools/fanout_composition.py	41	CODE
LOW	src/ouroboros/mcp/tools/subagent.py	1556	CODE
LOW	src/ouroboros/mcp/tools/subagent.py	1968	CODE
LOW	src/ouroboros/mcp/tools/subagent.py	2073	CODE
LOW	src/ouroboros/mcp/tools/definitions.py	459	CODE
LOW	src/ouroboros/mcp/tools/question_advisory.py	615	CODE
LOW	src/ouroboros/mcp/tools/background.py	138	CODE
LOW	src/ouroboros/mcp/server/adapter.py	1498	CODE
LOW	src/ouroboros/cli/commands/run.py	590	CODE
LOW	src/ouroboros/cli/commands/run.py	864	CODE
LOW	src/ouroboros/cli/commands/mcp.py	1107	CODE
LOW	src/ouroboros/cli/commands/auto.py	124	CODE
LOW	src/ouroboros/cli/commands/auto.py	380	CODE
LOW	src/ouroboros/evolution/loop.py	192	CODE
LOW	src/ouroboros/evolution/loop_support.py	219	CODE
LOW	src/ouroboros/events/control.py	60	CODE
LOW	src/ouroboros/events/io.py	270	CODE
LOW	src/ouroboros/events/io.py	332	CODE
LOW	src/ouroboros/events/io.py	391	CODE
LOW	src/ouroboros/events/io.py	452	CODE
LOW	src/ouroboros/events/lineage.py	71	CODE
LOW	src/ouroboros/orchestrator/gjc_runtime.py	79	CODE
LOW	src/ouroboros/orchestrator/hermes_runtime.py	183	CODE
LOW	src/ouroboros/orchestrator/runner.py	887	CODE
LOW	src/ouroboros/orchestrator/copilot_cli_runtime.py	125	CODE
LOW	src/ouroboros/orchestrator/grok_cli_runtime.py	104	CODE
LOW	src/ouroboros/orchestrator/events.py	525	CODE
LOW	src/ouroboros/orchestrator/goose_runtime.py	72	CODE
LOW	src/ouroboros/orchestrator/session.py	812	CODE
LOW	src/ouroboros/orchestrator/opencode_runtime.py	195	CODE
LOW	src/ouroboros/orchestrator/pi_runtime.py	124	CODE
LOW	src/ouroboros/orchestrator/ac_runtime_handle_manager.py	589	CODE
LOW	src/ouroboros/orchestrator/runtime_factory.py	288	CODE
LOW	src/ouroboros/orchestrator/parallel_executor.py	2625	CODE
LOW	src/ouroboros/orchestrator/parallel_executor.py	3336	CODE
LOW	src/ouroboros/orchestrator/parallel_executor.py	6485	CODE
LOW	src/ouroboros/orchestrator/parallel_executor.py	7287	CODE
LOW	src/ouroboros/orchestrator/parallel_executor.py	7861	CODE
LOW	src/ouroboros/orchestrator/codex_cli_runtime.py	296	CODE
LOW	src/ouroboros/orchestrator/zcode_cli_runtime.py	137	CODE
LOW	src/ouroboros/orchestrator/execution_authority.py	2789	CODE
1 more matches not shown…

Redundant / Tautological Comments31 hits · 46 pts

Severity	File	Line	Snippet	Context
LOW	tests/unit/test_graceful_shutdown.py	475	# Set evaluator to track if it gets called (it shouldn't)	COMMENT
LOW⚡	tests/integration/plugin/test_orchestration.py	46	# Set return_value to the async generator function	COMMENT
LOW	src/ouroboros/core/security.py	446	# Check if it's a prefixed key	COMMENT
LOW	src/ouroboros/core/security.py	499	# Check if field name indicates sensitivity	COMMENT
LOW	src/ouroboros/core/security.py	503	# Check if value looks sensitive	COMMENT
LOW	src/ouroboros/core/errors.py	265	# Check if field name suggests sensitive data	COMMENT
LOW	src/ouroboros/core/errors.py	271	# Check if value looks like a secret (starts with common prefixes)	COMMENT
LOW	src/ouroboros/config/loader.py	283	# Set permissions to owner read/write only (0o600)	COMMENT
LOW	src/ouroboros/config/loader.py	330	# 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	1025	# Check if error is retryable	COMMENT
LOW	src/ouroboros/plugin/agents/pool.py	516	# 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	710	# 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	525	# Check if this question was classified as skippable —	COMMENT
LOW	src/ouroboros/cli/commands/setup.py	3102	# Set runtime to Hermes. Do not rewrite llm.backend until Hermes also	COMMENT
LOW	src/ouroboros/observability/logging.py	217	# Check if field name indicates sensitivity	COMMENT
LOW	src/ouroboros/observability/logging.py	222	# 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/persistence/checkpoint.py	681	# Check if error is due to no checkpoint (normal for first run)	COMMENT
LOW	src/ouroboros/persistence/brownfield.py	259	# Check if repo already exists	COMMENT
LOW	src/ouroboros/persistence/brownfield.py	336	# Check if already exists — preserve metadata	COMMENT
LOW	src/ouroboros/evaluation/pipeline.py	178	# Check if Stage 2 failed on compliance — but allow override	COMMENT
LOW	src/ouroboros/orchestrator/runner.py	10857	# Check if session can be resumed	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	891	# Check if stall was detected (CancelScope ate the Cancelled)	COMMENT

Verbosity Indicators18 hits · 32 pts

Severity	File	Line	Snippet	Context
LOW⚡	tests/unit/mcp/tools/test_pm_handler_snapshot.py	105	# Step 1: start without repos to create the session + pm_meta.	COMMENT
LOW	tests/unit/mcp/tools/test_pm_handler_snapshot.py	116	# Step 2: select repos — persisted + forwarded paths must be snapshots.	COMMENT
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	1185	# Step 2: select_repos (AC 4)	COMMENT
LOW⚡	src/ouroboros/cli/commands/plugin.py	269	# Step 1: stage copy. Pass symlinks=True so symlinks are copied as	COMMENT
LOW⚡	src/ouroboros/cli/commands/plugin.py	286	# Step 2: move existing dest aside.	COMMENT
LOW⚡	src/ouroboros/cli/commands/plugin.py	290	# Step 3: promote staging into place.	COMMENT
LOW⚡	src/ouroboros/cli/commands/plugin.py	303	# Step 4: cleanup backup. Failure here is non-fatal — the new install	COMMENT
LOW	src/ouroboros/cli/commands/init.py	688	# Step 1: Calculate ambiguity score	COMMENT
LOW	src/ouroboros/cli/commands/init.py	778	# Step 2: Generate Seed	COMMENT
LOW	src/ouroboros/cli/commands/init.py	800	# Step 3: Save Seed	COMMENT
LOW	src/ouroboros/evolution/loop.py	684	# Step 1: Replay events to reconstruct state	COMMENT
LOW	src/ouroboros/evolution/loop.py	986	# Step 3: Emit generation completed event (with seed_json).	COMMENT

Synthetic Comment Markers2 hits · 8 pts

Severity	File	Line	Snippet	Context
HIGH	src/ouroboros/core/seed.py	328	summary: Auto-generated codebase summary from exploration.	STRING
HIGH	src/ouroboros/core/seed.py	333	summary: str = Field(default="", description="Auto-generated codebase summary")	CODE

Fake / Example Data7 hits · 7 pts

Severity	File	Line	Snippet	Context
LOW	backlog.md	90	\| C9 \| `core/security.py:418-450` \| `validate_api_key_format` accepts any 10-char alphanumeric — `"placeholder"` validat	CODE
LOW⚡	tests/unit/auto/test_safe_defaults_prompt_non_goals.py	35	return SeedDraftLedger.from_goal("placeholder")	CODE
LOW	tests/unit/auto/test_ledger_grading_answerer.py	421	ac=(AcceptanceCriterionSpec(description="placeholder", verify_command="true"),),	CODE
LOW	tests/unit/auto/test_ledger_grading_answerer.py	450	ac=(AcceptanceCriterionSpec(description="placeholder", verify_command="true"),),	CODE
LOW	tests/unit/auto/test_ledger_grading_answerer.py	522	ac=(AcceptanceCriterionSpec(description="placeholder", verify_command="true"),),	CODE
LOW⚡	tests/unit/observability/test_logging.py	1288	log.info("user.action", name="John Doe", email="john@example.com")	CODE
LOW⚡	tests/unit/observability/test_logging.py	1292	assert data["name"] == "John Doe"	CODE

Dead Code3 hits · 6 pts

Severity	File	Line	Context
MEDIUM	tests/unit/orchestrator/test_effort_routed_event.py	125	CODE
MEDIUM	tests/unit/orchestrator/test_runner_cancellation.py	846	CODE
MEDIUM	tests/unit/orchestrator/test_process_local_authority.py	2347	CODE

Slop Phrases1 hit · 2 pts

Severity	File	Line	Snippet	Context
MEDIUM	tests/unit/test_llm_response_fence_robustness.py	54	return f"```json\n{payload}\n```\nLet me know if you need anything else."	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