ag2ai/ag2

32.6

Adjusted Score

32.6

Raw Score

100%

Time Factor

2026-07-13

Last Push

4.8K

Stars

Python

Language

153.9K

Lines of Code

1.0K

Files

4.4K

Pattern Hits

2026-07-14

Scan Date

0.03

HC Hit Rate

What These Metrics Mean

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

Score History

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

Severity Breakdown

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

CRITICAL 1HIGH 26MEDIUM 178LOW 4209

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 4414 distinct pattern matches across 21 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 Identifiers2762 hits · 3043 pts

Severity	File	Line	Snippet	Context
LOW	test/test_watch_advanced.py	17	async def test_collects_events_in_window(self) -> None:	CODE
LOW	test/test_watch_advanced.py	53	async def test_ignores_non_matching(self) -> None:	CODE
LOW	test/test_watch_advanced.py	69	async def test_disarm_cancels_timer(self) -> None:	CODE
LOW	test/test_watch_advanced.py	86	def test_disarm_resets_armed_flag(self) -> None:	CODE
LOW	test/test_watch_advanced.py	101	async def test_cron_watch_arm_and_disarm() -> None:	CODE
LOW	test/test_task.py	82	async def test_clean_exit_auto_completes(self) -> None:	CODE
LOW	test/test_task.py	96	async def test_explicit_complete_records_result(self) -> None:	CODE
LOW	test/test_task.py	112	async def test_complete_is_idempotent(self) -> None:	CODE
LOW	test/test_task.py	124	async def test_exception_emits_task_failed_and_propagates(self) -> None:	CODE
LOW	test/test_task.py	148	async def test_explicit_fail_with_string(self) -> None:	CODE
LOW	test/test_task.py	165	async def test_progress_accumulates_into_metadata(self) -> None:	CODE
LOW	test/test_task.py	183	async def test_progress_after_terminal_is_noop(self) -> None:	CODE
LOW	test/test_task.py	199	async def test_expire_emits_task_expired(self) -> None:	CODE
LOW	test/test_task.py	216	async def test_events_fire_on_supplied_stream(self) -> None:	CODE
LOW	test/test_task.py	232	async def test_task_inject_stamped_during_block(self) -> None:	CODE
LOW	test/test_task.py	244	async def test_nested_tasks_restore_previous(self) -> None:	CODE
LOW⚡	test/test_task.py	260	async def test_ttl_seconds_populates_expires_at(self) -> None:	CODE
LOW⚡	test/test_task.py	269	async def test_no_ttl_leaves_expires_at_none(self) -> None:	CODE
LOW⚡	test/test_task.py	276	def test_state_returns_created(self) -> None:	CODE
LOW⚡	test/test_task.py	281	def test_task_id_raises_before_entry(self) -> None:	CODE
LOW⚡	test/test_task.py	287	def test_metadata_raises_before_entry(self) -> None:	CODE
LOW	test/test_task.py	306	async def test_owner_id_is_agent_name(self) -> None:	CODE
LOW	test/test_task.py	313	async def test_payload_passed_through(self) -> None:	CODE
LOW	test/test_alert_halt.py	104	async def test_single_warning_injected(self) -> None:	CODE
LOW	test/test_alert_halt.py	122	async def test_multiple_severities_formatted(self) -> None:	CODE
LOW	test/test_alert_halt.py	143	async def test_fatal_emits_halt_event(self) -> None:	CODE
LOW	test/test_alert_halt.py	170	async def test_mixed_fatal_and_nonfatal(self) -> None:	CODE
LOW	test/test_alert_halt.py	216	async def test_new_alerts_delivered_after_dedup(self) -> None:	CODE
LOW	test/test_alert_halt.py	235	async def test_dedup_survives_history_replacement(self) -> None:	CODE
LOW	test/test_alert_halt.py	255	async def test_multiple_fatals_uses_first_for_halt(self) -> None:	CODE
LOW	test/test_alert_halt.py	286	async def test_no_halt_passes_through(self) -> None:	CODE
LOW	test/test_alert_halt.py	298	async def test_halt_short_circuits_second_llm_call(self) -> None:	CODE
LOW	test/test_alert_halt.py	342	async def test_halt_event_on_stream(self) -> None:	CODE
LOW	test/test_alert_halt.py	378	async def test_nonfatal_does_not_halt(self) -> None:	CODE
LOW	test/test_alert_halt.py	411	async def test_concurrent_fatal_from_two_observers(self) -> None:	CODE
LOW	test/test_alert_halt.py	446	def test_alert_before_reduction_no_warning(self) -> None:	CODE
LOW	test/test_alert_halt.py	455	def test_reduction_before_alert_warns(self) -> None:	CODE
LOW	test/test_compact.py	43	async def test_truncates_above_target(self) -> None:	CODE
LOW	test/test_compact.py	52	async def test_persists_dropped_to_store(self) -> None:	CODE
LOW	test/test_compact.py	67	async def test_no_persist_without_store(self) -> None:	CODE
LOW	test/test_compact.py	88	async def test_split_cycle_compacts_whole(self) -> None:	CODE
LOW⚡	test/test_compact.py	101	async def test_clean_cycle_boundary_kept(self) -> None:	CODE
LOW⚡	test/test_compact.py	107	async def test_split_second_of_chained_cycles(self) -> None:	CODE
LOW⚡	test/test_compact.py	115	async def test_split_cycle_persisted_whole(self) -> None:	CODE
LOW	test/test_compact.py	136	async def test_usage_events_do_not_consume_window(self) -> None:	CODE
LOW	test/test_compact.py	148	async def test_telemetry_alone_is_no_op(self) -> None:	CODE
LOW	test/test_compact.py	154	async def test_summarizer_prompt_excludes_telemetry(self) -> None:	CODE
LOW	test/test_compact.py	168	async def test_usage_events_do_not_advance_trigger(self) -> None:	CODE
LOW	test/test_compact.py	207	def test_custom_chars_per_token(self) -> None:	CODE
LOW	test/test_compact.py	217	async def test_fires_when_threshold_crossed(self) -> None:	CODE
LOW	test/test_compact.py	249	async def test_does_not_fire_below_threshold(self) -> None:	CODE
LOW	test/test_compact.py	269	async def test_max_tokens_fires_on_large_content(self) -> None:	CODE
LOW	test/test_compact.py	305	async def test_started_event_fires_before_strategy_runs(self) -> None:	CODE
LOW	test/test_compact.py	333	async def test_failed_event_fires_when_strategy_raises(self) -> None:	CODE
LOW⚡	test/test_watch.py	203	def test_requires_at_least_one_trigger(self) -> None:	CODE
LOW⚡	test/test_watch.py	207	def test_rejects_non_positive_n(self) -> None:	CODE
LOW⚡	test/test_watch.py	211	def test_rejects_non_positive_max_wait(self) -> None:	CODE
LOW⚡	test/test_watch.py	216	async def test_count_trigger_cancels_pending_timer(self) -> None:	CODE
LOW⚡	test/test_watch.py	597	def test_invalid_expression_raises(self) -> None:	CODE
LOW⚡	test/test_watch.py	602	def test_numeric_dow_sunday_zero(self) -> None:	CODE
2702 more matches not shown…

Unused Imports1041 hits · 888 pts

Severity	File	Line	Context
LOW	test/tools/test_local_shell.py	8	CODE
LOW	website/process_notebooks.py	9	CODE
LOW	website/mkdocs/_website/notebook_processor.py	5	CODE
LOW	website/mkdocs/_website/process_notebooks.py	9	CODE
LOW	ag2/hitl.py	13	CODE
LOW	ag2/textual.py	11	CODE
LOW	ag2/__init__.py	5	CODE
LOW	ag2/__init__.py	7	CODE
LOW	ag2/__init__.py	7	CODE
LOW	ag2/__init__.py	7	CODE
LOW	ag2/__init__.py	7	CODE
LOW	ag2/__init__.py	7	CODE
LOW	ag2/__init__.py	8	CODE
LOW	ag2/__init__.py	8	CODE
LOW	ag2/__init__.py	8	CODE
LOW	ag2/__init__.py	9	CODE
LOW	ag2/__init__.py	9	CODE
LOW	ag2/__init__.py	9	CODE
LOW	ag2/__init__.py	9	CODE
LOW	ag2/__init__.py	9	CODE
LOW	ag2/__init__.py	9	CODE
LOW	ag2/__init__.py	9	CODE
LOW	ag2/__init__.py	18	CODE
LOW	ag2/__init__.py	19	CODE
LOW	ag2/__init__.py	20	CODE
LOW	ag2/__init__.py	21	CODE
LOW	ag2/__init__.py	22	CODE
LOW	ag2/__init__.py	22	CODE
LOW	ag2/__init__.py	22	CODE
LOW	ag2/__init__.py	23	CODE
LOW	ag2/__init__.py	24	CODE
LOW	ag2/__init__.py	25	CODE
LOW	ag2/__init__.py	25	CODE
LOW	ag2/__init__.py	25	CODE
LOW	ag2/__init__.py	26	CODE
LOW	ag2/__init__.py	26	CODE
LOW	ag2/__init__.py	26	CODE
LOW	ag2/__init__.py	27	CODE
LOW	ag2/stream.py	14	CODE
LOW	ag2/stream.py	17	CODE
LOW	ag2/context.py	13	CODE
LOW	ag2/context.py	15	CODE
LOW	ag2/context.py	17	CODE
LOW	ag2/agent.py	78	CODE
LOW	ag2/testing.py	16	CODE
LOW	ag2/history.py	9	CODE
LOW	ag2/middleware/__init__.py	5	CODE
LOW	ag2/middleware/__init__.py	5	CODE
LOW	ag2/middleware/__init__.py	5	CODE
LOW	ag2/middleware/__init__.py	5	CODE
LOW	ag2/middleware/__init__.py	5	CODE
LOW	ag2/middleware/__init__.py	5	CODE
LOW	ag2/middleware/__init__.py	5	CODE
LOW	ag2/middleware/__init__.py	5	CODE
LOW	ag2/middleware/__init__.py	5	CODE
LOW	ag2/middleware/__init__.py	16	CODE
LOW	ag2/middleware/__init__.py	16	CODE
LOW	ag2/middleware/__init__.py	16	CODE
LOW	ag2/middleware/__init__.py	16	CODE
LOW	ag2/middleware/__init__.py	16	CODE
981 more matches not shown…

Decorative Section Separators150 hits · 468 pts

Severity	File	Line	Snippet	Context
MEDIUM⚡	test/network/test_observation.py	53	# ── Skill render unit tests ─────────────────────────────────────────────────	COMMENT
MEDIUM⚡	test/network/test_observation.py	122	# ── Capability index integration tests ──────────────────────────────────────	COMMENT
MEDIUM	test/network/test_observation.py	206	# ── record_observation tests ────────────────────────────────────────────────	COMMENT
MEDIUM	test/network/test_observation.py	286	# ── AgentClient mutation tests ──────────────────────────────────────────────	COMMENT
MEDIUM	test/network/test_observation.py	330	# ── TaskMirror end-to-end via Task lifecycle ────────────────────────────────	COMMENT
MEDIUM	test/network/test_observability.py	41	# ── HubListener ───────────────────────────────────────────────────────────	COMMENT
MEDIUM	test/network/test_observability.py	170	# ── HubArbiter ────────────────────────────────────────────────────────────	COMMENT
MEDIUM	test/network/test_observability.py	257	# ── Audit subscribe ────────────────────────────────────────────────────────	COMMENT
MEDIUM	test/network/test_observability.py	279	# ── Handler exception trap ─────────────────────────────────────────────────	COMMENT
MEDIUM	test/network/test_observability.py	314	# ── Hub.health() ───────────────────────────────────────────────────────────	COMMENT
MEDIUM	test/network/test_observability.py	350	# ── Hub logging ────────────────────────────────────────────────────────────	COMMENT
MEDIUM	test/network/test_observability.py	387	# ── Coverage gap tests ──────────────────────────────────────────────────────	COMMENT
MEDIUM	test/network/test_sweeper_and_registry.py	80	# ── Real-clock expectation sweeper ──────────────────────────────────────────	COMMENT
MEDIUM	test/network/test_sweeper_and_registry.py	137	# ── TransitionRegistry isolation ────────────────────────────────────────────	COMMENT
MEDIUM	test/network/test_sweeper_and_registry.py	192	# ── Cross-tool flow (no LLM — direct FunctionTool invocation) ───────────────	COMMENT
MEDIUM	test/network/test_sweeper_and_registry.py	279	# ── Trust-boundary check ────────────────────────────────────────────────────	COMMENT
MEDIUM	test/network/test_expectations.py	139	# ── Evaluator unit tests ────────────────────────────────────────────────────	COMMENT
MEDIUM⚡	test/network/test_expectations.py	263	# ── Handler integration tests ───────────────────────────────────────────────	COMMENT
MEDIUM	test/network/test_expectations.py	427	# ── Audit log tests for identity changes ────────────────────────────────────	COMMENT
MEDIUM⚡	test/network/test_hub_races.py	426	# ── Lifecycle ───────────────────────────────────────────────────────────────	COMMENT
MEDIUM	test/network/test_hub_races.py	48	# ── Registration races ──────────────────────────────────────────────────────	COMMENT
MEDIUM	test/network/test_hub_races.py	124	# ── Unregister mid-flight ────────────────────────────────────────────────────	COMMENT
MEDIUM	test/network/test_hub_races.py	195	# ── Endpoint binding ────────────────────────────────────────────────────────	COMMENT
MEDIUM	test/network/test_hub_races.py	230	# ── Concurrent post_envelope ────────────────────────────────────────────────	COMMENT
MEDIUM	test/network/test_hub_races.py	297	# ── Channel-state edges ─────────────────────────────────────────────────────	COMMENT
MEDIUM	test/network/test_hub_races.py	456	# ── Outbound-access edge ────────────────────────────────────────────────────	COMMENT
MEDIUM⚡	test/network/test_workflow.py	109	# ── TransitionTarget unit tests ─────────────────────────────────────────────	COMMENT
MEDIUM⚡	test/network/test_workflow.py	167	# ── TransitionGraph serialization ───────────────────────────────────────────	COMMENT
MEDIUM⚡	test/network/test_workflow.py	271	# ── WorkflowAdapter integration tests ───────────────────────────────────────	COMMENT
MEDIUM	test/network/test_human_client.py	524	# ── Helpers ─────────────────────────────────────────────────────────────────	COMMENT
MEDIUM	test/network/test_adapter_tools.py	39	# ── Plugin attaches identity-level tools only ─────────────────────────────	COMMENT
MEDIUM	test/network/test_adapter_tools.py	56	# ── Adapter tools_for ─────────────────────────────────────────────────────	COMMENT
MEDIUM	test/network/test_adapter_tools.py	141	# ── Layer-2 envelope helpers ──────────────────────────────────────────────	COMMENT
MEDIUM	test/network/test_adapter_tools.py	183	# ── channels(open, message=...) seed ──────────────────────────────────────	COMMENT
MEDIUM	test/network/test_hub_invariants.py	133	# ── Fix #1: Hub.unregister disk cleanup ─────────────────────────────────────	COMMENT
MEDIUM	test/network/test_hub_invariants.py	181	# ── Fix #4: Hub.register rejects duplicate name ──────────────────────────────	COMMENT
MEDIUM	test/network/test_hub_invariants.py	217	# ── Fix #2: concurrency caps + inbox limits ──────────────────────────────────	COMMENT
MEDIUM	test/network/test_hub_invariants.py	371	# ── Fix #3 / #5: delegate inbox race + fail-fast on close ────────────────────	COMMENT
MEDIUM	test/network/test_hub_invariants.py	481	# ── Fix #6: expectation dedup keyed by identity ──────────────────────────────	COMMENT
MEDIUM	test/network/test_hub_invariants.py	555	# ── Fix #7: task_mirror idempotent observation ───────────────────────────────	COMMENT
MEDIUM	test/network/test_hub_invariants.py	598	# ── Edge cases the per-fix tests above don't reach ───────────────────────────	COMMENT
MEDIUM	test/network/test_tools.py	70	# ── peers tool ──────────────────────────────────────────────────────────────	COMMENT
MEDIUM	test/network/test_tools.py	154	# ── channels tool ───────────────────────────────────────────────────────────	COMMENT
MEDIUM	test/network/test_tools.py	193	# ── context tool ────────────────────────────────────────────────────────────	COMMENT
MEDIUM	test/network/test_tools.py	257	# ── tasks tool ──────────────────────────────────────────────────────────────	COMMENT
MEDIUM	test/network/test_tools.py	451	# ── Plugin attaches all 6 tools ────────────────────────────────────────────	COMMENT
MEDIUM	test/network/test_subclass_surface.py	42	# ── Subclass on_* hooks ───────────────────────────────────────────────────	COMMENT
MEDIUM	test/network/test_subclass_surface.py	121	# ── Custom sweeper ────────────────────────────────────────────────────────	COMMENT
MEDIUM	test/network/test_subclass_surface.py	179	# ── Audit kinds open set ──────────────────────────────────────────────────	COMMENT
MEDIUM	test/network/test_subclass_surface.py	201	# ── Inbox pressure ────────────────────────────────────────────────────────	COMMENT
MEDIUM	test/network/test_subclass_surface.py	247	# ── Task mirror error escalation ──────────────────────────────────────────	COMMENT
MEDIUM	test/network/test_audit_and_lifecycle.py	52	# ── delegation_depth ────────────────────────────────────────────────────────	COMMENT
MEDIUM	test/network/test_audit_and_lifecycle.py	118	# ── Hydrate with missing adapter ────────────────────────────────────────────	COMMENT
MEDIUM	test/network/test_audit_and_lifecycle.py	180	# ── Sweeper auto_close cross-channel bleed ──────────────────────────────────	COMMENT
MEDIUM	test/network/test_audit_and_lifecycle.py	245	# ── Channel + task lifecycle audit ──────────────────────────────────────────	COMMENT
MEDIUM⚡	test/network/test_rule_enforcement.py	81	# ── Access: outbound_to + inbound_from ──────────────────────────────────────	COMMENT
MEDIUM	test/network/test_rule_enforcement.py	52	# ── parse_duration ──────────────────────────────────────────────────────────	COMMENT
MEDIUM	test/network/test_rule_enforcement.py	231	# ── delegation_depth ────────────────────────────────────────────────────────	COMMENT
MEDIUM	test/network/test_rule_enforcement.py	274	# ── max_concurrent_channels ─────────────────────────────────────────────────	COMMENT
MEDIUM	test/network/test_rule_enforcement.py	325	# ── max_concurrent_tasks (via observe_task) ─────────────────────────────────	COMMENT
90 more matches not shown…

Excessive Try-Catch Wrapping118 hits · 134 pts

Severity	File	Line	Snippet	Context
LOW⚡	test/events/test_tool_events.py	37	except Exception as e:	CODE
LOW⚡	test/events/test_tool_events.py	48	except Exception as e:	CODE
LOW	website/mkdocs/_website/process_notebooks.py	488	except Exception:	CODE
LOW⚡	website/mkdocs/_website/process_notebooks.py	508	except Exception:	CODE
MEDIUM⚡	website/mkdocs/_website/process_notebooks.py	509	print(f"Error: {file_path}")	CODE
LOW⚡	website/mkdocs/_website/utils.py	280	except Exception as e:	CODE
MEDIUM⚡	website/mkdocs/_website/utils.py	281	print(f"Error processing {file_path}: {e}")	CODE
MEDIUM⚡	website/mkdocs/_website/utils.py	290	print(f"Error reading authors file: {e}")	CODE
LOW	website/mkdocs/_website/utils.py	415	except Exception as e:	STRING
LOW	ag2/agent.py	1483	except Exception as exc:	CODE
LOW	ag2/agent.py	1630	except Exception as e:	CODE
LOW	ag2/agent.py	1833	except Exception as exc:	CODE
LOW	ag2/agent.py	1969	except Exception as exc:	CODE
LOW	ag2/watch.py	220	except Exception:	CODE
LOW	ag2/watch.py	254	except Exception:	CODE
LOW	ag2/watch.py	470	except Exception:	CODE
LOW	ag2/middleware/builtin/telemetry.py	155	except Exception as exc:	CODE
LOW	ag2/middleware/builtin/telemetry.py	195	except Exception as exc:	CODE
LOW	ag2/middleware/builtin/telemetry.py	254	except Exception as exc:	CODE
LOW	ag2/middleware/builtin/telemetry.py	290	except Exception as exc:	CODE
LOW	ag2/tools/subagents/run_task.py	136	except Exception as e:	CODE
LOW	ag2/tools/toolkits/mcp_server/toolkit.py	153	except Exception as e:	CODE
LOW	ag2/tools/sandbox/filter.py	112	except Exception:	CODE
LOW	ag2/tools/final/function_tool.py	123	except Exception as e:	CODE
LOW	ag2/tools/skills/skill_search/toolkit.py	136	except Exception as e:	CODE
LOW	ag2/tools/skills/skill_search/toolkit.py	197	except Exception as e:	CODE
LOW	ag2/tools/skills/skill_search/extractor.py	55	except Exception:	CODE
LOW	ag2/a2a/executor.py	191	except Exception:	CODE
LOW	ag2/network/task_mirror.py	202	except Exception as exc:	CODE
LOW	ag2/network/task_mirror.py	213	except Exception as exc:	CODE
LOW	ag2/network/task_mirror.py	225	except Exception as exc:	CODE
LOW	ag2/network/task_mirror.py	238	except Exception as exc:	CODE
LOW	ag2/network/task_mirror.py	247	except Exception as exc:	CODE
LOW	ag2/network/task_mirror.py	260	except Exception as exc:	CODE
LOW	ag2/network/task_mirror.py	285	except Exception:	CODE
LOW	ag2/network/task_mirror.py	296	except Exception:	CODE
LOW	ag2/network/transport/ws.py	132	except Exception:	CODE
LOW	ag2/network/transport/ws.py	189	except Exception:	CODE
LOW	ag2/network/client/human_client.py	167	except Exception:	CODE
LOW	ag2/network/client/handlers.py	264	except Exception:	CODE
LOW	ag2/network/client/handlers.py	311	except Exception as exc:	CODE
LOW	ag2/network/client/hub_client.py	234	except Exception:	CODE
LOW	ag2/network/client/hub_client.py	248	except Exception:	CODE
LOW	ag2/network/client/hub_client.py	312	except Exception as exc:	CODE
LOW	ag2/network/client/hub_client.py	333	except Exception:	CODE
LOW	ag2/network/client/tools/tasks.py	103	except Exception as exc:	CODE
LOW	ag2/network/client/tools/tasks.py	112	except Exception as exc:	CODE
LOW	ag2/network/client/tools/tasks.py	134	except Exception:	CODE
LOW	ag2/network/client/tools/tasks.py	146	except Exception:	CODE
LOW	ag2/network/client/tools/tasks.py	158	except Exception:	CODE
LOW	ag2/network/client/tools/tasks.py	177	except Exception as exc:	CODE
LOW	ag2/network/client/tools/say.py	72	except Exception as exc:	CODE
LOW	ag2/network/client/tools/say.py	83	except Exception:	CODE
LOW	ag2/network/client/tools/say.py	95	except Exception as exc:	CODE
LOW	ag2/network/client/tools/say.py	106	except Exception as exc:	CODE
LOW	ag2/network/client/tools/peers.py	96	except Exception:	CODE
LOW	ag2/network/client/tools/delegate.py	72	except Exception:	CODE
LOW	ag2/network/client/tools/delegate.py	94	except Exception as exc:	CODE
LOW	ag2/network/client/tools/delegate.py	117	except Exception as exc:	CODE
LOW	ag2/network/client/tools/delegate.py	132	except Exception as exc:	CODE
58 more matches not shown…

Deep Nesting100 hits · 94 pts

Severity	File	Line	Context
LOW	test/network/test_at_least_once.py	660	CODE
LOW	test/ag_ui/test_asgi.py	42	CODE
LOW	website/mkdocs/docs.py	118	CODE
LOW	website/mkdocs/_website/notebook_processor.py	285	CODE
LOW	website/mkdocs/_website/notebook_processor.py	413	CODE
LOW	website/mkdocs/_website/process_notebooks.py	495	CODE
LOW	website/mkdocs/_website/generate_mkdocs.py	57	CODE
LOW	website/mkdocs/_website/generate_mkdocs.py	368	CODE
LOW	website/mkdocs/_website/generate_mkdocs.py	756	CODE
LOW	website/mkdocs/_website/generate_mkdocs.py	813	CODE
LOW	website/mkdocs/_website/generate_mkdocs.py	86	CODE
LOW	website/mkdocs/_website/utils.py	297	CODE
LOW	ag2/textual.py	56	CODE
LOW	ag2/compact.py	75	CODE
LOW	ag2/_import_utils.py	99	CODE
LOW	ag2/assembly.py	93	CODE
LOW	ag2/agent.py	1663	CODE
LOW	ag2/agent.py	1671	CODE
LOW	ag2/agent.py	1914	CODE
LOW	ag2/watch.py	416	CODE
LOW	ag2/annotations.py	34	CODE
LOW	ag2/annotations.py	67	CODE
LOW	ag2/middleware/builtin/telemetry.py	231	CODE
LOW	ag2/tools/executor.py	55	CODE
LOW	ag2/tools/toolkits/mcp_server/toolkit.py	241	CODE
LOW	ag2/tools/sandbox/filter.py	84	CODE
LOW	ag2/tools/skills/runtime/local/loader.py	146	CODE
LOW	ag2/tools/skills/skill_search/extractor.py	18	CODE
LOW	ag2/tools/skills/skill_search/extractor.py	62	CODE
LOW	ag2/config/gemini/events.py	79	CODE
LOW	ag2/config/gemini/mappers.py	93	CODE
LOW	ag2/config/gemini/mappers.py	233	CODE
LOW	ag2/config/gemini/gemini_client.py	159	CODE
LOW	ag2/config/gemini/gemini_client.py	236	CODE
LOW	ag2/config/xai/mappers.py	254	CODE
LOW	ag2/config/bedrock/bedrock_client.py	211	CODE
LOW	ag2/config/bedrock/mappers.py	158	CODE
LOW	ag2/config/bedrock/mappers.py	212	CODE
LOW	ag2/config/anthropic/events.py	91	CODE
LOW	ag2/config/anthropic/mappers.py	104	CODE
LOW	ag2/config/anthropic/mappers.py	243	CODE
LOW	ag2/config/anthropic/mappers.py	259	CODE
LOW	ag2/config/anthropic/anthropic_client.py	214	CODE
LOW	ag2/config/anthropic/anthropic_client.py	224	CODE
LOW	ag2/config/anthropic/anthropic_client.py	270	CODE
LOW	ag2/config/dashscope/dashscope_client.py	94	CODE
LOW	ag2/config/dashscope/dashscope_client.py	156	CODE
LOW	ag2/config/dashscope/mappers.py	62	CODE
LOW	ag2/config/ollama/mappers.py	63	CODE
LOW	ag2/config/zai/zai_client.py	197	CODE
LOW	ag2/config/zai/mappers.py	176	CODE
LOW	ag2/config/openai/openai_responses_client.py	154	CODE
LOW	ag2/config/openai/openai_responses_client.py	208	CODE
LOW	ag2/config/openai/events.py	83	CODE
LOW	ag2/config/openai/mappers.py	111	CODE
LOW	ag2/config/openai/mappers.py	279	CODE
LOW	ag2/config/openai/mappers.py	399	CODE
LOW	ag2/config/openai/mappers.py	516	CODE
LOW	ag2/a2a/client.py	526	CODE
LOW	ag2/network/client/handlers.py	60	CODE
40 more matches not shown…

Cross-File Repetition18 hits · 90 pts

Severity	File	Snippet	Context
HIGH	test/config/gemini/test_convert_messages.py	json.loads must not crash on empty or none tool call arguments.	STRING
HIGH	test/config/anthropic/test_convert_messages.py	json.loads must not crash on empty or none tool call arguments.	STRING
HIGH	test/config/ollama/test_convert_messages.py	json.loads must not crash on empty or none tool call arguments.	STRING
HIGH	test/config/gemini/test_response_schema_to_api.py	json schema for a primitive/union wrapped in ``{\"data\": ...}`` (default ``embed=true``).	STRING
HIGH	test/config/anthropic/test_response_schema_to_api.py	json schema for a primitive/union wrapped in ``{\"data\": ...}`` (default ``embed=true``).	STRING
HIGH	test/config/dashscope/test_response_schema_to_api.py	json schema for a primitive/union wrapped in ``{\"data\": ...}`` (default ``embed=true``).	STRING
HIGH	test/config/ollama/test_response_schema_to_api.py	json schema for a primitive/union wrapped in ``{\"data\": ...}`` (default ``embed=true``).	STRING
HIGH	test/config/openai/test_response_schema_to_api.py	json schema for a primitive/union wrapped in ``{\"data\": ...}`` (default ``embed=true``).	STRING
HIGH	…config/openai/test_response_schema_to_responses_api.py	json schema for a primitive/union wrapped in ``{\"data\": ...}`` (default ``embed=true``).	STRING
HIGH	test/providers/test_network_mixed_provider.py	transfer the conversation to the engineering specialist.	STRING
HIGH	test/providers/test_network_cross_process_smoke.py	transfer the conversation to the engineering specialist.	STRING
HIGH	test/providers/anthropic/test_workflow_smoke.py	transfer the conversation to the engineering specialist.	STRING
HIGH	test/providers/gemini/test_gemini_integration.py	a follow-up question after an empty-args tool call must not crash.	STRING
HIGH	test/providers/anthropic/test_anthropic_integration.py	a follow-up question after an empty-args tool call must not crash.	STRING
HIGH	test/providers/openai/test_openai_integration.py	a follow-up question after an empty-args tool call must not crash.	STRING
HIGH	test/providers/gemini/test_gemini_integration.py	discover available agents, optionally filtered by capability.	STRING
HIGH	test/providers/anthropic/test_anthropic_integration.py	discover available agents, optionally filtered by capability.	STRING
HIGH	test/providers/openai/test_openai_integration.py	discover available agents, optionally filtered by capability.	STRING

Over-Commented Block63 hits · 62 pts

Severity	File	Line	Snippet	Context
LOW	jog.yaml	21	# Note: The agent starts from the assumption that documentation is correct unless it finds clear evidence otherwise.	COMMENT
LOW	test/__init__.py	1	# Copyright (c) 2026, AG2ai, Inc., AG2ai open-source projects maintainers and core contributors	COMMENT
LOW	test/middleware/__init__.py	1	# Copyright (c) 2026, AG2ai, Inc., AG2ai open-source projects maintainers and core contributors	COMMENT
LOW	test/middleware/builtins/__init__.py	1	# Copyright (c) 2026, AG2ai, Inc., AG2ai open-source projects maintainers and core contributors	COMMENT
LOW	test/test_plugin/__init__.py	1	# Copyright (c) 2026, AG2ai, Inc., AG2ai open-source projects maintainers and core contributors	COMMENT
LOW	test/tools/__init__.py	1	# Copyright (c) 2026, AG2ai, Inc., AG2ai open-source projects maintainers and core contributors	COMMENT
LOW	test/tools/search/__init__.py	1	# Copyright (c) 2026, AG2ai, Inc., AG2ai open-source projects maintainers and core contributors	COMMENT
LOW	test/tools/sandbox/__init__.py	1	# Copyright (c) 2026, AG2ai, Inc., AG2ai open-source projects maintainers and core contributors	COMMENT
LOW	test/tools/sandbox/adapter/__init__.py	1	# Copyright (c) 2026, AG2ai, Inc., AG2ai open-source projects maintainers and core contributors	COMMENT
LOW	test/tools/skills/__init__.py	1	# Copyright (c) 2026, AG2ai, Inc., AG2ai open-source projects maintainers and core contributors	COMMENT
LOW	test/dynamic/__init__.py	1	# Copyright (c) 2026, AG2ai, Inc., AG2ai open-source projects maintainers and core contributors	COMMENT
LOW	test/response/__init__.py	1	# Copyright (c) 2026, AG2ai, Inc., AG2ai open-source projects maintainers and core contributors	COMMENT
LOW	test/config/__init__.py	1	# Copyright (c) 2026, AG2ai, Inc., AG2ai open-source projects maintainers and core contributors	COMMENT
LOW	test/config/gemini/tools/__init__.py	1	# Copyright (c) 2026, AG2ai, Inc., AG2ai open-source projects maintainers and core contributors	COMMENT
LOW	test/config/xai/tools/__init__.py	1	# Copyright (c) 2026, AG2ai, Inc., AG2ai open-source projects maintainers and core contributors	COMMENT
LOW	test/config/bedrock/tools/__init__.py	1	# Copyright (c) 2026, AG2ai, Inc., AG2ai open-source projects maintainers and core contributors	COMMENT
LOW	test/config/anthropic/tools/__init__.py	1	# Copyright (c) 2026, AG2ai, Inc., AG2ai open-source projects maintainers and core contributors	COMMENT
LOW	test/config/anthropic/tools/test_shell.py	1	# Copyright (c) 2026, AG2ai, Inc., AG2ai open-source projects maintainers and core contributors	COMMENT
LOW	test/config/dashscope/tools/__init__.py	1	# Copyright (c) 2026, AG2ai, Inc., AG2ai open-source projects maintainers and core contributors	COMMENT
LOW	test/config/ollama/tools/__init__.py	1	# Copyright (c) 2026, AG2ai, Inc., AG2ai open-source projects maintainers and core contributors	COMMENT
LOW	test/config/zai/tools/__init__.py	1	# Copyright (c) 2026, AG2ai, Inc., AG2ai open-source projects maintainers and core contributors	COMMENT
LOW	test/config/openai/tools/__init__.py	1	# Copyright (c) 2026, AG2ai, Inc., AG2ai open-source projects maintainers and core contributors	COMMENT
LOW	test/providers/__init__.py	1	# Copyright (c) 2026, AG2ai, Inc., AG2ai open-source projects maintainers and core contributors	COMMENT
LOW	test/providers/agent/__init__.py	1	# Copyright (c) 2026, AG2ai, Inc., AG2ai open-source projects maintainers and core contributors	COMMENT
LOW	test/stream/__init__.py	1	# Copyright (c) 2026, AG2ai, Inc., AG2ai open-source projects maintainers and core contributors	COMMENT
LOW	test/network/__init__.py	1	# Copyright (c) 2026, AG2ai, Inc., AG2ai open-source projects maintainers and core contributors	COMMENT
LOW	test/spec/__init__.py	1	# Copyright (c) 2026, AG2ai, Inc., AG2ai open-source projects maintainers and core contributors	COMMENT
LOW	test/observer/__init__.py	1	# Copyright (c) 2026, AG2ai, Inc., AG2ai open-source projects maintainers and core contributors	COMMENT
LOW	test/a2ui/__init__.py	1	# Copyright (c) 2026, AG2ai, Inc., AG2ai open-source projects maintainers and core contributors	COMMENT
LOW	test/a2ui/a2a/__init__.py	1	# Copyright (c) 2026, AG2ai, Inc., AG2ai open-source projects maintainers and core contributors	COMMENT
LOW	test/a2ui/transports/__init__.py	1	# Copyright (c) 2026, AG2ai, Inc., AG2ai open-source projects maintainers and core contributors	COMMENT
LOW	test/agent/__init__.py	1	# Copyright (c) 2026, AG2ai, Inc., AG2ai open-source projects maintainers and core contributors	COMMENT
LOW	test/policies/__init__.py	1	# Copyright (c) 2026, AG2ai, Inc., AG2ai open-source projects maintainers and core contributors	COMMENT
LOW	test/extensions/__init__.py	1	# Copyright (c) 2026, AG2ai, Inc., AG2ai open-source projects maintainers and core contributors	COMMENT
LOW	test/extensions/tools/__init__.py	1	# Copyright (c) 2026, AG2ai, Inc., AG2ai open-source projects maintainers and core contributors	COMMENT
LOW	test/extensions/tools/search/__init__.py	1	# Copyright (c) 2026, AG2ai, Inc., AG2ai open-source projects maintainers and core contributors	COMMENT
LOW	test/knowledge/__init__.py	1	# Copyright (c) 2026, AG2ai, Inc., AG2ai open-source projects maintainers and core contributors	COMMENT
LOW	test/live/__init__.py	1	# Copyright (c) 2026, AG2ai, Inc., AG2ai open-source projects maintainers and core contributors	COMMENT
LOW	test/orchestration/__init__.py	1	# Copyright (c) 2026, AG2ai, Inc., AG2ai open-source projects maintainers and core contributors	COMMENT
LOW	test/files/__init__.py	1	# Copyright (c) 2026, AG2ai, Inc., AG2ai open-source projects maintainers and core contributors	COMMENT
LOW	test/eval/__init__.py	1	# Copyright (c) 2026, AG2ai, Inc., AG2ai open-source projects maintainers and core contributors	COMMENT
LOW	test/eval/dataset/__init__.py	1	# Copyright (c) 2026, AG2ai, Inc., AG2ai open-source projects maintainers and core contributors	COMMENT
LOW	test/eval/runtime/__init__.py	1	# Copyright (c) 2026, AG2ai, Inc., AG2ai open-source projects maintainers and core contributors	COMMENT
LOW	test/eval/scorers/__init__.py	1	# Copyright (c) 2026, AG2ai, Inc., AG2ai open-source projects maintainers and core contributors	COMMENT
LOW	test/eval/results/__init__.py	1	# Copyright (c) 2026, AG2ai, Inc., AG2ai open-source projects maintainers and core contributors	COMMENT
LOW	test/eval/sources/__init__.py	1	# Copyright (c) 2026, AG2ai, Inc., AG2ai open-source projects maintainers and core contributors	COMMENT
LOW	test/events/__init__.py	1	# Copyright (c) 2026, AG2ai, Inc., AG2ai open-source projects maintainers and core contributors	COMMENT
LOW	website/mkdocs/docs.py	181	return None	COMMENT
LOW	website/mkdocs/docs.py	201	# output_markdown_path=CONTRIBUTING_PATH,	COMMENT
LOW	website/mkdocs/_website/process_notebooks.py	121	# - Captures the content inside the callout.	COMMENT
LOW	website/mkdocs/_website/process_notebooks.py	261	repo_root = Path(__file__).resolve().parents[3]	COMMENT
LOW	website/mkdocs/_website/process_notebooks.py	421		COMMENT
LOW	website/mkdocs/_website/__init__.py	1	# Copyright (c) 2023 - 2025, AG2ai, Inc., AG2ai open-source projects maintainers and core contributors	COMMENT
LOW	ag2/a2a/executor.py	81	return	COMMENT
LOW	ag2/network/envelope.py	41	# Fixed set; new names are added in code, not at runtime. User-defined event	COMMENT
LOW	ag2/network/client/human_client.py	81	# Push callbacks. Run in registration order; exceptions are	COMMENT
LOW	ag2/network/client/handlers.py	361	if event_type.startswith("ag2.channel.") or event_type.startswith("ag2.task."):	COMMENT
LOW	ag2/network/hub/core.py	281	# when the same task receives multiple terminal events (e.g. a	COMMENT
LOW	ag2/network/hub/core.py	301	# strictly above ``max(channel_cursor, since_envelope_id)``.	COMMENT
LOW	ag2/network/hub/core.py	321	# ship in the framework; tenants register their own.	COMMENT
3 more matches not shown…

AI Structural Patterns66 hits · 58 pts

Severity	File	Line	Context
LOW	website/mkdocs/_website/generate_mkdocs.py	132	CODE
LOW	website/mkdocs/_website/generate_mkdocs.py	959	CODE
LOW	ag2/spec.py	82	CODE
LOW	ag2/agent.py	199	CODE
LOW	ag2/agent.py	214	CODE
LOW	ag2/agent.py	229	CODE
LOW	ag2/agent.py	244	CODE
LOW	ag2/agent.py	257	CODE
LOW	ag2/agent.py	294	CODE
LOW	ag2/agent.py	309	CODE
LOW	ag2/agent.py	324	CODE
LOW	ag2/agent.py	339	CODE
LOW	ag2/agent.py	352	CODE
LOW	ag2/agent.py	607	CODE
LOW	ag2/agent.py	627	CODE
LOW	ag2/agent.py	647	CODE
LOW	ag2/agent.py	667	CODE
LOW	ag2/agent.py	686	CODE
LOW	ag2/agent.py	814	CODE
LOW	ag2/agent.py	830	CODE
LOW	ag2/agent.py	847	CODE
LOW	ag2/agent.py	864	CODE
LOW	ag2/agent.py	879	CODE
LOW	ag2/agent.py	911	CODE
LOW	ag2/agent.py	927	CODE
LOW	ag2/agent.py	944	CODE
LOW	ag2/agent.py	961	CODE
LOW	ag2/agent.py	976	CODE
LOW	ag2/agent.py	1080	CODE
LOW	ag2/tools/shell/tool.py	67	CODE
LOW	ag2/tools/search/tavily.py	47	CODE
LOW	ag2/tools/search/perplexity.py	113	CODE
LOW	ag2/tools/search/perplexity.py	177	CODE
LOW	ag2/config/gemini/gemini_client.py	76	CODE
LOW	ag2/config/bedrock/bedrock_client.py	55	CODE
LOW	ag2/config/anthropic/anthropic_client.py	62	CODE
LOW	ag2/config/zai/zai_client.py	82	CODE
LOW	ag2/config/openai/openai_responses_client.py	73	CODE
LOW	ag2/config/openai/containers.py	56	CODE
LOW	ag2/config/openai/openai_client.py	70	CODE
LOW	ag2/a2a/tasks.py	74	CODE
LOW	ag2/a2a/client.py	153	CODE
LOW	ag2/a2a/card.py	30	CODE
LOW	ag2/a2a/transports/rest.py	27	CODE
LOW	ag2/a2a/transports/jsonrpc.py	27	CODE
LOW	ag2/a2a/mappers/messages.py	62	CODE
LOW	ag2/network/client/tools/tasks.py	66	CODE
LOW	ag2/network/client/tools/context.py	46	CODE
LOW	ag2/network/client/tools/channels.py	62	CODE
LOW	ag2/a2ui/server.py	51	CODE
LOW	ag2/a2ui/_runtime.py	40	CODE
LOW	ag2/a2ui/a2a/executor.py	83	CODE
LOW	ag2/mcp/server.py	129	CODE
LOW	ag2/extensions/tools/search/exa.py	124	CODE
LOW	ag2/extensions/tools/search/exa.py	204	CODE
LOW	ag2/extensions/tools/search/tinyfish.py	122	CODE
LOW	ag2/extensions/docker/sandbox.py	39	CODE
LOW	ag2/extensions/docker/environment.py	46	CODE
LOW	ag2/extensions/daytona/environment.py	65	CODE
LOW	ag2/ag_ui/stream.py	80	CODE
6 more matches not shown…

Modern Structural Boilerplate50 hits · 50 pts

Severity	File	Line	Snippet	Context
LOW	website/mkdocs/docs.py	177	def update_readme() -> None:	CODE
LOW	ag2/_import_utils.py	20	__all__ = [	CODE
LOW	ag2/context.py	20	logger = logging.getLogger(__name__)	CODE
LOW	ag2/agent.py	92	logger = logging.getLogger(__name__)	CODE
LOW	ag2/watch.py	27	logger = logging.getLogger(__name__)	CODE
LOW	ag2/history.py	19	async def set_history(self, stream_id: "StreamId", events: Iterable[BaseEvent]) -> None: ...	CODE
LOW	ag2/history.py	34	async def set_history(self, stream_id: "StreamId", events: Iterable["BaseEvent"]) -> None:	CODE
LOW	ag2/tools/skills/runtime/local/loader.py	15	logger = logging.getLogger(__name__)	CODE
LOW	ag2/config/xai/xai_client.py	42	__all__ = ["CreateOptions", "IncludeOption", "ReasoningEffort", "XAIClient"]	CODE
LOW	ag2/config/bedrock/mappers.py	33	logger = logging.getLogger(__name__)	CODE
LOW	ag2/config/anthropic/mappers.py	31	logger = logging.getLogger(__name__)	CODE
LOW	ag2/a2a/mappers/__init__.py	32	__all__ = [	CODE
LOW	ag2/streams/redis/storage.py	41	async def set_history(self, stream_id: StreamId, events: Iterable[BaseEvent]) -> None:	CODE
LOW	ag2/network/task_mirror.py	40	logger = logging.getLogger(__name__)	CODE
LOW	ag2/network/workflow_helpers.py	43	async def set_context(channel: Channel, key: str, value: Any) -> None:	CODE
LOW	ag2/network/transport/ws.py	48	logger = logging.getLogger(__name__)	CODE
LOW⚡	ag2/network/client/agent_client.py	318	async def set_resume(self, resume: Resume) -> None:	CODE
LOW	ag2/network/client/agent_client.py	334	async def set_skill(self, skill_md: str \| None) -> None:	CODE
LOW	ag2/network/client/agent_client.py	337	async def set_rule(self, rule: Rule) -> None:	CODE
LOW	ag2/network/client/human_client.py	47	logger = logging.getLogger(__name__)	CODE
LOW	ag2/network/client/handlers.py	53	logger = logging.getLogger(__name__)	CODE
LOW	ag2/network/client/hub_client.py	73	logger = logging.getLogger(__name__)	CODE
LOW⚡	ag2/network/client/hub_client.py	742	async def set_resume(self, agent_id: str, resume: Resume) -> None:	CODE
LOW⚡	ag2/network/client/hub_client.py	748	async def set_skill(self, agent_id: str, skill_md: str \| None) -> None:	CODE
LOW⚡	ag2/network/client/hub_client.py	754	async def set_rule(self, agent_id: str, rule: Rule) -> None:	CODE
LOW	ag2/network/hub/audit.py	56	logger = logging.getLogger(__name__)	CODE
LOW	ag2/network/hub/telemetry.py	84	logger = logging.getLogger(__name__)	CODE
LOW	ag2/network/hub/core.py	137	logger = logging.getLogger(__name__)	CODE
LOW	ag2/network/hub/core.py	1258	async def set_resume(self, agent_id: str, resume: Resume) -> None:	CODE
LOW	ag2/network/hub/core.py	1299	async def set_skill(self, agent_id: str, skill_md: str \| None) -> None:	CODE
LOW	ag2/network/hub/core.py	1315	async def set_rule(self, agent_id: str, rule: Rule) -> None:	CODE
LOW	ag2/a2ui/server_action.py	41	logger = logging.getLogger(__name__)	CODE
LOW	ag2/a2ui/request.py	23	logger = logging.getLogger(__name__)	CODE
LOW	ag2/a2ui/parser.py	20	logger = logging.getLogger(__name__)	CODE
LOW	ag2/a2ui/capabilities.py	18	logger = logging.getLogger(__name__)	CODE
LOW	ag2/a2ui/incoming.py	17	logger = logging.getLogger(__name__)	CODE
LOW	ag2/a2ui/middleware.py	22	logger = logging.getLogger(__name__)	CODE
LOW	ag2/a2ui/a2a/executor.py	46	logger = logging.getLogger(__name__)	CODE
LOW	ag2/a2ui/transports/rest.py	29	logger = logging.getLogger(__name__)	CODE
LOW	ag2/a2ui/transports/ag_ui.py	51	logger = logging.getLogger(__name__)	CODE
LOW	ag2/extensions/docker/sandbox.py	22	logger = logging.getLogger(__name__)	CODE
LOW	ag2/extensions/daytona/sandbox.py	24	logger = logging.getLogger(__name__)	CODE
LOW	ag2/extensions/nlip/server.py	16	logger = logging.getLogger(__name__)	CODE
LOW	ag2/extensions/nlip/mappers.py	344	__all__ = [	CODE
LOW	ag2/knowledge/__init__.py	38	__all__ = [	CODE
LOW	ag2/eval/pairwise.py	52	logger = logging.getLogger(__name__)	CODE
LOW	ag2/eval/scorer.py	58	logger = logging.getLogger(__name__)	CODE
LOW	ag2/eval/runtime/evaluate.py	46	logger = logging.getLogger(__name__)	CODE
LOW	ag2/eval/sources/_spans.py	85	logger = logging.getLogger(__name__)	CODE
LOW	ag2/acp/__init__.py	13	__all__ = ["ACPConfig", "ClaudeCodeConfig", "CodexConfig", "OpenCodeConfig"]	CODE

Cross-Language Confusion3 hits · 26 pts

Severity	File	Line	Snippet	Context
HIGH⚡	test/tools/test_local_shell.py	206	cmd = f"sleep 5 && echo ok > {output_file}"	CODE
HIGH⚡	test/tools/sandbox/test_local_sandbox.py	22	result = await sandbox.exec(["sh", "-c", "echo hello && echo world"])	CODE
HIGH⚡	test/a2ui/test_actions.py	57	# Optional[str] (anyOf with null) resolves to the non-null branch;	COMMENT

Docstring Block Structure5 hits · 25 pts

Severity	File	Line	Snippet	Context
HIGH	ag2/_import_utils.py	100	Parse a string to create a ModuleInfo object Args: module_info (str): A string containing the modul	STRING
HIGH	ag2/tools/skills/skill_search/client.py	75	Download a skill via the GitHub Tarball API and install it via runtime. Args: source: ``"owner/	STRING
HIGH	ag2/a2ui/dispatch.py	57	Execute one turn and yield its prose then A2UI message frames. Server-side actions are handled first and never invo	STRING
HIGH	ag2/a2ui/request.py	59	Parse a raw request body into an :class:`A2UIServerRequest`. Args: body: The raw JSON request body (bytes/s	STRING
HIGH	ag2/eval/runtime/runner.py	75	Run an evaluation suite end-to-end. The given :class:`~ag2.Agent` is run once per task with a :class:`~ag2.midd	STRING

Self-Referential Comments7 hits · 21 pts

Severity	File	Line	Snippet	Context
MEDIUM	test/ag_ui/test_adapter.py	304	# Create a message with both backend and frontend tool calls	COMMENT
MEDIUM	website/mkdocs/_website/process_notebooks.py	304	# Create the front matter metadata js file for examples by notebook section	COMMENT
MEDIUM	website/mkdocs/_website/generate_mkdocs.py	719	# Create the target posts directory	COMMENT
MEDIUM	website/mkdocs/_website/generate_mkdocs.py	722	# Create the index file in the target blog directory	COMMENT
MEDIUM	website/mkdocs/_website/generate_mkdocs.py	908	# Create the MkDocs admonition	COMMENT
MEDIUM	website/mkdocs/_website/generate_mkdocs.py	1052	# Create the front matter metadata js file for examples by notebook section	COMMENT
MEDIUM	ag2/textual.py	69	# Create a buffer block for assistant streaming	COMMENT

Modern AI Meta-Vocabulary8 hits · 18 pts

Severity	File	Line	Snippet	Context
MEDIUM	announcements.md	9	🎉 May 29, 2024: DeepLearning.ai launched a new short course [AI Agentic Design Patterns with AutoGen](https://www.deeple	CODE
MEDIUM	announcements.md	17	🎉 Apr 17, 2024: Andrew Ng cited AutoGen in [The Batch newsletter](https://www.deeplearning.ai/the-batch/issue-245/) and	CODE
MEDIUM	README.md	66	- [Orchestrating Multiple Agents](#orchestrating-multiple-agents)	CODE
MEDIUM	README.md	69	- [Advanced agentic design patterns](#advanced-agentic-design-patterns)	CODE
MEDIUM	README.md	382	### Advanced agentic design patterns	COMMENT
MEDIUM	README.md	401	🎉 May 29, 2024: DeepLearning.ai launched a new short course [AI Agentic Design Patterns with AutoGen](https://www.deeple	CODE
MEDIUM	README.md	405	🎉 Apr 17, 2024: Andrew Ng cited AutoGen in [The Batch newsletter](https://www.deeplearning.ai/the-batch/issue-245/) and	CODE
MEDIUM	.github/review/TRIAGE_AI_TASKS.md	11	## Global guardrails	COMMENT

Hallucination Indicators1 hit · 15 pts

Severity	File	Line	Snippet	Context
CRITICAL⚡	test/extensions/tools/search/test_tinyfish.py	244	assert set(route.calls.last.request.url.params.keys()) == {"query"}	CODE

Redundant / Tautological Comments8 hits · 12 pts

Severity	File	Line	Snippet	Context
LOW	website/mkdocs/expand_markdown.py	26	# Check if lines_spec is empty (indicating all lines should be read)	COMMENT
LOW	website/mkdocs/expand_markdown.py	72	# Check if the line does not contain the "{!>" pattern	COMMENT
LOW	website/mkdocs/_website/notebook_processor.py	340	# Check if another file has to be copied too	COMMENT
LOW	website/mkdocs/_website/generate_mkdocs.py	237	# Check if the path already has a file extension	COMMENT
LOW	website/mkdocs/_website/generate_mkdocs.py	692	# Check if the path starts with /snippets/	COMMENT
LOW	website/mkdocs/_website/generate_mkdocs.py	702	# Read the file content	COMMENT
LOW	website/mkdocs/_website/generate_mkdocs.py	789	# Open file in append mode	COMMENT
LOW	scripts/test-llm.sh	17	MARK="$2" # Set MARK to the provided value	CODE

Fake / Example Data6 hits · 6 pts

Severity	File	Line	Snippet	Context
LOW	test/a2ui/a2a/test_a2a_executor.py	42	"context": {"email": "user@example.com"},	CODE
LOW	test/a2ui/a2a/test_a2a_executor.py	154	assert clicked == ["user@example.com"]	CODE
LOW	test/a2ui/a2a/test_a2a_executor.py	172	assert "user@example.com" not in synthesized	CODE
LOW	test/a2ui/a2a/test_a2a_executor.py	202	assert recorder.emails == ["user@example.com"]	CODE
LOW	test/a2ui/a2a/test_a2a_executor.py	217	assert "user@example.com" in synthesized	CODE
LOW	ag2/a2ui/v1_0/spec/basic_catalog.json	644	"placeholder": {	CODE

AI Slop Vocabulary2 hits · 4 pts

Severity	File	Line	Snippet	Context
MEDIUM	ag2/agent.py	753	# Assembly policies (empty by default; bare Agent has no harness).	COMMENT
LOW	ag2/network/adapters/workflow.py	222	# the same packet just set (atomic state-update + speaker-	COMMENT

Verbosity Indicators2 hits · 3 pts

Severity	File	Line	Snippet	Context
LOW	website/mkdocs/_website/generate_mkdocs.py	469	# Step 1: First copy mdx files to destination as md files	COMMENT
LOW	website/mkdocs/_website/generate_mkdocs.py	486	# Step 2: Process the MD files we created	COMMENT

Structural Annotation Overuse2 hits · 3 pts

Severity	File	Line	Snippet	Context
LOW	website/mkdocs/_website/generate_mkdocs.py	469	# Step 1: First copy mdx files to destination as md files	COMMENT
LOW	website/mkdocs/_website/generate_mkdocs.py	486	# Step 2: Process the MD files we created	COMMENT

Dead Code1 hit · 2 pts

Severity	File	Line	Snippet	Context
MEDIUM	test/a2a/test_reconnect.py	177		CODE

Overly Generic Function Names1 hit · 1 pts

Severity	File	Line	Snippet	Context
LOW	ag2/tools/subagents/run_task.py	50	async def run_task(	CODE

Analysis Overview

What These Metrics Mean

Score History

Severity Breakdown

Directory Score Breakdown

Pattern Findings