34.8

Adjusted Signal

34.8

Raw Pattern Score

100%

Time Factor

2026-10-30

Last Push

7.2K

Stars

Jupyter Notebook

Language

93.8K

Lines of Code

456

Files

2.0K

Pattern Hits

2026-10-31

Scan Date

0.18

HC Hit Rate

Risk Review · Payload v1

Use each vector to guide manual verification of the underlying findings.

Payload schema: 1.0.0 · Engine: 2.0.0 · Scoring: heuristic-density-v1 · Scan date: 2026-10-31.

Cognitive Ownership Risk 50.8/100 · HIGH

Can maintainers explain intent, assumptions, and trade-offs? 1181 finding(s).

Hallucinated Dependency & Supply Chain Risk 16.4/100 · LOW

Are imports declared and package/API names verified? 237 finding(s).

Agent Over-Engineering Ratio 72.3/100 · HIGH

Are wrappers, guards, and repeated structures necessary? 1462 finding(s).

PR Review Velocity Impact 81.6/100 · CRITICAL

Which changes need focused human review? 2003 finding(s).

What These Metrics Mean

Adjusted Signal: Legacy pattern score normalized per 1,000 scanned lines and multiplied by the repository-level time factor. It is not an estimate of AI authorship.
Raw Pattern Score: Sum of severity- and context-weighted pattern findings before applying the time factor.
Time Factor: A coarse multiplier based on repository last-push metadata. It does not identify when individual code was written.
Pattern Hits: Count of configured pattern findings. Review each location and surrounding code before acting.
HC Hit Rate: High- and critical-severity findings per scanned file. Severity is a configured detector weight, not proof of a vulnerability or authorship.
Lines / Files: Scan coverage denominators used by the legacy normalized score.

Pattern-Signal History

This chart tracks the legacy adjusted pattern score across scan runs. Changes can reflect source changes, scan coverage, or detector/scoring versions; they do not measure AI adoption or prove that a team refactored code. Compare runs only when their scoring versions are compatible. The dashed line tracks the raw pattern-hit count.

Severity Breakdown

Groups findings by configured severity weight. Severity is not a confidence estimate, security rating, or proof that a package is missing. Verify imports against the project's manifests and inspect each finding in its local design context.

CRITICAL 1HIGH 79MEDIUM 385LOW 1538

Directory Score Breakdown

This horizontal bar chart shows where configured pattern scores accumulate across directories. Treat the bars as locations to inspect, not as evidence of authorship or code quality. Use the file-level findings to decide whether a directory needs a focused ownership, dependency, complexity, or review check.

Pattern Findings

The scanner identified 2003 distinct pattern matches across 22 syntactic categories. Each entry below represents a discrete location in the source code where the engine recorded a detector match to inspect in context. 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 configured finding weight (CRITICAL / HIGH / MEDIUM / LOW). The Context column identifies whether the match occurred inside executable code, an inline comment, or a string literal — legacy comment-context matches receive a ×1.5 score weight. The ⚡ bolt icon marks clustered matches: three or more patterns within a 10-line window, each receiving an additional ×1.5 density multiplier under the legacy scoring model.

Decorative Section Separators304 hits · 1116 pts

Severity	File	Line	Snippet	Context
MEDIUM⚡	tests/test_mcp_adapter.py	146	# ============================================================================	COMMENT
MEDIUM⚡	tests/test_mcp_adapter.py	148	# ============================================================================	COMMENT
MEDIUM⚡	tests/test_mcp_adapter.py	235	# ============================================================================	COMMENT
MEDIUM⚡	tests/test_mcp_adapter.py	237	# ============================================================================	COMMENT
MEDIUM⚡	tests/test_mcp_adapter.py	455	# ============================================================================	COMMENT
MEDIUM⚡	tests/test_mcp_adapter.py	457	# ============================================================================	COMMENT
MEDIUM⚡	tests/test_mcp_adapter.py	576	# ============================================================================	COMMENT
MEDIUM⚡	tests/test_mcp_adapter.py	578	# ============================================================================	COMMENT
MEDIUM⚡	tests/test_mcp_adapter.py	625	# ============================================================================	COMMENT
MEDIUM⚡	tests/test_mcp_adapter.py	627	# ============================================================================	COMMENT
MEDIUM	tests/test_mcp_adapter.py	32	# ============================================================================	COMMENT
MEDIUM	tests/test_mcp_adapter.py	34	# ============================================================================	COMMENT
MEDIUM	tests/test_mcp_adapter.py	91	# ============================================================================	COMMENT
MEDIUM	tests/test_mcp_adapter.py	93	# ============================================================================	COMMENT
MEDIUM	tests/test_mcp_adapter.py	430	# ============================================================================	COMMENT
MEDIUM	tests/test_mcp_adapter.py	432	# ============================================================================	COMMENT
MEDIUM	tests/test_mcp_adapter.py	556	# ============================================================================	COMMENT
MEDIUM	tests/test_mcp_adapter.py	558	# ============================================================================	COMMENT
MEDIUM⚡	tests/test_callbacks.py	154	# =============================================================================	COMMENT
MEDIUM⚡	tests/test_callbacks.py	156	# =============================================================================	COMMENT
MEDIUM⚡	tests/test_callbacks.py	213	# =============================================================================	COMMENT
MEDIUM⚡	tests/test_callbacks.py	215	# =============================================================================	COMMENT
MEDIUM⚡	tests/test_callbacks.py	267	# =============================================================================	COMMENT
MEDIUM⚡	tests/test_callbacks.py	269	# =============================================================================	COMMENT
MEDIUM⚡	tests/test_callbacks.py	327	# =============================================================================	COMMENT
MEDIUM⚡	tests/test_callbacks.py	329	# =============================================================================	COMMENT
MEDIUM⚡	tests/test_callbacks.py	419	# =============================================================================	COMMENT
MEDIUM⚡	tests/test_callbacks.py	421	# =============================================================================	COMMENT
MEDIUM⚡	tests/test_callbacks.py	677	# =============================================================================	COMMENT
MEDIUM⚡	tests/test_callbacks.py	679	# =============================================================================	COMMENT
MEDIUM⚡	tests/test_callbacks.py	756	# =============================================================================	COMMENT
MEDIUM⚡	tests/test_callbacks.py	758	# =============================================================================	COMMENT
MEDIUM⚡	tests/test_callbacks.py	820	# =============================================================================	COMMENT
MEDIUM⚡	tests/test_callbacks.py	822	# =============================================================================	COMMENT
MEDIUM⚡	tests/test_callbacks.py	885	# =============================================================================	COMMENT
MEDIUM⚡	tests/test_callbacks.py	887	# =============================================================================	COMMENT
MEDIUM⚡	tests/test_callbacks.py	1058	# =============================================================================	COMMENT
MEDIUM⚡	tests/test_callbacks.py	1060	# =============================================================================	COMMENT
MEDIUM⚡	tests/test_callbacks.py	1128	# =============================================================================	COMMENT
MEDIUM⚡	tests/test_callbacks.py	1130	# =============================================================================	COMMENT
MEDIUM⚡	tests/test_callbacks.py	1231	# =============================================================================	COMMENT
MEDIUM⚡	tests/test_callbacks.py	1233	# =============================================================================	COMMENT
MEDIUM	tests/test_callbacks.py	45	# =============================================================================	COMMENT
MEDIUM	tests/test_callbacks.py	47	# =============================================================================	COMMENT
MEDIUM	tests/test_callbacks.py	1294	# =============================================================================	COMMENT
MEDIUM	tests/test_callbacks.py	1296	# =============================================================================	COMMENT
MEDIUM⚡	tests/test_reflection_lm.py	406	# ---------------------------------------------------------------------------	COMMENT
MEDIUM⚡	tests/test_reflection_lm.py	408	# ---------------------------------------------------------------------------	COMMENT
MEDIUM⚡	tests/test_reflection_lm.py	419	# ---------------------------------------------------------------------------	COMMENT
MEDIUM⚡	tests/test_reflection_lm.py	421	# ---------------------------------------------------------------------------	COMMENT
MEDIUM⚡	tests/test_reflection_lm.py	444	# ---------------------------------------------------------------------------	COMMENT
MEDIUM⚡	tests/test_reflection_lm.py	446	# ---------------------------------------------------------------------------	COMMENT
MEDIUM	tests/test_reflection_lm.py	200	# ---------------------------------------------------------------------------	COMMENT
MEDIUM	tests/test_reflection_lm.py	202	# ---------------------------------------------------------------------------	COMMENT
MEDIUM	tests/test_reflection_lm.py	307	# ---------------------------------------------------------------------------	COMMENT
MEDIUM	tests/test_reflection_lm.py	309	# ---------------------------------------------------------------------------	COMMENT
MEDIUM	tests/test_reflection_lm.py	552	# ---------------------------------------------------------------------------	COMMENT
MEDIUM	tests/test_reflection_lm.py	555	# ---------------------------------------------------------------------------	COMMENT
MEDIUM⚡	tests/test_combee_reflection_lm.py	182	# ---------------------------------------------------------------------------	COMMENT
MEDIUM⚡	tests/test_combee_reflection_lm.py	184	# ---------------------------------------------------------------------------	COMMENT
244 more matches not shown…

Hyper-Verbose Identifiers862 hits · 799 pts

Severity	File	Line	Snippet	Context
LOW	tests/test_gepa_utils.py	6	def test_select_program_candidate_respects_frequency_bias():	CODE
LOW	tests/test_eval_server_example_ids.py	11	def test_fallback_id_collision_preserves_distinct_examples(split):	CODE
LOW	tests/test_eval_server_example_ids.py	30	def test_cross_split_fallback_collision_preserves_training_payload():	CODE
LOW	tests/test_eval_server_example_ids.py	47	def test_same_object_across_splits_retains_its_stable_id():	CODE
LOW	tests/test_dspy_adapter_output_normalization.py	13	def test_stripped_lm_call_accepts_string_subclasses_without_losing_metadata():	CODE
LOW⚡	tests/test_mcp_adapter.py	115	def test_create_streamable_http_client(self):	CODE
LOW⚡	tests/test_mcp_adapter.py	124	def test_create_client_invalid_both_params(self, server_params):	CODE
LOW⚡	tests/test_mcp_adapter.py	132	def test_create_client_missing_params(self):	CODE
LOW⚡	tests/test_mcp_adapter.py	137	def test_create_client_invalid_transport(self):	CODE
LOW⚡	tests/test_mcp_adapter.py	154	def test_adapter_with_single_tool(self, server_params, simple_metric):	CODE
LOW⚡	tests/test_mcp_adapter.py	243	def test_build_system_prompt_single_tool(self, server_params, simple_metric):	CODE
LOW⚡	tests/test_mcp_adapter.py	463	def test_make_reflective_dataset_tool_description(self, server_params, simple_metric, seed_candidate):	CODE
LOW⚡	tests/test_mcp_adapter.py	584	def test_multi_tool_initialization(self, server_params, simple_metric):	CODE
LOW⚡	tests/test_mcp_adapter.py	633	def test_two_pass_enabled_by_default(self, server_params, simple_metric):	CODE
LOW	tests/test_mcp_adapter.py	167	def test_adapter_with_multiple_tools(self, server_params, simple_metric):	CODE
LOW	tests/test_mcp_adapter.py	179	def test_adapter_with_remote_sse(self, simple_metric):	CODE
LOW	tests/test_mcp_adapter.py	194	def test_adapter_with_remote_streamable_http(self, simple_metric):	CODE
LOW	tests/test_mcp_adapter.py	206	def test_adapter_with_callable_model(self, server_params, simple_metric, mock_model_callable):	CODE
LOW	tests/test_mcp_adapter.py	218	def test_adapter_custom_parameters(self, server_params, simple_metric):	CODE
LOW	tests/test_mcp_adapter.py	267	def test_build_system_prompt_multiple_tools(self, server_params, simple_metric):	CODE
LOW	tests/test_mcp_adapter.py	292	def test_extract_tool_response(self, server_params, simple_metric):	CODE
LOW	tests/test_mcp_adapter.py	316	def test_extract_tool_response_with_error(self, server_params, simple_metric):	CODE
LOW	tests/test_mcp_adapter.py	337	def test_extract_tool_response_with_structured_content(self, server_params, simple_metric):	CODE
LOW	tests/test_mcp_adapter.py	356	def test_extract_tool_response_with_image_content(self, server_params, simple_metric):	CODE
LOW	tests/test_mcp_adapter.py	377	def test_generate_tool_feedback_success(self, server_params, simple_metric):	CODE
LOW	tests/test_mcp_adapter.py	403	def test_generate_tool_feedback_failure(self, server_params, simple_metric):	CODE
LOW	tests/test_mcp_adapter.py	515	def test_make_reflective_dataset_system_prompt(self, server_params, simple_metric, seed_candidate):	CODE
LOW	tests/test_mcp_adapter.py	597	def test_multi_tool_system_prompt_generation(self, server_params, simple_metric):	CODE
LOW	tests/test_mcp_adapter.py	644	def test_two_pass_can_be_disabled(self, server_params, simple_metric):	CODE
LOW	tests/test_evaluation_cache.py	22	def test_empty_cache_returns_none(self):	CODE
LOW	tests/test_evaluation_cache.py	36	def test_different_examples_separate_entries(self):	CODE
LOW	tests/test_evaluation_cache.py	45	def test_different_candidates_separate_entries(self):	CODE
LOW	tests/test_evaluation_cache.py	86	def test_unknown_split_is_rejected(self):	CODE
LOW	tests/test_evaluation_cache.py	119	def test_optimize_with_caching_enabled(self, tmp_path):	CODE
LOW	tests/test_evaluation_cache.py	135	def test_caching_does_not_break_optimization(self, tmp_path):	CODE
LOW	tests/test_evaluation_cache.py	186	def test_aime_prompt_optimize_with_cache(mocked_lms, recorder_dir):	CODE
LOW	tests/test_evaluation_cache.py	245	def test_pareto_frontier_type_with_cache(pareto_mocked_lms, pareto_recorder_dir, frontier_type):	CODE
LOW	tests/test_result.py	38	def test_to_dict_omits_runtime_oa_fields():	CODE
LOW	tests/test_result.py	70	def test_from_state_keeps_best_outputs_snapshot_when_state_advances(new_score):	CODE
LOW	tests/test_result.py	104	def test_from_state_preserves_disabled_and_empty_best_outputs(track_best_outputs):	CODE
LOW	tests/test_data_loader.py	59	def test_list_data_loader_basic():	CODE
LOW	tests/test_data_loader.py	69	def test_staged_data_loader_unlocks_after_batches():	CODE
LOW	tests/test_data_loader.py	96	def test_staged_data_loader_manual_unlock():	CODE
LOW	tests/test_optimize_anything_callbacks.py	25	def test_callbacks_receive_events(self):	CODE
LOW	tests/test_optimize_anything_callbacks.py	83	def test_no_callbacks_default(self):	CODE
LOW	tests/test_optimize_anything_callbacks.py	95	def test_proposal_events_received(self):	CODE
LOW⚡	tests/test_optimize_anything_gepa_config.py	38	def test_tracking_key_is_forwarded_not_dropped():	CODE
LOW⚡	tests/test_optimize_anything_gepa_config.py	45	def test_unknown_key_fails_fast():	CODE
LOW⚡	tests/test_optimize_anything_gepa_config.py	51	def test_legacy_gepa_config_call_returns_gepa_result():	CODE
LOW	tests/test_optimize_anything_gepa_config.py	75	def test_legacy_gepa_config_returns_gepa_result_even_when_budget_dies_early():	CODE
LOW	tests/test_optimize_anything_gepa_config.py	99	def test_unknown_config_type_raises_type_error():	CODE
LOW	tests/test_optimize_anything_gepa_config.py	106	def test_legacy_result_keeps_eval_log_and_budget_metadata():	CODE
LOW	tests/test_optimize_anything_gepa_config.py	142	def test_legacy_reflection_lm_string_is_not_written_back(monkeypatch):	CODE
LOW	tests/test_optimize_anything_gepa_config.py	211	def test_legacy_gepa_config_accepts_test_set():	CODE
LOW	tests/test_optimize_anything_gepa_config.py	235	def test_no_config_returns_unified_gepa_result(monkeypatch):	CODE
LOW	tests/test_optimize_anything_gepa_config.py	290	def test_no_config_accepts_test_set(monkeypatch):	CODE
LOW	tests/test_optimize_anything_gepa_config.py	319	def test_explicit_optimize_anything_config_returns_unified_gepa_result():	CODE
LOW	tests/test_optimize_anything_gepa_config.py	348	def test_non_gepa_engine_returns_single_candidate_gepa_result(monkeypatch):	CODE
LOW	tests/test_optimize_anything_gepa_config.py	392	def test_full_config_passthrough_and_reflective_dataset_persistence(tmp_path):	CODE
LOW	tests/conftest.py	9	def create_mocked_lms_context(cache_dir: Path):	CODE
802 more matches not shown…

Empty Error Handlers43 hits · 215 pts

Severity	File	Line	Snippet	Context
HIGH	tests/test_optimize_anything_autoresearch_engine.py	176	except ProcessLookupError:	CODE
HIGH	tests/test_code_execution.py	87	except psutil.NoSuchProcess:	CODE
HIGH	tests/test_batch_evaluator_user_fn.py	418	except Exception: # only the warning matters here	CODE
HIGH	examples/adrs/can_be_late/utils/simulation.py	252	except Exception:	CODE
HIGH	src/gepa/optimize_anything.py	520	except Exception:	CODE
HIGH	src/gepa/lm.py	192	except Exception:	CODE
HIGH	src/gepa/utils/stop_condition.py	133	except (OSError, ValueError):	CODE
HIGH	src/gepa/utils/stop_condition.py	146	except (OSError, ValueError):	CODE
HIGH	src/gepa/utils/code_execution.py	235	except ImportError:	CODE
HIGH	src/gepa/utils/code_execution.py	244	except ImportError:	CODE
HIGH	src/gepa/utils/code_execution.py	263	except ImportError:	CODE
HIGH	src/gepa/utils/code_execution.py	265	except Exception:	CODE
HIGH	src/gepa/utils/code_execution.py	261	except psutil.NoSuchProcess:	CODE
HIGH	src/gepa/utils/code_execution.py	259	except psutil.NoSuchProcess:	CODE
HIGH	src/gepa/utils/code_execution.py	618	except OSError:	CODE
HIGH	src/gepa/utils/code_execution.py	601	except Exception:	CODE
HIGH	src/gepa/adapters/mcp_adapter/mcp_adapter.py	410	except (json.JSONDecodeError, KeyError):	CODE
HIGH	src/gepa/adapters/generic_rag_adapter/rag_pipeline.py	168	except Exception:	CODE
HIGH	…ters/generic_rag_adapter/vector_stores/milvus_store.py	45	except Exception:	CODE
HIGH	…rs/generic_rag_adapter/vector_stores/weaviate_store.py	163	except Exception:	CODE
HIGH	…c/gepa/adapters/langchain_adapter/langchain_adapter.py	192	except ImportError:	CODE
HIGH	…pters/terminal_bench_adapter/terminal_bench_adapter.py	82	except Exception:	CODE
HIGH	src/gepa/gskill/gskill/cost_tracker.py	102	except Exception:	CODE
HIGH	src/gepa/gskill/gskill/swe_harness.py	115	except Exception:	CODE
HIGH	src/gepa/gskill/gskill/swe_fitness_fn.py	184	except Exception:	CODE
HIGH	src/gepa/gskill/gskill/evaluate/mini_swe_agent.py	133	except Exception:	CODE
HIGH	src/gepa/gskill/gskill/evaluate/claude_code_skills.py	264	except Exception:	CODE
HIGH	src/gepa/gskill/gskill/evaluate/claude_code.py	809	except Exception:	CODE
HIGH	…/gepa/examples/mcp_adapter/mcp_optimization_example.py	52	except ImportError:	CODE
HIGH	src/gepa/examples/rag_adapter/rag_optimization.py	304	except Exception:	CODE
HIGH	src/gepa/examples/rag_adapter/rag_optimization.py	370	except Exception:	CODE
HIGH	src/gepa/examples/rag_adapter/rag_optimization.py	794	except Exception:	CODE
HIGH	src/gepa/oa/eval_server.py	657	except Exception:	CODE
HIGH	src/gepa/oa/eval_server.py	390	except Exception:	CODE
HIGH	src/gepa/oa/eval_server.py	649	except OSError:	CODE
HIGH	src/gepa/oa/proposers/claude_code_agent.py	640	except OSError:	CODE
HIGH	src/gepa/oa/engines/autoresearch.py	152	except ProcessLookupError:	CODE
HIGH	src/gepa/oa/engines/meta_harness.py	1000	except OSError:	CODE
HIGH	src/gepa/oa/engines/meta_harness.py	472	except OSError:	CODE
HIGH	src/gepa/oa/engines/meta_harness.py	880	except Exception:	CODE
HIGH	src/gepa/oa/engines/claude_utils.py	37	except OSError:	CODE
HIGH	src/gepa/logging/experiment_tracker.py	400	except Exception:	CODE
HIGH	src/gepa/logging/experiment_tracker.py	409	except Exception:	CODE

Unused Imports214 hits · 198 pts

Severity	File	Line	Context
LOW	tests/test_optimize_anything_callbacks.py	6	CODE
LOW	tests/test_refiner.py	11	CODE
LOW	tests/test_best_example_evals.py	6	CODE
LOW	tests/test_optimize_anything_adaptive_sequential.py	1	CODE
LOW	tests/test_attach_existing_run.py	6	CODE
LOW	tests/test_attach_existing_run.py	8	CODE
LOW	tests/test_best_of_n_engine.py	20	CODE
LOW	tests/test_langchain_adapter.py	18	CODE
LOW	tests/test_eval_server_register.py	13	CODE
LOW	tests/test_optimize_anything_eval_server.py	1	CODE
LOW	tests/ensure_gepa_dspy_dependency.py	4	CODE
LOW	tests/test_dspy_compatibility.py	9	CODE
LOW	tests/test_seed_candidate_typing.py	11	CODE
LOW	tests/test_dspy_full_program_adapter.py	13	CODE
LOW	…sts/test_confidence_adapter/test_confidence_adapter.py	14	CODE
LOW	tests/test_confidence_adapter/test_scoring.py	12	CODE
LOW	…ude/skills/gepa-optimize-anything/scripts/preflight.py	10	CODE
LOW	…ude/skills/gepa-optimize-anything/scripts/preflight.py	64	CODE
LOW	…ude/skills/gepa-optimize-anything/scripts/preflight.py	64	CODE
LOW	docs/hooks/blog_sections.py	3	CODE
LOW	examples/blackbox/utils.py	4	CODE
LOW	examples/blackbox/utils.py	5	CODE
LOW	examples/blackbox/evalset/evalset.py	42	CODE
LOW	examples/confidence_adapter/main.py	32	CODE
LOW	examples/adrs/can_be_late/__init__.py	3	CODE
LOW	examples/adrs/can_be_late/__init__.py	3	CODE
LOW	examples/adrs/can_be_late/__init__.py	3	CODE
LOW	examples/adrs/can_be_late/__init__.py	3	CODE
LOW	examples/adrs/can_be_late/__init__.py	3	CODE
LOW	examples/adrs/can_be_late/__init__.py	3	CODE
LOW	examples/adrs/can_be_late/__init__.py	11	CODE
LOW	examples/adrs/can_be_late/__init__.py	11	CODE
LOW	examples/adrs/can_be_late/__init__.py	11	CODE
LOW	examples/adrs/can_be_late/__init__.py	11	CODE
LOW	examples/adrs/can_be_late/__init__.py	17	CODE
LOW	examples/adrs/can_be_late/utils/dataset.py	3	CODE
LOW	examples/adrs/can_be_late/utils/simulator/main.py	35	CODE
LOW	…mples/adrs/can_be_late/utils/simulator/sky_spot/env.py	12	CODE
LOW	…mples/adrs/can_be_late/utils/simulator/sky_spot/env.py	15	CODE
LOW	…mples/adrs/can_be_late/utils/simulator/sky_spot/env.py	16	CODE
LOW	…e_late/utils/simulator/sky_spot/strategies/__init__.py	1	CODE
LOW	…e_late/utils/simulator/sky_spot/strategies/strategy.py	10	CODE
LOW	…e_late/utils/simulator/sky_spot/strategies/strategy.py	12	CODE
LOW	…e_late/utils/simulator/sky_spot/strategies/strategy.py	12	CODE
LOW	examples/adrs/cloudcast/utils/simulation.py	17	CODE
LOW	examples/adrs/cloudcast/utils/dataset.py	4	CODE
LOW	examples/adrs/cloudcast/utils/cloudcast/__init__.py	3	CODE
LOW	examples/adrs/cloudcast/utils/cloudcast/__init__.py	3	CODE
LOW	examples/adrs/cloudcast/utils/cloudcast/__init__.py	4	CODE
LOW	examples/adrs/cloudcast/utils/cloudcast/__init__.py	5	CODE
LOW	…ples/adrs/cloudcast/utils/cloudcast/initial_program.py	10	CODE
LOW	examples/adrs/cloudcast/utils/cloudcast/utils.py	6	CODE
LOW	examples/adrs/cloudcast/utils/cloudcast/utils.py	9	CODE
LOW	examples/adrs/cloudcast/utils/cloudcast/simulator.py	4	CODE
LOW	examples/adrs/cloudcast/utils/cloudcast/simulator.py	8	CODE
LOW	examples/adrs/cloudcast/utils/cloudcast/broadcast.py	3	CODE
LOW	examples/adrs/cloudcast/utils/cloudcast/broadcast.py	4	CODE
LOW	examples/langchain_adapter/pair_sum_product.py	10	CODE
LOW	examples/langchain_adapter/big_number_arithmetic.py	12	CODE
LOW	examples/langchain_adapter/gsm8k.py	11	CODE
154 more matches not shown…

Excessive Try-Catch Wrapping186 hits · 184 pts

Severity	File	Line	Snippet	Context
LOW⚡	tests/test_evaluator_wrapper.py	726	except Exception:	CODE
LOW	tests/test_batch_evaluator_user_fn.py	418	except Exception: # only the warning matters here	CODE
LOW	…ude/skills/gepa-optimize-anything/scripts/preflight.py	66	except Exception as e: # noqa	CODE
LOW	…ude/skills/gepa-optimize-anything/scripts/preflight.py	103	except Exception as e: # noqa	CODE
LOW	docs/docs/guides/callbacks.md	257	except Exception:	CODE
LOW	docs/docs/guides/adapters.md	205	except Exception as e:	CODE
LOW	docs/hooks/scholarly_pdf.py	82	except Exception:	CODE
LOW⚡	docs/scripts/generate_social_screenshots.py	84	except Exception as e:	CODE
LOW⚡	docs/scripts/generate_social_screenshots.py	91	except Exception as e:	CODE
MEDIUM⚡	docs/scripts/generate_social_screenshots.py	92	print(f"Error generating screenshots: {e}")	CODE
LOW	docs/scripts/generate_social_screenshots.py	157	except Exception as e:	CODE
LOW	examples/circle_packing/utils.py	59	except Exception as e:	CODE
LOW	examples/arc_agi/utils.py	130	except Exception:	CODE
LOW	examples/arc_agi/utils.py	313	except Exception as e:	CODE
LOW	examples/arc_agi/utils.py	401	except Exception as e:	CODE
LOW	examples/confidence_adapter/main.py	153	except Exception as _e:	CODE
LOW	examples/confidence_adapter/main.py	167	except Exception:	CODE
LOW	examples/confidence_adapter/main.py	298	except Exception as e:	CODE
MEDIUM	examples/confidence_adapter/main.py	115	def evaluator(data, response_text):	CODE
LOW⚡	examples/adrs/can_be_late/utils/simulation.py	95	except Exception as e:	CODE
LOW⚡	examples/adrs/can_be_late/utils/simulation.py	252	except Exception:	CODE
LOW	examples/adrs/can_be_late/utils/simulation.py	140	except Exception as e:	CODE
LOW	examples/adrs/can_be_late/utils/simulation.py	399	except Exception:	CODE
LOW	examples/adrs/can_be_late/utils/simulator/main.py	67	except Exception as e:	CODE
LOW⚡	examples/adrs/cloudcast/utils/simulation.py	90	except Exception as e:	CODE
LOW	examples/adrs/cloudcast/utils/simulation.py	137	except Exception as e:	CODE
LOW	examples/adrs/cloudcast/utils/simulation.py	149	except Exception as e:	CODE
LOW	src/gepa/optimize_anything.py	319	except Exception:	CODE
LOW	src/gepa/optimize_anything.py	344	except Exception:	CODE
LOW	src/gepa/optimize_anything.py	361	except Exception:	CODE
LOW	src/gepa/optimize_anything.py	520	except Exception:	CODE
LOW	src/gepa/optimize_anything.py	555	except Exception:	CODE
LOW	src/gepa/optimize_anything.py	562	except Exception:	CODE
LOW	src/gepa/gepa_launcher.py	1067	except Exception as e:	CODE
LOW	src/gepa/lm.py	137	except Exception:	CODE
LOW	src/gepa/lm.py	192	except Exception:	CODE
LOW	src/gepa/gepa_utils.py	13	except Exception:	CODE
LOW	src/gepa/core/engine.py	1103	except Exception as e:	CODE
LOW	src/gepa/core/engine.py	1270	except Exception as e:	CODE
LOW	src/gepa/core/callbacks.py	470	except Exception as e:	CODE
LOW	src/gepa/core/callbacks.py	565	except Exception as e:	CODE
LOW	src/gepa/core/state.py	436	except Exception as e:	CODE
LOW	src/gepa/utils/stop_condition.py	79	except Exception:	CODE
LOW	src/gepa/utils/stop_condition.py	106	except Exception:	CODE
MEDIUM	src/gepa/utils/code_execution.py	31	print(f"Error: {result.error}")	STRING
LOW	src/gepa/utils/code_execution.py	265	except Exception:	CODE
LOW	src/gepa/utils/code_execution.py	330	except Exception as e:	CODE
LOW	src/gepa/utils/code_execution.py	495	except Exception as _e:	CODE
LOW	src/gepa/utils/code_execution.py	601	except Exception:	STRING
LOW⚡	…pa/proposer/reflective_mutation/reflective_mutation.py	263	except Exception as e:	CODE
LOW⚡	…pa/proposer/reflective_mutation/reflective_mutation.py	272	except Exception as e2:	CODE
LOW	…pa/proposer/reflective_mutation/reflective_mutation.py	510	except Exception as e:	CODE
LOW	src/gepa/proposer/reflective_mutation/combee.py	579	except Exception:	CODE
LOW	src/gepa/adapters/mcp_adapter/mcp_adapter.py	293	except Exception as e:	CODE
LOW	src/gepa/adapters/mcp_adapter/mcp_adapter.py	322	except Exception as e:	CODE
LOW	src/gepa/adapters/mcp_adapter/mcp_adapter.py	422	except Exception as e:	CODE
LOW	src/gepa/adapters/mcp_adapter/mcp_adapter.py	459	except Exception as e:	CODE
LOW	src/gepa/adapters/mcp_adapter/mcp_adapter.py	592	except Exception as e:	STRING
LOW	src/gepa/adapters/mcp_adapter/mcp_client.py	220	except Exception as e:	CODE
LOW	src/gepa/adapters/mcp_adapter/mcp_client.py	318	except Exception as e:	CODE
126 more matches not shown…

Cross-Language Confusion19 hits · 112 pts

Severity	File	Line	Snippet	Context
HIGH	src/gepa/visualization.py	249	let pinnedIdx = null; // non-null when tooltip is click-pinned (scrollable)	CODE
HIGH	src/gepa/visualization.py	250	let hoverIdx = null; // non-null when hovering over a node	CODE
HIGH⚡	src/gepa/visualization.py	292	pinnedIdx = null;	CODE
HIGH⚡	src/gepa/visualization.py	293	hoverIdx = null;	CODE
HIGH⚡	src/gepa/visualization.py	300	if (pinnedIdx !== null && tt.style.display === "block"	CODE
HIGH⚡	src/gepa/visualization.py	324	if (pinnedIdx !== null) return; // don't override a pinned tooltip	CODE
HIGH⚡	src/gepa/visualization.py	329	if (pinnedIdx !== null \|\| hoverIdx !== idx) return;	CODE
HIGH⚡	src/gepa/visualization.py	333	if (pinnedIdx !== null) return;	CODE
HIGH⚡	src/gepa/visualization.py	334	hoverIdx = null;	CODE
HIGH	src/gepa/adapters/dspy_adapter/dspy_adapter.py	377	trace_instances = [t for t in trace if t[0].signature.equals(module.signature)]	CODE
HIGH	…ters/dspy_full_program_adapter/full_program_adapter.py	264	if predictor.signature.equals(selected[0].signature):	CODE
HIGH⚡	src/gepa/gskill/gskill/evaluate/claude_code.py	512	id -u claude_user >/dev/null 2>&1 \|\| useradd -m -s /bin/bash claude_user	CODE
HIGH⚡	src/gepa/gskill/gskill/evaluate/claude_code.py	515	chown -R claude_user:claude_user {DOCKER_WORKDIR} 2>/dev/null \|\| true	CODE
HIGH⚡	src/gepa/gskill/gskill/evaluate/claude_code.py	525	ls -la {problem_file_container} 2>&1 \|\| echo "Source not found"	CODE
HIGH	src/gepa/gskill/gskill/evaluate/claude_code.py	309	apt-get clean && rm -rf /var/lib/apt/lists/*	CODE
HIGH	src/gepa/gskill/gskill/evaluate/claude_code.py	318	RUN claude --version \|\| echo "Claude Code installed"	CODE
HIGH	…/gepa/examples/mcp_adapter/mcp_optimization_example.py	16	Pull models: ollama pull llama3.1:8b && ollama pull qwen3:8b	STRING
HIGH	src/gepa/examples/rag_adapter/rag_optimization.py	46	- For Ollama: ollama pull qwen3:8b && ollama pull nomic-embed-text:latest	STRING
HIGH	src/gepa/oa/engines/meta_harness.py	744	# starts with a real best_score (not null) for iter 2+.	STRING

Deep Nesting98 hits · 92 pts

Severity	File	Line	Context
LOW	tests/test_evaluator_wrapper.py	740	CODE
LOW	tests/test_optimize_anything_eval_server.py	62	CODE
LOW	tests/test_optimize_anything_eval_server.py	110	CODE
LOW	tests/test_optimize_anything_eval_server.py	148	CODE
LOW	tests/test_rag_adapter/conftest.py	95	CODE
LOW	tests/test_rag_adapter/test_rag_end_to_end.py	246	CODE
LOW	docs/scripts/generate_social_screenshots.py	54	CODE
LOW	docs/scripts/generate_social_screenshots.py	96	CODE
LOW	docs/scripts/generate_api_docs.py	246	CODE
LOW	examples/blackbox/evalset/evalset.py	894	CODE
LOW	examples/confidence_adapter/main.py	270	CODE
LOW	examples/adrs/can_be_late/utils/simulation.py	246	CODE
LOW	examples/adrs/can_be_late/utils/simulation.py	295	CODE
LOW	examples/adrs/can_be_late/utils/simulation.py	326	CODE
LOW	examples/adrs/can_be_late/utils/simulation.py	376	CODE
LOW	examples/adrs/can_be_late/utils/simulator/main.py	41	CODE
LOW	examples/adrs/can_be_late/utils/simulator/main.py	72	CODE
LOW	…mples/adrs/can_be_late/utils/simulator/sky_spot/env.py	404	CODE
LOW	…mples/adrs/can_be_late/utils/simulator/sky_spot/env.py	708	CODE
LOW	…mples/adrs/can_be_late/utils/simulator/sky_spot/env.py	733	CODE
LOW	…/adrs/can_be_late/utils/simulator/sky_spot/simulate.py	123	CODE
LOW	examples/adrs/cloudcast/utils/simulation.py	279	CODE
LOW	examples/adrs/cloudcast/utils/cloudcast/utils.py	120	CODE
LOW	examples/adrs/cloudcast/utils/cloudcast/simulator.py	143	CODE
LOW	src/gepa/visualization.py	34	CODE
LOW	src/gepa/visualization.py	105	CODE
LOW	src/gepa/gepa_launcher.py	1136	CODE
LOW	src/gepa/core/engine.py	268	CODE
LOW	src/gepa/core/engine.py	520	CODE
LOW	src/gepa/core/engine.py	714	CODE
LOW	src/gepa/core/state.py	506	CODE
LOW	src/gepa/core/state.py	922	CODE
LOW	src/gepa/strategies/instruction_proposal.py	82	CODE
LOW	src/gepa/strategies/instruction_proposal.py	182	CODE
LOW	src/gepa/strategies/instruction_proposal.py	191	CODE
LOW	src/gepa/strategies/instruction_proposal.py	200	CODE
LOW	src/gepa/utils/code_execution.py	248	CODE
LOW	src/gepa/utils/code_execution.py	379	CODE
LOW	src/gepa/proposer/merge.py	120	CODE
LOW	src/gepa/proposer/reflective_mutation/combee.py	600	CODE
LOW	src/gepa/adapters/dspy_adapter/dspy_adapter.py	118	CODE
LOW	src/gepa/adapters/dspy_adapter/dspy_adapter.py	182	CODE
LOW	src/gepa/adapters/dspy_adapter/dspy_adapter.py	235	CODE
LOW	src/gepa/adapters/dspy_adapter/dspy_adapter.py	346	CODE
LOW	src/gepa/adapters/dspy_adapter/dspy_adapter.py	483	CODE
LOW	src/gepa/adapters/dspy_adapter/dspy_adapter.py	240	CODE
LOW	src/gepa/adapters/dspy_adapter/instruction_proposal.py	187	CODE
LOW	src/gepa/adapters/dspy_adapter/instruction_proposal.py	357	CODE
LOW	src/gepa/adapters/dspy_adapter/instruction_proposal.py	197	CODE
LOW	src/gepa/adapters/mcp_adapter/mcp_adapter.py	208	CODE
LOW	src/gepa/adapters/mcp_adapter/mcp_adapter.py	357	CODE
LOW	src/gepa/adapters/mcp_adapter/mcp_adapter.py	463	CODE
LOW	src/gepa/adapters/mcp_adapter/mcp_adapter.py	524	CODE
LOW	src/gepa/adapters/mcp_adapter/mcp_adapter.py	596	CODE
LOW	src/gepa/adapters/mcp_adapter/mcp_client.py	322	CODE
LOW	…ters/dspy_full_program_adapter/full_program_adapter.py	149	CODE
LOW	…ters/dspy_full_program_adapter/full_program_adapter.py	208	CODE
LOW	…gepa/adapters/confidence_adapter/confidence_adapter.py	151	CODE
LOW	…pa/adapters/generic_rag_adapter/generic_rag_adapter.py	398	CODE
LOW	…ters/generic_rag_adapter/vector_stores/qdrant_store.py	227	CODE
38 more matches not shown…

AI Slop Vocabulary33 hits · 78 pts

Severity	File	Line	Snippet	Context
MEDIUM⚡	tests/test_pareto_frontier_types/llm_cache.json	130	"('task_lm', '[{\"content\": \"You are a helpful assistant.\\\\n\\\\nYour task is to read and accurately respond to di	CODE
MEDIUM⚡	tests/test_pareto_frontier_types/llm_cache.json	133	"('reflection_lm', \"You are a strict grader. Compare the assistant response to the gold redaction.\\nGOLD:\\n1. Keto	CODE
MEDIUM⚡	tests/test_pareto_frontier_types/llm_cache.json	135	"('task_lm', '[{\"content\": \"You are a helpful assistant.\", \"role\": \"system\"}, {\"content\": \"Based on this da	CODE
MEDIUM⚡	tests/test_pareto_frontier_types/llm_cache.json	136	"('task_lm', '[{\"content\": \"You are a helpful assistant.\", \"role\": \"system\"}, {\"content\": \"Please describe	CODE
MEDIUM⚡	tests/test_pareto_frontier_types/llm_cache.json	136	"('task_lm', '[{\"content\": \"You are a helpful assistant.\", \"role\": \"system\"}, {\"content\": \"Please describe	CODE
MEDIUM⚡	tests/test_pareto_frontier_types/llm_cache.json	138	"('reflection_lm', 'You are a strict grader. Compare the assistant response to the gold redaction.\\nGOLD:\\nBased on	CODE
MEDIUM⚡	tests/test_pareto_frontier_types/llm_cache.json	139	"('reflection_lm', \"You are a strict grader. Compare the assistant response to the gold redaction.\\nGOLD:\\nPlease d	CODE
MEDIUM⚡	tests/test_pareto_frontier_types/llm_cache.json	139	"('reflection_lm', \"You are a strict grader. Compare the assistant response to the gold redaction.\\nGOLD:\\nPlease d	CODE
MEDIUM⚡	tests/test_pareto_frontier_types/llm_cache.json	140	"('reflection_lm', 'I provided an assistant with the following instructions to perform a task for me:\\n```\\nYou are	CODE
MEDIUM⚡	tests/test_pareto_frontier_types/llm_cache.json	140	"('reflection_lm', 'I provided an assistant with the following instructions to perform a task for me:\\n```\\nYou are	CODE
MEDIUM⚡	tests/test_pareto_frontier_types/llm_cache.json	140	"('reflection_lm', 'I provided an assistant with the following instructions to perform a task for me:\\n```\\nYou are	CODE
MEDIUM⚡	tests/test_pareto_frontier_types/llm_cache.json	140	"('reflection_lm', 'I provided an assistant with the following instructions to perform a task for me:\\n```\\nYou are	CODE
MEDIUM⚡	tests/test_pareto_frontier_types/llm_cache.json	141	"('task_lm', '[{\"content\": \"You are a helpful assistant tasked with drafting written content for a variety of profe	CODE
MEDIUM⚡	tests/test_pareto_frontier_types/llm_cache.json	143	"('task_lm', '[{\"content\": \"You are a helpful assistant tasked with drafting written content for a variety of profe	CODE
MEDIUM⚡	tests/test_pareto_frontier_types/llm_cache.json	144	"('reflection_lm', 'You are a strict grader. Compare the assistant response to the gold redaction.\\nGOLD:\\nWrite me	CODE
MEDIUM⚡	tests/test_pareto_frontier_types/llm_cache.json	146	"('reflection_lm', \"You are a strict grader. Compare the assistant response to the gold redaction.\\nGOLD:\\nPlease d	CODE
MEDIUM⚡	tests/test_pareto_frontier_types/llm_cache.json	157	"('task_lm', '[{\"content\": \"You are a helpful assistant tasked with drafting written content for a variety of profe	CODE
MEDIUM⚡	tests/test_pareto_frontier_types/llm_cache.json	158	"('task_lm', '[{\"content\": \"You are a helpful assistant tasked with drafting written content for a variety of profe	CODE
MEDIUM⚡	tests/test_pareto_frontier_types/llm_cache.json	158	"('task_lm', '[{\"content\": \"You are a helpful assistant tasked with drafting written content for a variety of profe	CODE
MEDIUM⚡	tests/test_pareto_frontier_types/llm_cache.json	169	"('reflection_lm', 'You are a strict grader. Compare the assistant response to the gold redaction.\\nGOLD:\\nI want yo	CODE
MEDIUM⚡	tests/test_pareto_frontier_types/llm_cache.json	170	"('reflection_lm', 'You are a strict grader. Compare the assistant response to the gold redaction.\\nGOLD:\\nHow does	CODE
MEDIUM⚡	tests/test_pareto_frontier_types/llm_cache.json	170	"('reflection_lm', 'You are a strict grader. Compare the assistant response to the gold redaction.\\nGOLD:\\nHow does	CODE
MEDIUM⚡	tests/test_pareto_frontier_types/llm_cache.json	171	"('reflection_lm', 'I provided an assistant with the following instructions to perform a task for me:\\n```\\nYou are	CODE
MEDIUM⚡	tests/test_aime_prompt_optimization/llm_cache.json	25	"('task_lm', '[{\"content\": \"You are a helpful assistant for mathematics competition problems. You will be given a q	CODE
LOW	tests/test_rag_adapter/conftest.py	82	# For testing, just return similarity search results	COMMENT
LOW	tests/test_rag_adapter/test_vector_store_interface.py	60	# For testing, just return similarity search results	COMMENT
MEDIUM	src/gepa/adapters/dspy_adapter/instruction_proposal.py	312	# instead of just the current instruction, for more holistic instruction proposals.	COMMENT
MEDIUM	…ull_program_adapter/dspy_program_proposal_signature.py	13	prompt_template = """I am trying to solve a task using the DSPy framework. Here's a comprehensive overview of DSPy c	CODE
MEDIUM	src/gepa/gskill/gskill/swe_fitness_fn.py	27	# Create harness pool - one per worker	COMMENT
MEDIUM	src/gepa/gskill/gskill/swe_fitness_fn.py	51	# Get a harness from the pool	COMMENT
MEDIUM	src/gepa/gskill/gskill/evaluate/mini_swe_agent.py	46	# Get a harness from the pool	COMMENT
MEDIUM	src/gepa/gskill/gskill/evaluate/mini_swe_agent.py	322	# Create harness pool	COMMENT
MEDIUM	src/gepa/oa/ensemble.py	282	# engine harness, which would otherwise re-score the held-out set per	COMMENT

Structural Annotation Overuse45 hits · 68 pts

Severity	File	Line	Snippet	Context
LOW⚡	tests/test_pareto_frontier_types/llm_cache.json	152	"('task_lm', '[{\"content\": \"You are a helpful assistant tasked with drafting written content for a variety of profe	CODE
LOW⚡	tests/test_pareto_frontier_types/llm_cache.json	164	"('reflection_lm', \"You are a strict grader. Compare the assistant response to the gold redaction.\\nGOLD:\\n[REDACTE	CODE
LOW	tests/test_pareto_frontier_types/llm_cache.json	44	"('task_lm', '[{\"content\": \"You are a helpful assistant designed to assist with rewriting, translating, and respond	CODE
LOW	tests/test_pareto_frontier_types/llm_cache.json	56	"('reflection_lm', \"You are a strict grader. Compare the assistant response to the gold redaction.\\nGOLD:\\n[REDACTE	CODE
LOW⚡	tests/test_aime_prompt_optimization/llm_cache.json	2	"('task_lm', '[{\"content\": \"You are a helpful assistant. You are given a question and you need to answer it. The an	CODE
LOW⚡	tests/test_aime_prompt_optimization/llm_cache.json	3	"('task_lm', '[{\"content\": \"You are a helpful assistant. You are given a question and you need to answer it. The an	CODE
LOW⚡	tests/test_aime_prompt_optimization/llm_cache.json	4	"('task_lm', '[{\"content\": \"You are a helpful assistant. You are given a question and you need to answer it. The an	CODE
LOW⚡	tests/test_aime_prompt_optimization/llm_cache.json	7	"('task_lm', '[{\"content\": \"You are a helpful assistant. You are given a question and you need to answer it. The an	CODE
LOW⚡	tests/test_aime_prompt_optimization/llm_cache.json	12	"('task_lm', '[{\"content\": \"You are a helpful assistant. You are given a question and you need to answer it. The an	CODE
LOW⚡	tests/test_aime_prompt_optimization/llm_cache.json	15	"('reflection_lm', \"I provided an assistant with the following instructions to perform a task for me:\\n```\\nYou are	CODE
LOW⚡	tests/test_aime_prompt_optimization/llm_cache.json	16	"('task_lm', '[{\"content\": \"You are a helpful assistant. Your task is to answer math olympiad and contest-style pro	CODE
LOW⚡	tests/test_aime_prompt_optimization/llm_cache.json	17	"('task_lm', '[{\"content\": \"You are a helpful assistant. Your task is to answer math olympiad and contest-style pro	CODE
LOW⚡	tests/test_aime_prompt_optimization/llm_cache.json	19	"('task_lm', '[{\"content\": \"You are a helpful assistant. You are given a question and you need to answer it. The an	CODE
LOW⚡	tests/test_aime_prompt_optimization/llm_cache.json	21	"('task_lm', '[{\"content\": \"You are a helpful assistant. You are given a question and you need to answer it. The an	CODE
LOW⚡	tests/test_aime_prompt_optimization/llm_cache.json	22	"('reflection_lm', 'I provided an assistant with the following instructions to perform a task for me:\\n```\\nYou are	CODE
LOW⚡	tests/test_aime_prompt_optimization/llm_cache.json	23	"('task_lm', '[{\"content\": \"You are a helpful assistant for mathematics competition problems. You will be given a q	CODE
LOW⚡	tests/test_aime_prompt_optimization/llm_cache.json	24	"('task_lm', '[{\"content\": \"You are a helpful assistant for mathematics competition problems. You will be given a q	CODE
LOW⚡	tests/test_aime_prompt_optimization/llm_cache.json	26	"('task_lm', '[{\"content\": \"You are a helpful assistant for mathematics competition problems. You will be given a q	CODE
LOW⚡	tests/test_aime_prompt_optimization/llm_cache.json	27	"('task_lm', '[{\"content\": \"You are a helpful assistant for mathematics competition problems. You will be given a q	CODE
LOW⚡	tests/test_aime_prompt_optimization/llm_cache.json	28	"('task_lm', '[{\"content\": \"You are a helpful assistant for mathematics competition problems. You will be given a q	CODE
LOW⚡	tests/test_aime_prompt_optimization/llm_cache.json	29	"('task_lm', '[{\"content\": \"You are a helpful assistant for mathematics competition problems. You will be given a q	CODE
LOW⚡	tests/test_aime_prompt_optimization/llm_cache.json	31	"('task_lm', '[{\"content\": \"You are a helpful assistant for mathematics competition problems. You will be given a q	CODE
LOW⚡	tests/test_aime_prompt_optimization/llm_cache.json	32	"('task_lm', '[{\"content\": \"You are a helpful assistant for mathematics competition problems. You will be given a q	CODE
LOW⚡	tests/test_aime_prompt_optimization/llm_cache.json	34	"('task_lm', '[{\"content\": \"You are a helpful assistant for mathematics competition problems. You will be given a q	CODE
LOW⚡	tests/test_aime_prompt_optimization/llm_cache.json	35	"('task_lm', '[{\"content\": \"You are a helpful assistant for mathematics competition problems. You will be given a q	CODE
LOW	docs/docs/guides/adapters.md	39	### Step 1: Define Your Types	COMMENT
LOW	docs/docs/guides/adapters.md	68	### Step 2: Implement `evaluate`	COMMENT
LOW	docs/docs/guides/adapters.md	120	### Step 3: Implement `make_reflective_dataset`	COMMENT
LOW⚡	src/gepa/adapters/generic_rag_adapter/rag_pipeline.py	63	# Step 1: Query reformulation (if enabled)	COMMENT
LOW⚡	src/gepa/adapters/generic_rag_adapter/rag_pipeline.py	68	# Step 2: Retrieval	COMMENT
LOW⚡	src/gepa/adapters/generic_rag_adapter/rag_pipeline.py	71	# Step 3: Reranking (if enabled)	COMMENT
LOW⚡	src/gepa/adapters/generic_rag_adapter/rag_pipeline.py	75	# Step 4: Context synthesis	COMMENT
LOW⚡	src/gepa/adapters/generic_rag_adapter/rag_pipeline.py	78	# Step 5: Answer generation	COMMENT
LOW⚡	src/gepa/examples/rag_adapter/rag_optimization.py	705	# Step 1: Setup vector store	COMMENT
LOW⚡	src/gepa/examples/rag_adapter/rag_optimization.py	709	# Step 2: Create datasets	COMMENT
LOW⚡	src/gepa/examples/rag_adapter/rag_optimization.py	715	# Step 3: Initialize LLM client	COMMENT
LOW⚡	src/gepa/examples/rag_adapter/rag_optimization.py	726	# Step 4: Initialize RAG adapter	COMMENT
LOW⚡	src/gepa/examples/rag_adapter/rag_optimization.py	747	# Step 5: Create initial prompts	COMMENT
LOW⚡	src/gepa/examples/rag_adapter/rag_optimization.py	751	# Step 6: Test initial performance	COMMENT
LOW⚡	src/gepa/examples/rag_adapter/rag_optimization.py	759	# Step 7: Run GEPA optimization	COMMENT
LOW⚡	src/gepa/oa/engines/meta_harness.py	111	### Step 0: Post-eval reports (write if missing)	COMMENT
LOW⚡	src/gepa/oa/engines/meta_harness.py	115	### Step 1: Analyze	COMMENT
LOW⚡	src/gepa/oa/engines/meta_harness.py	140	### Step 2: Prototype — MANDATORY	COMMENT
LOW⚡	src/gepa/oa/engines/meta_harness.py	150	### Step 3: Implement	COMMENT
LOW⚡	src/gepa/oa/engines/meta_harness.py	160	### Step 4: Write pending_eval.json	COMMENT

Verbosity Indicators42 hits · 64 pts

Severity	File	Line	Snippet	Context
LOW⚡	tests/test_pareto_frontier_types/llm_cache.json	152	"('task_lm', '[{\"content\": \"You are a helpful assistant tasked with drafting written content for a variety of profe	CODE
LOW⚡	tests/test_pareto_frontier_types/llm_cache.json	164	"('reflection_lm', \"You are a strict grader. Compare the assistant response to the gold redaction.\\nGOLD:\\n[REDACTE	CODE
LOW	tests/test_pareto_frontier_types/llm_cache.json	44	"('task_lm', '[{\"content\": \"You are a helpful assistant designed to assist with rewriting, translating, and respond	CODE
LOW	tests/test_pareto_frontier_types/llm_cache.json	56	"('reflection_lm', \"You are a strict grader. Compare the assistant response to the gold redaction.\\nGOLD:\\n[REDACTE	CODE
LOW⚡	tests/test_aime_prompt_optimization/llm_cache.json	2	"('task_lm', '[{\"content\": \"You are a helpful assistant. You are given a question and you need to answer it. The an	CODE
LOW⚡	tests/test_aime_prompt_optimization/llm_cache.json	3	"('task_lm', '[{\"content\": \"You are a helpful assistant. You are given a question and you need to answer it. The an	CODE
LOW⚡	tests/test_aime_prompt_optimization/llm_cache.json	4	"('task_lm', '[{\"content\": \"You are a helpful assistant. You are given a question and you need to answer it. The an	CODE
LOW⚡	tests/test_aime_prompt_optimization/llm_cache.json	7	"('task_lm', '[{\"content\": \"You are a helpful assistant. You are given a question and you need to answer it. The an	CODE
LOW⚡	tests/test_aime_prompt_optimization/llm_cache.json	12	"('task_lm', '[{\"content\": \"You are a helpful assistant. You are given a question and you need to answer it. The an	CODE
LOW⚡	tests/test_aime_prompt_optimization/llm_cache.json	15	"('reflection_lm', \"I provided an assistant with the following instructions to perform a task for me:\\n```\\nYou are	CODE
LOW⚡	tests/test_aime_prompt_optimization/llm_cache.json	16	"('task_lm', '[{\"content\": \"You are a helpful assistant. Your task is to answer math olympiad and contest-style pro	CODE
LOW⚡	tests/test_aime_prompt_optimization/llm_cache.json	17	"('task_lm', '[{\"content\": \"You are a helpful assistant. Your task is to answer math olympiad and contest-style pro	CODE
LOW⚡	tests/test_aime_prompt_optimization/llm_cache.json	19	"('task_lm', '[{\"content\": \"You are a helpful assistant. You are given a question and you need to answer it. The an	CODE
LOW⚡	tests/test_aime_prompt_optimization/llm_cache.json	21	"('task_lm', '[{\"content\": \"You are a helpful assistant. You are given a question and you need to answer it. The an	CODE
LOW⚡	tests/test_aime_prompt_optimization/llm_cache.json	22	"('reflection_lm', 'I provided an assistant with the following instructions to perform a task for me:\\n```\\nYou are	CODE
LOW⚡	tests/test_aime_prompt_optimization/llm_cache.json	23	"('task_lm', '[{\"content\": \"You are a helpful assistant for mathematics competition problems. You will be given a q	CODE
LOW⚡	tests/test_aime_prompt_optimization/llm_cache.json	24	"('task_lm', '[{\"content\": \"You are a helpful assistant for mathematics competition problems. You will be given a q	CODE
LOW⚡	tests/test_aime_prompt_optimization/llm_cache.json	26	"('task_lm', '[{\"content\": \"You are a helpful assistant for mathematics competition problems. You will be given a q	CODE
LOW⚡	tests/test_aime_prompt_optimization/llm_cache.json	27	"('task_lm', '[{\"content\": \"You are a helpful assistant for mathematics competition problems. You will be given a q	CODE
LOW⚡	tests/test_aime_prompt_optimization/llm_cache.json	28	"('task_lm', '[{\"content\": \"You are a helpful assistant for mathematics competition problems. You will be given a q	CODE
LOW⚡	tests/test_aime_prompt_optimization/llm_cache.json	29	"('task_lm', '[{\"content\": \"You are a helpful assistant for mathematics competition problems. You will be given a q	CODE
LOW⚡	tests/test_aime_prompt_optimization/llm_cache.json	31	"('task_lm', '[{\"content\": \"You are a helpful assistant for mathematics competition problems. You will be given a q	CODE
LOW⚡	tests/test_aime_prompt_optimization/llm_cache.json	32	"('task_lm', '[{\"content\": \"You are a helpful assistant for mathematics competition problems. You will be given a q	CODE
LOW⚡	tests/test_aime_prompt_optimization/llm_cache.json	34	"('task_lm', '[{\"content\": \"You are a helpful assistant for mathematics competition problems. You will be given a q	CODE
LOW⚡	tests/test_aime_prompt_optimization/llm_cache.json	35	"('task_lm', '[{\"content\": \"You are a helpful assistant for mathematics competition problems. You will be given a q	CODE
LOW⚡	src/gepa/adapters/generic_rag_adapter/rag_pipeline.py	63	# Step 1: Query reformulation (if enabled)	COMMENT
LOW⚡	src/gepa/adapters/generic_rag_adapter/rag_pipeline.py	68	# Step 2: Retrieval	COMMENT
LOW⚡	src/gepa/adapters/generic_rag_adapter/rag_pipeline.py	71	# Step 3: Reranking (if enabled)	COMMENT
LOW⚡	src/gepa/adapters/generic_rag_adapter/rag_pipeline.py	75	# Step 4: Context synthesis	COMMENT
LOW⚡	src/gepa/adapters/generic_rag_adapter/rag_pipeline.py	78	# Step 5: Answer generation	COMMENT
LOW⚡	src/gepa/examples/rag_adapter/rag_optimization.py	705	# Step 1: Setup vector store	COMMENT
LOW⚡	src/gepa/examples/rag_adapter/rag_optimization.py	709	# Step 2: Create datasets	COMMENT
LOW⚡	src/gepa/examples/rag_adapter/rag_optimization.py	715	# Step 3: Initialize LLM client	COMMENT
LOW⚡	src/gepa/examples/rag_adapter/rag_optimization.py	726	# Step 4: Initialize RAG adapter	COMMENT
LOW⚡	src/gepa/examples/rag_adapter/rag_optimization.py	747	# Step 5: Create initial prompts	COMMENT
LOW⚡	src/gepa/examples/rag_adapter/rag_optimization.py	751	# Step 6: Test initial performance	COMMENT
LOW⚡	src/gepa/examples/rag_adapter/rag_optimization.py	759	# Step 7: Run GEPA optimization	COMMENT
LOW⚡	src/gepa/oa/engines/meta_harness.py	111	### Step 0: Post-eval reports (write if missing)	COMMENT
LOW⚡	src/gepa/oa/engines/meta_harness.py	115	### Step 1: Analyze	COMMENT
LOW⚡	src/gepa/oa/engines/meta_harness.py	140	### Step 2: Prototype — MANDATORY	COMMENT
LOW⚡	src/gepa/oa/engines/meta_harness.py	150	### Step 3: Implement	COMMENT
LOW⚡	src/gepa/oa/engines/meta_harness.py	160	### Step 4: Write pending_eval.json	COMMENT

Modern AI Meta-Vocabulary19 hits · 58 pts

Severity	File	Line	Snippet	Context
MEDIUM⚡	tests/test_rag_adapter/test_rag_end_to_end.py	297	# Create RAG configuration	COMMENT
MEDIUM⚡	tests/test_rag_adapter/test_rag_end_to_end.py	300	# Create the RAG adapter with our mocked LLM	COMMENT
MEDIUM⚡	tests/test_rag_adapter/test_rag_end_to_end.py	307	# Initial seed candidate with basic RAG prompts	COMMENT
MEDIUM⚡	tests/test_rag_adapter/test_rag_end_to_end.py	310	# 2. Execution: Run the core RAG optimization logic	COMMENT
MEDIUM	…ude/skills/gepa-optimize-anything/scripts/preflight.py	80	# 3) agentic engines need the claude CLI (and autoresearch's eval.sh uses jq)	COMMENT
MEDIUM	…docs/blog/posts/2026-07-30-parallel-proposals/index.md	170	Parallel proposals fit into the bigger picture of scaling each reflection optimization step along several axes. P contro	CODE
MEDIUM	docs/docs/guides/faq.md	576	### How do I use GEPA for agentic systems with expensive rollouts?	STRING
MEDIUM	docs/docs/guides/use-cases.md	1132	[:material-arrow-right: Read the blog post](https://super-agentic.ai/resources/super-posts/gepa-dspy-optimizer-super	CODE
MEDIUM	…pa/adapters/generic_rag_adapter/generic_rag_adapter.py	264	# Execute RAG pipeline with candidate prompts	COMMENT
MEDIUM	src/gepa/adapters/generic_rag_adapter/GEPA_RAG.md	1	# Generic RAG Adapter for GEPA (DOCS ONLY)	COMMENT
MEDIUM	src/gepa/adapters/generic_rag_adapter/GEPA_RAG.md	24	# Install RAG adapter dependencies	COMMENT
MEDIUM	src/gepa/adapters/generic_rag_adapter/GEPA_RAG.md	55	# 2. Create the RAG adapter	COMMENT
MEDIUM	src/gepa/adapters/generic_rag_adapter/GEPA_RAG.md	150	### RAG Pipeline Flow	COMMENT
MEDIUM	src/gepa/adapters/generic_rag_adapter/GEPA_RAG.md	327	### RAG Pipeline Configuration	COMMENT
MEDIUM	src/gepa/adapters/generic_rag_adapter/GEPA_RAG.md	544	### Unified RAG Optimization Script	STRING
MEDIUM⚡	src/gepa/examples/rag_adapter/rag_optimization.py	726	# Step 4: Initialize RAG adapter	COMMENT
MEDIUM	src/gepa/examples/rag_adapter/requirements-rag.txt	1	# RAG Adapter Dependencies	COMMENT
MEDIUM	src/gepa/examples/rag_adapter/RAG_GUIDE.md	1	# GEPA Generic RAG Adapter Guide	COMMENT
MEDIUM	src/gepa/examples/rag_adapter/RAG_GUIDE.md	108	## 🚀 Using the Unified RAG Optimization Script	COMMENT

Self-Referential Comments16 hits · 51 pts

Severity	File	Line	Snippet	Context
MEDIUM	tests/test_mcp_adapter.py	327	# Create a proper MCP error result	COMMENT
MEDIUM	tests/test_refiner.py	716	# This function is passed directly to OptimizeAnythingAdapter (bypassing	COMMENT
MEDIUM	tests/test_module_selector.py	160	# Create a mock state (not used in the new implementation)	COMMENT
MEDIUM	…lbacks_integration/test_callbacks_with_optimization.py	348	# Create a callback that only implements some methods	COMMENT
MEDIUM⚡	tests/test_rag_adapter/test_rag_end_to_end.py	300	# Create the RAG adapter with our mocked LLM	COMMENT
MEDIUM	examples/blackbox/evalset/problems.py	107	# # Create a test point at midpoint of bounds	COMMENT
MEDIUM	…mples/adrs/can_be_late/utils/simulator/sky_spot/env.py	381	# This method is only here because it's abstract in base class	COMMENT
MEDIUM	src/gepa/gepa_launcher.py	1032	# Create a fresh, shared log context for this evaluator call.	COMMENT
MEDIUM	src/gepa/adapters/dspy_adapter/instruction_proposal.py	86	# Create a rich multimodal examples_with_feedback that includes both text and images	COMMENT
MEDIUM	src/gepa/gskill/gskill/evaluate/mini_swe_agent.py	305	# Define the two evaluation conditions	COMMENT
MEDIUM	src/gepa/gskill/gskill/evaluate/claude_code_skills.py	109	# Create the skill directory structure	COMMENT
MEDIUM⚡	src/gepa/gskill/gskill/evaluate/claude_code.py	507	# Create a runner script to avoid shell escaping issues	COMMENT
MEDIUM⚡	src/gepa/gskill/gskill/evaluate/claude_code.py	529	# Create a wrapper script for claude_user that reads from files	COMMENT
MEDIUM	src/gepa/gskill/gskill/evaluate/claude_code.py	203	# Create a set for fast lookup	COMMENT
MEDIUM⚡	src/gepa/gskill/gskill/evaluate/claude_code.py	375	# Create the image from locally-built base	STRING
MEDIUM	…gskill/gskill/mini_swe_agent_config/original_mini.yaml	60	### Create a new file:	COMMENT

Modern Structural Boilerplate45 hits · 49 pts

Severity	File	Line	Snippet	Context
LOW	tests/test_state.py	737	def set_adapter_state(self, state: dict) -> None:	CODE
LOW⚡	docs/scripts/generate_social_screenshots.py	96	def update_og_tags(site_dir: str = "site", docs_dir: str = ".") -> None:	CODE
LOW	examples/adrs/can_be_late/__init__.py	19	__all__ = [	CODE
LOW⚡	examples/adrs/can_be_late/main.py	37	logger = logging.getLogger(__name__)	CODE
LOW⚡	examples/adrs/can_be_late/utils/simulation.py	23	logger = logging.getLogger(__name__)	CODE
LOW	examples/adrs/can_be_late/utils/simulator/main.py	39	logger = logging.getLogger(__name__)	CODE
LOW	…ples/adrs/can_be_late/utils/simulator/sky_spot/task.py	4	logger = logging.getLogger(__name__)	CODE
LOW	…mples/adrs/can_be_late/utils/simulator/sky_spot/env.py	18	logger = logging.getLogger(__name__)	CODE
LOW	…/adrs/can_be_late/utils/simulator/sky_spot/simulate.py	18	logger = logging.getLogger(__name__)	CODE
LOW	…e_late/utils/simulator/sky_spot/strategies/strategy.py	14	logger = logging.getLogger(__name__)	CODE
LOW⚡	examples/adrs/cloudcast/main.py	36	logger = logging.getLogger(__name__)	CODE
LOW⚡	examples/adrs/cloudcast/utils/simulation.py	22	logger = logging.getLogger(__name__)	CODE
LOW	examples/adrs/cloudcast/utils/dataset.py	8	logger = logging.getLogger(__name__)	CODE
LOW	examples/adrs/cloudcast/utils/cloudcast/__init__.py	7	__all__ = [	CODE
LOW	src/gepa/optimize_anything.py	606	__all__ = [	CODE
LOW	src/gepa/gepa_launcher.py	313	def _set_log_context(ctx: "LogContext \| None") -> None:	CODE
LOW	src/gepa/gepa_launcher.py	351	def set_log_context(ctx: LogContext) -> None:	CODE
LOW	src/gepa/lm.py	27	logger = logging.getLogger(__name__)	CODE
LOW⚡	src/gepa/core/callbacks.py	43	logger = logging.getLogger(__name__)	CODE
LOW⚡	src/gepa/core/state.py	910	def _update_objective_pareto_front(self, objective_scores: ObjectiveScores, program_idx: ProgramIdx) -> None:	CODE
LOW	src/gepa/strategies/eval_policy.py	60	__all__ = [	CODE
LOW	src/gepa/utils/code_execution.py	55	def set_use_cloudpickle(value: bool) -> None:	CODE
LOW	src/gepa/utils/code_execution.py	225	def _set_random_seeds(seed: int) -> None:	CODE
LOW	src/gepa/utils/__init__.py	41	__all__ = [	CODE
LOW	src/gepa/adapters/dspy_adapter/dspy_adapter.py	24	logger = logging.getLogger(__name__)	CODE
LOW	src/gepa/adapters/dspy_adapter/dspy_adapter.py	213	def _update_tool_descriptions(self, program: Module, tool_candidates: dict[str, Any]) -> None:	STRING
LOW	src/gepa/adapters/dspy_adapter/dspy_adapter.py	502	# def _update_candidate_tools(self, candidate, program, trajectories) -> None:	COMMENT
LOW	src/gepa/adapters/dspy_adapter/instruction_proposal.py	10	logger = logging.getLogger(__name__)	CODE
LOW⚡	src/gepa/adapters/mcp_adapter/mcp_adapter.py	26	logger = logging.getLogger(__name__)	CODE
LOW	src/gepa/adapters/mcp_adapter/__init__.py	22	__all__ = [	CODE
LOW	src/gepa/adapters/mcp_adapter/mcp_client.py	14	logger = logging.getLogger(__name__)	CODE
LOW	src/gepa/adapters/dspy_full_program_adapter/__init__.py	6	__all__ = ["DspyAdapter"]	CODE
LOW	…ters/dspy_full_program_adapter/full_program_adapter.py	15	logger = logging.getLogger(__name__)	CODE
LOW	src/gepa/adapters/confidence_adapter/__init__.py	17	__all__ = [	CODE
LOW⚡	…gepa/adapters/confidence_adapter/confidence_adapter.py	25	logger = logging.getLogger(__name__)	CODE
LOW	src/gepa/adapters/generic_rag_adapter/__init__.py	38	__all__ = [	CODE
LOW	…optimize_anything_adapter/optimize_anything_adapter.py	29	logger = logging.getLogger(__name__)	CODE
LOW	…optimize_anything_adapter/optimize_anything_adapter.py	238	def _update_best_example_evals(self, example: object, score: float, side_info: "SideInfo") -> None:	CODE
LOW	…c/gepa/adapters/langchain_adapter/langchain_adapter.py	15	logger = logging.getLogger(__name__)	CODE
LOW	src/gepa/adapters/langchain_adapter/__init__.py	7	__all__ = [	CODE
LOW⚡	…/gepa/examples/mcp_adapter/mcp_optimization_example.py	62	logger = logging.getLogger(__name__)	CODE
LOW	src/gepa/oa/__init__.py	23	__all__ = [	CODE
LOW	src/gepa/oa/proposers/__init__.py	14	__all__ = ["ClaudeCodeAgentProposer"]	CODE
LOW	src/gepa/oa/engines/__init__.py	14	__all__ = ["AutoResearchEngine", "BestOfNEngine", "GepaEngine", "MetaHarnessEngine"]	CODE
LOW	src/gepa/oa/engines/best_of_n.py	34	logger = logging.getLogger(__name__)	CODE

Docstring Block Structure7 hits · 35 pts

Severity	File	Line	Snippet	Context
HIGH	examples/adrs/cloudcast/utils/cloudcast/utils.py	47	Create a networkx graph with capacity constraints and cost info. nodes: regions edges: links with the	STRING
HIGH	src/gepa/api.py	115	GEPA is an evolutionary optimizer that evolves (multiple) text components of a complex system to optimize them towa	STRING
HIGH	src/gepa/gepa_launcher.py	1147	Optimize any text artifact using LLM-guided search. This is the main entry point for GEPA. You declare the *what	STRING
HIGH	src/gepa/adapters/mcp_adapter/mcp_client.py	330	Factory function to create the appropriate MCP client. Args: server_params: StdioServerParameters for	STRING
HIGH	…pa/adapters/generic_rag_adapter/generic_rag_adapter.py	211	Evaluate RAG system performance on a batch of query-answer examples. This method runs the complete RAG	STRING
HIGH	…adapters/generic_rag_adapter/vector_store_interface.py	44	Search for documents semantically similar to the query text. This method performs semantic similarity	STRING
HIGH	…adapters/generic_rag_adapter/vector_store_interface.py	85	Search using a pre-computed query embedding vector. This method allows direct vector similarity search	STRING

Cross-File Repetition7 hits · 35 pts

Severity	File	Snippet	Context
HIGH	…st_pareto_frontier_types/test_pareto_frontier_types.py	provides the path to the recording directory and ensures it exists.	STRING
HIGH	…lbacks_integration/test_callbacks_with_optimization.py	provides the path to the recording directory and ensures it exists.	STRING
HIGH	…_aime_prompt_optimization/test_aime_prompt_optimize.py	provides the path to the recording directory and ensures it exists.	STRING
HIGH	…ters/generic_rag_adapter/vector_stores/qdrant_store.py	search for documents similar to the query text using embeddings.	STRING
HIGH	…ers/generic_rag_adapter/vector_stores/lancedb_store.py	search for documents similar to the query text using embeddings.	STRING
HIGH	…ters/generic_rag_adapter/vector_stores/milvus_store.py	search for documents similar to the query text using embeddings.	STRING
HIGH	…rs/generic_rag_adapter/vector_stores/weaviate_store.py	search for documents similar to the query text using embeddings.	STRING

Redundant / Tautological Comments18 hits · 28 pts

Severity	File	Line	Snippet	Context
LOW	…ples/adrs/can_be_late/utils/simulator/sky_spot/task.py	158	# Check if progress has met or passed the end of this sub-task	COMMENT
LOW	…ples/adrs/can_be_late/utils/simulator/sky_spot/task.py	199	# Check if progress has met or passed the end of this sub-task (using a small tolerance)	COMMENT
LOW	…mples/adrs/can_be_late/utils/simulator/sky_spot/env.py	311	# Check if tick is within the valid range for this region	COMMENT
LOW	…mples/adrs/can_be_late/utils/simulator/sky_spot/env.py	418	# Check if we need to apply strong guarantee	COMMENT
LOW	…mples/adrs/can_be_late/utils/simulator/sky_spot/env.py	428	# Check if we have a working SPOT instance with no restart overhead	COMMENT
LOW	…mples/adrs/can_be_late/utils/simulator/sky_spot/env.py	493	# Check if trying to terminate the SAME instance type that was just launched	COMMENT
LOW	…mples/adrs/can_be_late/utils/simulator/sky_spot/env.py	534	# Check if this is a cold start (no instances running anywhere)	COMMENT
LOW	…mples/adrs/can_be_late/utils/simulator/sky_spot/env.py	537	# Check if this is a region switch	COMMENT
LOW	…mples/adrs/can_be_late/utils/simulator/sky_spot/env.py	749	# Check if we had a new launch in the previous tick	COMMENT
LOW	…/adrs/can_be_late/utils/simulator/sky_spot/simulate.py	25	# Check if this is a multi-region setup	COMMENT
LOW	…/adrs/can_be_late/utils/simulator/sky_spot/simulate.py	39	# Check if task became done after progress update	COMMENT
LOW	.github/workflows/build_and_release.yml	161	# Check if this exact version already exists on PyPI	COMMENT
LOW⚡	src/gepa/core/engine.py	721	# Check if stop_callback contains MaxMetricCallsStopper	COMMENT
LOW⚡	…ers/generic_rag_adapter/vector_stores/lancedb_store.py	170	# Check if field is a list type (vector field)	COMMENT
LOW	…ters/generic_rag_adapter/vector_stores/milvus_store.py	126	# Check if insertion was successful	COMMENT
LOW	src/gepa/gskill/gskill/swe_harness.py	82	# Check if rootless socket exists	COMMENT
LOW	src/gepa/gskill/gskill/evaluate/claude_code.py	50	# Check if rootless socket exists	COMMENT
LOW	src/gepa/gskill/gskill/evaluate/claude_code.py	283	# Check if base image exists locally - DO NOT PULL (would overwrite local build)	COMMENT

Slop Phrases8 hits · 24 pts

Severity	File	Line	Snippet	Context
MEDIUM⚡	tests/test_pareto_frontier_types/llm_cache.json	26	"('task_lm', '[{\"content\": \"You are a helpful assistant.\", \"role\": \"system\"}, {\"content\": \"Kindly be inform	CODE
MEDIUM⚡	tests/test_pareto_frontier_types/llm_cache.json	29	"('reflection_lm', \"You are a strict grader. Compare the assistant response to the gold redaction.\\nGOLD:\\nKindly b	CODE
MEDIUM⚡	tests/test_pareto_frontier_types/llm_cache.json	32	"('reflection_lm', \"I provided an assistant with the following instructions to perform a task for me:\\n```\\nYou are	CODE
MEDIUM⚡	tests/test_pareto_frontier_types/llm_cache.json	103	"('reflection_lm', \"I provided an assistant with the following instructions to perform a task for me:\\n```\\nYou are	CODE
MEDIUM⚡	tests/test_pareto_frontier_types/llm_cache.json	105	"('task_lm', '[{\"content\": \"You are a helpful assistant that receives short business communications (such as intern	CODE
MEDIUM⚡	tests/test_pareto_frontier_types/llm_cache.json	108	"('reflection_lm', \"You are a strict grader. Compare the assistant response to the gold redaction.\\nGOLD:\\nlist all	CODE
MEDIUM⚡	tests/test_pareto_frontier_types/llm_cache.json	130	"('task_lm', '[{\"content\": \"You are a helpful assistant.\\\\n\\\\nYour task is to read and accurately respond to di	CODE
MEDIUM⚡	tests/test_pareto_frontier_types/llm_cache.json	133	"('reflection_lm', \"You are a strict grader. Compare the assistant response to the gold redaction.\\nGOLD:\\n1. Keto	CODE

Over-Commented Block17 hits · 17 pts

Severity	File	Line	Snippet	Context
LOW	pyproject.toml	21		COMMENT
LOW	.claude/skills/gepa-optimize-anything/SKILL.md	81	`test_set` is separate from the modes and reporting-only: the seed and the final candidate are	COMMENT
LOW	examples/blackbox/evalset/problems.py	101		COMMENT
LOW	examples/blackbox/evalset/problems.py	121	# if config["res"] is not None:	COMMENT
LOW	examples/confidence_adapter/main.py	1	#!/usr/bin/env python3	COMMENT
LOW	…/adrs/can_be_late/utils/simulator/sky_spot/simulate.py	261	# if len(envs) > 1:	COMMENT
LOW	.github/workflows/run_tests.yml	121	# Pinned DSPy only, so a failure here can only come from the GEPA change	COMMENT
LOW	.github/workflows/run_tests.yml	141	# uses: astral-sh/setup-uv@1c37ad07a6a961277cf70c0d37d6f313000f5884 # v10.3.0	COMMENT
LOW	.github/workflows/dependency_canary.yml	1	# Fresh-resolution canary: regular CI installs from the committed uv.lock	COMMENT
LOW	.github/workflows/dspy_contract.yml	1	# Reusable: run the DSPy consumer-contract tests against the given DSPy	COMMENT
LOW	src/gepa/gepa_launcher.py	521	# include it in side_info as {"stdout": "...", "stderr": "..."}.	COMMENT
LOW	src/gepa/gepa_launcher.py	1661		COMMENT
LOW	src/gepa/adapters/dspy_adapter/dspy_adapter.py	501	#	COMMENT
LOW	src/gepa/adapters/dspy_adapter/dspy_adapter.py	521	# base_instruction = candidate[name]	COMMENT
LOW	…adapters/generic_rag_adapter/vector_stores/__init__.py	1	# Copyright (c) 2025 Lakshya A Agrawal and the GEPA contributors	COMMENT
LOW	src/gepa/examples/rag_adapter/requirements-rag.txt	21	pyarrow>=10.0.0	COMMENT
LOW	src/gepa/oa/engines/gepa.py	81		COMMENT

Magic Placeholder Names3 hits · 15 pts

Severity	File	Line	Snippet	Context
HIGH	src/gepa/adapters/generic_rag_adapter/GEPA_RAG.md	195	auth_credentials=weaviate.AuthApiKey("your-api-key"),	CODE
HIGH	src/gepa/examples/rag_adapter/RAG_GUIDE.md	79	export OPENAI_API_KEY="your-api-key"	CODE
HIGH	src/gepa/examples/rag_adapter/RAG_GUIDE.md	80	export ANTHROPIC_API_KEY="your-api-key"	CODE

AI Structural Patterns15 hits · 14 pts

Severity	File	Line	Context
LOW	src/gepa/api.py	53	CODE
LOW	src/gepa/optimize_anything.py	95	CODE
LOW	src/gepa/gepa_launcher.py	1136	CODE
LOW	src/gepa/core/engine.py	126	CODE
LOW	src/gepa/utils/code_execution.py	135	CODE
LOW	src/gepa/adapters/dspy_adapter/dspy_adapter.py	90	CODE
LOW	src/gepa/adapters/mcp_adapter/mcp_adapter.py	131	CODE
LOW	…gepa/adapters/confidence_adapter/confidence_adapter.py	349	CODE
LOW	…optimize_anything_adapter/optimize_anything_adapter.py	176	CODE
LOW	src/gepa/oa/ensemble.py	214	CODE
LOW	src/gepa/oa/ensemble.py	324	CODE
LOW	src/gepa/oa/ensemble.py	375	CODE
LOW	src/gepa/oa/ensemble.py	412	CODE
LOW	src/gepa/logging/experiment_tracker.py	415	CODE
LOW	src/gepa/logging/experiment_tracker.py	24	CODE

Hallucination Indicators1 hit · 10 pts

Severity	File	Line	Snippet	Context
CRITICAL	tests/test_dspy_full_program_adapter.py	643	self.react.extract.predict.signature = self.react.extract.predict.signature.with_updated_fields(	CODE

TODO Padding1 hit · 2 pts

Severity	File	Line	Snippet	Context
LOW	.github/workflows/build_and_release.yml	121	# TODO: Add tests using gepa	COMMENT

gepa-ai/gepa

Open-Source Code Quality, Security and Technical Debt Review