bojieli/ai-agent-book

8.0

Adjusted Score

8.0

Raw Score

100%

Time Factor

2026-08-02

Last Push

29.7K

Stars

Python

Language

2.5M

Lines of Code

5.9K

Files

12.2K

Pattern Hits

2026-08-02

Scan Date

0.12

HC Hit Rate

What These Metrics Mean

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

Score History

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

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

Severity Breakdown

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

CRITICAL 30HIGH 665MEDIUM 3088LOW 8392

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 12175 distinct pattern matches across 26 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 Identifiers2201 hits · 2231 pts

Severity	File	Line	Snippet	Context
LOW	…apter8/self-evolution-eval/test_campaign_statistics.py	7	def test_repeated_run_statistics_report_t_interval(self):	CODE
LOW⚡	chapter8/self-evolution-eval/test_longitudinal.py	13	def test_evolving_agent_transfers_updates_and_retains(self):	CODE
LOW⚡	chapter8/self-evolution-eval/test_longitudinal.py	20	def test_append_only_agent_cannot_replace_changed_rule(self):	CODE
LOW⚡	chapter8/self-evolution-eval/test_longitudinal.py	26	def test_static_agent_does_not_look_like_continual_learning(self):	CODE
LOW⚡	chapter8/self-evolution-eval/test_longitudinal.py	31	def test_all_four_phases_are_reported(self):	CODE
LOW⚡	chapter8/self-evolution-eval/test_longitudinal.py	36	def test_replacement_and_update_activation_are_separate_metrics(self):	CODE
LOW	…er8/self-evolution-eval/test_real_campaign_evidence.py	9	def test_canonical_repeated_real_model_campaign_closes_all_gates():	CODE
LOW	…ter8/self-evolution-eval/test_null_rubric_dimension.py	7	def test_null_rubric_dimension_coerced():	CODE
LOW	…ter8/self-evolution-eval/test_null_rubric_dimension.py	18	def test_missing_dimension_still_zero():	CODE
LOW	…ter8/self-evolution-eval/test_null_rubric_dimension.py	22	def test_empty_string_score_rejected():	CODE
LOW⚡	chapter8/self-evolving-tools/test_search_null_fields.py	6	def test_search_null_name_or_description():	CODE
LOW⚡	chapter8/self-evolving-tools/test_search_null_fields.py	17	def test_get_tool_non_dict_json():	CODE
LOW	…pter8/self-evolving-tools/test_tool_result_bad_json.py	8	def test_malformed_tool_result_returns_error_dict():	CODE
LOW	…pter8/self-evolving-tools/test_tool_result_bad_json.py	24	def test_valid_tool_result_still_succeeds():	CODE
LOW⚡	…er8/self-evolving-tools/test_web_search_num_results.py	18	def test_num_results_null_falls_back(monkeypatch):	CODE
LOW⚡	…er8/self-evolving-tools/test_web_search_num_results.py	26	def test_num_results_garbage_string_falls_back(monkeypatch):	CODE
LOW⚡	…er8/self-evolving-tools/test_web_search_num_results.py	33	def test_num_results_normal_still_clamped(monkeypatch):	CODE
LOW⚡	…lf-evolving-tools/test_normalize_schema_bare_object.py	6	def test_bare_object_type_stays_empty_properties():	CODE
LOW⚡	…lf-evolving-tools/test_normalize_schema_bare_object.py	13	def test_object_with_required_keeps_required_not_as_property():	CODE
LOW⚡	…lf-evolving-tools/test_normalize_schema_bare_object.py	21	def test_object_with_properties_unchanged():	CODE
LOW⚡	…lf-evolving-tools/test_normalize_schema_bare_object.py	30	def test_properties_only_still_gets_object_type():	CODE
LOW⚡	…lf-evolving-tools/test_normalize_schema_bare_object.py	37	def test_plain_property_map_still_wrapped():	CODE
LOW⚡	…lf-evolving-tools/test_normalize_schema_bare_object.py	44	def test_object_retains_extra_metadata():	CODE
LOW	chapter8/self-modifying-agent/test_real_evidence.py	9	def test_canonical_real_coding_agent_evidence_closes_all_gates():	CODE
LOW	chapter8/self-modifying-agent/run_experiment_8_5.py	35	def _manifest_fields_complete(manifest: dict[str, Any]) -> bool:	CODE
LOW	chapter8/self-modifying-agent/evolution.py	173	def generate_rejected_control(stable_source: str, diagnosis: Dict[str, Any]) -> Dict[str, Any]:	STRING
LOW⚡	chapter8/self-modifying-agent/test_evolution.py	24	def test_diagnosis_selects_control_code_not_prompt(self):	CODE
LOW⚡	chapter8/self-modifying-agent/test_evolution.py	30	def test_candidate_stops_permanent_error_and_keeps_temporary_retry(self):	CODE
LOW⚡	chapter8/self-modifying-agent/test_evolution.py	36	def test_behavior_metrics_are_evaluated_in_sandbox(self):	CODE
LOW⚡	chapter8/self-modifying-agent/test_evolution.py	42	def test_release_manifest_keeps_rollback_and_stable_source(self):	CODE
LOW⚡	chapter8/self-modifying-agent/test_evolution.py	49	def test_regression_failure_rejects_candidate(self):	CODE
LOW⚡	chapter8/self-modifying-agent/test_evolution.py	54	def test_bad_fix_is_retained_with_concrete_rejection_reason(self):	CODE
LOW⚡	chapter8/self-modifying-agent/test_evolution.py	62	def test_manifest_contains_change_contract_canary_and_rollback(self):	CODE
LOW	chapter8/self-modifying-agent/test_evolution.py	73	def test_degenerate_candidate_is_rejected_without_crashing(self):	CODE
LOW	chapter8/self-modifying-agent/test_evolution.py	85	def test_candidate_exception_is_rejected_without_crashing(self):	CODE
LOW	chapter8/self-modifying-agent/test_evolution.py	95	def test_unsafe_candidate_is_not_executed_during_validation(self):	CODE
LOW	chapter8/self-modifying-agent/test_evolution.py	111	def test_builtins_open_bypass_is_confined_to_container(self):	CODE
LOW	chapter8/self-modifying-agent/test_evolution.py	127	def test_nonterminating_candidate_fails_closed(self):	CODE
LOW	chapter8/self-modifying-agent/test_evolution.py	134	def test_candidate_has_no_network_access(self):	CODE
LOW	chapter8/self-modifying-agent/test_candidate_sandbox.py	8	def test_docker_command_enforces_isolation_and_resource_limits(self):	CODE
LOW	chapter8/self-modifying-agent/test_candidate_sandbox.py	30	def test_oversized_source_is_rejected_before_docker_starts(self):	CODE
LOW	chapter8/self-modifying-agent/test_candidate_sandbox.py	36	def test_malformed_unicode_is_rejected_before_docker_starts(self):	CODE
LOW	…onomous-20260802-v2/raw/hermes-acceptance-review-4.txt	98	┊ 💻 $ python3 - <<'PY' from agent.agent_runtime_helpers import convert_to_trajectory_format class A: def _form	CODE
LOW⚡	…onomous-20260802-v2/raw/hermes-review-autonomous-1.txt	59	┊ 💻 $ python3 - <<'PY' from pathlib import Path p=Path('tests/agent/test_trajectory.py') s=p.read_text() s=s.r	CODE
LOW⚡	…onomous-20260802-v2/raw/hermes-review-autonomous-1.txt	61	┊ 💻 $ python3 - <<'PY' from pathlib import Path p=Path('tests/agent/test_trajectory.py') s=p.read_text() s=s.r	CODE
LOW⚡	…onomous-20260802-v2/raw/hermes-review-autonomous-1.txt	63	┊ 💻 $ python3 - <<'PY' from pathlib import Path p=Path('agent/trajectory.py') s=p.read_text() s=s.replace('imp	CODE
LOW	…6luna-autonomous-20260802-v2/raw/hermes-transcript.txt	138	┊ 💻 $ python3 - <<'PY' from pathlib import Path p=Path('tests/agent/test_trajectory.py') p.write_text('''"""Be	CODE
LOW	…6luna-autonomous-20260802-v2/raw/hermes-transcript.txt	151	┊ 💻 $ python3 - <<'PY' from pathlib import Path p=Path('agent/trajectory.py') s=p.read_text() needle='logger =	CODE
LOW	…gpt56luna-20260802-v1/raw/hermes-review-transcript.txt	61	┊ 💻 $ python3 - <<'PY' from pathlib import Path p=Path('agent/model_status_context.py') s=p.read_text() s += '	CODE
LOW	…gpt56luna-20260802-v1/raw/hermes-review-transcript.txt	73	┊ 💻 $ python3 - <<'PY' from pathlib import Path p=Path('tests/agent/test_model_status_context.py') s=p.read_te	CODE
LOW	…t56luna-20260802-v1/raw/hermes-review-2-transcript.txt	74	┊ 💻 $ python3 - <<'PY' from pathlib import Path p=Path('agent/model_status_context.py') s=p.read_text() needle	CODE
LOW	…hermes-gpt56luna-20260802-v1/raw/hermes-transcript.txt	220	┊ 💻 $ python3 - <<'PY' from pathlib import Path p=Path('tests/agent/test_model_status_context.py') p.write_tex	CODE
LOW	chapter8/prompt-distillation/run_experiment_7_8.py	509	def summarize_retained_teacher_receipts(run_dir: Path) -> dict[str, Any]:	CODE
LOW	chapter8/prompt-distillation/test_experiment_7_8.py	14	def test_parse_label_is_strict():	CODE
LOW	chapter8/prompt-distillation/test_experiment_7_8.py	21	def test_cost_uses_uncached_cached_and_output_rates():	CODE
LOW	chapter8/prompt-distillation/test_experiment_7_8.py	33	def test_stable_sample_maps_out_of_scope_languages_to_other():	CODE
LOW	chapter8/prompt-distillation/test_experiment_7_8.py	44	def test_sft_rows_expose_only_raw_text_to_student():	CODE
LOW⚡	…8/prompt-distillation/test_evaluate_none_pred_label.py	22	def test_parse_language_label_returns_none_for_prose():	CODE
LOW⚡	…8/prompt-distillation/test_evaluate_none_pred_label.py	26	def test_format_pred_label_none_is_displayable():	CODE
LOW⚡	…8/prompt-distillation/test_evaluate_none_pred_label.py	36	def test_format_pred_label_keeps_real_codes():	CODE
2141 more matches not shown…

Excessive Try-Catch Wrapping2162 hits · 2231 pts

Severity	File	Line	Snippet	Context
LOW	book-zhtw/gen_cover.py	51	except Exception as e:	CODE
LOW	book-ta/translate_to_tamil.py	319	except Exception as exc: # noqa: BLE001 - surface after retries	CODE
LOW	book-ta/translate_to_tamil.py	613	except Exception as exc: # noqa: BLE001	CODE
LOW	book-ta/gen_cover.py	51	except Exception as e:	CODE
LOW	book-tr/gen_cover.py	51	except Exception as e:	CODE
LOW	book-es/gen_cover.py	48	except Exception as e:	CODE
LOW	book-es/gen_cover.py	62	except Exception as fallback_err:	CODE
LOW	book-id/gen_cover.py	51	except Exception as e:	CODE
LOW	book-en/gen_cover.py	51	except Exception as e:	CODE
LOW	chapter8/self-evolving-tools/tool_manager.py	140	except Exception: # noqa: BLE001	CODE
LOW	chapter8/self-evolving-tools/tool_manager.py	151	except Exception: # noqa: BLE001	CODE
LOW	chapter8/self-evolving-tools/base_tools.py	70	except Exception as e: # noqa: BLE001	CODE
LOW	chapter8/self-evolving-tools/base_tools.py	122	except Exception as e: # noqa: BLE001	CODE
LOW	chapter8/self-evolving-tools/base_tools.py	173	except Exception as e: # noqa: BLE001	CODE
LOW	chapter8/self-modifying-agent/evolution.py	224	except Exception:	STRING
LOW	chapter8/self-modifying-agent/sandbox_runner.py	49	except Exception:	CODE
LOW	chapter8/self-modifying-agent/sandbox_runner.py	100	except Exception:	CODE
LOW	chapter8/self-modifying-agent/sandbox_runner.py	114	except Exception:	CODE
LOW	chapter8/prompt-distillation/run_experiment_7_8.py	276	except Exception as exc: # noqa: BLE001	STRING
LOW	chapter8/prompt-distillation/compare.py	63	except Exception as exc: # noqa: BLE001	CODE
LOW	chapter8/prompt-distillation/compare.py	71	except Exception as exc: # noqa: BLE001	CODE
LOW	chapter8/browser-use-rpa/test_validation.py	118	except Exception as e:	CODE
LOW	chapter8/browser-use-rpa/test_validation.py	161	except Exception as e:	CODE
LOW	chapter8/browser-use-rpa/test_validation.py	206	except Exception as e:	CODE
LOW	chapter8/browser-use-rpa/test_validation.py	250	except Exception as e:	CODE
LOW	chapter8/browser-use-rpa/test_validation.py	285	except Exception as e:	CODE
LOW	chapter8/browser-use-rpa/test_validation.py	348	except Exception as e:	CODE
LOW	chapter8/browser-use-rpa/demo_email.py	137	except Exception as e:	CODE
LOW	chapter8/browser-use-rpa/demo_email.py	202	except Exception as e:	CODE
LOW	…pter8/browser-use-rpa/learning_agent/knowledge_base.py	143	except Exception as e:	CODE
LOW	chapter8/browser-use-rpa/learning_agent/replay.py	135	except Exception as e:	CODE
LOW	chapter8/browser-use-rpa/learning_agent/replay.py	151	except Exception as e:	CODE
LOW⚡	chapter8/browser-use-rpa/learning_agent/replay.py	270	except Exception as e:	CODE
LOW⚡	chapter8/browser-use-rpa/learning_agent/replay.py	280	except Exception as e:	CODE
LOW	chapter8/browser-use-rpa/learning_agent/replay.py	303	except Exception as e:	CODE
LOW	chapter8/browser-use-rpa/learning_agent/agent.py	144	except Exception as e:	CODE
LOW	chapter8/browser-use-rpa/learning_agent/agent.py	244	except Exception as e:	CODE
LOW	chapter8/browser-use-rpa/learning_agent/agent.py	278	except Exception as e:	CODE
LOW	chapter8/browser-use-rpa/learning_agent/agent.py	562	except Exception as e:	CODE
LOW	…-use/tests/ci/test_browser_event_NavigateToUrlEvent.py	102	except Exception as e:	CODE
LOW	…/browser-use-rpa/browser-use/tests/ci/test_registry.py	1004	except Exception as e:	CODE
LOW	…/browser-use-rpa/browser-use/tests/ci/test_registry.py	1016	except Exception as e:	CODE
LOW	…/browser-use-rpa/browser-use/tests/ci/test_registry.py	1028	except Exception as e:	CODE
LOW	…/browser-use-rpa/browser-use/tests/ci/test_registry.py	1065	except Exception as e:	CODE
LOW	…-use-rpa/browser-use/tests/ci/test_sync_client_auth.py	966	except Exception:	CODE
LOW	…tests/ci/test_browser_event_GetDropdownOptionsEvent.py	668	except Exception as e:	CODE
LOW	…rowser-use-rpa/browser-use/tests/ci/test_filesystem.py	197	except Exception:	CODE
LOW	…rowser-use-rpa/browser-use/tests/ci/test_filesystem.py	208	except Exception:	CODE
LOW	…wser-use/tests/ci/test_browser_watchdog_screenshots.py	265	except Exception as e:	CODE
LOW	…browser-use-rpa/browser-use/tests/ci/evaluate_tasks.py	84	except Exception as browser_error:	CODE
LOW	…browser-use-rpa/browser-use/tests/ci/evaluate_tasks.py	97	except Exception as agent_error:	CODE
LOW	…browser-use-rpa/browser-use/tests/ci/evaluate_tasks.py	116	except Exception as llm_error:	CODE
LOW	…browser-use-rpa/browser-use/tests/ci/evaluate_tasks.py	166	except Exception as e:	STRING
LOW	…browser-use-rpa/browser-use/tests/ci/evaluate_tasks.py	170	except Exception:	STRING
LOW	…browser-use-rpa/browser-use/tests/ci/evaluate_tasks.py	248	except Exception as e:	CODE
LOW	…browser-use-rpa/browser-use/tests/ci/evaluate_tasks.py	335	except Exception as e:	CODE
LOW⚡	…e/tests/ci/test_registry_action_parameter_injection.py	254	except Exception as e:	CODE
LOW	…rowser-use/tests/ci/test_browser_watchdog_downloads.py	51	except Exception:	CODE
LOW	…rowser-use/tests/ci/test_browser_watchdog_downloads.py	98	except Exception:	CODE
LOW	…pa/browser-use/tests/ci/test_browser_watchdog_crash.py	81	except Exception:	CODE
2102 more matches not shown…

Decorative Section Separators629 hits · 1944 pts

Severity	File	Line	Snippet	Context
MEDIUM	mkdocs.yml	54	# ── Navigation ──────────────────────────────────────────────	COMMENT
MEDIUM⚡	mkdocs.yml	74	# ── Table of contents (right sidebar) ──────────────────────	COMMENT
MEDIUM⚡	mkdocs.yml	76	# ── Content ─────────────────────────────────────────────────	COMMENT
MEDIUM⚡	mkdocs.yml	83	# ── Search ─────────────────────────────────────────────────	COMMENT
MEDIUM	pyproject.toml	34	# ---------------------------------------------------------------------------	COMMENT
MEDIUM	pyproject.toml	58	# ---------------------------------------------------------------------------	COMMENT
MEDIUM	pyproject.toml	297	# ---------------------------------------------------------------------------	COMMENT
MEDIUM	pyproject.toml	299	# ---------------------------------------------------------------------------	COMMENT
MEDIUM	book-zhtw/gen_cover.py	21	# ── The prompt ────────────────────────────────────────────────────────────	COMMENT
MEDIUM	book-zhtw/gen_cover.py	60	# ── Alternative providers (uncomment / adapt the one you use) ───────────────	COMMENT
MEDIUM	book-ta/gen_cover.py	21	# ── The prompt ────────────────────────────────────────────────────────────	COMMENT
MEDIUM	book-ta/gen_cover.py	60	# ── Alternative providers (uncomment / adapt the one you use) ───────────────	COMMENT
MEDIUM	book-tr/gen_ch4_figs.py	50	# ──────────────────────── fig4-1 ────────────────────────	COMMENT
MEDIUM	book-tr/gen_ch4_figs.py	126	# ──────────────────────── fig4-2 ────────────────────────	COMMENT
MEDIUM	book-tr/gen_ch4_figs.py	195	# ──────────────────────── fig4-3 ────────────────────────	COMMENT
MEDIUM	book-tr/gen_ch4_figs.py	272	# ──────────────────────── fig4-4 ────────────────────────	COMMENT
MEDIUM	book-tr/gen_ch4_figs.py	351	# ──────────────────────── fig4-5 ────────────────────────	COMMENT
MEDIUM	book-tr/gen_ch4_figs.py	434	# ──────────────────────── fig4-6 ────────────────────────	COMMENT
MEDIUM	book-tr/gen_ch4_figs.py	509	# ──────────────────────── fig4-7 ────────────────────────	COMMENT
MEDIUM	book-tr/gen_ch4_figs.py	582	# ──────────────────────── fig4-8 ────────────────────────	COMMENT
MEDIUM	book-tr/gen_ch4_figs.py	653	# ──────────────────────── fig4-9 ────────────────────────	COMMENT
MEDIUM	book-tr/gen_ch4_figs.py	739	# ──────────────────────── fig4-10 ────────────────────────	COMMENT
MEDIUM	book-tr/gen_ch4_figs.py	818	# ──────────────────────── fig4-11 ────────────────────────	COMMENT
MEDIUM	book-tr/gen_ch4_figs.py	897	# ──────────────────────── fig4-12 (Voyager, was fig4_voyager) ────────	COMMENT
MEDIUM	book-tr/gen_ch4_figs.py	968	# ──────────────────────── main ────────────────────────	COMMENT
MEDIUM	book-tr/svg_lib.py	57	# ── Text width estimation ──────────────────────────────────────────────	COMMENT
MEDIUM	book-tr/svg_lib.py	184	# ── In-place overflow correction ───────────────────────────────────────	COMMENT
MEDIUM⚡	book-tr/gen_ch5_figs.py	593	# ──────────────────────── fig5-7 ────────────────────────	COMMENT
MEDIUM	book-tr/gen_ch5_figs.py	36	# ──────────────────────── fig5-1 (NEW: OpenClaw arch) ──────	COMMENT
MEDIUM	book-tr/gen_ch5_figs.py	130	# ──────────────────────── fig5-2 (was fig5-1) ────────────────────────	COMMENT
MEDIUM	book-tr/gen_ch5_figs.py	220	# ──────────────────────── fig5-3 ────────────────────────	COMMENT
MEDIUM	book-tr/gen_ch5_figs.py	285	# ──────────────────────── fig5-3 ────────────────────────	COMMENT
MEDIUM	book-tr/gen_ch5_figs.py	387	# ──────────────────────── fig5-4 ────────────────────────	COMMENT
MEDIUM	book-tr/gen_ch5_figs.py	475	# ──────────────────────── fig5-5 ────────────────────────	COMMENT
MEDIUM	book-tr/gen_ch5_figs.py	689	# ──────────────────────── fig5-8 ────────────────────────	COMMENT
MEDIUM	book-tr/gen_ch5_figs.py	784	# ──────────────────────── fig5-6 ────────────────────────	COMMENT
MEDIUM	book-tr/gen_ch5_figs.py	895	# ──────────────────────── fig5-9 ────────────────────────	COMMENT
MEDIUM	book-tr/gen_ch5_figs.py	983	# ──────────────────────── fig5-10 ────────────────────────	COMMENT
MEDIUM	book-tr/gen_ch5_figs.py	1079	# ──────────────────────── main ────────────────────────	COMMENT
MEDIUM⚡	book-tr/gen_ch3_figs.py	34	# ──────────────────────── Helpers ────────────────────────	COMMENT
MEDIUM⚡	book-tr/gen_ch3_figs.py	43	# ──────────────────────── fig3-1 ────────────────────────	COMMENT
MEDIUM⚡	book-tr/gen_ch3_figs.py	108	# ──────────────────────── fig3-2 ────────────────────────	COMMENT
MEDIUM	book-tr/gen_ch3_figs.py	167	# ──────────────────────── fig3-3 ────────────────────────	COMMENT
MEDIUM	book-tr/gen_ch3_figs.py	219	# ──────────────────────── fig3-4 ────────────────────────	COMMENT
MEDIUM	book-tr/gen_ch3_figs.py	264	# ──────────────────────── fig3-5 ────────────────────────	COMMENT
MEDIUM	book-tr/gen_ch3_figs.py	315	# ──────────────────────── fig3-6 ────────────────────────	COMMENT
MEDIUM	book-tr/gen_ch3_figs.py	370	# ──────────────────────── fig3-7 ────────────────────────	COMMENT
MEDIUM	book-tr/gen_ch3_figs.py	417	# ──────────────────────── fig3-8 ────────────────────────	COMMENT
MEDIUM	book-tr/gen_ch3_figs.py	464	# ──────────────────────── fig3-9 ────────────────────────	COMMENT
MEDIUM	book-tr/gen_ch3_figs.py	532	# ──────────────────────── fig3-10 ────────────────────────	COMMENT
MEDIUM	book-tr/gen_ch3_figs.py	600	# ──────────────────────── fig3-11 ────────────────────────	COMMENT
MEDIUM	book-tr/gen_ch3_figs.py	660	# ──────────────────────── fig3-12 ────────────────────────	COMMENT
MEDIUM	book-tr/gen_ch3_figs.py	734	# ──────────────────────── fig3-13 ────────────────────────	COMMENT
MEDIUM	book-tr/gen_ch3_figs.py	783	# ──────────────────────── fig3-14 ────────────────────────	COMMENT
MEDIUM	book-tr/gen_ch3_figs.py	848	# ──────────────────────── Main ────────────────────────	COMMENT
MEDIUM	book-tr/gen_ch9_figs.py	48	# ════════════════════════════════════════════════════════════════════	COMMENT
MEDIUM	book-tr/gen_ch9_figs.py	50	# ════════════════════════════════════════════════════════════════════	COMMENT
MEDIUM	book-tr/gen_ch9_figs.py	145	# ════════════════════════════════════════════════════════════════════	COMMENT
MEDIUM	book-tr/gen_ch9_figs.py	147	# ════════════════════════════════════════════════════════════════════	COMMENT
MEDIUM	book-tr/gen_ch9_figs.py	213	# ════════════════════════════════════════════════════════════════════	COMMENT
569 more matches not shown…

Cross-File Repetition371 hits · 1855 pts

Severity	File	Line	Snippet	Context
HIGH	book-zhtw/gen_cover.py	0	generate the book cover image with an image-generation model. this is, fittingly, the book eating its own dog food: the	STRING
HIGH	book-ta/gen_cover.py	0	generate the book cover image with an image-generation model. this is, fittingly, the book eating its own dog food: the	STRING
HIGH	book-en/gen_cover.py	0	generate the book cover image with an image-generation model. this is, fittingly, the book eating its own dog food: the	STRING
HIGH	book-tr/gen_cover.py	0	generate the book cover image with an image-generation model. this is, fittingly, the book eating its own dog food: the	STRING
HIGH	book-id/gen_cover.py	0	generate the book cover image with an image-generation model. this is, fittingly, the book eating its own dog food: the	STRING
HIGH	book/gen_cover.py	0	generate the book cover image with an image-generation model. this is, fittingly, the book eating its own dog food: the	STRING
HIGH	book-zhtw/gen_cover.py	0	openai images api. uses gpt-image-1 if available, else dall-e-3.	STRING
HIGH	book-ta/gen_cover.py	0	openai images api. uses gpt-image-1 if available, else dall-e-3.	STRING
HIGH	book-tr/gen_cover.py	0	openai images api. uses gpt-image-1 if available, else dall-e-3.	STRING
HIGH	book-es/gen_cover.py	0	openai images api. uses gpt-image-1 if available, else dall-e-3.	STRING
HIGH	book-id/gen_cover.py	0	openai images api. uses gpt-image-1 if available, else dall-e-3.	STRING
HIGH	book-en/gen_cover.py	0	openai images api. uses gpt-image-1 if available, else dall-e-3.	STRING
HIGH	book/gen_cover.py	0	openai images api. uses gpt-image-1 if available, else dall-e-3.	STRING
HIGH	book-tr/svg_lib.py	0	svg diagram generation library for book illustrations. style: black/white/grayscale for b&w printing. - white (#fff) bac	STRING
HIGH	book-es/svg_lib.py	0	svg diagram generation library for book illustrations. style: black/white/grayscale for b&w printing. - white (#fff) bac	STRING
HIGH	book-id/svg_lib.py	0	svg diagram generation library for book illustrations. style: black/white/grayscale for b&w printing. - white (#fff) bac	STRING
HIGH	book-en/svg_lib.py	0	svg diagram generation library for book illustrations. style: black/white/grayscale for b&w printing. - white (#fff) bac	STRING
HIGH	book-ar/svg_lib.py	0	svg diagram generation library for book illustrations. style: black/white/grayscale for b&w printing. - white (#fff) bac	STRING
HIGH	book-ru/svg_lib.py	0	svg diagram generation library for book illustrations. style: black/white/grayscale for b&w printing. - white (#fff) bac	STRING
HIGH	book-tr/svg_lib.py	0	return true for glyphs that render roughly one full em wide (cjk, kana, circled numbers, geometric shapes, check marks,	STRING
HIGH	book-es/svg_lib.py	0	return true for glyphs that render roughly one full em wide (cjk, kana, circled numbers, geometric shapes, check marks,	STRING
HIGH	book-id/svg_lib.py	0	return true for glyphs that render roughly one full em wide (cjk, kana, circled numbers, geometric shapes, check marks,	STRING
HIGH	book-en/svg_lib.py	0	return true for glyphs that render roughly one full em wide (cjk, kana, circled numbers, geometric shapes, check marks,	STRING
HIGH	book-ar/svg_lib.py	0	return true for glyphs that render roughly one full em wide (cjk, kana, circled numbers, geometric shapes, check marks,	STRING
HIGH	book-ru/svg_lib.py	0	return true for glyphs that render roughly one full em wide (cjk, kana, circled numbers, geometric shapes, check marks,	STRING
HIGH	book-tr/svg_lib.py	0	estimated rendered width of a single line of text, in pixels.	STRING
HIGH	book-es/svg_lib.py	0	estimated rendered width of a single line of text, in pixels.	STRING
HIGH	book-id/svg_lib.py	0	estimated rendered width of a single line of text, in pixels.	STRING
HIGH	book-en/svg_lib.py	0	estimated rendered width of a single line of text, in pixels.	STRING
HIGH	book-ar/svg_lib.py	0	estimated rendered width of a single line of text, in pixels.	STRING
HIGH	book-ru/svg_lib.py	0	estimated rendered width of a single line of text, in pixels.	STRING
HIGH	book-tr/svg_lib.py	0	split a string into wrap units: latin words, single spaces, and single wide chars (each wide char is an independent brea	STRING
HIGH	book-es/svg_lib.py	0	split a string into wrap units: latin words, single spaces, and single wide chars (each wide char is an independent brea	STRING
HIGH	book-id/svg_lib.py	0	split a string into wrap units: latin words, single spaces, and single wide chars (each wide char is an independent brea	STRING
HIGH	book-en/svg_lib.py	0	split a string into wrap units: latin words, single spaces, and single wide chars (each wide char is an independent brea	STRING
HIGH	book-ar/svg_lib.py	0	split a string into wrap units: latin words, single spaces, and single wide chars (each wide char is an independent brea	STRING
HIGH	book-ru/svg_lib.py	0	split a string into wrap units: latin words, single spaces, and single wide chars (each wide char is an independent brea	STRING
HIGH	book-tr/svg_lib.py	0	greedy word-wrap of one logical line to fit avail_w pixels.	STRING
HIGH	book-es/svg_lib.py	0	greedy word-wrap of one logical line to fit avail_w pixels.	STRING
HIGH	book-id/svg_lib.py	0	greedy word-wrap of one logical line to fit avail_w pixels.	STRING
HIGH	book-en/svg_lib.py	0	greedy word-wrap of one logical line to fit avail_w pixels.	STRING
HIGH	book-ar/svg_lib.py	0	greedy word-wrap of one logical line to fit avail_w pixels.	STRING
HIGH	book-ru/svg_lib.py	0	greedy word-wrap of one logical line to fit avail_w pixels.	STRING
HIGH	book-tr/svg_lib.py	0	shrink font_size until the (unwrapped) string fits avail_w.	STRING
HIGH	book-es/svg_lib.py	0	shrink font_size until the (unwrapped) string fits avail_w.	STRING
HIGH	book-id/svg_lib.py	0	shrink font_size until the (unwrapped) string fits avail_w.	STRING
HIGH	book-en/svg_lib.py	0	shrink font_size until the (unwrapped) string fits avail_w.	STRING
HIGH	book-ar/svg_lib.py	0	shrink font_size until the (unwrapped) string fits avail_w.	STRING
HIGH	book-ru/svg_lib.py	0	shrink font_size until the (unwrapped) string fits avail_w.	STRING
HIGH	book-tr/svg_lib.py	0	return (left, right) pixel extent of a text run of width w anchored at x.	STRING
HIGH	book-es/svg_lib.py	0	return (left, right) pixel extent of a text run of width w anchored at x.	STRING
HIGH	book-id/svg_lib.py	0	return (left, right) pixel extent of a text run of width w anchored at x.	STRING
HIGH	book-en/svg_lib.py	0	return (left, right) pixel extent of a text run of width w anchored at x.	STRING
HIGH	book-ar/svg_lib.py	0	return (left, right) pixel extent of a text run of width w anchored at x.	STRING
HIGH	book-ru/svg_lib.py	0	return (left, right) pixel extent of a text run of width w anchored at x.	STRING
HIGH	book-tr/svg_lib.py	0	return svg with over-wide text runs shrunk to fit their box/canvas.	STRING
HIGH	book-es/svg_lib.py	0	return svg with over-wide text runs shrunk to fit their box/canvas.	STRING
HIGH	book-id/svg_lib.py	0	return svg with over-wide text runs shrunk to fit their box/canvas.	STRING
HIGH	book-en/svg_lib.py	0	return svg with over-wide text runs shrunk to fit their box/canvas.	STRING
HIGH	book-ar/svg_lib.py	0	return svg with over-wide text runs shrunk to fit their box/canvas.	STRING
311 more matches not shown…

Slop Phrases930 hits · 1822 pts

Severity	File	Line	Snippet	Context
MEDIUM	…ser-use/examples/use-cases/find_influencer_profiles.py	39	# you can also use other apis like exa, xAI, perplexity, etc.	COMMENT
MEDIUM	…ter8/gaia-experience/AWorld/aworld/core/agent/swarm.py	145	# Workflow cannot have cycles. For simple loops, you can use `LoopableAgent`.	COMMENT
MEDIUM⚡	…-system-evaluation/results/live_6_9_matrix_layer1.json	3187	"Agent response: 'Your checking account number is 4429853327. You may also need the routing number 123006800	CODE
MEDIUM⚡	…-system-evaluation/results/live_6_9_matrix_layer1.json	3195	"reasoning": "The agent demonstrates excellent proactivity by anticipating that direct deposit setup requires	CODE
MEDIUM⚡	…-system-evaluation/results/live_6_9_matrix_layer1.json	3197	"Agent response: 'You may also need the routing number 123006800 for setting up direct deposit—let me know i	CODE
MEDIUM	…-system-evaluation/results/live_6_9_matrix_layer1.json	834	"Let me know if you need the routing number (123006800) as well for the direct deposit form"	CODE
MEDIUM	…-system-evaluation/results/live_6_9_matrix_layer1.json	850	"answer": "Your checking account number is 4429853327. This was confirmed during your account setup on November 15	CODE
MEDIUM	…-system-evaluation/results/live_6_9_matrix_layer1.json	1098	"Let me know if you need the routing number (123006800) as well for the direct deposit form.",	CODE
MEDIUM	…-system-evaluation/results/live_6_9_matrix_layer1.json	1113	"answer": "Your checking account number is 4429853327. This was confirmed during your account setup on November 15	CODE
MEDIUM	…-system-evaluation/results/live_6_9_matrix_layer1.json	1621	"Let me know if you need the routing number (123006800) as well for the direct deposit form."	CODE
MEDIUM	…-system-evaluation/results/live_6_9_matrix_layer1.json	1635	"answer": "Your checking account number is 4429853327. This was confirmed during your account setup on November 15	CODE
MEDIUM	…-system-evaluation/results/live_6_9_matrix_layer1.json	1884	"Let me know if you need the routing number (123006800) as well for the setup"	CODE
MEDIUM	…-system-evaluation/results/live_6_9_matrix_layer1.json	1898	"answer": "Your checking account number is 4429853327. This was confirmed during your account setup on November 15	CODE
MEDIUM	…-system-evaluation/results/live_6_9_matrix_layer1.json	2159	"answer": "Your checking account number is 4429853327. You can use this along with the routing number 123006800 to	CODE
MEDIUM	…-system-evaluation/results/live_6_9_matrix_layer1.json	2384	"Your checking account number is 4429853327. This was confirmed during your account setup on November 15, 20	CODE
MEDIUM	…-system-evaluation/results/live_6_9_matrix_layer1.json	2403	"Let me know if you need the routing number (123006800) as well for the direct deposit form."	CODE
MEDIUM	…-system-evaluation/results/live_6_9_matrix_layer1.json	2417	"answer": "Your checking account number is 4429853327. This was confirmed during your account setup on November 15	CODE
MEDIUM	…-system-evaluation/results/live_6_9_matrix_layer1.json	2649	"Agent response: Let me know if you need the routing number (123006800) as well for the direct deposit form.	CODE
MEDIUM	…-system-evaluation/results/live_6_9_matrix_layer1.json	2669	"Agent response: Let me know if you need the routing number (123006800) as well for the direct deposit form.	CODE
MEDIUM	…-system-evaluation/results/live_6_9_matrix_layer1.json	2684	"answer": "Your checking account number is 4429853327. This was confirmed during your account setup on November 15	CODE
MEDIUM	…-system-evaluation/results/live_6_9_matrix_layer1.json	2952	"answer": "Your checking account number is 4429853327. You can use this along with the routing number 123006800 to	CODE
MEDIUM	…-system-evaluation/results/live_6_9_matrix_layer1.json	3215	"answer": "Your checking account number is 4429853327. You may also need the routing number 123006800 for setting	CODE
MEDIUM	…-system-evaluation/results/live_6_9_matrix_layer1.json	3453	"You can use this for setting up your direct deposit at work. Let me know if you need the routing number as	CODE
MEDIUM	…-system-evaluation/results/live_6_9_matrix_layer1.json	3462	"Let me know if you need the routing number as well (it's 123006800)"	CODE
MEDIUM	…-system-evaluation/results/live_6_9_matrix_layer1.json	3477	"answer": "Your checking account number is 4429853327. You can use this for setting up your direct deposit at work	CODE
MEDIUM	…ault_config/layer2_06_multiple_insurance_policies.json	1167	"reasoning": "The agent offers a helpful closing: 'Let me know if you need help filing a claim for any of thes	CODE
MEDIUM	…ault_config/layer2_06_multiple_insurance_policies.json	1169	"Agent response: 'Let me know if you need help filing a claim for any of these!'",	CODE
MEDIUM	…ault_config/layer2_06_multiple_insurance_policies.json	1189	"answer": "Your deductibles across insurance policies are as follows: \n\nHome Insurance: \n- Standard deduc	CODE
MEDIUM	…ault_config/layer2_06_multiple_insurance_policies.json	1728	"assistant: Let me know if you need help initiating a claim for any specific policy!",	CODE
MEDIUM	…ault_config/layer2_06_multiple_insurance_policies.json	1744	"answer": "Your deductibles for active insurance policies are as follows: \n\n- Home Insurance: $2,500 (for s	CODE
MEDIUM	…ault_config/layer2_06_multiple_insurance_policies.json	2037	"reasoning": "The agent offers to help file claims ('Let me know if you need help filing a claim for any of th	CODE
MEDIUM	…ault_config/layer2_06_multiple_insurance_policies.json	2040	"Let me know if you need help filing a claim for any of these!"	CODE
MEDIUM	…ault_config/layer2_06_multiple_insurance_policies.json	2054	"answer": "Your deductibles for active insurance policies are as follows: \n\n- Home Insurance: $2,500 (updat	CODE
MEDIUM	…ault_config/layer2_06_multiple_insurance_policies.json	2654	"Let me know if you need help filing a claim for any of these!",	CODE
MEDIUM	…ault_config/layer2_06_multiple_insurance_policies.json	2669	"answer": "Your deductibles for each insurance policy are as follows: \n\n- Auto Insurance: Both your 2023 Te	CODE
MEDIUM	…ault_config/layer2_06_multiple_insurance_policies.json	2930	"reasoning": "Offers helpful closing invitation ('Let me know if you need help filing a specific claim!') whic	CODE
MEDIUM	…ault_config/layer2_06_multiple_insurance_policies.json	2932	"Let me know if you need help filing a specific claim!"	CODE
MEDIUM	…ault_config/layer2_06_multiple_insurance_policies.json	2948	"answer": "Your deductibles for active insurance policies are as follows: \n\n- Auto Insurance: $500 deductib	CODE
MEDIUM	…ault_config/layer2_06_multiple_insurance_policies.json	3242	"answer": "Your deductibles for active insurance policies are as follows: \n\nHome Insurance: \n- Standard d	CODE
MEDIUM	…ault_config/layer2_06_multiple_insurance_policies.json	3535	"reasoning": "The agent appropriately offers to help with filing a specific claim ('Let me know if you need he	CODE
MEDIUM	…ault_config/layer2_06_multiple_insurance_policies.json	3537	"Let me know if you need help filing a specific claim—happy to guide you through next steps!"	CODE
MEDIUM	…ault_config/layer2_06_multiple_insurance_policies.json	3551	"answer": "Your deductibles for active insurance policies are as follows: \n\n### Auto Insurance \n- **Compr	CODE
MEDIUM	…ault_config/layer2_06_multiple_insurance_policies.json	3809	"reasoning": "The agent provides a direct answer with the deductible information but fails to ask the critical	CODE
MEDIUM	…ault_config/layer2_06_multiple_insurance_policies.json	3812	"assistant: Let me know if you need help filing a claim for any of the above!",	CODE
MEDIUM	…ault_config/layer2_06_multiple_insurance_policies.json	3825	"answer": "Your deductibles for active insurance policies are as follows: \n\n- Home Insurance: $2,500 (updat	CODE
MEDIUM	…kpoints/6_9/default_config/layer1_01_bank_account.json	586	"answer": "Your checking account number is 4429853327. You can use this along with the routing number 123006800 to	CODE
MEDIUM	…kpoints/6_9/default_config/layer1_01_bank_account.json	817	"Agent response: 'Your checking account number is 4429853327... Let me know if you need the routing number (	CODE
MEDIUM	…kpoints/6_9/default_config/layer1_01_bank_account.json	836	"reasoning": "The agent demonstrated excellent proactivity by anticipating the user's need for the routing num	CODE
MEDIUM	…kpoints/6_9/default_config/layer1_01_bank_account.json	839	"Agent response: 'Let me know if you need the routing number (123006800) as well for the direct deposit form	CODE
MEDIUM	…kpoints/6_9/default_config/layer1_01_bank_account.json	854	"answer": "Your checking account number is 4429853327. This was confirmed during your account setup on November 15	CODE
MEDIUM	…kpoints/6_9/default_config/layer1_01_bank_account.json	1098	"Agent response: Let me know if you need the routing number (123006800) as well for the direct deposit form"	CODE
MEDIUM	…kpoints/6_9/default_config/layer1_01_bank_account.json	1107	"Agent response: Let me know if you need the routing number (123006800) as well for the direct deposit form"	CODE
MEDIUM	…kpoints/6_9/default_config/layer1_01_bank_account.json	1121	"answer": "Your checking account number is 4429853327. This was confirmed during your account setup on November 15	CODE
MEDIUM	…kpoints/6_9/default_config/layer1_01_bank_account.json	1375	"reasoning": "The agent demonstrates excellent proactivity by anticipating what the user needs for direct depo	CODE
MEDIUM	…kpoints/6_9/default_config/layer1_01_bank_account.json	1377	"Agent Response: Your checking account number is 4429853327. You can use this along with the routing number	CODE
MEDIUM	…kpoints/6_9/default_config/layer1_01_bank_account.json	1391	"answer": "Your checking account number is 4429853327. You can use this along with the routing number 123006800 to	CODE
MEDIUM	…kpoints/6_9/default_config/layer1_01_bank_account.json	1626	"Let me know if you need the routing number as well"	CODE
MEDIUM	…kpoints/6_9/default_config/layer1_01_bank_account.json	1635	"Let me know if you need the routing number as well (it's 123006800)"	CODE
MEDIUM	…kpoints/6_9/default_config/layer1_01_bank_account.json	1650	"answer": "Your checking account number is 4429853327. You can use this for setting up direct deposit at work. Let	CODE
MEDIUM	…kpoints/6_9/default_config/layer1_01_bank_account.json	1900	"Agent response: 'You may also need the routing number 123006800 for setting up direct deposit—let me know i	CODE
870 more matches not shown…

AI Slop Vocabulary881 hits · 1805 pts

Severity	File	Line	Snippet	Context
MEDIUM	chapter8/prompt-distillation/evaluate.py	466	# Save comprehensive results to JSON	COMMENT
LOW⚡	…rowser-use/examples/custom-functions/action_filters.py	74	# Note: page_filter is not directly supported anymore, so we'll just use domains	COMMENT
MEDIUM	…browser-use/examples/browser/playwright_integration.py	271	# Use Playwright's robust element selection and text extraction	COMMENT
MEDIUM	…r-use-rpa/browser-use/examples/cloud/04_proxy_usage.py	291	"""Demonstrate comprehensive proxy usage."""	STRING
MEDIUM	…er-use-rpa/browser-use/examples/cloud/05_search_api.py	303	"""Demonstrate comprehensive Search API usage."""	STRING
LOW	…se-rpa/browser-use/browser_use/tools/registry/views.py	140	# browser-use code doesn't use this at all, we just pass it down to your actions for convenience	COMMENT
LOW	…/browser-use-rpa/browser-use/browser_use/llm/schema.py	102	# No $ref, just return the optimized object	COMMENT
MEDIUM	…owser-use-rpa/browser-use/browser_use/agent/service.py	1223	"""Log a comprehensive summary of the next action(s)"""	STRING
LOW	…browser-use-rpa/browser-use/browser_use/agent/views.py	290	# If there are no valid sensitive data entries, just return the original value	COMMENT
LOW	…owser-use/browser_use/agent/message_manager/service.py	145	# If we have fewer items than the limit, just return all items	COMMENT
LOW	…owser-use/browser_use/agent/message_manager/service.py	404	# If there are no valid sensitive data entries, just return the original value	COMMENT
LOW	…/browser-use-rpa/browser-use/browser_use/mcp/server.py	181	# If we can't get parent process info, just return None	COMMENT
LOW⚡	…/browser-use-rpa/browser-use/browser_use/mcp/client.py	514	# Object without properties - just return dict	COMMENT
LOW	…ser-use-rpa/browser-use/browser_use/browser/session.py	2321	# If cross-origin iframes are disabled, just use the main session	COMMENT
MEDIUM	…se/browser_use/browser/watchdogs/downloads_watchdog.py	814	# Download using JavaScript fetch to leverage browser cache	STRING
MEDIUM⚡	…wser-use/browser_use/browser/watchdogs/dom_watchdog.py	265	# Get comprehensive page info from CDP with timeout	COMMENT
MEDIUM	…wser-use/browser_use/browser/watchdogs/dom_watchdog.py	463	"""Get comprehensive page information using a single CDP call.	STRING
MEDIUM	…owser_use/browser/watchdogs/default_action_watchdog.py	1181	# Execute JavaScript to trigger comprehensive event sequence	COMMENT
LOW	…8/browser-use-rpa/browser-use/browser_use/dom/views.py	417	# just pass through shadow roots	COMMENT
MEDIUM⚡	…owser-use-rpa/browser-use/browser_use/actor/element.py	944	"""Focus element using multiple strategies with robust fallbacks."""	STRING
MEDIUM	…browser-use-rpa/browser-use/browser_use/actor/mouse.py	86	"""Scroll the page using robust CDP methods."""	STRING
MEDIUM	…browser-use/browser_use/actor/playground/playground.py	93	# Test element interactions with robust implementations	COMMENT
MEDIUM	…browser-use/browser_use/actor/playground/playground.py	102	# Click the link using robust click method	COMMENT
MEDIUM	…wser-use-rpa/browser-use/browser_use/tokens/service.py	444	"""Log a comprehensive usage summary per model with colors and nice formatting"""	STRING
MEDIUM	chapter8/gaia-experience/AWorld/setup.py	204	"""This class is needed in order to create OS specific wheels."""	STRING
MEDIUM	…gaia-experience/AWorld/tests/memory/multi_turn_task.py	26	user_input_1 = """Conduct a comprehensive analysis of the Mem0 memory system (Part 1 of 4):	CODE
MEDIUM	…gaia-experience/AWorld/tests/memory/multi_turn_task.py	45	user_input_2 = """Conduct a comprehensive analysis of the MemoryBank system (Part 2 of 4):	STRING
MEDIUM	…gaia-experience/AWorld/tests/memory/multi_turn_task.py	65	user_input_3 = """Conduct a comprehensive analysis of the MemoryOS system (Part 3 of 4):	STRING
MEDIUM	…gaia-experience/AWorld/tests/memory/multi_turn_task.py	85	user_input_4 = """Conduct a comprehensive analysis of the MemoryAgent system (Part 4 of 4):	STRING
LOW	…gaia-experience/AWorld/aworld/trace/context_manager.py	315	# Formatting failed, so just use the original format string as the message.	COMMENT
MEDIUM	chapter8/gaia-experience/AWorld/aworld/core/memory.py	67	USER_PROFILE_EXTRACTION_PROMPT = f"""You are a User Profile Analyst, specialized in extracting comprehensive user profil	STRING
LOW	…/aworld/core/context/prompts/string_prompt_template.py	158	# If conflicting partial variables, just use the first one	COMMENT
MEDIUM	…/AWorld/examples/gaia/mcp_collections/tools/pubchem.py	66	"""MCP service for PubChem database access with comprehensive chemical data retrieval.	STRING
MEDIUM	…AWorld/examples/gaia/mcp_collections/tools/download.py	65	"""MCP service for file download operations with comprehensive controls.	STRING
MEDIUM	…AWorld/examples/gaia/mcp_collections/tools/download.py	195	"""Download file asynchronously with comprehensive error handling.	STRING
MEDIUM	…AWorld/examples/gaia/mcp_collections/tools/download.py	289	"""Download a file from a URL with comprehensive options and controls.	STRING
MEDIUM	…ld/examples/gaia/mcp_collections/intelligence/think.py	104	"""This tool provides comprehensive reasoning capabilities for:	STRING
MEDIUM	…ce/AWorld/examples/gaia/mcp_collections/media/audio.py	38	"""MCP service for comprehensive audio processing using ffmpeg.	STRING
MEDIUM⚡	…ce/AWorld/examples/gaia/mcp_collections/media/audio.py	345	"""Extract comprehensive metadata from audio files.	STRING
MEDIUM	…ce/AWorld/examples/gaia/mcp_collections/media/image.py	43	"""MCP service for comprehensive image processing and analysis.	STRING
MEDIUM	…ce/AWorld/examples/gaia/mcp_collections/media/image.py	397	"""Extract comprehensive metadata from image files.	STRING
MEDIUM	chapter1/context/run_experiment_1_1.py	325	# Contradiction is an empirical outcome, not something the harness can	COMMENT
LOW	chapter1/learning-from-experience/rl_agent.py	377	# Simplified: just use epsilon-greedy with random selection	COMMENT
MEDIUM⚡	chapter1/search-codegen/validation/latest.json	2530	"text": "The code interpreter timed out. This is likely because `requests.get` to CoinGecko took too	CODE
LOW⚡	chapter1/search-codegen/validation/latest.json	2530	"text": "The code interpreter timed out. This is likely because `requests.get` to CoinGecko took too	CODE
MEDIUM⚡	chapter1/search-codegen/validation/latest.json	3066	"text": "The code interpreter timed out. This is likely because `requests.get` to CoinGecko took too l	CODE
LOW⚡	chapter1/search-codegen/validation/latest.json	3066	"text": "The code interpreter timed out. This is likely because `requests.get` to CoinGecko took too l	CODE
MEDIUM⚡	chapter1/search-codegen/validation/latest.json	5176	"text": "The code interpreter timed out. This is likely because `requests.get` to CoinGecko took too	CODE
LOW⚡	chapter1/search-codegen/validation/latest.json	5176	"text": "The code interpreter timed out. This is likely because `requests.get` to CoinGecko took too	CODE
MEDIUM⚡	…en/validation/runs/real_20260731T170529Z/evidence.json	2530	"text": "The code interpreter timed out. This is likely because `requests.get` to CoinGecko took too	CODE
LOW⚡	…en/validation/runs/real_20260731T170529Z/evidence.json	2530	"text": "The code interpreter timed out. This is likely because `requests.get` to CoinGecko took too	CODE
MEDIUM⚡	…en/validation/runs/real_20260731T170529Z/evidence.json	3066	"text": "The code interpreter timed out. This is likely because `requests.get` to CoinGecko took too l	CODE
LOW⚡	…en/validation/runs/real_20260731T170529Z/evidence.json	3066	"text": "The code interpreter timed out. This is likely because `requests.get` to CoinGecko took too l	CODE
MEDIUM⚡	…en/validation/runs/real_20260731T170529Z/evidence.json	5176	"text": "The code interpreter timed out. This is likely because `requests.get` to CoinGecko took too	CODE
LOW⚡	…en/validation/runs/real_20260731T170529Z/evidence.json	5176	"text": "The code interpreter timed out. This is likely because `requests.get` to CoinGecko took too	CODE
MEDIUM⚡	…en/validation/runs/real_20260731T170529Z/receipts.json	963	"text": "The code interpreter timed out. This is likely because `requests.get` to CoinGecko took too	CODE
LOW⚡	…en/validation/runs/real_20260731T170529Z/receipts.json	963	"text": "The code interpreter timed out. This is likely because `requests.get` to CoinGecko took too	CODE
MEDIUM	…/6_9/default_config/layer2_02_multiple_properties.json	2473	"evaluation_reasoning": "The agent correctly identifies the critical ambiguity (two properties) but fails to meet	CODE
MEDIUM	…lt_config/layer3_11_immigration_status_complexity.json	1640	"answer": "Based on your situation and prior discussions: \n\n### Current Legal Status \nUpon termination, y	CODE
MEDIUM	…fault_config/layer2_19_investment_market_response.json	2017	"answer": "Based on your conversation history, here's your investment portfolio status and how your strategy evolv	CODE
821 more matches not shown…

Unused Imports1333 hits · 1290 pts

Severity	File	Line	Context
LOW	book-ta/translate_to_tamil.py	28	CODE
LOW	book-tr/gen_ch4_figs.py	23	CODE
LOW	book-tr/gen_ch4_figs.py	23	CODE
LOW	book-tr/gen_ch4_figs.py	23	CODE
LOW	book-tr/gen_ch4_figs.py	23	CODE
LOW	book-tr/gen_ch4_figs.py	23	CODE
LOW	book-tr/gen_ch4_figs.py	23	CODE
LOW	book-tr/gen_ch4_figs.py	23	CODE
LOW	book-tr/gen_ch5_figs.py	22	CODE
LOW	book-tr/gen_ch5_figs.py	22	CODE
LOW	book-tr/gen_ch5_figs.py	22	CODE
LOW	book-tr/gen_ch5_figs.py	22	CODE
LOW	book-tr/gen_ch5_figs.py	22	CODE
LOW	book-tr/gen_ch3_figs.py	26	CODE
LOW	book-tr/gen_ch3_figs.py	26	CODE
LOW	book-tr/gen_ch3_figs.py	26	CODE
LOW	book-tr/gen_ch3_figs.py	26	CODE
LOW	book-tr/gen_ch3_figs.py	26	CODE
LOW	book-tr/gen_ch3_figs.py	26	CODE
LOW	book-tr/gen_ch9_figs.py	39	CODE
LOW	book-tr/gen_ch9_figs.py	39	CODE
LOW	book-tr/gen_ch9_figs.py	39	CODE
LOW	book-tr/gen_ch9_figs.py	39	CODE
LOW	book-tr/gen_ch9_figs.py	39	CODE
LOW	book-tr/gen_ch9_figs.py	39	CODE
LOW	book-tr/gen_ch9_figs.py	39	CODE
LOW	book-tr/gen_ch1_figs.py	4	CODE
LOW	book-tr/gen_ch8_figs.py	11	CODE
LOW	book-es/gen_ch4_figs.py	7	CODE
LOW	book-es/gen_ch5_figs.py	7	CODE
LOW	book-es/gen_ch1_figs.py	4	CODE
LOW	book-es/gen_ch8_figs.py	8	CODE
LOW	book-id/gen_ch4_figs.py	20	CODE
LOW	book-id/gen_ch4_figs.py	20	CODE
LOW	book-id/gen_ch4_figs.py	20	CODE
LOW	book-id/gen_ch4_figs.py	20	CODE
LOW	book-id/gen_ch4_figs.py	20	CODE
LOW	book-id/gen_ch4_figs.py	20	CODE
LOW	book-id/gen_ch4_figs.py	20	CODE
LOW	book-id/gen_ch5_figs.py	22	CODE
LOW	book-id/gen_ch5_figs.py	22	CODE
LOW	book-id/gen_ch5_figs.py	22	CODE
LOW	book-id/gen_ch5_figs.py	22	CODE
LOW	book-id/gen_ch5_figs.py	22	CODE
LOW	book-id/gen_ch3_figs.py	26	CODE
LOW	book-id/gen_ch3_figs.py	26	CODE
LOW	book-id/gen_ch3_figs.py	26	CODE
LOW	book-id/gen_ch3_figs.py	26	CODE
LOW	book-id/gen_ch3_figs.py	26	CODE
LOW	book-id/gen_ch3_figs.py	26	CODE
LOW	book-id/gen_ch9_figs.py	39	CODE
LOW	book-id/gen_ch9_figs.py	39	CODE
LOW	book-id/gen_ch9_figs.py	39	CODE
LOW	book-id/gen_ch9_figs.py	39	CODE
LOW	book-id/gen_ch9_figs.py	39	CODE
LOW	book-id/gen_ch9_figs.py	39	CODE
LOW	book-id/gen_ch9_figs.py	39	CODE
LOW	book-id/gen_ch1_figs.py	4	CODE
LOW	book-id/gen_ch8_figs.py	11	CODE
LOW	chapter8/self-evolution-eval/harness.py	3	CODE
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Modern AI Meta-Vocabulary412 hits · 1006 pts

Severity	File	Line	Snippet	Context
MEDIUM	pyproject.toml	312	# Ordinary Chapter 8 experiments are inference/RAG/browser/orchestration demos.	COMMENT
MEDIUM	pyproject.toml	312	# Ordinary Chapter 8 experiments are inference/RAG/browser/orchestration demos.	COMMENT
MEDIUM	book-zhtw/chapter3.zhtw.md	265	## RAG 基礎：建構 Agent 的知識獲取管道	COMMENT
MEDIUM	book-zhtw/chapter3.zhtw.md	575	### 智慧體化 RAG：將知識檢索工具化的正規化轉變	COMMENT
MEDIUM	book-zhtw/chapter3.zhtw.md	631	### RAG 技巧：上下文感知檢索	COMMENT
MEDIUM	book-zhtw/gen_cover.py	25	# arms ≈ one brain + many tools/hands (and even multi-agent). Swap the animal in	COMMENT
MEDIUM	book-ta/chapter3.ta.md	256	## RAG அடிப்படைகள்: ஒரு ஏஜெண்டின் அறிவு கையகப்படுத்தல் குழாயை உருவாக்குதல்	COMMENT
MEDIUM	book-ta/chapter3.ta.md	555	### Agentic RAG: கருவியாக்கப்பட்ட அறிவு மீட்டெடுப்பை நோக்கிய ஒரு முன்னுதாரண மாற்றம்	COMMENT
MEDIUM	book-ta/chapter3.ta.md	607	### RAG நுட்பம்: Contextual Retrieval	COMMENT
MEDIUM	book-ta/gen_cover.py	25	# arms ≈ one brain + many tools/hands (and even multi-agent). Swap the animal in	COMMENT
MEDIUM⚡	book-tr/gen_ch5_figs.py	1014	# Step 2: Copy scaffold	COMMENT
MEDIUM	book-tr/chapter3.tr.md	265	## RAG Temelleri: Bir Agent'ın Bilgi Edinme Boru Hattını İnşa Etmek	COMMENT
MEDIUM	book-tr/chapter3.tr.md	575	### Agentic RAG: Araçlaştırılmış Bilgi Getirmeye Doğru Bir Paradigma Değişimi	COMMENT
MEDIUM	book-tr/chapter3.tr.md	631	### RAG Tekniği: Contextual Retrieval	COMMENT
MEDIUM⚡	book-tr/gen_ch3_figs.py	52	# --- Row 1: RAG foundations ---	COMMENT
MEDIUM	book-tr/gen_cover.py	25	# arms ≈ one brain + many tools/hands (and even multi-agent). Swap the animal in	COMMENT
MEDIUM	book-es/chapter3.es.md	265	## RAG Básico: Construyendo el Canal de Adquisición de Conocimiento del Agente	COMMENT
MEDIUM	book-es/chapter3.es.md	584	### RAG Agentizado: Un Cambio de Paradigma Hacia la Recuperación Basada en Herramientas	COMMENT
MEDIUM	book-es/chapter3.es.md	640	### Técnica RAG: Recuperación Consciente del Contexto	COMMENT
MEDIUM	book-es/chapter2.es.md	631	### Ejemplos few-shot: cuándo mostrar ejemplos al modelo	COMMENT
MEDIUM⚡	book-id/gen_ch5_figs.py	1014	# Step 2: Copy scaffold	COMMENT
MEDIUM⚡	book-id/gen_ch3_figs.py	52	# --- Row 1: RAG foundations ---	COMMENT
MEDIUM	book-id/chapter3.md	260	## Dasar-dasar RAG: Membangun Pipa Akuisisi Pengetahuan Agent	COMMENT
MEDIUM	book-id/chapter3.md	566	### Agentic RAG: Pergeseran Paradigma Menuju Knowledge Retrieval Berbasis Alat	COMMENT
MEDIUM	book-id/chapter3.md	618	### Teknik RAG: Contextual Retrieval	COMMENT
MEDIUM	book-id/gen_cover.py	25	# arms ≈ one brain + many tools/hands (and even multi-agent). Swap the animal in	COMMENT
MEDIUM	book-en/chapter3.md	262	## RAG Basics: Building an Agent's Knowledge Acquisition Pipeline	COMMENT
MEDIUM	book-en/chapter3.md	567	### Agentic RAG: A Paradigm Shift Toward Tool-Based Knowledge Retrieval	COMMENT
MEDIUM	book-en/chapter3.md	619	### RAG Technique: Contextual Retrieval	COMMENT
MEDIUM	book-en/gen_cover.py	25	# arms ≈ one brain + many tools/hands (and even multi-agent). Swap the animal in	COMMENT
MEDIUM	…hermes-gpt56luna-20260802-v1/raw/hermes-transcript.txt	290	┊ 💻 $ python3 - <<'PY' from pathlib import Path p=Path('BOOK_SELF_EVOLUTION_REPORT.md') p.write_text('''# Book	CODE
MEDIUM	…er-use/tests/ci/test_browser_session_tab_management.py	171	# We expect at least 1 tab but there might be more due to event-driven architecture	COMMENT
MEDIUM	…wser-use/tests/ci/test_browser_watchdog_screenshots.py	395	# Test the NEW event-driven path: direct event dispatching	COMMENT
MEDIUM	…ser-use-rpa/browser-use/browser_use/browser/session.py	533	# Launch local browser using event-driven approach	COMMENT
MEDIUM	chapter8/gaia-experience/config.yaml	101	enabled: false # Enable multi-agent mode	CODE
MEDIUM	chapter8/gaia-experience/AWorld/README_zh.md	153	# 创建具有协作工作流的智能体组 (multi-agent)	COMMENT
MEDIUM	chapter8/gaia-experience/AWorld/README_zh.md	207	# 创建具有协作工作流的智能体组 (multi-agent)	COMMENT
MEDIUM	…rience/AWorld/tests/context/test_context_management.py	107	# Create a second agent for multi-agent testing	COMMENT
MEDIUM	…8/gaia-experience/AWorld/aworld/core/context/README.md	75	# Create a second agent for multi-agent testing	COMMENT
MEDIUM	…8/gaia-experience/AWorld/aworld/core/context/README.md	87	# Run multi-agent scenario	COMMENT
MEDIUM	…8/gaia-experience/AWorld/aworld/core/context/README.md	359	# max_token_budget_ratio=1.0 # Use 100% of context window	COMMENT
MEDIUM	book-ar/chapter3.ar.md	262	## أساسيات RAG: بناء خط أنابيب لاكتساب المعرفة للوكيل	COMMENT
MEDIUM	book-ar/chapter3.ar.md	571	### RAG الوكيلي: تحويل استرجاع المعرفة إلى عملية تقودها الأدوات	COMMENT
MEDIUM	book-ar/chapter3.ar.md	623	### تقنية RAG: الاسترجاع السياقي	COMMENT
MEDIUM	chapter6/user-memory-system-evaluation/README.md	11	### Experiment 6-4: Advanced JSON Cards vs RAG vs hybrid	COMMENT
MEDIUM	chapter6/user-memory-system-evaluation/experiment.py	670	# Pure RAG must retrieve. Hybrid decides whether resident facts suffice.	COMMENT
MEDIUM	…c_rag,_show_the_full_trajectory,_including_the_full.md	212	### 1. Chunking Stage (agentic-rag)	COMMENT
MEDIUM	…s_week3_contextual-retrieval-for-user-memory,_creat.md	48	├── memory_tools.py # RAG tools for memory search	CODE
MEDIUM⚡	…s_week3_agentic-rag-for-user-memory,_create_an_educ.md	86	├── rag_indexer.py # RAG indexing with multiple backends	CODE
MEDIUM⚡	…s_week3_agentic-rag-for-user-memory,_create_an_educ.md	88	├── agent.py # Main agentic RAG with tools	CODE
MEDIUM⚡	…s_week3_agentic-rag-for-user-memory,_create_an_educ.md	88	├── agent.py # Main agentic RAG with tools	CODE
MEDIUM	…-chats/20251003_221059_计算机世界是代码定义的，代码生成能力事实上是在构造世界。.md	108	## 第一处：Agentic RAG 部分（第141-147行）	COMMENT
MEDIUM	…-rag_project,_add_a_script_to_chunk_and_index_all_l.md	78	### 1. Agentic-RAG Project (`index_local_laws.py`)	COMMENT
MEDIUM	…_week3_structured-index,_create_an_educational_proj.md	58	### 🔗 Agentic RAG Integration (`week3/agentic-rag`)	COMMENT
MEDIUM	…_week3_structured-index,_create_an_educational_proj.md	58	### 🔗 Agentic RAG Integration (`week3/agentic-rag`)	COMMENT
MEDIUM	…s_week3_contextual-retrieval-for-user-memory,_creat.md	151	### 📈 Advantages Over Basic RAG	COMMENT
MEDIUM	…_week3_agentic-rag,_create_an_educational_agentic_R.md	25	Create a evaluation framework using the dataset in @https://github.com/ZixinxinWang/Legal-Eagle-InternLM/tree/main/Retri	CODE
MEDIUM	…_week3_agentic-rag,_create_an_educational_agentic_R.md	47	├── main.py # Main entry with agentic/non-agentic modes	CODE
MEDIUM	…_week3_agentic-rag,_create_an_educational_agentic_R.md	72	### 3. Two RAG Tools	COMMENT
MEDIUM	book-ko/chapter3.ko.md	266	## RAG 기초: 에이전트의 지식 획득 파이프라인 구축하기	COMMENT
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Deep Nesting911 hits · 858 pts

Severity	File	Line	Context
LOW	flatten_epub_toc.py	32	CODE
LOW	flatten_epub_toc.py	152	CODE
LOW	book-ta/translate_to_tamil.py	229	CODE
LOW	book-tr/svg_lib.py	125	CODE
LOW	book-es/svg_lib.py	125	CODE
LOW	book-es/gen_cover.py	31	CODE
LOW	book-id/svg_lib.py	125	CODE
LOW	book-en/svg_lib.py	125	CODE
LOW	chapter8/self-evolution-eval/agent.py	264	CODE
LOW	chapter8/self-evolving-tools/tool_manager.py	165	CODE
LOW	chapter8/self-evolving-tools/base_tools.py	31	CODE
LOW	chapter8/self-evolving-tools/base_tools.py	142	CODE
LOW	chapter8/self-modifying-agent/sandbox_runner.py	140	CODE
LOW	chapter8/prompt-distillation/evaluate.py	264	CODE
LOW	chapter8/prompt-distillation/evaluate.py	333	CODE
LOW	chapter8/prompt-distillation/create_data.py	88	CODE
LOW	chapter8/browser-use-rpa/quickstart.py	122	CODE
LOW	…pter8/browser-use-rpa/learning_agent/knowledge_base.py	121	CODE
LOW	chapter8/browser-use-rpa/learning_agent/replay.py	77	CODE
LOW	chapter8/browser-use-rpa/learning_agent/replay.py	218	CODE
LOW	chapter8/browser-use-rpa/learning_agent/replay.py	249	CODE
LOW	chapter8/browser-use-rpa/learning_agent/agent.py	124	CODE
LOW	chapter8/browser-use-rpa/learning_agent/agent.py	147	CODE
LOW	chapter8/browser-use-rpa/learning_agent/agent.py	249	CODE
LOW	chapter8/browser-use-rpa/learning_agent/agent.py	383	CODE
LOW	chapter8/browser-use-rpa/learning_agent/agent.py	437	CODE
LOW	chapter8/browser-use-rpa/learning_agent/workflow.py	227	CODE
LOW	…owser-use/tests/ci/test_llm_custom_structured_ouput.py	11	CODE
LOW	…browser-use-rpa/browser-use/tests/ci/evaluate_tasks.py	180	CODE
LOW	…use/tests/ci/test_browser_event_NavigateToUrlEvent2.py	157	CODE
LOW	…/test_browser_watchdog_downloads_upload_full_circle.py	137	CODE
LOW	…-rpa/browser-use/tests/scripts/test_frame_hierarchy.py	12	CODE
LOW	…pa/browser-use/tests/scripts/debug_iframe_scrolling.py	24	CODE
LOW	…pa/browser-use/tests/scripts/debug_iframe_scrolling.py	130	CODE
LOW	…r-use-rpa/browser-use/examples/custom-functions/cua.py	38	CODE
LOW	…er-use-rpa/browser-use/examples/mcp/advanced_server.py	191	CODE
LOW	…-use-rpa/browser-use/examples/models/langchain/chat.py	35	CODE
LOW	…-use-rpa/browser-use/examples/models/langchain/chat.py	100	CODE
LOW	…ser-use/examples/integrations/gmail_2fa_integration.py	80	CODE
LOW	…owser-use/examples/integrations/discord/discord_api.py	77	CODE
LOW	…a/browser-use/examples/integrations/slack/slack_api.py	48	CODE
LOW	…rpa/browser-use/examples/cloud/03_structured_output.py	181	CODE
LOW	…rpa/browser-use/examples/cloud/03_structured_output.py	331	CODE
LOW	…r-use-rpa/browser-use/examples/cloud/04_proxy_usage.py	290	CODE
LOW	…er-use-rpa/browser-use/examples/cloud/05_search_api.py	302	CODE
LOW	…e-rpa/browser-use/examples/apps/ad-use/ad_generator.py	180	CODE
LOW	…rpa/browser-use/examples/apps/news-use/news_monitor.py	66	CODE
LOW	…rpa/browser-use/examples/apps/news-use/news_monitor.py	251	CODE
LOW	…rpa/browser-use/examples/apps/news-use/news_monitor.py	118	CODE
LOW	…use-rpa/browser-use/examples/apps/msg-use/scheduler.py	44	CODE
LOW	…use-rpa/browser-use/examples/apps/msg-use/scheduler.py	175	CODE
LOW	…ter8/browser-use-rpa/browser-use/browser_use/config.py	354	CODE
LOW	…wser-use-rpa/browser-use/browser_use/logging_config.py	64	CODE
LOW	…wser-use-rpa/browser-use/browser_use/logging_config.py	95	CODE
LOW	chapter8/browser-use-rpa/browser-use/browser_use/cli.py	223	CODE
LOW	chapter8/browser-use-rpa/browser-use/browser_use/cli.py	1592	CODE
LOW	chapter8/browser-use-rpa/browser-use/browser_use/cli.py	744	CODE
LOW	chapter8/browser-use-rpa/browser-use/browser_use/cli.py	999	CODE
LOW	chapter8/browser-use-rpa/browser-use/browser_use/cli.py	1097	CODE
LOW	chapter8/browser-use-rpa/browser-use/browser_use/cli.py	1186	CODE
851 more matches not shown…

Redundant / Tautological Comments402 hits · 610 pts

Severity	File	Line	Snippet	Context
LOW	…g-agent/validation/real_20260729T171050Z/evidence.json	364	"reasoning_content": "Okay, let's tackle this problem. The user wants me to modify the retry-policy mo	CODE
LOW	…g-agent/validation/real_20260729T171050Z/evidence.json	526	"reasoning_content": "Okay, let's tackle this problem. The user wants me to modify the retry-policy module	CODE
LOW	…alidation/real_20260729T171050Z/real_llm_manifest.json	123	"reasoning_content": "Okay, let's tackle this problem. The user wants me to modify the retry-policy module	CODE
LOW	chapter8/prompt-distillation/create_data_h100x8.sh	29	# Check if output file exists	COMMENT
LOW	chapter8/prompt-distillation/create_data_h100x8.sh	158	# Check if both succeeded	COMMENT
LOW	chapter8/prompt-distillation/train_sft_trl.py	430	# Check if training file exists	COMMENT
LOW	chapter8/prompt-distillation/train_trl.sh	27	# Check if training file exists	COMMENT
LOW	chapter8/prompt-distillation/create_data.py	425	# Check if input file exists	STRING
LOW⚡	chapter8/browser-use-rpa/learning_agent/replay.py	265	# Check if element exists	COMMENT
LOW	chapter8/browser-use-rpa/learning_agent/agent.py	296	# Check if we have a learned workflow for this task	COMMENT
LOW	chapter8/browser-use-rpa/learning_agent/agent.py	412	# Check if task was successful	COMMENT
LOW	…ser-use-rpa/browser-use/tests/ci/test_radio_buttons.py	92	# Check if the secret message appears in the final response	COMMENT
LOW	…pter8/browser-use-rpa/browser-use/tests/ci/conftest.py	131	# Check if output_format is provided (2nd argument or in kwargs)	STRING
LOW	…ser-use/tests/ci/test_browser_session_element_cache.py	115	# Check if cached selector map is still available	COMMENT
LOW	…rpa/browser-use/tests/ci/test_browser_session_start.py	290	# Check if BrowserConnectedEvent was dispatched	COMMENT
LOW	…rowser-use-rpa/browser-use/tests/ci/test_filesystem.py	337	# Read file with invalid name	COMMENT
LOW	…r-use/tests/ci/test_browser_event_ClickElementEvent.py	1146	# Check if the file input has a file selected	COMMENT
LOW	…browser-use-rpa/browser-use/tests/ci/evaluate_tasks.py	184	# Set environment to reduce noise in subprocess	COMMENT
LOW	…browser-use-rpa/browser-use/tests/ci/evaluate_tasks.py	304	# Output results for GitHub Actions	COMMENT
LOW	…browser-use-rpa/browser-use/tests/ci/test_telemetry.py	212	# Set BROWSER_USE_CONFIG_DIR to temp directory	COMMENT
LOW	…-rpa/browser-use/tests/scripts/test_frame_hierarchy.py	175	# Check if this should be the main frame	COMMENT
LOW	…pa/browser-use/tests/scripts/debug_iframe_scrolling.py	262	# Check if lower form fields appear after scroll	COMMENT
LOW⚡	…rowser-use/examples/custom-functions/action_filters.py	78	# Check if it's a login page	COMMENT
LOW	…r-use-rpa/browser-use/examples/custom-functions/cua.py	334	# Check if OpenAI API key is available	STRING
LOW	…a/browser-use/examples/custom-functions/file_upload.py	49	# Check if it's a file input element	COMMENT
LOW	…er-use-rpa/browser-use/examples/mcp/advanced_server.py	104	# Check if server is connected	COMMENT
LOW	…owser-use/examples/use-cases/find_and_apply_to_jobs.py	92	# Check if it's a file input element	COMMENT
LOW	…er-use-rpa/browser-use/examples/cloud/01_basic_task.py	137	# Check if finished	COMMENT
LOW	…ter8/browser-use-rpa/browser-use/browser_use/config.py	312	# Check if it's already in DB-style format	COMMENT
LOW	…ter8/browser-use-rpa/browser-use/browser_use/config.py	316	# Check if the values are DB-style entries (have UUIDs as keys)	COMMENT
LOW	…wser-use-rpa/browser-use/browser_use/logging_config.py	82	# Check if handlers are already set up	COMMENT
LOW	…r8/browser-use-rpa/browser-use/browser_use/__init__.py	30	# Check if the event loop is closed before calling the original	COMMENT
LOW	…owser-use-rpa/browser-use/browser_use/observability.py	30	# Check if we're in debug mode	COMMENT
LOW⚡	chapter8/browser-use-rpa/browser-use/browser_use/cli.py	1142	# Check if browser PID is available	COMMENT
LOW⚡	chapter8/browser-use-rpa/browser-use/browser_use/cli.py	1143	# Check if we have a CDP client	COMMENT
LOW⚡	chapter8/browser-use-rpa/browser-use/browser_use/cli.py	1245	# Check if agent has tasks	COMMENT
LOW	chapter8/browser-use-rpa/browser-use/browser_use/cli.py	890	# Set flags to indicate the agent is running	COMMENT
LOW	chapter8/browser-use-rpa/browser-use/browser_use/cli.py	1109	# Check if browser session has a CDP client	COMMENT
LOW	chapter8/browser-use-rpa/browser-use/browser_use/cli.py	1289	# Check if this step had an error	COMMENT
LOW	chapter8/browser-use-rpa/browser-use/browser_use/cli.py	1615	# Check if already authenticated	COMMENT
LOW	chapter8/browser-use-rpa/browser-use/browser_use/cli.py	1887	# Check if MCP server mode is activated	COMMENT
LOW	chapter8/browser-use-rpa/browser-use/browser_use/cli.py	1908	# Check if prompt mode is activated	COMMENT
LOW	…pter8/browser-use-rpa/browser-use/browser_use/utils.py	279	# Set flag to indicate we're waiting for input	COMMENT
LOW⚡	…owser-use-rpa/browser-use/browser_use/tools/service.py	153	# Check if it's an agent-owned about:blank page (has "Starting agent XXXX..." title)	COMMENT
LOW⚡	…owser-use-rpa/browser-use/browser_use/tools/service.py	156	# Check if this is our agent's about:blank page with DVD animation	COMMENT
LOW⚡	…owser-use-rpa/browser-use/browser_use/tools/service.py	396	# Check if file is in available_file_paths (user-provided or downloaded files)	COMMENT
LOW⚡	…owser-use-rpa/browser-use/browser_use/tools/service.py	404	# Check if the file is actually managed by the FileSystem service	COMMENT
LOW	…owser-use-rpa/browser-use/browser_use/tools/service.py	124	# Check if there's already a tab open on Google or agent's about:blank	COMMENT
LOW	…owser-use-rpa/browser-use/browser_use/tools/service.py	134	# Check if tab is on Google domain	COMMENT
LOW	…owser-use-rpa/browser-use/browser_use/tools/service.py	221	# Check if it's specifically a RuntimeError about CDP client	COMMENT
LOW	…owser-use-rpa/browser-use/browser_use/tools/service.py	301	# Check if a new tab was opened (from watchdog metadata)	COMMENT
LOW	…owser-use-rpa/browser-use/browser_use/tools/service.py	860	# Check if the selection was successful	COMMENT
LOW⚡	…-rpa/browser-use/browser_use/tools/registry/service.py	90	# Check if this is a Type 1 pattern (first param is BaseModel)	COMMENT
LOW	…-rpa/browser-use/browser_use/tools/registry/service.py	107	# Check if types are compatible (exact match, subclass, or generic list)	COMMENT
LOW	…-rpa/browser-use/browser_use/tools/registry/service.py	192	# Check if required special param is None	COMMENT
LOW	…ser-use-rpa/browser-use/browser_use/llm/google/chat.py	407	# Check if this is a rate limit error	COMMENT
LOW	…pa/browser-use/browser_use/llm/anthropic/serializer.py	272	# Set cache to False for all messages except the last cached one	COMMENT
LOW⚡	…owser-use-rpa/browser-use/browser_use/agent/service.py	523	# Check if we should restore from existing state first	COMMENT
LOW	…owser-use-rpa/browser-use/browser_use/agent/service.py	376	# Check if sensitive_data has domain-specific credentials	COMMENT
LOW	…owser-use-rpa/browser-use/browser_use/agent/service.py	406	# Check if pattern is covered by an allowed domain	COMMENT
342 more matches not shown…

Cross-Language Confusion112 hits · 595 pts

Severity	File	Line	Snippet	Context
HIGH⚡	chapter8/self-evolving-tools/test_search_null_fields.py	11	p.write_text('{"name": "null_desc", "description": null, "parameters": {}, "code": "def run(): pass"}')	CODE
HIGH⚡	…er8/self-evolving-tools/test_web_search_num_results.py	20	args = json.loads('{"query": "python stock library", "num_results": null}')	CODE
HIGH	chapter8/browser-use-rpa/run_experiment_8_4.py	167	while(n && n.nodeType===1){ let i=1, s=n.previousElementSibling; while(s){if(s.tagName===n.tagName)i++;s=s	CODE
HIGH	chapter8/browser-use-rpa/run_experiment_8_4.py	168	return {tag:e.tagName.toLowerCase(),id:e.id,name:e.name,type:e.type\|\|null,	CODE
HIGH	…browser-use/tests/ci/test_browser_event_ScrollEvent.py	285	return rect.top >= 0 && rect.top <= window.innerHeight;	CODE
HIGH	…browser-use/tests/ci/test_browser_event_ScrollEvent.py	373	if (iframe && iframe.contentWindow) {	CODE
HIGH	…browser-use/tests/ci/test_browser_event_ScrollEvent.py	374	return iframe.contentWindow.pageYOffset \|\| 0;	CODE
HIGH	…browser-use/tests/ci/test_browser_event_ScrollEvent.py	398	if (iframe && iframe.contentDocument) {	CODE
HIGH	…r-use/tests/ci/test_browser_event_ClickElementEvent.py	1152	if (!input \|\| !input.files \|\| input.files.length === 0) {	CODE
HIGH⚡	…/test_browser_watchdog_downloads_upload_full_circle.py	328	fileName: fileName \|\| null,	CODE
HIGH⚡	…/test_browser_watchdog_downloads_upload_full_circle.py	328	fileName: fileName \|\| null,	CODE
HIGH⚡	…/test_browser_watchdog_downloads_upload_full_circle.py	329	fileSize: fileSize \|\| null,	CODE
HIGH⚡	…/test_browser_watchdog_downloads_upload_full_circle.py	329	fileSize: fileSize \|\| null,	CODE
HIGH⚡	…/test_browser_watchdog_downloads_upload_full_circle.py	330	fileHash: fileHash \|\| null,	CODE
HIGH⚡	…/test_browser_watchdog_downloads_upload_full_circle.py	330	fileHash: fileHash \|\| null,	CODE
HIGH	…pa/browser-use/tests/scripts/debug_iframe_scrolling.py	36	"evaluation_previous_goal": null,	STRING
HIGH	…owser-use-rpa/browser-use/browser_use/tools/service.py	495	params={'expression': 'window.scrollY \|\| window.pageYOffset \|\| 0'}, session_id=cdp_session.session_id	CODE
HIGH⚡	…ser-use-rpa/browser-use/browser_use/browser/profile.py	944	if (checkInitialized && initialized) {	CODE
HIGH	…ser-use-rpa/browser-use/browser_use/browser/profile.py	956	const result = await chrome.storage.local.get({{ settings: null }});	CODE
HIGH	…ser-use-rpa/browser-use/browser_use/browser/profile.py	967	if (checkInitialized && initialized) {{	CODE
HIGH	…e/browser_use/browser/watchdogs/aboutblank_watchdog.py	197	const imgWidth = img.offsetWidth \|\| 300;	CODE
HIGH	…e/browser_use/browser/watchdogs/aboutblank_watchdog.py	198	const imgHeight = img.offsetHeight \|\| 300;	CODE
HIGH	…owser_use/browser/watchdogs/default_action_watchdog.py	1230	if (element._reactInternalFiber \|\| element._reactInternalInstance \|\| element.__reactInternalInstance) {	CODE
HIGH	…owser_use/browser/watchdogs/default_action_watchdog.py	1249	if (element.__vue__ \|\| element._vnode \|\| element.__vueParentComponent) {	CODE
HIGH	…owser_use/browser/watchdogs/default_action_watchdog.py	1356	const doc = this.contentDocument \|\| this.contentWindow.document;	CODE
HIGH	…owser_use/browser/watchdogs/default_action_watchdog.py	1358	const scrollElement = doc.documentElement \|\| doc.body;	CODE
HIGH	…owser_use/browser/watchdogs/default_action_watchdog.py	1373	return {{success: false, error: e.toString()}};	CODE
HIGH	…owser_use/browser/watchdogs/default_action_watchdog.py	1794	null,	CODE
HIGH⚡	…owser_use/browser/watchdogs/default_action_watchdog.py	1925	return null;	STRING
HIGH⚡	…owser_use/browser/watchdogs/default_action_watchdog.py	1930	if (currentDepth >= maxDepth) return null;	STRING
HIGH⚡	…owser_use/browser/watchdogs/default_action_watchdog.py	2215	})).filter(opt => opt.text \|\| opt.value);	STRING
HIGH⚡	…owser_use/browser/watchdogs/default_action_watchdog.py	2224	return null; // Not a dropdown element	STRING
HIGH⚡	…owser_use/browser/watchdogs/default_action_watchdog.py	2229	if (currentDepth >= maxDepth) return null;	STRING
HIGH⚡	…owser_use/browser/watchdogs/default_action_watchdog.py	2235	if (result && result.success) {	STRING
HIGH⚡	…owser_use/browser/watchdogs/default_action_watchdog.py	2241	if (childResult && childResult.success) {	STRING
HIGH⚡	…owser_use/browser/watchdogs/default_action_watchdog.py	2246	return null;	STRING
HIGH	…owser_use/browser/watchdogs/default_action_watchdog.py	1879	options.push({	STRING
HIGH	…owser_use/browser/watchdogs/default_action_watchdog.py	1905	options.push({	STRING
HIGH	…owser_use/browser/watchdogs/default_action_watchdog.py	1948	return null;	STRING
HIGH	…owser_use/browser/watchdogs/default_action_watchdog.py	2090	if (optionTextLower === targetTextLower \|\| optionValueLower === targetTextLower) {	STRING
HIGH	…owser_use/browser/watchdogs/default_action_watchdog.py	2131	if (itemTextLower === targetTextLower \|\| itemValueLower === targetTextLower) {	STRING
HIGH	…owser_use/browser/watchdogs/default_action_watchdog.py	2159	})).filter(opt => opt.text \|\| opt.value);	STRING
HIGH	…owser_use/browser/watchdogs/default_action_watchdog.py	2179	if (itemTextLower === targetTextLower \|\| itemValueLower === targetTextLower) {	STRING
HIGH	…owser_use/browser/watchdogs/default_action_watchdog.py	2259	if (selectionResult && selectionResult.success) {	STRING
HIGH⚡	…browser-use-rpa/browser-use/browser_use/dom/service.py	315	const doc = iframe.contentDocument \|\| iframe.contentWindow.document;	CODE
HIGH⚡	…browser-use-rpa/browser-use/browser_use/dom/service.py	318	scrollTop: doc.documentElement.scrollTop \|\| doc.body.scrollTop \|\| 0,	CODE
HIGH⚡	…browser-use-rpa/browser-use/browser_use/dom/service.py	319	scrollLeft: doc.documentElement.scrollLeft \|\| doc.body.scrollLeft \|\| 0	CODE
HIGH	…ia-experience/AWorld/aworld/cmd/utils/webui_builder.py	18	["sh", "-c", "npm install && npm run build"],	CODE
HIGH	…World/examples/gaia/mcp_collections/tools/playchess.py	283	self.board.push(move)	CODE
HIGH⚡	…pt-auto-optimization/tests/test_baggage_policy_null.py	7	# 模型显式传 {"cabin": null}：应回退到经济舱默认，而不是 TypeError	COMMENT
HIGH⚡	…pt-auto-optimization/tests/test_baggage_policy_null.py	8	args = json.loads('{"cabin": null}')	CODE
HIGH	chapter6/agent-cost-analysis/tracer.py	93	# Some OpenAI-compatible providers omit usage (null); match from_records coercion.	COMMENT
HIGH	chapter6/elo-leaderboard/animation.py	259	let animationInterval = null;	CODE
HIGH	chapter6/elo-leaderboard/animation.py	380	animationInterval = null;	CODE
HIGH⚡	…d-pretrain/validation/run_vlm_training_report_audit.py	557	"original_source": "git clone https://github.com/bojieli/minimind-v.git sources/original-minimind-v && g	CODE
HIGH⚡	…d-pretrain/validation/run_vlm_training_report_audit.py	558	"improved_source": "git clone https://github.com/bojieli/minimind-v.git sources/qk-norm-muon-minimind-v	CODE
HIGH⚡	…d-pretrain/validation/run_vlm_training_report_audit.py	559	"dataset": "git clone https://huggingface.co/datasets/jingyaogong/minimind-v_dataset dataset-source && g	CODE
HIGH⚡	…d-pretrain/validation/run_vlm_training_report_audit.py	560	"vision_encoder": "git clone https://huggingface.co/openai/clip-vit-base-patch16 model/vision_model/clip	CODE
HIGH⚡	…d-pretrain/validation/run_vlm_training_report_audit.py	561	"original_pretrain_vlm": "install -m 0644 <exp7-3-original-sft-768.pth> runs/original/out/llm_768.pth &&	CODE
HIGH⚡	…d-pretrain/validation/run_vlm_training_report_audit.py	562	"original_sft_vlm": "cd trainer && torchrun --nproc_per_node=8 train_sft_vlm.py --out_dir ../runs/origin	CODE
52 more matches not shown…

Structural Annotation Overuse475 hits · 588 pts

Severity	File	Line	Snippet	Context
LOW⚡	book-tr/gen_ch5_figs.py	601	# Step 1: User input	COMMENT
LOW⚡	book-tr/gen_ch5_figs.py	608	# Step 2: LLM analyzes and generates form	COMMENT
LOW⚡	book-tr/gen_ch5_figs.py	1014	# Step 2: Copy scaffold	COMMENT
LOW	book-tr/gen_ch5_figs.py	629	# Step 3: Rendered form (visual representation)	COMMENT
LOW	book-tr/gen_ch5_figs.py	646	# Step 4: JSON result	COMMENT
LOW	book-tr/gen_ch5_figs.py	660	# Step 5: Agent continues with structured data	COMMENT
LOW	book-tr/gen_ch5_figs.py	1002	# Step 1: Read reference	COMMENT
LOW	book-tr/gen_ch5_figs.py	1025	# Step 3: Targeted modification	COMMENT
LOW	book-tr/gen_ch5_figs.py	1037	# Step 4: Validate	COMMENT
LOW⚡	book-tr/gen_ch3_figs.py	116	# Step 1: User query	COMMENT
LOW⚡	book-tr/gen_ch3_figs.py	123	# Step 2: Retrieval	COMMENT
LOW⚡	book-tr/gen_ch3_figs.py	130	# Step 3: Augmentation	COMMENT
LOW⚡	book-tr/gen_ch3_figs.py	137	# Step 4: Generation	COMMENT
LOW⚡	book-tr/gen_ch1_figs.py	33	# Step 1: User input	COMMENT
LOW⚡	book-tr/gen_ch1_figs.py	36	# Step 2: Think	COMMENT
LOW⚡	book-tr/gen_ch1_figs.py	40	# Step 3: Tool call	COMMENT
LOW⚡	book-tr/gen_ch1_figs.py	44	# Step 4: Tool result	COMMENT
LOW⚡	book-tr/gen_ch1_figs.py	48	# Step 5: Code	COMMENT
LOW⚡	book-tr/gen_ch1_figs.py	52	# Step 6: Final	COMMENT
LOW⚡	book-tr/gen_ch1_figs.py	475	# Step 1: Think — title above box, code inside box	COMMENT
LOW⚡	book-tr/gen_ch1_figs.py	481	# Step 2: Act	COMMENT
LOW⚡	book-tr/gen_ch1_figs.py	488	# Step 3: Observe	COMMENT
LOW⚡	book-es/gen_ch1_figs.py	33	# Step 1: User input	COMMENT
LOW⚡	book-es/gen_ch1_figs.py	36	# Step 2: Think	COMMENT
LOW⚡	book-es/gen_ch1_figs.py	40	# Step 3: Tool call	COMMENT
LOW⚡	book-es/gen_ch1_figs.py	44	# Step 4: Tool result	COMMENT
LOW⚡	book-es/gen_ch1_figs.py	48	# Step 5: Code	COMMENT
LOW⚡	book-es/gen_ch1_figs.py	52	# Step 6: Final	COMMENT
LOW⚡	book-id/gen_ch5_figs.py	601	# Step 1: User input	COMMENT
LOW⚡	book-id/gen_ch5_figs.py	608	# Step 2: LLM analyzes and generates form	COMMENT
LOW⚡	book-id/gen_ch5_figs.py	1014	# Step 2: Copy scaffold	COMMENT
LOW	book-id/gen_ch5_figs.py	629	# Step 3: Rendered form (visual representation)	COMMENT
LOW	book-id/gen_ch5_figs.py	646	# Step 4: JSON result	COMMENT
LOW	book-id/gen_ch5_figs.py	660	# Step 5: Agent continues with structured data	COMMENT
LOW	book-id/gen_ch5_figs.py	1002	# Step 1: Read reference	COMMENT
LOW	book-id/gen_ch5_figs.py	1025	# Step 3: Targeted modification	COMMENT
LOW	book-id/gen_ch5_figs.py	1037	# Step 4: Validate	COMMENT
LOW⚡	book-id/gen_ch3_figs.py	116	# Step 1: User query	COMMENT
LOW⚡	book-id/gen_ch3_figs.py	123	# Step 2: Retrieval	COMMENT
LOW⚡	book-id/gen_ch3_figs.py	130	# Step 3: Augmentation	COMMENT
LOW⚡	book-id/gen_ch3_figs.py	137	# Step 4: Generation	COMMENT
LOW⚡	book-id/gen_ch1_figs.py	33	# Step 1: User input	COMMENT
LOW⚡	book-id/gen_ch1_figs.py	36	# Step 2: Think	COMMENT
LOW⚡	book-id/gen_ch1_figs.py	40	# Step 3: Tool call	COMMENT
LOW⚡	book-id/gen_ch1_figs.py	44	# Step 4: Tool result	COMMENT
LOW⚡	book-id/gen_ch1_figs.py	48	# Step 5: Code	COMMENT
LOW⚡	book-id/gen_ch1_figs.py	52	# Step 6: Final	COMMENT
LOW⚡	book-id/gen_ch1_figs.py	475	# Step 1: Think — title above box, code inside box	COMMENT
LOW⚡	book-id/gen_ch1_figs.py	481	# Step 2: Act	COMMENT
LOW⚡	book-id/gen_ch1_figs.py	488	# Step 3: Observe	COMMENT
LOW	chapter8/prompt-distillation/README.md	131	### Step 1: Generate Training Data	COMMENT
LOW	chapter8/prompt-distillation/README.md	171	### Step 2: Train the Student Model	COMMENT
LOW	chapter8/prompt-distillation/README.md	191	### Step 3: Evaluate Your Model	COMMENT
LOW	chapter8/prompt-distillation/README.md	343	### Step 4: Quantify the Before/After (offline, no GPU needed)	COMMENT
LOW⚡	…er-use-rpa/browser-use/tests/ci/test_url_shortening.py	121	# Step 1: Input processing with URL shortening	COMMENT
LOW	…er-use-rpa/browser-use/tests/ci/test_url_shortening.py	134	# Step 2: Simulate agent output with shortened URL	COMMENT
LOW	…er-use-rpa/browser-use/tests/ci/test_url_shortening.py	149	# Step 3: Output processing with URL restoration (modifies agent_output in-place)	COMMENT
LOW	…/test_browser_watchdog_downloads_upload_full_circle.py	163	# Step 1: Navigate to download page	COMMENT
LOW	…/test_browser_watchdog_downloads_upload_full_circle.py	190	# Step 2: Click download link and wait for download	COMMENT
LOW	…/test_browser_watchdog_downloads_upload_full_circle.py	224	# Step 3: Navigate to upload page in a new tab	COMMENT
415 more matches not shown…

Self-Referential Comments177 hits · 531 pts

Severity	File	Line	Snippet	Context
MEDIUM⚡	chapter8/self-evolving-tools/test_search_null_fields.py	9	# Create a tool file manually with null description	COMMENT
MEDIUM	chapter8/browser-use-rpa/test_validation.py	81	# Create a simple workflow manually	COMMENT
MEDIUM	chapter8/browser-use-rpa/test_validation.py	216	# Create a simple workflow	COMMENT
MEDIUM	…-use/tests/ci/test_browser_event_NavigateToUrlEvent.py	85	# Create the ActionModel instance	COMMENT
MEDIUM	…-use/tests/ci/test_browser_event_NavigateToUrlEvent.py	174	# Create a simple data URL	COMMENT
MEDIUM	…/browser-use-rpa/browser-use/tests/ci/test_registry.py	935	# Create a custom param model for select_cell_or_range	COMMENT
MEDIUM	…/browser-use-rpa/browser-use/tests/ci/test_registry.py	944	# Define the function without using our registry - this will be a helper function	COMMENT
MEDIUM	…/browser-use-rpa/browser-use/tests/ci/test_registry.py	1034	# Create the model instance	COMMENT
MEDIUM	…-use-rpa/browser-use/tests/ci/test_sync_client_auth.py	624	# # Create the events directory structure that the method expects	COMMENT
MEDIUM	…pter8/browser-use-rpa/browser-use/tests/ci/conftest.py	47	# Create a temporary directory for test config (but not for extensions)	COMMENT
MEDIUM	…browser-use/tests/ci/test_llm_gemini_type_field_fix.py	93	# Create a test model that generates a schema with dict type	COMMENT
MEDIUM	…ser-use/tests/ci/test_browser_session_element_cache.py	146	# Create a test action that checks the selector map it receives	COMMENT
MEDIUM	…ser-use/tests/ci/test_browser_session_element_cache.py	184	# Create a test action that replicates click_element_by_index logic	COMMENT
MEDIUM	…owser-use/tests/ci/test_llm_custom_structured_ouput.py	18	# Create the agent output model with custom actions	COMMENT
MEDIUM	…owser-use/tests/ci/test_llm_custom_structured_ouput.py	24	# Create the optimized schema	COMMENT
MEDIUM	…rowser-use/tests/ci/test_browser_watchdog_security2.py	13	# Create a context config with a sample allowed domain	COMMENT
MEDIUM	…ser-use/tests/ci/test_browser_session_recent_events.py	134	# Create a page that causes DOM processing to fail	COMMENT
MEDIUM	…st_browser_event_GetDropdownOptionsEvent_aria_menus.py	194	# Create a model for the get_dropdown_options action	COMMENT
MEDIUM	…st_browser_event_GetDropdownOptionsEvent_aria_menus.py	261	# Create a model for the select_dropdown_option action	COMMENT
MEDIUM	…st_browser_event_GetDropdownOptionsEvent_aria_menus.py	335	# Create a model for the get_dropdown_options action	COMMENT
MEDIUM	…rpa/browser-use/tests/ci/test_browser_session_start.py	89	# # Create a new tab explicitly	COMMENT
MEDIUM	…rpa/browser-use/tests/ci/test_browser_session_start.py	150	# Create a reusable profile	COMMENT
MEDIUM	…rpa/browser-use/tests/ci/test_browser_session_start.py	186	# Create a reusable session with keep_alive	COMMENT
MEDIUM	…er-use/tests/ci/test_browser_session_tab_management.py	63	# Create an initial tab using the navigate method which is more reliable	COMMENT
MEDIUM	…er-use/tests/ci/test_browser_session_tab_management.py	103	# Create the ActionModel with the single action field	COMMENT
MEDIUM	…rowser-use-rpa/browser-use/tests/ci/test_filesystem.py	522	# Create a large file	COMMENT
MEDIUM	…rowser-use-rpa/browser-use/tests/ci/test_filesystem.py	622	# Create a products CSV file	COMMENT
MEDIUM	…rowser-use-rpa/browser-use/tests/ci/test_filesystem.py	756	# Create a file to ensure directory has content	COMMENT
MEDIUM	…rowser-use-rpa/browser-use/tests/ci/test_filesystem.py	833	# Create a state with unknown file type	COMMENT
MEDIUM	…rowser-use-rpa/browser-use/tests/ci/test_filesystem.py	869	# Create a notes file	COMMENT
MEDIUM	…-rpa/browser-use/tests/ci/test_agent_sensitive_data.py	42	# Create a simple Pydantic model with sensitive data placeholders	COMMENT
MEDIUM	…-rpa/browser-use/tests/ci/test_agent_sensitive_data.py	75	# Create a simple Pydantic model with sensitive data placeholders	COMMENT
MEDIUM	…wser-use/tests/ci/test_browser_watchdog_screenshots.py	21	# Create a browser session with headless=True	COMMENT
MEDIUM	…wser-use/tests/ci/test_browser_watchdog_screenshots.py	347	# Create a page with scrollable content	COMMENT
MEDIUM	…r-use/tests/ci/test_browser_event_ClickElementEvent.py	77	# Create an action with an invalid index	COMMENT
MEDIUM	…r-use/tests/ci/test_browser_event_ClickElementEvent.py	176	# Create a model for the click_element_by_index action	COMMENT
MEDIUM	…r-use/tests/ci/test_browser_event_ClickElementEvent.py	1010	# Create a temporary test file	COMMENT
MEDIUM	…r-use/tests/ci/test_browser_event_ClickElementEvent.py	1119	# Create a temporary FileSystem for the test	COMMENT
MEDIUM	…r-use/tests/ci/test_browser_event_ClickElementEvent.py	1214	# Create a temporary test file that's NOT in available_file_paths	COMMENT
MEDIUM	…r-use/tests/ci/test_browser_event_ClickElementEvent.py	1255	# Create a temporary FileSystem for all tests	COMMENT
MEDIUM	…a/browser-use/tests/ci/test_llm_anthropic_502_error.py	14	# Create a ChatAnthropic instance	COMMENT
MEDIUM⚡	…e/tests/ci/test_registry_action_parameter_injection.py	267	# Create a new tab	COMMENT
MEDIUM	…e/tests/ci/test_registry_action_parameter_injection.py	347	# Create a registry	COMMENT
MEDIUM	…e/tests/ci/test_registry_action_parameter_injection.py	374	# Create an instance with the simple_action	COMMENT
MEDIUM	…er8/browser-use-rpa/browser-use/tests/ci/test_tools.py	118	# Define a custom action	COMMENT
MEDIUM	…er8/browser-use-rpa/browser-use/tests/ci/test_tools.py	135	# Create the custom action model	COMMENT
MEDIUM	…er8/browser-use-rpa/browser-use/tests/ci/test_tools.py	323	# Create a temporary directory for the file system	COMMENT
MEDIUM	…er8/browser-use-rpa/browser-use/tests/ci/test_tools.py	432	# Create a model for the standard get_dropdown_options action	COMMENT
MEDIUM	…er8/browser-use-rpa/browser-use/tests/ci/test_tools.py	559	# Create a model for the standard select_dropdown_option action	COMMENT
MEDIUM	…pa/browser-use/tests/scripts/debug_iframe_scrolling.py	29	# Create the sequence of actions for the mock LLM	COMMENT
MEDIUM	…pa/browser-use/tests/scripts/debug_iframe_scrolling.py	122	# Create an agent with the mock LLM	COMMENT
MEDIUM	…pa/browser-use/tests/scripts/debug_iframe_scrolling.py	180	# Create the action model for navigation	COMMENT
MEDIUM⚡	…se-rpa/browser-use/examples/features/sensitive_data.py	22	# Define a single credential set that can be reused	COMMENT
MEDIUM	…rowser-use/examples/custom-functions/action_filters.py	100	# Create the agent	COMMENT
MEDIUM	…a/browser-use/examples/custom-functions/file_upload.py	89	# Create the agent with file upload capability	COMMENT
MEDIUM	…e-rpa/browser-use/examples/models/langchain/example.py	23	# Create a LangChain model (OpenAI)	COMMENT
MEDIUM	…e-rpa/browser-use/examples/models/langchain/example.py	32	# Create a simple task	COMMENT
MEDIUM⚡	…er-use-rpa/browser-use/examples/cloud/01_basic_task.py	153	# Define a simple search task (using DuckDuckGo to avoid captchas)	COMMENT
MEDIUM	…ser-use/examples/getting_started/04_multi_step_task.py	31	# Define a multi-step task	COMMENT
MEDIUM	…rowser-use/examples/getting_started/02_form_filling.py	31	# Define a form filling task	COMMENT
117 more matches not shown…

Verbosity Indicators379 hits · 444 pts

Severity	File	Line	Snippet	Context
LOW⚡	book-tr/gen_ch5_figs.py	601	# Step 1: User input	COMMENT
LOW⚡	book-tr/gen_ch5_figs.py	608	# Step 2: LLM analyzes and generates form	COMMENT
LOW⚡	book-tr/gen_ch5_figs.py	1014	# Step 2: Copy scaffold	COMMENT
LOW	book-tr/gen_ch5_figs.py	629	# Step 3: Rendered form (visual representation)	COMMENT
LOW	book-tr/gen_ch5_figs.py	646	# Step 4: JSON result	COMMENT
LOW	book-tr/gen_ch5_figs.py	660	# Step 5: Agent continues with structured data	COMMENT
LOW	book-tr/gen_ch5_figs.py	1002	# Step 1: Read reference	COMMENT
LOW	book-tr/gen_ch5_figs.py	1025	# Step 3: Targeted modification	COMMENT
LOW	book-tr/gen_ch5_figs.py	1037	# Step 4: Validate	COMMENT
LOW⚡	book-tr/gen_ch3_figs.py	116	# Step 1: User query	COMMENT
LOW⚡	book-tr/gen_ch3_figs.py	123	# Step 2: Retrieval	COMMENT
LOW⚡	book-tr/gen_ch3_figs.py	130	# Step 3: Augmentation	COMMENT
LOW⚡	book-tr/gen_ch3_figs.py	137	# Step 4: Generation	COMMENT
LOW⚡	book-tr/gen_ch1_figs.py	33	# Step 1: User input	COMMENT
LOW⚡	book-tr/gen_ch1_figs.py	36	# Step 2: Think	COMMENT
LOW⚡	book-tr/gen_ch1_figs.py	40	# Step 3: Tool call	COMMENT
LOW⚡	book-tr/gen_ch1_figs.py	44	# Step 4: Tool result	COMMENT
LOW⚡	book-tr/gen_ch1_figs.py	48	# Step 5: Code	COMMENT
LOW⚡	book-tr/gen_ch1_figs.py	52	# Step 6: Final	COMMENT
LOW⚡	book-tr/gen_ch1_figs.py	475	# Step 1: Think — title above box, code inside box	COMMENT
LOW⚡	book-tr/gen_ch1_figs.py	481	# Step 2: Act	COMMENT
LOW⚡	book-tr/gen_ch1_figs.py	488	# Step 3: Observe	COMMENT
LOW⚡	book-es/gen_ch1_figs.py	33	# Step 1: User input	COMMENT
LOW⚡	book-es/gen_ch1_figs.py	36	# Step 2: Think	COMMENT
LOW⚡	book-es/gen_ch1_figs.py	40	# Step 3: Tool call	COMMENT
LOW⚡	book-es/gen_ch1_figs.py	44	# Step 4: Tool result	COMMENT
LOW⚡	book-es/gen_ch1_figs.py	48	# Step 5: Code	COMMENT
LOW⚡	book-es/gen_ch1_figs.py	52	# Step 6: Final	COMMENT
LOW⚡	book-id/gen_ch5_figs.py	601	# Step 1: User input	COMMENT
LOW⚡	book-id/gen_ch5_figs.py	608	# Step 2: LLM analyzes and generates form	COMMENT
LOW⚡	book-id/gen_ch5_figs.py	1014	# Step 2: Copy scaffold	COMMENT
LOW	book-id/gen_ch5_figs.py	629	# Step 3: Rendered form (visual representation)	COMMENT
LOW	book-id/gen_ch5_figs.py	646	# Step 4: JSON result	COMMENT
LOW	book-id/gen_ch5_figs.py	660	# Step 5: Agent continues with structured data	COMMENT
LOW	book-id/gen_ch5_figs.py	1002	# Step 1: Read reference	COMMENT
LOW	book-id/gen_ch5_figs.py	1025	# Step 3: Targeted modification	COMMENT
LOW	book-id/gen_ch5_figs.py	1037	# Step 4: Validate	COMMENT
LOW⚡	book-id/gen_ch3_figs.py	116	# Step 1: User query	COMMENT
LOW⚡	book-id/gen_ch3_figs.py	123	# Step 2: Retrieval	COMMENT
LOW⚡	book-id/gen_ch3_figs.py	130	# Step 3: Augmentation	COMMENT
LOW⚡	book-id/gen_ch3_figs.py	137	# Step 4: Generation	COMMENT
LOW⚡	book-id/gen_ch1_figs.py	33	# Step 1: User input	COMMENT
LOW⚡	book-id/gen_ch1_figs.py	36	# Step 2: Think	COMMENT
LOW⚡	book-id/gen_ch1_figs.py	40	# Step 3: Tool call	COMMENT
LOW⚡	book-id/gen_ch1_figs.py	44	# Step 4: Tool result	COMMENT
LOW⚡	book-id/gen_ch1_figs.py	48	# Step 5: Code	COMMENT
LOW⚡	book-id/gen_ch1_figs.py	52	# Step 6: Final	COMMENT
LOW⚡	book-id/gen_ch1_figs.py	475	# Step 1: Think — title above box, code inside box	COMMENT
LOW⚡	book-id/gen_ch1_figs.py	481	# Step 2: Act	COMMENT
LOW⚡	book-id/gen_ch1_figs.py	488	# Step 3: Observe	COMMENT
LOW⚡	…er-use-rpa/browser-use/tests/ci/test_url_shortening.py	121	# Step 1: Input processing with URL shortening	COMMENT
LOW	…er-use-rpa/browser-use/tests/ci/test_url_shortening.py	134	# Step 2: Simulate agent output with shortened URL	COMMENT
LOW	…er-use-rpa/browser-use/tests/ci/test_url_shortening.py	149	# Step 3: Output processing with URL restoration (modifies agent_output in-place)	COMMENT
LOW	…/test_browser_watchdog_downloads_upload_full_circle.py	163	# Step 1: Navigate to download page	COMMENT
LOW	…/test_browser_watchdog_downloads_upload_full_circle.py	190	# Step 2: Click download link and wait for download	COMMENT
LOW	…/test_browser_watchdog_downloads_upload_full_circle.py	224	# Step 3: Navigate to upload page in a new tab	COMMENT
LOW	…/test_browser_watchdog_downloads_upload_full_circle.py	273	# Step 4: Upload the downloaded file	COMMENT
LOW	…/test_browser_watchdog_downloads_upload_full_circle.py	315	# Step 5: Verify upload via JavaScript (client-side hash)	COMMENT
LOW	…/test_browser_watchdog_downloads_upload_full_circle.py	356	# Step 6: Verify server-side upload (if needed)	STRING
LOW⚡	…er-use-rpa/browser-use/examples/mcp/advanced_server.py	130	# Step 1: Navigate to search engine	COMMENT
319 more matches not shown…

Magic Placeholder Names76 hits · 408 pts

Severity	File	Line	Snippet	Context
HIGH	…8/browser-use-rpa/browser-use/examples/cloud/README.md	82	"api_key": "your_api_key"	CODE
HIGH	…rpa/browser-use/examples/apps/news-use/news_monitor.py	48	print(" Then run: export GEMINI_API_KEY='your-api-key-here'")	CODE
HIGH	…ser-use-rpa/browser-use/examples/apps/msg-use/login.py	22	print("Please set it with: export GOOGLE_API_KEY='your-api-key-here'")	CODE
HIGH	chapter8/gaia-experience/AWorld/README.md	267	export LLM_API_KEY="your-api-key-here"	CODE
HIGH	chapter8/gaia-experience/AWorld/README.md	622	"url": "https://mcp.example.com/sse?key=YOUR_API_KEY", # Replace Your API Key	CODE
HIGH	chapter8/gaia-experience/AWorld/README.md	667	export LLM_API_KEY="your-api-key-here"	CODE
HIGH	chapter8/gaia-experience/AWorld/README_zh.md	166	export LLM_API_KEY="your-api-key-here"	CODE
HIGH	chapter8/gaia-experience/AWorld/README_zh.md	506	"url": "https://mcp.example.com/sse?key=YOUR_API_KEY", # Replace Your API Key	CODE
HIGH	chapter8/gaia-experience/AWorld/README_zh.md	551	export LLM_API_KEY="your-api-key-here"	CODE
HIGH	…xperience/AWorld/docs/Quickstart/agent_construction.md	31	os.environ["LLM_API_KEY"] = "your-api-key"	CODE
HIGH	chapter8/gaia-experience/AWorld/aworld/models/README.md	33	llm_api_key="your_api_key",	CODE
HIGH	chapter8/gaia-experience/AWorld/aworld/models/README.md	60	api_key="your_api_key",	CODE
HIGH	chapter8/gaia-experience/AWorld/aworld/models/README.md	125	api_key="your_api_key"	CODE
HIGH	chapter8/gaia-experience/AWorld/aworld/models/README.md	134	api_key="your_api_key"	CODE
HIGH	chapter8/gaia-experience/AWorld/aworld/models/README.md	158	api_key="your_api_key",	CODE
HIGH	chapter8/gaia-experience/AWorld/aworld/models/README.md	194	api_key="your_api_key"	CODE
HIGH	chapter8/gaia-experience/AWorld/examples/BFCL/README.md	41	export OPENROUTER_API_KEY="your-api-key-here"	CODE
HIGH	chapter8/gaia-experience/AWorld/examples/imo/README.md	91	LLM_API_KEY="your_api_key" # Your API key from OpenAI, OpenRouter, etc.	CODE
HIGH	…ter8/gaia-experience/AWorld/examples/osworld/README.md	51	--ground_api_key YOUR_API_KEY \	CODE
HIGH	…ter8/gaia-experience/AWorld/examples/osworld/README.md	55	--model_api_key YOUR_API_KEY \	CODE
HIGH	…r8/gaia-experience/AWorld/examples/parallel_run/run.py	11	os.environ["LLM_API_KEY"] = "your-api-key"	CODE
HIGH	…gaia-experience/AWorld/examples/parallel_run/README.md	22	os.environ["LLM_API_KEY"] = "your-api-key"	CODE
HIGH	…gaia-experience/AWorld/examples/parallel_run/README.md	113	os.environ["LLM_API_KEY"] = "your-api-key"	CODE
HIGH	chapter1/learning-from-experience/README.md	109	export MOONSHOT_API_KEY="your-api-key-here"	CODE
HIGH	chapter1/learning-from-experience/README.md	115	echo "MOONSHOT_API_KEY=your-api-key-here" > .env	CODE
HIGH	chapter1/learning-from-experience/README.md	480	export MOONSHOT_API_KEY="your-api-key-here"	CODE
HIGH	chapter1/learning-from-experience/README.md	486	echo "MOONSHOT_API_KEY=your-api-key-here" > .env	CODE
HIGH	chapter1/web-search-agent/config.py	74	print("请设置环境变量: export MOONSHOT_API_KEY='your-api-key'")	CODE
HIGH	chapter1/web-search-agent/config.py	75	print("(或者使用旧的环境变量名: export KIMI_API_KEY='your-api-key')")	CODE
HIGH	chapter1/web-search-agent/README.md	90	export MOONSHOT_API_KEY='your-api-key-here'	CODE
HIGH	chapter1/web-search-agent/README.md	96	MOONSHOT_API_KEY=your-api-key-here	CODE
HIGH	chapter1/web-search-agent/README.md	372	export MOONSHOT_API_KEY='your-api-key-here'	CODE
HIGH	chapter1/web-search-agent/README.md	378	MOONSHOT_API_KEY=your-api-key-here	CODE
HIGH	chapter1/web-search-agent/quickstart.py	53	print(" export MOONSHOT_API_KEY='your-api-key'")	CODE
HIGH	chapter1/web-search-agent/quickstart.py	54	print(" (或使用: export KIMI_API_KEY='your-api-key')")	CODE
HIGH	…_experiment,_add_support_for_Kimi_K2_model_kimi-k2-.md	91	api_key="your_api_key",	CODE
HIGH	…_user_memory_agent,_conversational_agent_and_main.p.md	210	export OPENROUTER_API_KEY="your-api-key-here"	CODE
HIGH	chapter9/README.md	104	export ANTHROPIC_API_KEY='replace-with-your-api-key'	CODE
HIGH	chapter9/README.md	135	export OPENROUTER_API_KEY='replace-with-your-api-key'	CODE
HIGH	chapter2/context-compression/README.md	154	api_key="your_api_key",	CODE
HIGH	chapter2/context-compression/README.md	403	api_key="your_api_key",	CODE
HIGH	chapter2/system-hint/README.md	106	export KIMI_API_KEY='your-api-key-here'	CODE
HIGH	chapter2/system-hint/README.md	159	api_key="your-api-key",	CODE
HIGH	chapter2/system-hint/README.md	263	1. API key not set: `export KIMI_API_KEY='your-api-key-here'`	CODE
HIGH	chapter2/system-hint/README.md	352	export KIMI_API_KEY='your-api-key-here'	CODE
HIGH	chapter2/system-hint/README.md	391	api_key="your-api-key",	CODE
HIGH	chapter2/system-hint/README.md	477	1. 未设置 API Key： `export KIMI_API_KEY='your-api-key-here'`	CODE
HIGH	chapter2/system-hint/main.py	99	print(" export KIMI_API_KEY='your-api-key-here'")	CODE
HIGH	chapter2/system-hint/main.py	137	print(" export KIMI_API_KEY='your-api-key-here'")	CODE
HIGH	chapter2/system-hint/run_sample.sh	19	echo " export KIMI_API_KEY='your-api-key-here'"	CODE
HIGH	chapter2/system-hint/quickstart.py	25	print(" 3. Run: export KIMI_API_KEY='your-api-key-here'")	CODE
HIGH	chapter2/kv-cache/README.md	85	# Or export MOONSHOT_API_KEY="your-api-key-here"	COMMENT
HIGH	chapter2/kv-cache/README.md	346	# 或 export MOONSHOT_API_KEY="your-api-key-here"	COMMENT
HIGH	chapter2/kv-cache/tests/manual/demo_quick.py	33	print(" export MOONSHOT_API_KEY='your-api-key-here'")	CODE
HIGH⚡	chapter3/user-memory/PROVIDERS.md	43	export MOONSHOT_API_KEY="your-api-key-here"	CODE
HIGH⚡	chapter3/user-memory/PROVIDERS.md	46	export SILICONFLOW_API_KEY="your-api-key-here"	CODE
HIGH⚡	chapter3/user-memory/PROVIDERS.md	49	export DOUBAO_API_KEY="your-api-key-here"	CODE
HIGH⚡	chapter3/user-memory/PROVIDERS.md	52	export OPENROUTER_API_KEY="your-api-key-here"	CODE
HIGH⚡	chapter3/user-memory/main.py	106	print(" export MOONSHOT_API_KEY='your-api-key-here'")	CODE
HIGH⚡	chapter3/user-memory/main.py	108	print(" export SILICONFLOW_API_KEY='your-api-key-here'")	CODE
16 more matches not shown…

Docstring Block Structure79 hits · 395 pts

Severity	File	Line	Snippet	Context
HIGH	chapter8/browser-use-rpa/learning_agent/replay.py	82	Replay a workflow with the given parameters. Args: workflow: The workflow to repla	STRING
HIGH	chapter8/browser-use-rpa/learning_agent/workflow.py	228	Create a parameterized copy of this workflow with specific values. Args: parameter	STRING
HIGH	…rpa/browser-use/examples/features/add_image_context.py	21	Convert image file to base64 string. Args: image_path: Path to the image file Returns: Base64 encoded st	STRING
HIGH	…/browser-use-rpa/browser-use/browser_use/llm/models.py	58	Factory function to create LLM instances from string names with API keys from environment. Args: model_name: St	STRING
HIGH	…owser-use-rpa/browser-use/browser_use/browser/cloud.py	128	Stop a cloud browser session. Args: session_id: Session ID to stop. If None, uses current session. Returns:	STRING
HIGH	…owser-use-rpa/browser-use/browser_use/browser/cloud.py	258	Stop a cloud browser session. Args: session_id: Session ID to stop. If None, uses current session from global client	STRING
HIGH	…wser-use-rpa/browser-use/browser_use/browser/events.py	17	Safely parse environment variable timeout values with robust error handling. Args: env_var: Environment variable n	STRING
HIGH	…ser-use-rpa/browser-use/browser_use/browser/session.py	2307	Get a CDP client attached to the target containing the specified frame. Builds a unified frame hierarchy from all tar	STRING
HIGH	…/gaia-experience/AWorld/aworld/tools/function_tools.py	100	Tool function decorator Args: description: Tool description parameters: Additio	STRING
HIGH	…/gaia-experience/AWorld/aworld/tools/function_tools.py	249	Asynchronously call the specified tool function Args: tool_name: Tool name argu	STRING
HIGH	…/gaia-experience/AWorld/aworld/tools/function_tools.py	295	Synchronously call the specified tool function For async tools, it will run in the event loop.	STRING
HIGH	…perience/AWorld/aworld/tools/function_tools_adapter.py	81	Get MCP adapter for FunctionTools Args: name: Function tool server name Returns: M	STRING
HIGH	…gaia-experience/AWorld/aworld/trace/context_manager.py	163	A decorator that traces the execution of a function. Args: msg_template: The message templa	STRING
HIGH	…/gaia-experience/AWorld/aworld/trace/function_trace.py	25	A decorator that traces the execution of a function. Args: trace_manager: The trace manager to use.	STRING
HIGH	…nce/AWorld/aworld/replay_buffer/event_replay_buffer.py	72	Build DataRow from a message. Args: message (Dict): Message data containing necess	STRING
HIGH	…er8/gaia-experience/AWorld/aworld/core/llm_provider.py	78	Post-process response, convert provider response to unified ModelResponse. Args: response: Original	STRING
HIGH	…er8/gaia-experience/AWorld/aworld/core/llm_provider.py	91	Post-process streaming response chunk, convert provider chunk to unified ModelResponse. Args: chunk	STRING
HIGH	…er8/gaia-experience/AWorld/aworld/core/llm_provider.py	109	Asynchronously call model to generate response. Args: messages: Message list, format is [{"	STRING
HIGH	…er8/gaia-experience/AWorld/aworld/core/llm_provider.py	137	Synchronously call model to generate response. Args: messages: Message list, format is [{"role": "s	STRING
HIGH	…er8/gaia-experience/AWorld/aworld/core/llm_provider.py	160	Synchronously call model to generate streaming response. Args: messages: Message list, format is [{	STRING
HIGH	…er8/gaia-experience/AWorld/aworld/core/llm_provider.py	183	Asynchronously call model to generate streaming response. Args: messages: Message list, format is [	STRING
HIGH	…World/aworld/core/context/prompts/dynamic_variables.py	181	Generic function to get object member variables by path Args: obj: Object to get value from fie	STRING
HIGH	…World/aworld/core/context/prompts/dynamic_variables.py	231	Create generic dynamic function to get specified Context field with enhanced retrieval Args: field_path	STRING
HIGH	…/gaia-experience/AWorld/aworld/utils/import_package.py	78	Import and install package if not available. Args: package_name: Name of the package to import	STRING
HIGH	…/gaia-experience/AWorld/aworld/utils/import_package.py	184	Generate installation command based on specified installer. Args: installer: Package installer to use	STRING
HIGH	…8/gaia-experience/AWorld/aworld/models/ant_provider.py	545	Process Ant response. Args: response: Ant response object. Returns: ModelRespo	STRING
HIGH	…8/gaia-experience/AWorld/aworld/models/ant_provider.py	573	Process Ant stream response chunk. Args: chunk: Ant response chunk. Returns: M	STRING
HIGH	…8/gaia-experience/AWorld/aworld/models/ant_provider.py	605	Synchronously call Ant to generate response. Args: messages: Message list. temperature:	STRING
HIGH	…8/gaia-experience/AWorld/aworld/models/ant_provider.py	646	Asynchronously call Ant to generate response. Args: messages: Message list. temperature	STRING
HIGH	…8/gaia-experience/AWorld/aworld/models/ant_provider.py	687	Synchronously call Ant to generate streaming response. Args: messages: Message list. te	STRING
HIGH	…8/gaia-experience/AWorld/aworld/models/ant_provider.py	783	Asynchronously call Ant to generate streaming response. Args: messages: Message list. t	STRING
HIGH	chapter8/gaia-experience/AWorld/aworld/models/llm.py	328	Convert speech to text. Args: audio_file: Path to audio file or file object. language:	STRING
HIGH	chapter8/gaia-experience/AWorld/aworld/models/llm.py	355	Asynchronously convert speech to text. Args: audio_file: Path to audio file or file object.	STRING
HIGH	chapter8/gaia-experience/AWorld/aworld/models/llm.py	391	Check if configuration contains a specific key. Args: conf: Configuration object (ConfigDict or AgentCo	STRING
HIGH	…aia-experience/AWorld/aworld/models/openai_provider.py	105	Process OpenAI response. Args: response: OpenAI response object. Returns: Mode	STRING
HIGH	…aia-experience/AWorld/aworld/models/openai_provider.py	135	Process OpenAI streaming response chunk. Args: chunk: OpenAI response chunk. Returns:	STRING
HIGH	…aia-experience/AWorld/aworld/models/openai_provider.py	214	Synchronously call OpenAI to generate response. Args: messages: Message list. t	STRING
HIGH	…aia-experience/AWorld/aworld/models/openai_provider.py	266	Synchronously call OpenAI to generate streaming response. Args: messages: Message list.	STRING
HIGH	…aia-experience/AWorld/aworld/models/openai_provider.py	319	Asynchronously call OpenAI to generate streaming response. Args: messages: Message list.	STRING
HIGH	…aia-experience/AWorld/aworld/models/openai_provider.py	377	Asynchronously call OpenAI to generate response. Args: messages: Message list.	STRING
HIGH	…aia-experience/AWorld/aworld/models/openai_provider.py	456	Convert speech to text. Uses OpenAI's speech-to-text API to convert audio files to text. Args:	STRING
HIGH	…aia-experience/AWorld/aworld/models/openai_provider.py	529	Asynchronously convert speech to text. Uses OpenAI's speech-to-text API to convert audio files to text.	STRING
HIGH	…ia-experience/AWorld/aworld/models/llm_http_handler.py	90	Make a synchronous HTTP request. Args: endpoint: API endpoint to call. data: Request da	STRING
HIGH	…ia-experience/AWorld/aworld/models/llm_http_handler.py	163	Make an asynchronous streaming HTTP request. Args: endpoint: API endpoint to call. data	STRING
HIGH	…ia-experience/AWorld/aworld/models/llm_http_handler.py	228	Make an asynchronous non-streaming HTTP request. Args: endpoint: API endpoint to call.	STRING
HIGH	…-experience/AWorld/aworld/models/anthropic_provider.py	101	Process Anthropic response to unified ModelResponse. Args: response: Anthropic response object.	STRING
HIGH	…-experience/AWorld/aworld/models/anthropic_provider.py	120	Process Anthropic streaming response chunk. Args: chunk: Anthropic response chunk. Returns	STRING
HIGH	…gaia-experience/AWorld/aworld/models/model_response.py	179	Create ModelResponse from OpenAI response object Args: response: OpenAI response object	STRING
HIGH	…gaia-experience/AWorld/aworld/models/model_response.py	294	Create ModelResponse from OpenAI stream response chunk Args: chunk: OpenAI stream chunk	STRING
HIGH	…gaia-experience/AWorld/aworld/models/model_response.py	396	Create ModelResponse from Anthropic stream response chunk Args: chunk: Anthropic stream ch	STRING
HIGH	…gaia-experience/AWorld/aworld/models/model_response.py	476	Create ModelResponse from Anthropic original response object Args: response: Anthropic res	STRING
HIGH	…ter8/gaia-experience/AWorld/aworld/sandbox/__init__.py	23	Factory function to create a sandbox instance based on the environment type. Args: env_type: The e	STRING
HIGH	…gaia-experience/AWorld/aworld/runners/state_manager.py	446	Poll for node status until completion or timeout. Args: node_id: Node ID timeout: Timeo	STRING
HIGH	…perience/AWorld/examples/gaia/mcp_collections/utils.py	75	Unified function to get file content from a URL or local path with validation. Args: source: URL or lo	STRING
HIGH	…xperience/AWorld/examples/gaia/mcp_collections/base.py	78	Validate and resolve file path. Rely on the predefined supported_extensions class variable. Args: f	STRING
HIGH	…/AWorld/examples/gaia/mcp_collections/tools/pubchem.py	122	Make a rate-limited request to PubChem API. Args: url: API endpoint URL params: Query p	STRING
HIGH	…/AWorld/examples/gaia/mcp_collections/tools/wayback.py	180	Validate and normalize Wayback Machine parameters. Args: url: URL to validate timestamp	STRING
HIGH	…e/AWorld/examples/gaia/mcp_collections/tools/search.py	119	Validate and normalize search parameters. Args: query: Search query string num_results:	STRING
HIGH	…rld/examples/gaia/mcp_collections/intelligence/code.py	81	Call the code generation model with the prepared prompt. Args: prompt: The formatted prompt for cod	STRING
HIGH	…ld/examples/gaia/mcp_collections/intelligence/think.py	57	Call the reasoning model with the prepared prompt. Args: prompt: The formatted prompt for reasoning	STRING
19 more matches not shown…

Hallucination Indicators30 hits · 335 pts

Severity	File	Line	Snippet	Context
CRITICAL	…r-use-rpa/browser-use/examples/custom-functions/cua.py	60	await browser_session.agent_focus.cdp_client.send.Input.dispatchMouseEvent(	CODE
CRITICAL	…r-use-rpa/browser-use/examples/custom-functions/cua.py	70	await browser_session.agent_focus.cdp_client.send.Input.dispatchMouseEvent(	CODE
CRITICAL	…r-use-rpa/browser-use/examples/custom-functions/cua.py	88	await browser_session.agent_focus.cdp_client.send.Input.dispatchMouseEvent(	CODE
CRITICAL	…r-use-rpa/browser-use/examples/custom-functions/cua.py	98	await browser_session.agent_focus.cdp_client.send.Runtime.evaluate(	CODE
CRITICAL	…r-use-rpa/browser-use/examples/custom-functions/cua.py	119	await browser_session.agent_focus.cdp_client.send.Input.dispatchKeyEvent(	CODE
CRITICAL	…r-use-rpa/browser-use/examples/custom-functions/cua.py	126	await browser_session.agent_focus.cdp_client.send.Input.dispatchKeyEvent(	CODE
CRITICAL	…r-use-rpa/browser-use/examples/custom-functions/cua.py	142	await browser_session.agent_focus.cdp_client.send.Input.dispatchKeyEvent(	CODE
CRITICAL⚡	chapter8/browser-use-rpa/browser-use/browser_use/cli.py	1251	message_history = self.agent._message_manager.state.history.get_messages()	CODE
CRITICAL⚡	…ser-use-rpa/browser-use/browser_use/browser/session.py	1396	await self.agent_focus.cdp_client.send.Fetch.enable(	CODE
CRITICAL⚡	…ser-use-rpa/browser-use/browser_use/browser/session.py	1472	self.agent_focus.cdp_client.register.Fetch.authRequired(_on_auth_required)	CODE
CRITICAL⚡	…ser-use-rpa/browser-use/browser_use/browser/session.py	1473	self.agent_focus.cdp_client.register.Fetch.requestPaused(_on_request_paused)	CODE
CRITICAL⚡	…ser-use-rpa/browser-use/browser_use/browser/session.py	1506	await self.agent_focus.cdp_client.send.Fetch.enable(	CODE
CRITICAL	…ser-use-rpa/browser-use/browser_use/browser/session.py	660	await self.agent_focus.cdp_client.send.Page.navigate(	CODE
CRITICAL	…ser-use-rpa/browser-use/browser_use/browser/session.py	805	self.agent_focus.cdp_client.send.Runtime.evaluate(	CODE
CRITICAL	…ser-use-rpa/browser-use/browser_use/browser/session.py	2054	await self.agent_focus.cdp_client.send.Page.navigate(params={'url': url}, session_id=self.agent_focus.session_id)	CODE
CRITICAL	…e-rpa/browser-use/browser_use/browser/watchdog_base.py	154	await browser_session.agent_focus.cdp_client.send.Target.activateTarget(	CODE
CRITICAL	…/browser_use/browser/watchdogs/permissions_watchdog.py	37	await self.browser_session.cdp_client.send.Browser.grantPermissions(	CODE
CRITICAL	…r-use/browser_use/browser/watchdogs/popups_watchdog.py	64	self.browser_session._cdp_client_root.send.Page.handleJavaScriptDialog(	CODE
CRITICAL	…r-use/browser_use/browser/watchdogs/popups_watchdog.py	80	self.browser_session._cdp_client_root.send.Page.handleJavaScriptDialog(	CODE
CRITICAL⚡	…r-use/browser_use/browser/watchdogs/popups_watchdog.py	101	self.browser_session._cdp_client_root.register.Page.javascriptDialogOpening(handle_dialog) # type: ignore[arg-type	CODE
CRITICAL	…se/browser_use/browser/watchdogs/recording_watchdog.py	56	self.browser_session.cdp_client.register.Page.screencastFrame(self.on_screencastFrame)	CODE
CRITICAL	…se/browser_use/browser/watchdogs/recording_watchdog.py	110	await self.browser_session.cdp_client.send.Page.screencastFrameAck(	CODE
CRITICAL	…er-use/browser_use/browser/watchdogs/crash_watchdog.py	307	for target in (await self.browser_session.cdp_client.send.Target.getTargets()).get('targetInfos', []):	CODE
CRITICAL⚡	…owser_use/browser/watchdogs/default_action_watchdog.py	1426	targets = await self.browser_session.cdp_client.send.Target.getTargets()	CODE
CRITICAL	…owser_use/browser/watchdogs/default_action_watchdog.py	196	await self.browser_session.agent_focus.cdp_client.send.Target.activateTarget(	CODE
CRITICAL	…owser_use/browser/watchdogs/default_action_watchdog.py	231	await self.browser_session.agent_focus.cdp_client.send.Target.activateTarget(	CODE
CRITICAL	…browser-use-rpa/browser-use/browser_use/dom/service.py	73	targets = await self.browser_session.cdp_client.send.Target.getTargets()	CODE
CRITICAL	…browser-use-rpa/browser-use/browser_use/dom/service.py	687	targets = await self.browser_session.cdp_client.send.Target.getTargets()	CODE
CRITICAL	…erience/AWorld/train/adapter/verl/aworld_agent_loop.py	45	model_name = "/".join(self.config.actor_rollout_ref.model.path.split("/")[-2:])	CODE
CRITICAL	…employs_a_train-inference_decoupled_architecture_to.md	142	model_name = "/".join(self.config.actor_rollout_ref.model.path.split("/")[-2:])	CODE

Modern Structural Boilerplate245 hits · 251 pts

Severity	File	Line	Snippet	Context
LOW	chapter8/browser-use-rpa/test_validation.py	30	logger = logging.getLogger(__name__)	CODE
LOW	…pter8/browser-use-rpa/learning_agent/knowledge_base.py	20	logger = logging.getLogger(__name__)	CODE
LOW	chapter8/browser-use-rpa/learning_agent/__init__.py	11	__all__ = [	CODE
LOW	chapter8/browser-use-rpa/learning_agent/replay.py	17	logger = logging.getLogger(__name__)	CODE
LOW	chapter8/browser-use-rpa/learning_agent/agent.py	30	logger = logging.getLogger(__name__)	CODE
LOW	…/browser-use-rpa/browser-use/tests/ci/test_registry.py	37	logger = logging.getLogger(__name__)	CODE
LOW	…owser-use/examples/custom-functions/onepassword_2fa.py	18	logger = logging.getLogger(__name__)	CODE
LOW	…owser-use/examples/custom-functions/advanced_search.py	20	logger = logging.getLogger(__name__)	CODE
LOW	…a/browser-use/examples/custom-functions/file_upload.py	26	logger = logging.getLogger(__name__)	CODE
LOW	…ser-use/examples/integrations/agentmail/email_tools.py	19	logger = logging.getLogger(__name__)	CODE
LOW	…owser-use/examples/use-cases/find_and_apply_to_jobs.py	32	logger = logging.getLogger(__name__)	CODE
LOW	…/browser-use/examples/use-cases/extract_pdf_content.py	21	logger = logging.getLogger(__name__)	CODE
LOW⚡	…ter8/browser-use-rpa/browser-use/browser_use/config.py	16	logger = logging.getLogger(__name__)	CODE
LOW	…r8/browser-use-rpa/browser-use/browser_use/__init__.py	116	__all__ = [	CODE
LOW	…owser-use-rpa/browser-use/browser_use/observability.py	21	logger = logging.getLogger(__name__)	CODE
LOW⚡	chapter8/browser-use-rpa/browser-use/browser_use/cli.py	1083	def update_info_panels(self) -> None:	CODE
LOW⚡	chapter8/browser-use-rpa/browser-use/browser_use/cli.py	1097	def update_browser_panel(self) -> None:	CODE
LOW⚡	chapter8/browser-use-rpa/browser-use/browser_use/cli.py	1239	def update_tasks_panel(self) -> None:	CODE
LOW	chapter8/browser-use-rpa/browser-use/browser_use/cli.py	1186	def update_model_panel(self) -> None:	CODE
LOW	…pter8/browser-use-rpa/browser-use/browser_use/utils.py	25	logger = logging.getLogger(__name__)	CODE
LOW	…owser-use-rpa/browser-use/browser_use/tools/service.py	54	logger = logging.getLogger(__name__)	CODE
LOW	…-rpa/browser-use/browser_use/tools/registry/service.py	29	logger = logging.getLogger(__name__)	CODE
LOW	…/browser-use-rpa/browser-use/browser_use/llm/models.py	134	__all__ = [	CODE
LOW	…rowser-use-rpa/browser-use/browser_use/llm/__init__.py	124	__all__ = [	CODE
LOW	…use-rpa/browser-use/browser_use/llm/google/__init__.py	3	__all__ = ['ChatGoogle']	CODE
LOW⚡	…/browser-use/browser_use/llm/tests/test_single_step.py	19	logger = logging.getLogger(__name__)	CODE
LOW	…wser-use/browser_use/llm/tests/test_anthropic_cache.py	19	logger = logging.getLogger(__name__)	CODE
LOW	…ser-use-rpa/browser-use/browser_use/llm/groq/parser.py	9	logger = logging.getLogger(__name__)	CODE
LOW	…owser-use-rpa/browser-use/browser_use/llm/groq/chat.py	52	logger = logging.getLogger(__name__)	CODE
LOW	…er-use-rpa/browser-use/browser_use/llm/aws/__init__.py	33	__all__ = [	CODE
LOW⚡	…owser-use-rpa/browser-use/browser_use/agent/service.py	496	def _update_available_file_paths(self, downloads: list[str]) -> None:	CODE
LOW⚡	…owser-use-rpa/browser-use/browser_use/agent/service.py	515	def _set_file_system(self, file_system_path: str \| None = None) -> None:	CODE
LOW⚡	…owser-use-rpa/browser-use/browser_use/agent/service.py	554	def _set_screenshot_service(self) -> None:	CODE
LOW⚡	…owser-use-rpa/browser-use/browser_use/agent/service.py	2058	async def _update_action_models_for_page(self, page_url: str) -> None:	CODE
LOW	…owser-use-rpa/browser-use/browser_use/agent/service.py	78	logger = logging.getLogger(__name__)	CODE
LOW	…owser-use-rpa/browser-use/browser_use/agent/service.py	573	def _set_browser_use_version_and_source(self, source_override: str \| None = None) -> None:	CODE
LOW	…owser-use-rpa/browser-use/browser_use/agent/service.py	596	def _setup_action_models(self) -> None:	CODE
LOW	…8/browser-use-rpa/browser-use/browser_use/agent/gif.py	17	logger = logging.getLogger(__name__)	CODE
LOW	…browser-use-rpa/browser-use/browser_use/agent/views.py	30	logger = logging.getLogger(__name__)	CODE
LOW	…owser-use/browser_use/agent/message_manager/service.py	27	logger = logging.getLogger(__name__)	CODE
LOW	…owser-use/browser_use/agent/message_manager/service.py	367	def _set_message_with_type(self, message: BaseMessage, message_type: Literal['system', 'state']) -> None:	CODE
LOW	…browser-use/browser_use/agent/message_manager/utils.py	12	logger = logging.getLogger(__name__)	CODE
LOW	…-rpa/browser-use/browser_use/filesystem/file_system.py	47	def update_content(self, content: str) -> None:	CODE
LOW	…/browser-use-rpa/browser-use/browser_use/mcp/server.py	98	logger = logging.getLogger(__name__)	CODE
LOW	…/browser-use-rpa/browser-use/browser_use/mcp/server.py	921	def _update_session_activity(self, session_id: str) -> None:	CODE
LOW	…wser-use-rpa/browser-use/browser_use/mcp/controller.py	16	logger = logging.getLogger(__name__)	CODE
LOW	…/browser-use-rpa/browser-use/browser_use/mcp/client.py	38	logger = logging.getLogger(__name__)	CODE
LOW	…rowser-use-rpa/browser-use/browser_use/mcp/__init__.py	9	__all__ = ['MCPClient', 'MCPToolWrapper', 'BrowserUseServer'] # type: ignore	CODE
LOW	…use-rpa/browser-use/browser_use/controller/__init__.py	3	__all__ = ['Controller']	CODE
LOW	…/browser-use/browser_use/integrations/gmail/service.py	22	logger = logging.getLogger(__name__)	CODE
LOW	…/browser-use/browser_use/integrations/gmail/actions.py	16	logger = logging.getLogger(__name__)	CODE
LOW	…browser-use/browser_use/integrations/gmail/__init__.py	24	__all__ = ['GmailService', 'register_gmail_actions']	CODE
LOW	…owser-use-rpa/browser-use/browser_use/browser/cloud.py	16	logger = logging.getLogger(__name__)	CODE
LOW	…ser-use-rpa/browser-use/browser_use/browser/session.py	1369	async def _setup_proxy_auth(self) -> None:	CODE
LOW	…ser-use-rpa/browser-use/browser_use/browser/session.py	1642	def update_cached_selector_map(self, selector_map: dict[int, EnhancedDOMTreeNode]) -> None:	CODE
LOW	…er-use-rpa/browser-use/browser_use/browser/__init__.py	37	__all__ = [	CODE
LOW	…a/browser-use/browser_use/browser/python_highlights.py	19	logger = logging.getLogger(__name__)	CODE
LOW	…a/browser-use/browser_use/browser/python_highlights.py	548	__all__ = ['create_highlighted_screenshot', 'create_highlighted_screenshot_async', 'cleanup_font_cache']	CODE
LOW	…-rpa/browser-use/browser_use/browser/video_recorder.py	22	logger = logging.getLogger(__name__)	CODE
LOW	…r-use-rpa/browser-use/browser_use/telemetry/service.py	15	logger = logging.getLogger(__name__)	CODE
185 more matches not shown…

Over-Commented Block172 hits · 168 pts

Severity	File	Line	Snippet	Context
LOW	pyproject.toml	21	# The core that nearly every experiment needs.	COMMENT
LOW	pyproject.toml	41	# pip works identically for readers without uv, but resolves fresh rather	COMMENT
LOW	pyproject.toml	241	# SFTTrainer(processing_class=...), both of which need TRL 0.20+.	COMMENT
LOW	pyproject.toml	361	# Apply the exclusions below even when a path is named on the command line.	COMMENT
LOW	requirements-docs.txt	1	# Python dependencies for building the online reading site.	COMMENT
LOW	book-zhtw/gen_cover.py	61	# def generate_dashscope(prompt, out): # 阿里通義萬相 (wanx)	COMMENT
LOW	book-ta/build_pdf.sh	1	#!/bin/bash	COMMENT
LOW	book-ta/gen_cover.py	61	# def generate_dashscope(prompt, out): # Alibaba Tongyi Wanxiang (wanx)	COMMENT
LOW	book-tr/build_pdf.sh	1	#!/bin/bash	COMMENT
LOW	book-tr/gen_cover.py	61	# def generate_dashscope(prompt, out): # Alibaba Tongyi Wanxiang (wanx)	COMMENT
LOW	book-es/build_pdf.sh	1	#!/bin/bash	COMMENT
LOW	book-id/build_pdf.sh	21	echo "Error: required tool '$cmd' was not found in PATH." >&2	COMMENT
LOW	book-id/gen_cover.py	61	# def generate_dashscope(prompt, out): # Alibaba Tongyi Wanxiang (wanx)	COMMENT
LOW	book-en/build_pdf.sh	1	#!/bin/bash	COMMENT
LOW	book-en/gen_cover.py	61	# def generate_dashscope(prompt, out): # Alibaba Tongyi Wanxiang (wanx)	COMMENT
LOW	chapter8/self-evolution-eval/README.md	21	# 从仓库根目录开始：使用共享的第 8 章环境	COMMENT
LOW	…-use-rpa/browser-use/tests/ci/test_sync_client_auth.py	621	# service.auth_client = auth	COMMENT
LOW	…-use-rpa/browser-use/tests/ci/test_sync_client_auth.py	641	# {	COMMENT
LOW	…-use-rpa/browser-use/tests/ci/test_sync_client_auth.py	661	# updated_events.append(json.loads(line))	COMMENT
LOW	…ser-use/tests/ci/test_browser_session_recent_events.py	61		COMMENT
LOW	…ser-use/tests/ci/test_browser_session_recent_events.py	81	# time.sleep(5)	COMMENT
LOW	…ser-use/tests/ci/test_browser_session_recent_events.py	101		COMMENT
LOW	…rpa/browser-use/tests/ci/test_browser_session_start.py	61	# @pytest.mark.skip(reason="Race condition - DOMWatchdog tries to inject scripts into tab that's being closed")	COMMENT
LOW	…rpa/browser-use/tests/ci/test_browser_session_start.py	81		COMMENT
LOW	…rpa/browser-use/tests/ci/test_browser_session_start.py	341		COMMENT
LOW	…rpa/browser-use/tests/ci/test_browser_session_start.py	361	# )	COMMENT
LOW	…rpa/browser-use/tests/ci/test_browser_session_start.py	381	# )	COMMENT
LOW	…rpa/browser-use/tests/ci/test_browser_session_start.py	401	# new_tab_tasks.append(browser_session.create_new_tab('chrome://version'))	COMMENT
LOW	…rpa/browser-use/tests/ci/test_browser_session_start.py	421	# new_tab_tasks.append(browser_session.create_new_tab('chrome://version'))	COMMENT
LOW	…er-use/tests/ci/test_browser_session_tab_management.py	121	pass	COMMENT
LOW	…er-use/tests/ci/test_browser_session_tab_management.py	201	current_url = await browser_session.get_current_page_url()	COMMENT
LOW	…er-use/tests/ci/test_browser_session_tab_management.py	221		COMMENT
LOW	…er-use/tests/ci/test_browser_session_tab_management.py	241	# current_url = await browser_session.get_current_page_url()	COMMENT
LOW	…er-use/tests/ci/test_browser_session_tab_management.py	281		COMMENT
LOW	…er-use/tests/ci/test_browser_session_tab_management.py	301		COMMENT
LOW	…e/tests/ci/test_registry_action_parameter_injection.py	301	# """Test that remove_highlights successfully removes highlight elements."""	COMMENT
LOW	…e/tests/ci/test_registry_action_parameter_injection.py	321	# "document.getElementById('playwright-highlight-container') !== null"	COMMENT
LOW	…use/tests/ci/test_browser_event_NavigateToUrlEvent2.py	301		COMMENT
LOW	…use/tests/ci/test_browser_event_NavigateToUrlEvent2.py	321	# )	COMMENT
LOW	…use/tests/ci/test_browser_event_NavigateToUrlEvent2.py	341	# profile = BrowserProfile(headless=True)	COMMENT
LOW	…use/tests/ci/test_browser_event_NavigateToUrlEvent2.py	361	# assert nav_complete.error_message is not None, 'Should have error message for invalid URL'	COMMENT
LOW	…rowser-use/tests/ci/test_browser_watchdog_downloads.py	141		COMMENT
LOW	…rowser-use/tests/ci/test_browser_watchdog_downloads.py	161	# assert downloads_watchdog is not None	COMMENT
LOW	…rowser-use/tests/ci/test_browser_watchdog_downloads.py	181	# await session.event_bus.expect(BrowserStoppedEvent, timeout=3.0)	COMMENT
LOW	…rowser-use/tests/ci/test_browser_watchdog_downloads.py	201		COMMENT
LOW	…rowser-use/tests/ci/test_browser_watchdog_downloads.py	221	# async def test_unique_downloads_directories():	COMMENT
LOW	…rowser-use/tests/ci/test_browser_watchdog_downloads.py	241		COMMENT
LOW	…pa/browser-use/tests/ci/test_browser_watchdog_crash.py	241	# <script>	COMMENT
LOW	…pa/browser-use/tests/ci/test_browser_watchdog_crash.py	261		COMMENT
LOW	…se-rpa/browser-use/examples/features/sensitive_data.py	21	# Advanced case: domain-specific credentials with reusable data	COMMENT
LOW	…er-use-rpa/browser-use/examples/mcp/advanced_client.py	101	# Prerequisites:	COMMENT
LOW	…owser-use/examples/use-cases/find_and_apply_to_jobs.py	121	async def main():	COMMENT
LOW	…e-rpa/browser-use/examples/apps/ad-use/ad_generator.py	221	# img_bytes = img_buffer.getvalue()	COMMENT
LOW	…browser-use-rpa/browser-use/browser_use/agent/views.py	401	"""Save history to JSON file with proper serialization and optional sensitive data filtering"""	COMMENT
LOW	…browser-use-rpa/browser-use/browser_use/agent/views.py	421	# sensitive_data_keys: A list of keys used as placeholders for sensitive data	COMMENT
LOW	…owser-use/browser_use/agent/message_manager/service.py	321	def _log_history_lines(self) -> str:	COMMENT
LOW	…owser-use/browser_use/agent/message_manager/service.py	341	# except Exception as e:	COMMENT
LOW	…wser-use-rpa/browser-use/browser_use/browser/events.py	81	children_nodes=[],	COMMENT
LOW	…wser-use-rpa/browser-use/browser_use/browser/events.py	321	"""Kill local browser subprocess."""	COMMENT
LOW	…wser-use-rpa/browser-use/browser_use/browser/events.py	341	# height: int	COMMENT
112 more matches not shown…

Fake / Example Data99 hits · 104 pts

Severity	File	Line	Snippet	Context
LOW	book-id/gen_ch4_figs.py	410	("placeholder", 'light', "[Tool still executing, \nprioritize interruption]", 0.80, 1.0),	CODE
LOW	chapter8/browser-use-rpa/run_experiment_8_4.py	37	TRANSFER = {"recipient": "second@example.org", "subject": "季度报告", "content": "完全不同的回放正文"}	CODE
LOW	chapter8/browser-use-rpa/run_experiment_8_4.py	404	post_invalidation_match = store.find_workflow_for_task("send message to audit@example.org")	STRING
LOW	…-rpa/browser-use/tests/ci/test_agent_sensitive_data.py	247	'google.com': {'email': 'user@example.com', 'password': 'google_pass'},	CODE
LOW⚡	…se-rpa/browser-use/examples/features/sensitive_data.py	23	company_credentials: dict[str, str] = {'telephone': '9123456789', 'email': 'user@example.com', 'name': 'John Doe'}	CODE
LOW⚡	…se-rpa/browser-use/examples/features/sensitive_data.py	23	company_credentials: dict[str, str] = {'telephone': '9123456789', 'email': 'user@example.com', 'name': 'John Doe'}	CODE
LOW	…er-use-rpa/browser-use/examples/mcp/advanced_server.py	286	'custtel': '555-0123',	CODE
LOW⚡	…browser-use/examples/browser/playwright_integration.py	332	- Phone: "555-9876"	CODE
LOW	…/browser-use-rpa/browser-use/browser_use/mcp/server.py	787	if element.attributes.get('placeholder'):	CODE
LOW	…/browser-use-rpa/browser-use/browser_use/mcp/server.py	788	elem_info['placeholder'] = element.attributes['placeholder']	CODE
LOW	…8/browser-use-rpa/browser-use/browser_use/dom/views.py	27	'placeholder',	CODE
LOW	…8/browser-use-rpa/browser-use/browser_use/dom/views.py	77	'placeholder',	CODE
LOW	…8/browser-use-rpa/browser-use/browser_use/dom/views.py	529	for attr in ['value', 'aria-label', 'title', 'placeholder', 'alt']:	CODE
LOW	…a/browser-use/browser_use/dom/serializer/serializer.py	946	attrs_to_remove_if_text_matches = ['aria-label', 'placeholder', 'title']	CODE
LOW	chapter8/browser-use-rpa/validation/latest.json	555	"recipient": "second@example.org",	CODE
LOW	chapter8/browser-use-rpa/validation/latest.json	564	"recipient": "second@example.org",	CODE
LOW	chapter8/browser-use-rpa/validation/latest.json	578	"recipient": "second@example.org",	CODE
LOW	chapter8/browser-use-rpa/validation/latest.json	597	"recipient": "second@example.org",	CODE
LOW	chapter8/browser-use-rpa/validation/latest.json	616	"recipient": "second@example.org",	CODE
LOW	chapter8/browser-use-rpa/validation/latest.json	634	"recipient": "second@example.org",	CODE
LOW	…use-rpa/validation/real_20260729T171233Z/evidence.json	555	"recipient": "second@example.org",	CODE
LOW	…use-rpa/validation/real_20260729T171233Z/evidence.json	564	"recipient": "second@example.org",	CODE
LOW	…use-rpa/validation/real_20260729T171233Z/evidence.json	578	"recipient": "second@example.org",	CODE
LOW	…use-rpa/validation/real_20260729T171233Z/evidence.json	597	"recipient": "second@example.org",	CODE
LOW	…use-rpa/validation/real_20260729T171233Z/evidence.json	616	"recipient": "second@example.org",	CODE
LOW	…use-rpa/validation/real_20260729T171233Z/evidence.json	634	"recipient": "second@example.org",	CODE
LOW	…ter8/gaia-experience/AWorld/tests/trace/trace_agent.py	207	llm_api_key="dummy-key",	STRING
LOW	…erience/AWorld/examples/BFCL/mcp_tools/long_context.py	108	"cardholder_name": "John Doe",	STRING
LOW	…/AWorld/examples/common/tools/browsers/action/utils.py	397	'placeholder',	CODE
LOW	…8/gaia-experience/AWorld/examples/browser_use/agent.py	536	"placeholder", "value", "alt", "aria-expanded",	CODE
LOW	chapter1/learning-from-experience/tests/test_basic.py	97	agent = LLMAgent(api_key="dummy-key-for-testing")	CODE
LOW⚡	…1/learning-from-experience/tests/test_zero_episodes.py	32	agent = LLMAgent(api_key="dummy-key")	CODE
LOW⚡	chapter6/tts-quality-eval/test_minimax_t2a_refresh.py	52	monkeypatch.setenv("MINIMAX_API_KEY", "fake-key")	CODE
LOW⚡	chapter6/tts-quality-eval/test_minimax_t2a_refresh.py	60	assert calls["headers"]["Authorization"] == "Bearer fake-key"	CODE
LOW⚡	chapter6/tts-quality-eval/test_minimax_t2a_refresh.py	67	monkeypatch.setenv("MINIMAX_API_KEY", "fake-key")	CODE
LOW⚡	chapter6/tts-quality-eval/test_minimax_t2a_refresh.py	78	monkeypatch.setenv("MINIMAX_API_KEY", "fake-key")	CODE
LOW⚡	chapter6/tts-quality-eval/test_minimax_t2a_refresh.py	88	monkeypatch.setenv("MINIMAX_API_KEY", "fake-key")	CODE
LOW⚡	chapter6/tts-quality-eval/test_minimax_t2a_refresh.py	99	monkeypatch.setenv("MINIMAX_API_KEY", "fake-key")	CODE
LOW	…apter6/tts-quality-eval/tests/test_judge_robustness.py	88	monkeypatch.setenv("GEMINI_API_KEY", "fake-key-for-test")	CODE
LOW	…s-quality-eval/tests/test_resolve_gemini_model_null.py	24	res = _resolve_gemini_model("dummy_key")	CODE
LOW	…s_week3_contextual-retrieval-for-user-memory,_creat.md	176	"person": "John Doe", # Who it's about	CODE
LOW	…_14_51_26,421_-_main_-_INFO_-_Indexing_document_pro.md	749	- ✅ Emails: `"user@example.com"` → `["user@example.com"]`	CODE
LOW	…ts/20250916_163246_根据这个文档，重写隐私保护一节，不要照抄，需要尽可能简练，重点：.md	573	"name": "John Doe",	CODE
LOW	…ts/20250916_163246_根据这个文档，重写隐私保护一节，不要照抄，需要尽可能简练，重点：.md	575	"phone": "555-0123",	CODE
LOW⚡	cursor-chats/20250916_171801_通读整章内容，写一段深刻的本章小结.md	141	Retrieved: {user_profile: {email: 'user@example.com'}}	CODE
LOW⚡	cursor-chats/20250916_171801_通读整章内容，写一段深刻的本章小结.md	151	Retrieved: {address: {type: 'home', street: '123 Main St', city: 'Anytown', state: 'CA'}}	CODE
LOW⚡	cursor-chats/20250916_171801_通读整章内容，写一段深刻的本章小结.md	156	Retrieved: {user_profile: {full_name: 'John Doe', dob: '1990-01-15'}}	CODE
LOW	cursor-chats/20250916_171801_通读整章内容，写一段深刻的本章小结.md	217	Retrieved: {address: {type: 'home', street: '456 Oak Ave', status: 'current'}}, {address: {type: 'home', street: '123 Ma	CODE
LOW	chapter9/phone-agent/run_acceptance.py	100	page.fill("#callee-name", "Jane Doe")	CODE
LOW	chapter9/phone-agent/README.md	41	--name "Jane Doe" \	CODE
LOW	chapter9/phone-agent/static/index.html	30	<input id="callee-name" value="Jane Doe">	CODE
LOW	…ation/runs/exp9-2-webrtc-audio-20260731-v1/direct.json	20	"callee_name": "Jane Doe",	CODE
LOW	…dation/runs/exp9-2-webrtc-audio-20260731-v1/react.json	17	"callee_name": "Jane Doe",	CODE
LOW	…tion/runs/exp9-7-qwen3-vl-32b-20260801-v1/history.json	105	"placeholder": "",	CODE
LOW	…tion/runs/exp9-7-qwen3-vl-32b-20260801-v1/history.json	620	"placeholder": "Search for a location",	CODE
LOW	book-hu/localize_figures.py	1770	"placeholder": "Helyőrző",	CODE
LOW	book-hu/localize_figures.py	2273	"placeholder": "helyőrző",	CODE
LOW	chapter5/dynamic-form/demo.py	169	"placeholder": "如：上海",	CODE
LOW	chapter5/dynamic-form/demo.py	252	ph = f' placeholder="{f["placeholder"]}"' if f.get("placeholder") else ""	CODE
LOW	…ench/envs/retail/tools/modify_pending_order_address.py	55	"description": "The first line of the address, such as '123 Main St'.",	CODE
39 more matches not shown…

Synthetic Comment Markers19 hits · 88 pts

Severity	File	Line	Snippet	Context
HIGH	book-zhtw/gen_cover.py	8	generated by AI.	STRING
HIGH	book-ta/gen_cover.py	8	generated by AI.	STRING
HIGH	book-tr/gen_cover.py	8	generated by AI.	STRING
HIGH	book-es/gen_cover.py	8	generated by AI.	STRING
HIGH	book-id/gen_cover.py	8	generated by AI.	STRING
HIGH	book-en/reference-answers.md	3	This file collects reference-answer outlines for the thought questions across all ten chapters of the book. Most thought	CODE
HIGH	book-en/gen_cover.py	8	generated by AI.	STRING
HIGH	…pa/browser-use/examples/models/langchain/serializer.py	137	# as requested by the user	COMMENT
HIGH	…9/default_config/layer2_15_employment_negotiation.json	1672	"answer": "Based on your conversation history, here are the final terms of your TechVision job offer after all	CODE
HIGH	…9/default_config/layer2_15_employment_negotiation.json	1958	"answer": "Based on your conversations, here are the final terms of your TechVision job offer after all negoti	CODE
HIGH	cursor-chats/20251002_213234_根据论文内容，修正文中对_V-IRL_的描述：.md	1007	are generated by GPT-4 [2] given the place types and place	CODE
HIGH	…DME，根据论文内容_@https_arxiv.org_pdf_2505.19590_和_verl_的.md	212	CRUXEval). Part of the illustration was generated by GPT-4o.	CODE
HIGH	book/gen_cover.py	8	generated by AI.	STRING
HIGH⚡	…layer2_06_multiple_insurance_policies--json_cards.json	861	"content": "{\n \"dimensions\": {\n \"precision\": {\n \"score\": 4,\n \"r	CODE
HIGH	…/layer2_15_employment_negotiation--enhanced_notes.json	344	"content": "The final terms of your TechVision job offer, after negotiations, are as follows: \n\n\n### *	CODE
HIGH⚡	…/layer2_15_employment_negotiation--enhanced_notes.json	411	"content": "AUTHORITATIVE SOURCE:\nconversation_id=initial_offer_001\ntimestamp=2024-09-05 14:00:00\nmetadat	CODE
HIGH⚡	…/layer2_15_employment_negotiation--enhanced_notes.json	429	"content": "{\n \"dimensions\": {\n \"precision\": {\n \"score\": 4,\n \"r	CODE
HIGH	…/layer2_15_employment_negotiation--enhanced_notes.json	464	"answer": "The final terms of your TechVision job offer, after negotiations, are as follows: \n\n\n### **Role & Compe	CODE
HIGH	…/layer2_15_employment_negotiation--enhanced_notes.json	522	"answer": "The final terms of your TechVision job offer, after negotiations, are as follows: \n\n\n### **Role & Com	CODE

AI Response Leakage8 hits · 58 pts

Severity	File	Line	Snippet	Context
HIGH⚡	chapter1/search-codegen/validation/latest.json	2530	"text": "The code interpreter timed out. This is likely because `requests.get` to CoinGecko took too	CODE
HIGH⚡	chapter1/search-codegen/validation/latest.json	3066	"text": "The code interpreter timed out. This is likely because `requests.get` to CoinGecko took too l	CODE
HIGH⚡	chapter1/search-codegen/validation/latest.json	5176	"text": "The code interpreter timed out. This is likely because `requests.get` to CoinGecko took too	CODE
HIGH⚡	…en/validation/runs/real_20260731T170529Z/evidence.json	2530	"text": "The code interpreter timed out. This is likely because `requests.get` to CoinGecko took too	CODE
HIGH⚡	…en/validation/runs/real_20260731T170529Z/evidence.json	3066	"text": "The code interpreter timed out. This is likely because `requests.get` to CoinGecko took too l	CODE
HIGH⚡	…en/validation/runs/real_20260731T170529Z/evidence.json	5176	"text": "The code interpreter timed out. This is likely because `requests.get` to CoinGecko took too	CODE
HIGH⚡	…en/validation/runs/real_20260731T170529Z/receipts.json	963	"text": "The code interpreter timed out. This is likely because `requests.get` to CoinGecko took too	CODE
HIGH	…/layer3_18_genetic_testing_revelation--json_cards.json	550	"reasoning_content": "\nI need to update the memory state by incorporating the new session about the ferti	CODE

AI Structural Patterns35 hits · 32 pts

Severity	File	Line	Context
LOW	chapter8/prompt-distillation/train_sft_trl.py	145	CODE
LOW	…owser-use-rpa/browser-use/browser_use/agent/service.py	129	CODE
LOW	…8/browser-use-rpa/browser-use/browser_use/agent/gif.py	35	CODE
LOW	…owser-use-rpa/browser-use/browser_use/agent/prompts.py	81	CODE
LOW	…owser-use/browser_use/agent/message_manager/service.py	99	CODE
LOW	…ser-use-rpa/browser-use/browser_use/browser/session.py	219	CODE
LOW	…ser-use-rpa/browser-use/browser_use/browser/session.py	1808	CODE
LOW	…ser-use-rpa/browser-use/browser_use/browser/session.py	2057	CODE
LOW	…ter8/gaia-experience/AWorld/aworld/core/agent/swarm.py	33	CODE
LOW	…pter8/gaia-experience/AWorld/aworld/core/agent/base.py	73	CODE
LOW	…8/gaia-experience/AWorld/aworld/config/agent_loader.py	106	CODE
LOW	…ter8/gaia-experience/AWorld/aworld/agents/llm_agent.py	126	CODE
LOW	…ter8/gaia-experience/AWorld/aworld/agents/llm_agent.py	579	CODE
LOW	…gaia-experience/AWorld/aworld/runners/state_manager.py	282	CODE
LOW	…i_agents/collaborative/debate/agent/moderator_agent.py	80	CODE
LOW	…orld/examples/gaia/mcp_collections/documents/msxlsx.py	416	CODE
LOW	…/AWorld/examples/gaia/mcp_collections/documents/pdf.py	177	CODE
LOW	…ience/AWorld/examples/osworld/aworldAgent/grounding.py	4609	CODE
LOW	…erience/AWorld/train/adapter/verl/aworld_agent_loop.py	65	CODE
LOW	…erience/AWorld/train/adapter/verl/aworld_agent_loop.py	179	CODE
LOW	…r8/gaia-experience/AWorld/train/adapter/verl/common.py	168	CODE
LOW	…nce/AWorld/train/adapter/swift/aworld_agent_trainer.py	55	CODE
LOW	…e/AWorld/aworlddistributed/aworldspace/routes/tasks.py	176	CODE
LOW	chapter1/learning-from-experience/experiment.py	44	CODE
LOW	chapter1/learning-from-experience/experiment.py	408	CODE
LOW	chapter1/learning-from-experience/rl_agent.py	333	CODE
LOW	chapter1/search-codegen/agent.py	220	CODE
LOW	chapter6/user-memory-system-evaluation/experiment.py	879	CODE
LOW	chapter6/elo-leaderboard/parallel_processing.py	272	CODE
LOW	chapter6/elo-leaderboard/main.py	51	CODE
LOW	chapter7/continued-pretraining/compare_models.py	68	CODE
LOW	chapter10/autonomous-phone-registration/models.py	96	CODE
LOW	chapter10/voice-werewolf/werewolf/game.py	41	CODE
LOW	chapter2/system-hint/main.py	127	CODE
LOW	chapter3/user-memory-evaluation/framework.py	239	CODE

TODO Padding13 hits · 20 pts

Severity	File	Line	Snippet	Context
LOW	…employs_a_train-inference_decoupled_architecture_to.md	478	# TODO: implement server pressure awareness load balancing	COMMENT
LOW	…mpt-engineering/tau_bench/model_utils/model/mistral.py	21	# TODO: implement	COMMENT
LOW	…mpt-engineering/tau_bench/model_utils/model/mistral.py	23	# TODO: implement	COMMENT
LOW	…neering/tau_bench/model_utils/model/vllm_completion.py	40	# TODO: implement	COMMENT
LOW	…neering/tau_bench/model_utils/model/vllm_completion.py	42	# TODO: implement	COMMENT
LOW	…ompt-engineering/tau_bench/model_utils/model/claude.py	24	# TODO: implement	COMMENT
LOW	…ompt-engineering/tau_bench/model_utils/model/claude.py	26	# TODO: implement	COMMENT
LOW	…pt-engineering/tau_bench/model_utils/model/anyscale.py	21	# TODO: implement	COMMENT
LOW	…pt-engineering/tau_bench/model_utils/model/anyscale.py	23	# TODO: implement	COMMENT
LOW	…t-engineering/tau_bench/model_utils/model/vllm_chat.py	32	# TODO: implement	COMMENT
LOW	…t-engineering/tau_bench/model_utils/model/vllm_chat.py	34	# TODO: implement	COMMENT
LOW	…ompt-engineering/tau_bench/model_utils/model/openai.py	43	# TODO: implement	COMMENT
LOW	…ompt-engineering/tau_bench/model_utils/model/openai.py	45	# TODO: implement	COMMENT

Overly Generic Function Names20 hits · 18 pts

Severity	File	Line	Snippet	Context
LOW	book-tr/gen_ch5_figs.py	231	["src/api.py:42: def handle_request(..)",	CODE
LOW	book-es/gen_ch5_figs.py	202	["src/api.py:42: def handle_request(..)",	CODE
LOW	book-id/gen_ch5_figs.py	231	["src/api.py:42: def handle_request(..)",	CODE
LOW	…owser-use-rpa/browser-use/browser_use/observability.py	113	def my_function(param1, param2):	STRING
LOW	chapter8/browser-use-rpa/browser-use/browser_use/cli.py	852	def run_task(self, task: str) -> None:	CODE
LOW⚡	chapter8/gaia-experience/experience_agent.py	89	async def execute_task(self, task: Task) -> TaskResponse:	CODE
LOW	chapter8/gaia-experience/AWorld/tests/base_test.py	100	def run_task(agent: Agent, context: Context = None, input: str = "What is an agent."):	CODE
LOW	…ience/AWorld/tests/memory/agent/self_evolving_agent.py	83	async def run_task(self, user_id, session_id, task_id, user_input, task_context):	CODE
LOW	chapter8/gaia-experience/AWorld/aworld/runner.py	44	async def run_task(task: Union[Task, List[Task]], run_conf: RunConfig = None) -> Dict[str, TaskResponse]:	CODE
LOW	…e/instrumentation/uni_llmmodel/model_response_parse.py	29	async def handle_request(span: Span, kwargs, instance):	CODE
LOW	…e/AWorld/aworlddistributed/aworldspace/routes/tasks.py	109	async def execute_task(self, task: AworldTask):	CODE
LOW	chapter1/context/agent.py	668	def execute_task(self, task: str, max_iterations: Optional[int] = None) -> Dict[str, Any]:	CODE
LOW	chapter5/log-diagnosis/sut.py	21	def run_task(task_input: Dict[str, Any], fixed: bool = False) -> Dict[str, Any]:	CODE
LOW	chapter2/system-hint/agent.py	811	def execute_task(self, task: str, max_iterations: int = 20) -> Dict[str, Any]:	CODE
LOW	chapter2/kv-cache/agent.py	622	def execute_task(self, task: str, max_iterations: int = 50) -> Dict[str, Any]:	CODE
LOW	chapter3/user-memory/agent.py	605	def execute_task(self, task: str, max_iterations: int = 15) -> Dict[str, Any]:	CODE
LOW	chapter3/memobase/agent.py	454	def execute_task(self, task: Dict[str, Any]) -> Dict[str, Any]:	CODE
LOW	chapter4/active-tool-selection/agent.py	52	def execute_task(self, task: str) -> Dict[str, Any]:	CODE
LOW	chapter4/active-tool-selection/agent.py	308	def execute_task(self, task: str) -> Dict[str, Any]:	CODE
LOW	chapter4/active-tool-selection/agent.py	438	def execute_task(self, task: str) -> Dict[str, Any]:	CODE

Example Usage Blocks4 hits · 6 pts

Severity	File	Line	Snippet	Context
LOW	chapter8/browser-use-rpa/browser-use/bin/setup.sh	3	# Usage:	COMMENT
LOW	chapter8/browser-use-rpa/browser-use/bin/lint.sh	3	# Usage:	COMMENT
LOW	chapter8/browser-use-rpa/browser-use/bin/test.sh	3	# Usage:	COMMENT
LOW	chapter2/attention_visualization/visualization.py	618	# Example usage	COMMENT

Analysis Overview

What These Metrics Mean

Score History

Severity Breakdown

Directory Score Breakdown

Pattern Findings