julep-ai/julep

21.1

Adjusted Score

21.1

Raw Score

100%

Time Factor

2026-08-06

Last Push

6.6K

Stars

Python

Language

189.7K

Lines of Code

627

Files

4.0K

Pattern Hits

2026-08-29

Scan Date

0.03

HC Hit Rate

What These Metrics Mean

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

Score History

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

Severity Breakdown

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

CRITICAL 0HIGH 17MEDIUM 39LOW 3982

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 4038 distinct pattern matches across 13 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 Identifiers2818 hits · 2799 pts

Severity	File	Line	Snippet	Context
LOW	README.md	128	def load_live_memory_tools_snapshot(	CODE
LOW	tests/test_require_tool_call.py	19	def test_require_tool_call_reasks_after_text_then_accepts_tool_call() -> None:	CODE
LOW	tests/test_require_tool_call.py	57	def test_require_tool_call_halts_after_two_reasks() -> None:	CODE
LOW	tests/test_require_tool_call.py	85	def test_require_tool_call_allows_finish_after_successful_tool_call() -> None:	CODE
LOW	tests/test_require_tool_call.py	113	def test_require_tool_call_does_not_suppress_escalate() -> None:	CODE
LOW	tests/test_require_tool_call.py	134	def test_agent_facade_require_tool_call_max_rounds_with_tool_call_is_success() -> None:	CODE
LOW	tests/test_require_tool_call.py	166	def test_agent_facade_without_require_tool_call_keeps_max_rounds_failure() -> None:	CODE
LOW	tests/test_require_tool_call.py	187	def test_require_tool_call_absent_preserves_text_finish_behavior() -> None:	CODE
LOW	tests/test_require_tool_call.py	208	def test_agent_config_require_tool_call_json_round_trips() -> None:	CODE
LOW	tests/test_memmcp_compat.py	45	def test_episode_summary_loads_canonical_model_and_split() -> None:	CODE
LOW	tests/test_memmcp_compat.py	60	def test_episode_summary_env_overrides_model() -> None:	CODE
LOW	tests/test_memmcp_compat.py	74	def test_execute_require_tool_call_and_yglu_max_rounds() -> None:	CODE
LOW	tests/test_memmcp_compat.py	87	def test_cluster_label_response_format_and_bare_hash_header() -> None:	CODE
LOW	tests/test_memmcp_compat.py	110	def test_anchor_choose_single_file_frontmatter_and_defaults() -> None:	CODE
LOW	tests/test_memmcp_compat.py	128	def test_prompt_loading_never_executes_eval() -> None:	CODE
LOW	tests/test_memmcp_compat.py	139	def test_load_ctx_evals_episode_summary_module() -> None:	CODE
LOW	tests/test_memmcp_compat.py	159	def test_load_ctx_evals_execute_eval_yaml() -> None:	CODE
LOW	tests/test_memmcp_compat.py	180	def test_sibling_repo_supported_prompts_all_load() -> None:	CODE
LOW	tests/test_memmcp_compat.py	216	def test_brief_draft_activates_one_skill_without_inlining_it() -> None:	CODE
LOW	tests/test_e2e_temporal_session.py	109	def _make_timeout_session_flow():	CODE
LOW	tests/test_e2e_temporal_session.py	114	def _make_nonfatal_session_flow():	CODE
LOW	tests/test_e2e_temporal_session.py	159	def _expected_echo_event_contract(reason="done"):	CODE
LOW	tests/test_e2e_temporal_session.py	171	async def _collect_two_turn_contract(handle):	CODE
LOW	tests/test_e2e_temporal_session.py	347	async def _carrier_survives_continue_as_new(env):	CODE
LOW	tests/test_e2e_temporal_session.py	422	async def _recv_timeout_keeps_session_alive(env):	CODE
LOW	tests/test_e2e_temporal_session.py	576	async def _facade_ack_lags_delivery(env):	CODE
LOW	tests/test_e2e_temporal_session.py	631	async def _facade_event_contract_matches_local(env):	CODE
LOW	tests/test_e2e_temporal_session.py	657	async def _facade_close_flushes_in_flight_turn(env):	CODE
LOW	tests/test_e2e_temporal_session.py	687	async def _facade_close_returns_after_quiescence(env):	CODE
LOW	tests/test_e2e_temporal_session.py	713	async def _facade_events_single_consumer(env):	CODE
LOW	tests/test_e2e_temporal_session.py	732	async def _facade_output_capacity_progresses_with_event_ack(env):	CODE
LOW	tests/test_e2e_temporal_session.py	777	async def _facade_carried_event_log_is_deterministic(env):	CODE
LOW	tests/test_e2e_temporal_session.py	840	async def _facade_nonfatal_turn_error_books_and_proceeds(env):	CODE
LOW	tests/test_e2e_temporal_session.py	882	async def _facade_fatal_turn_error_appends_closed(env):	CODE
LOW	tests/test_e2e_temporal_session.py	918	def test_session_rehydrate_restamps_pre_rehydrate_pending_items():	CODE
LOW	tests/test_e2e_temporal_session.py	960	async def _facade_max_calls_denies_second_turn(env):	CODE
LOW	tests/test_e2e_temporal_session.py	1004	async def _facade_budget_closes_over_budget(env):	CODE
LOW	tests/test_e2e_temporal_session.py	1038	async def _facade_ungranted_tool_denied_at_open(env):	CODE
LOW	tests/test_e2e_temporal_session.py	1117	async def _flowworkflow_rejects_loop(env):	CODE
LOW	tests/test_e2e_temporal_session.py	1150	async def _flowworkflow_rejects_nested_loop(env):	CODE
LOW	tests/test_dispatch.py	24	def test_dedup_workflow_id_is_canonical_opaque_and_bounded() -> None:	CODE
LOW	tests/test_dispatch.py	51	def test_dedup_workflow_id_rejects_ambiguous_inputs() -> None:	CODE
LOW	tests/test_dispatch.py	62	def test_batch_window_reports_empty_wait_quiet_and_cap() -> None:	CODE
LOW	tests/test_dispatch.py	107	def test_batch_window_uses_max_wait_when_it_is_earlier() -> None:	CODE
LOW	tests/test_dispatch.py	131	def test_batch_window_validates_configuration(window: Any, message: str) -> None:	CODE
LOW	tests/test_dispatch.py	137	def test_build_debounce_request_keys_by_configuration_not_item() -> None:	CODE
LOW	tests/test_dispatch.py	177	def test_signal_with_start_executes_managed_dedup_policies() -> None:	CODE
LOW	tests/test_dispatch.py	214	def test_signal_with_start_rejects_managed_option_override() -> None:	CODE
LOW	tests/test_register_pure_from_source.py	23	def test_register_pure_from_source_round_trip() -> None:	CODE
LOW	tests/test_register_pure_from_source.py	34	def test_register_pure_from_source_keeps_shipped_text_inspectable() -> None:	CODE
LOW	tests/test_register_pure_from_source.py	48	def test_register_pure_from_source_same_source_is_noop() -> None:	CODE
LOW	tests/test_register_pure_from_source.py	58	def test_equal_hash_baked_pure_is_promoted_to_wasm_not_left_native() -> None:	CODE
LOW	tests/test_register_pure_from_source.py	93	def test_register_pure_from_source_collision_names_both_hashes_and_keeps_original() -> None:	CODE
LOW	tests/test_register_pure_from_source.py	110	def test_plain_exec_register_pure_uses_wrong_qualname_fallback_but_source_api_does_not() -> None:	CODE
LOW	tests/test_register_pure_from_source.py	132	def test_default_registry_register_pure_from_source_shim_forwards() -> None:	CODE
LOW	tests/test_register_pure_from_source.py	145	def test_register_pure_from_source_decorator_name_mismatch_errors_clearly() -> None:	CODE
LOW	tests/test_register_pure_from_source.py	155	def test_register_pure_from_source_failure_restores_pures_in_place() -> None:	CODE
LOW	tests/test_register_pure_from_source.py	174	def test_register_pure_from_source_newline_less_source_errors_clearly() -> None:	CODE
LOW	tests/test_register_pure_from_source.py	182	def test_baked_pure_is_native_tier_and_get_pure_returns_native_fn() -> None:	CODE
LOW	tests/test_register_pure_from_source.py	196	def test_registry_executor_of_reports_source_tiers_and_unknowns() -> None:	CODE
2758 more matches not shown…

Unused Imports688 hits · 568 pts

Severity	File	Line	Context
LOW	tooling/eks-cad-demo/publish.py	19	CODE
LOW	tooling/k3d-flow-demo/flow_worker.py	10	CODE
LOW	tooling/k3d-flow-demo/drive_flow.py	12	CODE
LOW	tooling/k3d-llm-demo/drive_llm.py	8	CODE
LOW	tooling/k3d-llm-demo/llm_weather_agent.py	20	CODE
LOW	tooling/k3d-llm-demo/session_demo_worker.py	15	CODE
LOW	tooling/k3d-llm-demo/session_demo_worker.py	23	CODE
LOW	tooling/k3d-cad-demo/drive.py	12	CODE
LOW	tooling/k3d-cad-demo/publish.py	14	CODE
LOW	tests/test_require_tool_call.py	1	CODE
LOW	tests/test_memmcp_compat.py	19	CODE
LOW	tests/test_e2e_temporal_session.py	12	CODE
LOW	tests/test_dispatch.py	1	CODE
LOW	tests/test_register_pure_from_source.py	1	CODE
LOW	tests/test_redaction_config.py	3	CODE
LOW	tests/test_effects_extraction.py	2	CODE
LOW	tests/test_projection.py	3	CODE
LOW	tests/test_session_activities.py	17	CODE
LOW	tests/test_e2e_temporal.py	11	CODE
LOW	tests/test_coalesce.py	1	CODE
LOW	tests/test_e2e_dbos_agent.py	8	CODE
LOW	tests/test_projection_egress.py	3	CODE
LOW	tests/test_phase3_acceptance.py	16	CODE
LOW	tests/test_payload_encryption.py	3	CODE
LOW	tests/conftest.py	7	CODE
LOW	tests/test_env_builder.py	1	CODE
LOW	tests/test_llm_skills.py	3	CODE
LOW	tests/test_agent_controller_provider_fields.py	1	CODE
LOW	tests/test_dotctx_rich.py	9	CODE
LOW	tests/test_mcp_auth.py	1	CODE
LOW	tests/test_run_principal.py	8	CODE
LOW	tests/test_gc.py	1	CODE
LOW	tests/test_executor_selection_policy.py	19	CODE
LOW	tests/test_artifact_store.py	1	CODE
LOW	tests/test_transcript_native_tools.py	3	CODE
LOW	tests/test_batch_provider.py	1	CODE
LOW	tests/test_trajectory_determinism.py	7	CODE
LOW	tests/test_cma_session.py	3	CODE
LOW	tests/test_declarations.py	1	CODE
LOW	tests/test_delay.py	2	CODE
LOW	tests/test_blobstore.py	7	CODE
LOW	tests/test_resilient_llm.py	7	CODE
LOW	tests/test_llm.py	8	CODE
LOW	tests/test_dbos_api_spike.py	22	CODE
LOW	tests/test_deploy_derive.py	1	CODE
LOW	tests/test_trajectory_stitch.py	22	CODE
LOW	tests/test_env_cache.py	1	CODE
LOW	tests/test_resilience.py	3	CODE
LOW	tests/test_each.py	4	CODE
LOW	tests/test_worker_activity_registration.py	13	CODE
LOW	tests/test_dotctx_evals.py	11	CODE
LOW	tests/test_define_acceptance.py	1	CODE
LOW	tests/test_local_pipeline.py	1	CODE
LOW	tests/test_pure_objects.py	1	CODE
LOW	tests/test_agent_manifest_helpers.py	5	CODE
LOW	tests/test_cma.py	3	CODE
LOW	tests/test_bundle_worker.py	1	CODE
LOW	tests/test_worker_store.py	1	CODE
LOW	tests/test_bundle_dep_pure_e2e.py	1	CODE
LOW	tests/test_dbos_pure.py	3	CODE
628 more matches not shown…

Excessive Try-Catch Wrapping163 hits · 171 pts

Severity	File	Line	Snippet	Context
LOW	tests/test_memmcp_compat.py	202	except Exception as exc:	CODE
MEDIUM	tests/test_e2e_temporal_session.py	376	def _parked_on_recv():	CODE
MEDIUM	tests/test_e2e_temporal_session.py	395	def _all_done():	CODE
LOW	tests/test_e2e_temporal_session.py	379	except Exception:	CODE
LOW	tests/test_e2e_temporal_session.py	398	except Exception:	CODE
LOW	tests/test_e2e_temporal_session.py	507	except Exception as exc: # pragma: no cover - update rejection class varies	CODE
LOW	tests/test_projection_egress.py	332	except Exception as exc: # pragma: no cover - depends on download/network	CODE
MEDIUM	tests/test_projection_egress.py	329	def _run_all() -> None:	CODE
LOW	tests/test_mcp_snapshot.py	68	except Exception as exc:	CODE
LOW	tests/cli/test_schedule.py	484	except Exception as exc: # noqa: BLE001 - local Temporal binary may be unavailable	CODE
LOW	docs/plans/2026-06-29-ws1-ca-pure-registry-fix.md	162	except Exception as exc: # noqa: BLE001 - surface runtime errors in the outcome.	CODE
LOW	docs/plans/2026-06-29-ws1-ca-pure-registry-fix.md	469	except Exception as exc: # noqa: BLE001 - serialize run failure for the parent.	STRING
LOW	docs/plans/2026-06-07-agent-loop-as-turn.md	423	except Exception as exc: # noqa: BLE001 — re-raised after attempts	CODE
LOW	…/2026-07-01-mem-mcp-adoption-phase1-llm-prompt-core.md	520	except Exception as exc:	CODE
LOW	…/2026-07-01-mem-mcp-adoption-phase1-llm-prompt-core.md	666	except Exception as exc:	CODE
LOW	docs/plans/2026-07-04-ca-eval-memmcp-parity.md	363	except Exception as exc: # noqa: BLE001 - user eval.py score() code -> setup error (exit 4)	STRING
LOW	docs/plans/2026-07-04-ca-eval-memmcp-parity.md	508	except Exception as exc: # noqa: BLE001 - user eval.py sample() code -> setup error (exit 4)	STRING
LOW	docs/superpowers/plans/2026-07-27-dotctx-skills.md	265	except Exception as exc:	CODE
LOW	docs/superpowers/plans/2026-07-27-dotctx-skills.md	2292	except Exception as exc:	CODE
LOW	docs/superpowers/plans/2026-06-23-ca-cli-v1.md	615	except Exception: # noqa: BLE001 — a bad module shouldn't kill resolution of others	STRING
LOW	docs/superpowers/plans/2026-06-23-ca-cli-v1.md	1274	except Exception as exc: # noqa: BLE001 — surface runtime errors as outcome, not crash	STRING
LOW	spikes/wasm_pure/src/executor_component.py	28	except Exception as exc:	CODE
LOW	spikes/langfuse_otlp/spike.py	125	except Exception as e: # noqa: BLE001	CODE
LOW	examples/multi_provider_agent.py	130	except Exception as exc: # noqa: BLE001 - a demo: one provider's failure shouldn't hide the rest	CODE
LOW	examples/episode_summarizer/harness.py	230	except Exception:	CODE
LOW	julep/turn.py	367	except Exception as exc: # noqa: BLE001	CODE
LOW	julep/turn.py	460	except Exception as exc: # noqa: BLE001	CODE
LOW	julep/turn.py	495	except Exception as exc: # noqa: BLE001	CODE
LOW	julep/turn.py	527	except Exception as exc: # noqa: BLE001 — re-raised after attempts	CODE
LOW	julep/dsl.py	70	except Exception:	CODE
LOW	julep/deploy.py	438	except Exception as exc:	CODE
LOW	julep/skills.py	105	except Exception as exc:	CODE
LOW	julep/local.py	666	except Exception as exc:	CODE
LOW	julep/mcp_auth.py	535	except Exception as error:	CODE
LOW	julep/mcp_auth.py	672	except Exception as error:	CODE
LOW	julep/mcp_auth.py	739	except Exception as error:	CODE
MEDIUM	julep/mcp_auth.py	76	def private_key(self) -> Ed25519PrivateKey:	CODE
LOW	julep/session.py	39	except Exception:	CODE
LOW	julep/session.py	1047	except Exception as exc:	CODE
LOW	julep/session.py	1067	except Exception as exc:	CODE
LOW	julep/llm.py	198	except Exception:	CODE
LOW	julep/llm.py	361	except Exception as exc:	CODE
LOW	julep/trajectory.py	193	except Exception:	CODE
LOW	julep/trajectory.py	234	except Exception:	CODE
LOW	julep/trajectory.py	840	except Exception as exc:	CODE
LOW	julep/dotctx.py	134	except Exception as exc:	CODE
LOW	julep/worker_store.py	491	except Exception as e:	CODE
LOW	julep/agent.py	183	except Exception:	CODE
LOW	julep/dotctx_evals.py	376	except Exception as e:	CODE
LOW	julep/artifact_store.py	142	except Exception as e:	CODE
LOW	julep/artifact_store.py	161	except Exception as e:	CODE
LOW	julep/app_deploy.py	807	except Exception as exc: # noqa: BLE001 - retrieval failures are reported, not raised	CODE
LOW	julep/server/temporal.py	136	except Exception as exc:	CODE
LOW	julep/server/local.py	674	except Exception as exc:	CODE
LOW	julep/server/local.py	792	except Exception as exc: # noqa: BLE001 - persist a terminal local run	CODE
MEDIUM	julep/server/local.py	598	def _restore_process_state(self) -> None:	CODE
LOW	julep/server/app.py	41	except Exception as exc:	CODE
LOW	julep/server/app.py	102	except Exception as exc:	CODE
LOW	julep/server/routes/health.py	33	except Exception as exc:	CODE
LOW⚡	julep/server/routes/health.py	46	except Exception as exc:	CODE
103 more matches not shown…

Deep Nesting116 hits · 113 pts

Severity	File	Line	Context
LOW	tests/test_declarations.py	224	CODE
LOW	spikes/flow_spike/core.py	158	CODE
LOW	examples/grade_scores_flow.py	40	CODE
LOW	examples/episode_summarizer/harness.py	257	CODE
LOW	examples/episode_summarizer/harness.py	447	CODE
LOW	examples/episode_summarizer/harness.py	669	CODE
LOW	julep/turn.py	128	CODE
LOW	julep/turn.py	187	CODE
LOW	julep/bundle.py	223	CODE
LOW	julep/deps.py	43	CODE
LOW	julep/deploy.py	84	CODE
LOW	julep/deploy.py	97	CODE
LOW	julep/deploy.py	904	CODE
LOW	julep/deploy.py	358	CODE
LOW	julep/define.py	1464	CODE
LOW	julep/define.py	188	CODE
LOW	julep/define.py	294	CODE
LOW	julep/gc.py	252	CODE
LOW	julep/registry.py	150	CODE
LOW	julep/registry.py	342	CODE
LOW	julep/mcp_auth.py	570	CODE
LOW	julep/dotctx_rich.py	639	CODE
LOW	julep/dotctx_rich.py	761	CODE
LOW	julep/dotctx_rich.py	967	CODE
LOW	julep/dag.py	306	CODE
LOW	julep/dag.py	543	CODE
LOW	julep/dag.py	771	CODE
LOW	julep/dag.py	866	CODE
LOW	julep/session.py	688	CODE
LOW	julep/session.py	1022	CODE
LOW	julep/std.py	83	CODE
LOW	julep/dotctx.py	131	CODE
LOW	julep/flow_adapters.py	61	CODE
LOW	julep/validate.py	69	CODE
LOW	julep/validate.py	226	CODE
LOW	julep/validate.py	380	CODE
LOW	julep/validate.py	720	CODE
LOW	julep/validate.py	836	CODE
LOW	julep/validate.py	884	CODE
LOW	julep/validate.py	82	CODE
LOW	julep/worker_store.py	109	CODE
LOW	julep/secrets.py	512	CODE
LOW	julep/capabilities.py	436	CODE
LOW	julep/capabilities.py	235	CODE
LOW	julep/capabilities.py	459	CODE
LOW	julep/agent.py	451	CODE
LOW	julep/app.py	333	CODE
LOW	julep/errors.py	106	CODE
LOW	julep/derived.py	251	CODE
LOW	julep/app_deploy.py	464	CODE
LOW	julep/server/auth.py	72	CODE
LOW	julep/server/settings.py	227	CODE
LOW	julep/server/routes/releases.py	70	CODE
LOW	julep/server/routes/runs.py	491	CODE
LOW	julep/server/routes/runs.py	624	CODE
LOW	julep/cli/config.py	409	CODE
LOW	julep/cli/config.py	440	CODE
LOW	julep/cli/config.py	556	CODE
LOW	julep/cli/artifact.py	290	CODE
LOW	julep/cli/discover.py	19	CODE
56 more matches not shown…

Modern Structural Boilerplate85 hits · 83 pts

Severity	File	Line	Snippet	Context
LOW	tests/test_worker_store.py	764	def set_worker_level_failure_exception_types(self, types) -> None:	CODE
LOW	examples/episode_summarizer/harness.py	976	__all__ = [	CODE
LOW	julep/turn.py	533	__all__ = [	CODE
LOW	julep/dsl.py	46	def set_source_capture(enabled: bool) -> None:	CODE
LOW	julep/_payload_encryption.py	65	__all__ = [	CODE
LOW	julep/deploy.py	1075	__all__ = ["Deployment", "WorkflowStartOptions", "deploy", "snapshot_from_listings"]	CODE
LOW	julep/define.py	1687	__all__ = [	CODE
LOW	julep/transcript.py	265	__all__ = [	CODE
LOW	julep/registry.py	535	def set_pure_env_hash(self, name: str, env_hash: str) -> None:	CODE
LOW	julep/local.py	738	__all__ = [	CODE
LOW	julep/dispatch.py	388	__all__ = [	CODE
LOW	julep/client.py	775	__all__ = [	CODE
LOW	julep/agent_loop.py	886	__all__ = [	CODE
LOW	julep/dotctx_rich.py	1266	__all__ = [	CODE
LOW	julep/llm.py	405	__all__ = [	CODE
LOW	julep/model_slugs.py	51	__all__ = ["EFFORT_LEVELS", "ModelSlug", "normalize_model_slug"]	CODE
LOW	julep/flow_adapters.py	92	__all__ = ["AnyEdge", "any_edges", "as_type", "expect"]	CODE
LOW	julep/secrets.py	682	__all__ = [	CODE
LOW	julep/ctx_pipeline.py	161	__all__ = ["CtxPipelineConfig", "normalize_tool_bindings", "pipeline_spec_from_ctx"]	CODE
LOW	julep/app.py	602	__all__ = [	CODE
LOW	julep/mcp_snapshot.py	397	__all__ = [	CODE
LOW	julep/dotctx_yglu.py	59	def set_default_env(env: Optional[Mapping[str, str]]) -> None:	CODE
LOW	julep/dotctx_yglu.py	247	__all__ = ["default_env", "has_yglu_tags", "load_settings", "set_default_env"]	CODE
LOW	julep/prompt.py	164	__all__ = [	CODE
LOW	julep/_specload.py	30	__all__ = ["resolve_spec"]	CODE
LOW	julep/embedded.py	58	__all__ = [	CODE
LOW	julep/_env.py	113	__all__ = [	CODE
LOW	julep/resilience.py	289	__all__ = [	CODE
LOW	julep/derived.py	48	__all__ = [	CODE
LOW	julep/mcp_surface.py	230	__all__ = [	CODE
LOW	julep/dotctx_evals.py	599	__all__ = [	CODE
LOW	julep/declarations.py	598	__all__ = ["DeclarationError", "declarations_blob", "load_declarations"]	CODE
LOW	julep/app_deploy.py	1174	__all__ = [	CODE
LOW	julep/server/auth.py	293	__all__ = [	CODE
LOW	julep/server/store.py	11	__all__ = ["ExecutionStore", "InMemoryExecutionStore", "PostgresExecutionStore"]	CODE
LOW	julep/server/temporal.py	216	__all__ = [	CODE
LOW	julep/server/local.py	1038	__all__ = ["LocalExecutionGateway", "create_local_app"]	CODE
LOW	julep/server/__init__.py	29	__all__ = [	CODE
LOW	julep/server/sse.py	154	__all__ = [	CODE
LOW	julep/server/settings.py	644	__all__ = ["ServerSettings"]	CODE
LOW	julep/server/app.py	158	__all__ = ["create_app"]	CODE
LOW	julep/server/routes/health.py	93	__all__ = ["router"]	CODE
LOW	julep/server/routes/__init__.py	52	__all__ = [	CODE
LOW	julep/server/routes/releases.py	167	__all__ = ["load_release", "normalize_release_hash", "rehydrate_release", "router"]	CODE
LOW	julep/server/routes/secrets.py	149	__all__ = ["router"]	CODE
LOW	julep/server/routes/deployments.py	139	__all__ = ["router"]	CODE
LOW	julep/server/routes/artifacts.py	63	__all__ = ["router"]	CODE
LOW	julep/server/routes/runs.py	671	__all__ = ["reconcile_runs_once", "router"]	CODE
LOW	julep/cli/evalrun.py	703	__all__ = [	CODE
LOW	julep/cli/ledger.py	11	__all__ = [	CODE
LOW	julep/cli/__init__.py	5	__all__ = ["main"]	CODE
LOW	julep/cli/ctxrun.py	117	__all__ = ["CtxRunOutcome", "run_ctx_local"]	CODE
LOW	julep/cli/application.py	1081	__all__ = [	CODE
LOW	julep/cli/temporal_run.py	18	__all__ = [	CODE
LOW	julep/cli/keygen.py	139	__all__ = ["generate_dev_environment", "render_dev_environment", "write_private_file"]	CODE
LOW	julep/cli/dev.py	560	__all__ = [	CODE
LOW	julep/execution/cma.py	41	logger = logging.getLogger(__name__)	CODE
LOW	julep/execution/cma.py	426	__all__ = [	CODE
LOW	julep/execution/worker.py	335	__all__ = [	CODE
LOW	julep/execution/anthropic_batch.py	182	__all__ = ["AnthropicBatchProvider"]	CODE
25 more matches not shown…

Cross-File Repetition16 hits · 80 pts

Severity	File	Snippet	Context
HIGH	tooling/k3d-llm-demo/llm_weather_agent.py	get the current weather for a city (celsius + conditions).	STRING
HIGH	examples/multi_provider_agent.py	get the current weather for a city (celsius + conditions).	STRING
HIGH	examples/cma_managed_agent.py	get the current weather for a city (celsius + conditions).	STRING
HIGH	tests/test_run_principal.py	raised by the fake continue_as_new to capture the next segment's input.	STRING
HIGH	tests/test_trajectory_stitch.py	raised by the fake continue_as_new to capture the next segment's input.	STRING
HIGH	tests/test_transcripts.py	raised by the fake continue_as_new to capture the next segment's input.	STRING
HIGH	tests/test_llm.py	an ``acompletion`` stand-in that records kwargs and replays a script.	STRING
HIGH	tests/test_llm_native_tools.py	an ``acompletion`` stand-in that records kwargs and replays a script.	STRING
HIGH	tests/test_llm_prompt_cache.py	an ``acompletion`` stand-in that records kwargs and replays a script.	STRING
HIGH	tests/cli/conftest.py	from composable_agents import flow, think, tool, agent @tool(effect="read", idempotent=true) def lookup(ticket: str) ->	STRING
HIGH	tests/cli/test_status.py	from composable_agents import flow, think, tool, agent @tool(effect="read", idempotent=true) def lookup(ticket: str) ->	STRING
HIGH	tests/cli/test_deploy_cmd.py	from composable_agents import flow, think, tool, agent @tool(effect="read", idempotent=true) def lookup(ticket: str) ->	STRING
HIGH	docs/superpowers/plans/2026-06-23-ca-cli-v1.md	from composable_agents import flow, think, tool, agent @tool(effect="read", idempotent=true) def lookup(ticket: str) ->	STRING
HIGH	docs/plans/2026-06-29-ws1-ca-pure-registry-fix.md	import the user's module in a subprocess and return the agent's serialized ir.	STRING
HIGH	docs/superpowers/plans/2026-06-23-ca-cli-v1.md	import the user's module in a subprocess and return the agent's serialized ir.	STRING
HIGH	julep/cli/resolve.py	import the user's module in a subprocess and return the agent's serialized ir.	STRING

AI Structural Patterns109 hits · 75 pts

Severity	File	Line	Context
LOW	tests/test_define_acceptance.py	165	CODE
LOW	tests/test_define_acceptance.py	170	CODE
LOW	tests/test_define_acceptance.py	240	CODE
LOW	tests/test_define_frontend.py	270	CODE
LOW	tests/test_define_frontend.py	320	CODE
LOW	tests/test_define_frontend.py	372	CODE
LOW	tests/test_define_frontend.py	478	CODE
LOW	tests/test_define_frontend.py	495	CODE
LOW	tests/test_define_frontend.py	1015	CODE
LOW	tests/test_define_frontend.py	1160	CODE
LOW	tests/test_define_frontend.py	1165	CODE
LOW	tests/test_define_frontend.py	1170	CODE
LOW	tests/test_define_frontend.py	1185	CODE
LOW	tests/test_define_frontend.py	1190	CODE
LOW	tests/test_define_frontend.py	1200	CODE
LOW	tests/test_define_frontend.py	1205	CODE
LOW	tests/test_define_frontend.py	1328	CODE
LOW	tests/test_define_frontend.py	1333	CODE
LOW	tests/test_define_frontend.py	1338	CODE
LOW	tests/test_define_frontend.py	1343	CODE
LOW	tests/test_define_frontend.py	1365	CODE
LOW	tests/test_define_frontend.py	1385	CODE
LOW	tests/test_define_frontend.py	1426	CODE
LOW	tests/test_define_frontend.py	1446	CODE
LOW	tests/test_define_frontend.py	1507	CODE
LOW	tests/test_define_frontend.py	1622	CODE
LOW	tests/test_define_frontend.py	1645	CODE
LOW	tests/test_define_frontend.py	1789	CODE
LOW	tests/test_define_frontend.py	1811	CODE
LOW	tests/test_define_frontend.py	1819	CODE
LOW	tests/test_define_frontend.py	1844	CODE
LOW	tests/test_define_frontend.py	1852	CODE
LOW	tests/test_define_frontend.py	1876	CODE
LOW	tests/test_define_frontend.py	1908	CODE
LOW	tests/test_define_frontend.py	1946	CODE
LOW	tests/test_define_frontend.py	1971	CODE
LOW	tests/test_define_frontend.py	1995	CODE
LOW	tests/test_define_frontend.py	2016	CODE
LOW	tests/test_define_frontend.py	2021	CODE
LOW	tests/test_define_frontend.py	2045	CODE
LOW	tests/test_define_frontend.py	2070	CODE
LOW	tests/test_define_frontend.py	2085	CODE
LOW	tests/test_define_frontend.py	767	CODE
LOW	tests/test_define_frontend.py	902	CODE
LOW	tests/test_define_frontend.py	989	CODE
LOW	tests/test_define_frontend.py	1237	CODE
LOW	tests/test_define_frontend.py	1378	CODE
LOW	tests/test_define_frontend.py	1398	CODE
LOW	tests/test_define_frontend.py	1439	CODE
LOW	tests/test_define_frontend.py	1459	CODE
LOW	tests/test_define_frontend.py	1495	CODE
LOW	tests/test_define_frontend.py	1520	CODE
LOW	tests/test_define_frontend.py	1540	CODE
LOW	tests/test_define_frontend.py	1635	CODE
LOW	tests/test_define_frontend.py	1658	CODE
LOW	tests/test_define_frontend.py	1988	CODE
LOW	tests/test_define_frontend.py	2009	CODE
LOW	tests/test_define_frontend.py	2029	CODE
LOW	tests/test_define_frontend.py	2037	CODE
LOW	tests/test_define_frontend.py	2057	CODE
49 more matches not shown…

AI Slop Vocabulary18 hits · 60 pts

Severity	File	Line	Snippet	Context
MEDIUM	tests/test_dbos_api_spike.py	18	# - Runtime harness correction: DBOS async methods set the current event loop's	COMMENT
MEDIUM⚡	tests/test_dotctx_evals.py	208	# Recursive .output wrapper (eval harness result objects)	STRING
MEDIUM	tests/test_transcripts.py	720	# Temporal harness: plan in workflow code, summary across continue-as-new.	COMMENT
MEDIUM	tests/test_trajectory_capture.py	84	# robust to context wiring and so teardown can disable capture cleanly.	COMMENT
MEDIUM⚡	tests/test_trajectory_capture.py	370	# An effect input carrying no run identity (the legacy/harness path that only	COMMENT
MEDIUM	tests/cli/test_queue_lanes.py	22	# execution.harness imports temporalio at module level; the CI temporal=off	COMMENT
MEDIUM	julep/turn.py	198	# Transcript rounds mirror the Temporal harness contract: the	COMMENT
MEDIUM	julep/agent_loop.py	68	# non-terminal reask decisions recorded in turn.py / harness.py.	COMMENT
MEDIUM	julep/agent_loop.py	294	# §6 seam: after this many rounds, the durable harness calls continue_as_new	COMMENT
MEDIUM	julep/agent_loop.py	583	# Budget + continue-as-new policy (pure predicates the harness consults).	COMMENT
MEDIUM⚡	julep/ir.py	26	# Reserved native tool: the harness turns a call to this into a human signal-wait	COMMENT
MEDIUM⚡	julep/ir.py	30	# Reserved native tool: the harness turns a call to this into a durable timer	COMMENT
MEDIUM⚡	julep/ir.py	35	# Reserved native tool: the harness turns a call to this into a blocking channel receive	COMMENT
MEDIUM⚡	julep/ir.py	39	# Reserved native tool: the harness turns a call to this into a durable, seq'd output append	COMMENT
MEDIUM	julep/projection.py	261	# Emitter: the thin API the interceptor / harness calls.	COMMENT
MEDIUM	julep/cli/evalrun.py	165	# extract_llm_content). The terminal harness dict nests the final reply	COMMENT
MEDIUM	julep/execution/dbos_backend.py	570	# (harness._TemporalEnv.run_agent): node config supplies budget/rounds	COMMENT
MEDIUM	julep/execution/dbos_backend.py	1016	# §6 seam, POST-action exactly like the Temporal harness: a top-of-loop	COMMENT

Over-Commented Block14 hits · 14 pts

Severity	File	Line	Snippet	Context
LOW	pyproject.toml	21	# The authoring + compile path (DSL, freeze, validate, capabilities, deploy, the	COMMENT
LOW	pyproject.toml	161	line-length = 100	COMMENT
LOW	tooling/eks-cad-demo/worker.yaml	1	# Generic code-as-data worker on EKS, zero docker in the per-flow loop.	COMMENT
LOW	tooling/sandbox-k8s/worker.yaml	21	- name: TEMPORAL_TASK_QUEUE	COMMENT
LOW	tooling/k3d-cad-demo/worker-keda.yaml	1	# Optional autoscaling layer. Apply AFTER worker.yaml to hand replica control to	COMMENT
LOW	infra/terraform/envs/demo/main.tf	721	# Temporal UI access	COMMENT
LOW	infra/k8s/temporal-ui-ingress.yaml	1	# Internal ALB for the Temporal web UI on EKS Auto Mode.	COMMENT
LOW	infra/helm/julep-worker/values.yaml	21	# record-quality, record-execute	COMMENT
LOW	tests/test_dbos_api_spike.py	1	"""dbos>=2.18 API conformance: every dbos API the backend uses, exercised raw.	COMMENT
LOW	examples/dotctx/ticket_triage/settings.yaml	1	# A dotctx: a directory that describes ONE model call. `load_dotctx(<dir>)` reads	COMMENT
LOW	julep/agent_loop.py	61	# excludes reask trace entries. The prompt path renders it as a trailing user	COMMENT
LOW	julep/cli/evalrun.py	441	base_value = dict(sample.input) if isinstance(sample.input, dict) else sample.input	COMMENT
LOW	julep/execution/_wasm/wasi_wheels/regex/regex/regex.py	1	#	COMMENT
LOW	…execution/_wasm/wasi_wheels/regex/regex/_regex_core.py	1	#	COMMENT

Self-Referential Comments5 hits · 11 pts

Severity	File	Line	Snippet	Context
MEDIUM	infra/terraform/envs/demo/.terraform.lock.hcl	1	# This file is maintained automatically by "terraform init".	COMMENT
MEDIUM	julep/execution/_wasm/wasi_wheels/regex/regex/regex.py	644	# Create the PatternObject.	COMMENT
MEDIUM	julep/execution/_wasm/wasi_wheels/regex/regex/regex.py	676	# This function is called by the _regex module.	COMMENT
MEDIUM	…execution/_wasm/wasi_wheels/regex/regex/_regex_core.py	261	# Define the opcodes in a namespace.	STRING
MEDIUM	…execution/_wasm/wasi_wheels/regex/regex/_regex_core.py	4401	# Create the PatternObject.	STRING

Decorative Section Separators4 hits · 10 pts

Severity	File	Line	Snippet	Context
MEDIUM	infra/terraform/envs/demo/main.tf	720	# ---------------------------------------------------------------------------	COMMENT
MEDIUM	infra/terraform/envs/demo/main.tf	730	# ---------------------------------------------------------------------------	COMMENT
MEDIUM	julep/execution/_wasm/wasi_wheels/regex/regex/regex.py	246	# --------------------------------------------------------------------	STRING
MEDIUM	julep/execution/_wasm/wasi_wheels/regex/regex/regex.py	414	# --------------------------------------------------------------------	COMMENT

Cross-Language Confusion1 hit · 8 pts

Severity	File	Line	Snippet	Context
HIGH⚡	tests/test_dotctx_reply.py	98	'{"model":"openai:gpt-4o","name":"reply.none","replySchema":null,'	CODE

Modern AI Meta-Vocabulary1 hit · 3 pts

Severity	File	Line	Snippet	Context
MEDIUM	docs-site/content/docs/deploy/embedded.md	272	### (b) Julep owns the orchestration: `run_flow_dbos`	COMMENT

Analysis Overview

What These Metrics Mean

Score History

Severity Breakdown

Directory Score Breakdown

Pattern Findings