julep-ai/julep

21.8

Adjusted Score

21.8

Raw Score

100%

Time Factor

2026-07-14

Last Push

6.6K

Stars

Python

Language

131.9K

Lines of Code

502

Files

2.8K

Pattern Hits

2026-07-14

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 31LOW 2773

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 2821 distinct pattern matches across 12 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 Identifiers1945 hits · 2001 pts

Severity	File	Line	Snippet	Context
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	43	def test_episode_summary_loads_canonical_model_and_split() -> None:	CODE
LOW	tests/test_memmcp_compat.py	58	def test_episode_summary_env_overrides_model() -> None:	CODE
LOW	tests/test_memmcp_compat.py	72	def test_execute_require_tool_call_and_yglu_max_rounds() -> None:	CODE
LOW	tests/test_memmcp_compat.py	85	def test_cluster_label_response_format_and_bare_hash_header() -> None:	CODE
LOW	tests/test_memmcp_compat.py	108	def test_anchor_choose_single_file_frontmatter_and_defaults() -> None:	CODE
LOW	tests/test_memmcp_compat.py	126	def test_prompt_loading_never_executes_eval() -> None:	CODE
LOW	tests/test_memmcp_compat.py	137	def test_load_ctx_evals_episode_summary_module() -> None:	CODE
LOW	tests/test_memmcp_compat.py	157	def test_load_ctx_evals_execute_eval_yaml() -> None:	CODE
LOW	tests/test_memmcp_compat.py	177	def test_sibling_repo_prompts_all_load() -> 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_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
LOW	tests/test_register_pure_from_source.py	219	def test_temporal_env_blocks_native_venv_pures_but_allows_wasm_lookup() -> None:	CODE
LOW	tests/test_register_pure_from_source.py	265	def test_register_pure_from_source_does_not_exec_module_level_code_on_host() -> None:	CODE
LOW	tests/test_register_pure_from_source.py	303	def test_from_source_pure_is_wasm_tier_and_get_pure_returns_wasm_callable() -> None:	CODE
LOW	tests/test_register_pure_from_source.py	321	def test_from_source_wasm_callable_matches_native_with_kwargs() -> None:	CODE
LOW	tests/test_ca_version.py	8	def test_version_matches_package() -> None:	CODE
LOW	tests/test_effects_extraction.py	14	def test_effects_importable_without_temporalio():	CODE
LOW	tests/test_effects_extraction.py	32	def test_run_call_effect_routes_mcp():	CODE
LOW	tests/test_effects_extraction.py	53	def test_toolref_json_roundtrip():	CODE
LOW	tests/test_effects_extraction.py	60	def test_worker_context_defaults_to_default_resolve_qos():	CODE
LOW	tests/test_effects_extraction.py	89	def test_resolve_qos_activity_clamps_non_batchable_batch_request():	CODE
1885 more matches not shown…

Unused Imports517 hits · 426 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	16	CODE
LOW	tests/test_e2e_temporal_session.py	12	CODE
LOW	tests/test_register_pure_from_source.py	1	CODE
LOW	tests/test_effects_extraction.py	2	CODE
LOW	tests/test_projection.py	3	CODE
LOW	tests/test_session_activities.py	16	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_phase3_acceptance.py	16	CODE
LOW	tests/conftest.py	7	CODE
LOW	tests/test_env_builder.py	1	CODE
LOW	tests/test_agent_controller_provider_fields.py	1	CODE
LOW	tests/test_dotctx_rich.py	9	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_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_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_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
LOW	tests/test_interpreter_session.py	3	CODE
LOW	tests/test_p2_spike_cluster.py	1	CODE
LOW	tests/test_native_venv_runtime.py	1	CODE
LOW	tests/test_core.py	3	CODE
LOW	tests/test_codec.py	11	CODE
LOW	tests/test_dbos_trace_refs.py	1	CODE
LOW	tests/test_session_sugar.py	3	CODE
LOW	tests/test_agent_and_deploy.py	3	CODE
LOW	tests/test_tool_error_observation.py	1	CODE
457 more matches not shown…

Excessive Try-Catch Wrapping106 hits · 108 pts

Severity	File	Line	Snippet	Context
LOW	tests/test_memmcp_compat.py	196	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/ca/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/2026-06-23-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	julep/turn.py	264	except Exception as exc: # noqa: BLE001	CODE
LOW	julep/turn.py	327	except Exception as exc: # noqa: BLE001	CODE
LOW	julep/turn.py	347	except Exception as exc: # noqa: BLE001	CODE
LOW	julep/turn.py	377	except Exception as exc: # noqa: BLE001 — re-raised after attempts	CODE
LOW	julep/dsl.py	69	except Exception:	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/trajectory.py	84	except Exception:	CODE
LOW	julep/trajectory.py	125	except Exception:	CODE
LOW	julep/trajectory.py	716	except Exception as exc:	CODE
LOW	julep/dotctx.py	100	except Exception as exc:	CODE
LOW	julep/worker_store.py	432	except Exception as e:	CODE
LOW	julep/agent.py	183	except Exception:	CODE
LOW	julep/cas.py	142	except Exception as e:	CODE
LOW	julep/cas.py	161	except Exception as e:	CODE
LOW	julep/dotctx_evals.py	366	except Exception as e:	CODE
LOW	julep/ca/evalrun.py	377	except Exception as exc: # noqa: BLE001 - mirror the loop's observation wrapping	CODE
LOW	julep/ca/evalrun.py	478	except Exception as exc: # noqa: BLE001 - user eval.py sample() code -> setup error (exit 4)	CODE
LOW	julep/ca/evalrun.py	523	except Exception as exc: # noqa: BLE001 - user eval.py score() code -> setup error (exit 4)	CODE
LOW	julep/ca/_resolve_child.py	77	except Exception as exc: # noqa: BLE001 - capture so we can surface it below.	CODE
LOW	julep/ca/_resolve_child.py	216	except Exception as exc: # noqa: BLE001 - serialize child failures for the parent.	CODE
LOW	julep/ca/_resolve_child.py	259	except Exception as exc: # noqa: BLE001 - serialize run failure for the parent.	CODE
LOW	julep/ca/chat.py	92	except Exception as exc: # noqa: BLE001 - keep CLI porcelain traceback-free.	CODE
LOW	julep/ca/cli.py	153	except Exception as exc: # noqa: BLE001 - malformed project config is loud, never silent	CODE
LOW	julep/ca/cli.py	492	except Exception: # noqa: BLE001 - older Typer reuses the real click package	CODE
LOW	julep/ca/listen.py	113	except Exception as exc: # noqa: BLE001 - keep CLI porcelain traceback-free.	CODE
LOW	julep/ca/trigger.py	74	except Exception as exc: # noqa: BLE001 - keep CLI porcelain traceback-free.	CODE
LOW	julep/execution/cma.py	191	except Exception:	CODE
LOW	julep/execution/cma.py	256	except Exception as exc:	CODE
LOW	julep/execution/effects.py	558	except Exception as exc:	CODE
LOW	julep/execution/effects.py	650	except Exception as exc:	CODE
LOW	julep/execution/effects.py	855	except Exception:	CODE
LOW	julep/execution/effects.py	1023	except Exception as exc:	CODE
MEDIUM	julep/execution/harness.py	280	def _bundle_ref_child_input_enabled() -> bool:	CODE
MEDIUM	julep/execution/harness.py	288	def _bundle_aware_verify_pures_enabled() -> bool:	CODE
MEDIUM	julep/execution/harness.py	295	def _bundle_bound_verify_pures_enabled() -> bool:	CODE
LOW⚡	julep/execution/harness.py	273	except Exception as exc:	CODE
LOW⚡	julep/execution/harness.py	283	except Exception:	CODE
LOW⚡	julep/execution/harness.py	291	except Exception:	CODE
LOW⚡	julep/execution/harness.py	298	except Exception:	CODE
46 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/ca/conftest.py	from composable_agents import flow, think, tool, agent @tool(effect="read", idempotent=true) def lookup(ticket: str) ->	STRING
HIGH	tests/ca/test_status.py	from composable_agents import flow, think, tool, agent @tool(effect="read", idempotent=true) def lookup(ticket: str) ->	STRING
HIGH	tests/ca/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/ca/resolve.py	import the user's module in a subprocess and return the agent's serialized ir.	STRING

Deep Nesting72 hits · 70 pts

Severity	File	Line	Context
LOW	spikes/flow_spike/core.py	158	CODE
LOW	examples/grade_scores_flow.py	40	CODE
LOW	julep/bundle.py	183	CODE
LOW	julep/deps.py	42	CODE
LOW	julep/deploy.py	469	CODE
LOW	julep/define.py	1369	CODE
LOW	julep/define.py	173	CODE
LOW	julep/define.py	273	CODE
LOW	julep/gc.py	252	CODE
LOW	julep/dotctx_rich.py	602	CODE
LOW	julep/dotctx_rich.py	724	CODE
LOW	julep/dotctx_rich.py	930	CODE
LOW	julep/dag.py	291	CODE
LOW	julep/dag.py	528	CODE
LOW	julep/dag.py	742	CODE
LOW	julep/dag.py	837	CODE
LOW	julep/session.py	688	CODE
LOW	julep/session.py	1022	CODE
LOW	julep/std.py	83	CODE
LOW	julep/dotctx.py	97	CODE
LOW	julep/flow_adapters.py	61	CODE
LOW	julep/validate.py	160	CODE
LOW	julep/validate.py	306	CODE
LOW	julep/validate.py	649	CODE
LOW	julep/validate.py	768	CODE
LOW	julep/validate.py	816	CODE
LOW	julep/cli.py	275	CODE
LOW	julep/capabilities.py	431	CODE
LOW	julep/capabilities.py	232	CODE
LOW	julep/capabilities.py	454	CODE
LOW	julep/agent.py	451	CODE
LOW	julep/derived.py	251	CODE
LOW	julep/ca/discover.py	19	CODE
LOW	julep/ca/trigger.py	16	CODE
LOW	julep/execution/cma.py	156	CODE
LOW	julep/execution/effects.py	1111	CODE
LOW	julep/execution/harness.py	1382	CODE
LOW	julep/execution/harness.py	1765	CODE
LOW	julep/execution/harness.py	1986	CODE
LOW	julep/execution/harness.py	2895	CODE
LOW	julep/execution/harness.py	2900	CODE
LOW	julep/execution/openai_responses.py	107	CODE
LOW	julep/execution/openai_responses.py	220	CODE
LOW	julep/execution/env_builder.py	136	CODE
LOW	julep/execution/cma_session.py	111	CODE
LOW	julep/execution/serve.py	234	CODE
LOW	julep/execution/llm.py	197	CODE
LOW	julep/execution/llm.py	372	CODE
LOW	julep/execution/llm.py	485	CODE
LOW	julep/execution/llm.py	833	CODE
LOW	julep/execution/llm.py	529	CODE
LOW	julep/execution/llm.py	875	CODE
LOW	julep/execution/interpreter.py	354	CODE
LOW	julep/execution/interpreter.py	613	CODE
LOW	julep/execution/reasoner_batch.py	306	CODE
LOW	julep/execution/cma_anthropic.py	52	CODE
LOW	julep/execution/_wasm/wasi_wheels/regex/regex/regex.py	377	CODE
LOW	julep/execution/_wasm/wasi_wheels/regex/regex/regex.py	449	CODE
LOW	julep/execution/_wasm/wasi_wheels/regex/regex/regex.py	674	CODE
LOW	…execution/_wasm/wasi_wheels/regex/regex/_regex_core.py	427	CODE
12 more matches not shown…

AI Slop Vocabulary16 hits · 54 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	549	# 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/ca/test_queue_lanes.py	22	# execution.harness imports temporalio at module level; the CI temporal=off	COMMENT
MEDIUM	julep/agent_loop.py	216	# §6 seam: after this many rounds, the durable harness calls continue_as_new	COMMENT
MEDIUM	julep/agent_loop.py	448	# 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	257	# Emitter: the thin API the interceptor / harness calls.	COMMENT
MEDIUM	julep/ca/evalrun.py	110	# extract_llm_content). The terminal harness dict nests the final reply	COMMENT
MEDIUM	julep/execution/dbos_backend.py	561	# (harness._TemporalEnv.run_agent): node config supplies budget/rounds	COMMENT
MEDIUM	julep/execution/dbos_backend.py	932	# §6 seam, POST-action exactly like the Temporal harness: a top-of-loop	COMMENT

AI Structural Patterns83 hits · 50 pts

Severity	File	Line	Context
LOW	tests/test_define_acceptance.py	198	CODE
LOW	tests/test_define_acceptance.py	203	CODE
LOW	tests/test_define_acceptance.py	273	CODE
LOW	tests/test_define_frontend.py	247	CODE
LOW	tests/test_define_frontend.py	297	CODE
LOW	tests/test_define_frontend.py	349	CODE
LOW	tests/test_define_frontend.py	826	CODE
LOW	tests/test_define_frontend.py	971	CODE
LOW	tests/test_define_frontend.py	976	CODE
LOW	tests/test_define_frontend.py	981	CODE
LOW	tests/test_define_frontend.py	996	CODE
LOW	tests/test_define_frontend.py	1001	CODE
LOW	tests/test_define_frontend.py	1011	CODE
LOW	tests/test_define_frontend.py	1016	CODE
LOW	tests/test_define_frontend.py	1139	CODE
LOW	tests/test_define_frontend.py	1144	CODE
LOW	tests/test_define_frontend.py	1149	CODE
LOW	tests/test_define_frontend.py	1154	CODE
LOW	tests/test_define_frontend.py	1176	CODE
LOW	tests/test_define_frontend.py	1196	CODE
LOW	tests/test_define_frontend.py	1237	CODE
LOW	tests/test_define_frontend.py	1257	CODE
LOW	tests/test_define_frontend.py	1318	CODE
LOW	tests/test_define_frontend.py	1433	CODE
LOW	tests/test_define_frontend.py	1456	CODE
LOW	tests/test_define_frontend.py	1600	CODE
LOW	tests/test_define_frontend.py	1622	CODE
LOW	tests/test_define_frontend.py	1630	CODE
LOW	tests/test_define_frontend.py	1655	CODE
LOW	tests/test_define_frontend.py	1663	CODE
LOW	tests/test_define_frontend.py	1687	CODE
LOW	tests/test_define_frontend.py	1719	CODE
LOW	tests/test_define_frontend.py	1757	CODE
LOW	tests/test_define_frontend.py	1782	CODE
LOW	tests/test_define_frontend.py	1806	CODE
LOW	tests/test_define_frontend.py	1827	CODE
LOW	tests/test_define_frontend.py	1832	CODE
LOW	tests/test_define_frontend.py	1856	CODE
LOW	tests/test_define_frontend.py	1881	CODE
LOW	tests/test_define_frontend.py	1896	CODE
LOW	tests/test_define_frontend.py	578	CODE
LOW	tests/test_define_frontend.py	713	CODE
LOW	tests/test_define_frontend.py	800	CODE
LOW	tests/test_define_frontend.py	1048	CODE
LOW	tests/test_define_frontend.py	1189	CODE
LOW	tests/test_define_frontend.py	1209	CODE
LOW	tests/test_define_frontend.py	1250	CODE
LOW	tests/test_define_frontend.py	1270	CODE
LOW	tests/test_define_frontend.py	1306	CODE
LOW	tests/test_define_frontend.py	1331	CODE
LOW	tests/test_define_frontend.py	1351	CODE
LOW	tests/test_define_frontend.py	1446	CODE
LOW	tests/test_define_frontend.py	1469	CODE
LOW	tests/test_define_frontend.py	1799	CODE
LOW	tests/test_define_frontend.py	1820	CODE
LOW	tests/test_define_frontend.py	1840	CODE
LOW	tests/test_define_frontend.py	1848	CODE
LOW	tests/test_define_frontend.py	1868	CODE
LOW	tests/test_define_frontend.py	1938	CODE
LOW	tests/test_define_frontend.py	1950	CODE
23 more matches not shown…

Modern Structural Boilerplate44 hits · 43 pts

Severity	File	Line	Snippet	Context
LOW	tests/test_worker_store.py	675	def set_worker_level_failure_exception_types(self, types) -> None:	CODE
LOW	julep/turn.py	383	__all__ = [	CODE
LOW	julep/dsl.py	45	def set_source_capture(enabled: bool) -> None:	CODE
LOW	julep/deploy.py	607	__all__ = ["Deployment", "deploy", "snapshot_from_listings"]	CODE
LOW	julep/define.py	1586	__all__ = [	CODE
LOW	julep/transcript.py	210	__all__ = [	CODE
LOW	julep/registry.py	313	def set_pure_env_hash(self, name: str, env_hash: str) -> None:	CODE
LOW	julep/agent_loop.py	711	__all__ = [	CODE
LOW	julep/dotctx_rich.py	1206	__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/dotctx_yglu.py	55	def set_default_env(env: Optional[Mapping[str, str]]) -> None:	CODE
LOW	julep/dotctx_yglu.py	116	__all__ = ["default_env", "has_yglu_tags", "load_settings", "set_default_env"]	CODE
LOW	julep/prompt.py	139	__all__ = [	CODE
LOW	julep/resilience.py	289	__all__ = [	CODE
LOW	julep/derived.py	48	__all__ = [	CODE
LOW	julep/dotctx_evals.py	589	__all__ = [	CODE
LOW	julep/ca/evalrun.py	590	__all__ = [	CODE
LOW	julep/ca/ledger.py	11	__all__ = [	CODE
LOW	julep/ca/__init__.py	4	__all__ = ["main"]	CODE
LOW	julep/ca/temporal_run.py	17	__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	246	__all__ = [	CODE
LOW	julep/execution/anthropic_batch.py	178	__all__ = ["AnthropicBatchProvider"]	CODE
LOW	julep/execution/harness.py	2966	__all__ = [	CODE
LOW	julep/execution/openai_responses.py	290	__all__ = [	CODE
LOW	julep/execution/openai_batch.py	190	__all__ = ["OpenAIBatchProvider"]	CODE
LOW	julep/execution/cma_session.py	31	__all__ = ["CMASessionHandle"]	CODE
LOW	julep/execution/__init__.py	155	__all__ = [	CODE
LOW	julep/execution/serve.py	370	__all__ = [	CODE
LOW	julep/execution/llm.py	74	logger = logging.getLogger(__name__)	CODE
LOW	julep/execution/llm.py	997	__all__ = [	CODE
LOW	julep/execution/bundle_worker.py	26	__all__ = ["make_context"]	CODE
LOW	julep/execution/reasoner_batch.py	630	__all__ = [	CODE
LOW	julep/execution/cma_anthropic.py	22	logger = logging.getLogger(__name__)	CODE
LOW	julep/execution/cma_anthropic.py	337	__all__ = ["AnthropicCMAClient", "build_agent_params"]	CODE
LOW	julep/execution/session_store.py	174	__all__ = [	CODE
LOW	julep/execution/debounce.py	233	__all__ = ["DebounceCollector", "DebounceInput", "submit_debounced"]	CODE
LOW	julep/execution/otel.py	124	__all__ = ["HAVE_OTEL", "SpanData", "spans_to_dicts", "export_spans"]	CODE
LOW	julep/execution/dbos_backend.py	127	def set_projection_sink(sink: Optional[ProjectionSink]) -> None:	CODE
LOW	julep/execution/batch_provider.py	113	__all__ = ["BatchProvider", "BatchReply", "select_batch_provider", "register_batch_provider"]	CODE
LOW	julep/execution/_wasm/wasi_wheels/regex/regex/regex.py	235	__all__ = ["cache_all", "compile", "DEFAULT_VERSION", "escape", "findall",	STRING
LOW	…execution/_wasm/wasi_wheels/regex/regex/_regex_core.py	23	__all__ = ["A", "ASCII", "B", "BESTMATCH", "D", "DEBUG", "E", "ENHANCEMATCH",	CODE

Over-Commented Block12 hits · 12 pts

Severity	File	Line	Snippet	Context
LOW	pyproject.toml	21	# The authoring + compile path (DSL, freeze, validate, capabilities, deploy, the	COMMENT
LOW	pyproject.toml	41	dbos = ["dbos>=2.18; python_version >= '3.11'"]	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	401	helm_release.temporal,	COMMENT
LOW	infra/k8s/temporal-ui-ingress.yaml	1	# Internal ALB for the Temporal web UI on EKS Auto Mode.	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/ca/evalrun.py	341	# the normal completion path (finding: strict mode mis-scored completion).	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	405	# ---------------------------------------------------------------------------	COMMENT
MEDIUM	infra/terraform/envs/demo/main.tf	415	# ---------------------------------------------------------------------------	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	97	'{"model":"openai:gpt-4o","name":"reply.none","replySchema":null,'	CODE

Analysis Overview

What These Metrics Mean

Score History

Severity Breakdown

Directory Score Breakdown

Pattern Findings