ag-ui-protocol/ag-ui

8.9

Adjusted Score

8.9

Raw Score

100%

Time Factor

2026-07-14

Last Push

14.7K

Stars

TypeScript

Language

607.1K

Lines of Code

2.5K

Files

3.9K

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 3HIGH 81MEDIUM 571LOW 3234

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 3889 distinct pattern matches across 23 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 Identifiers1890 hits · 1772 pts

Severity	File	Line	Snippet	Context
LOW	sdks/python/tests/test_interrupts.py	8	def test_required_fields_only(self):	CODE
LOW⚡	sdks/python/tests/test_interrupts.py	28	def test_alias_camel_case_on_serialization(self):	CODE
LOW⚡	sdks/python/tests/test_interrupts.py	34	def test_parse_from_camel_case(self):	CODE
LOW⚡	sdks/python/tests/test_interrupts.py	42	def test_rejects_missing_reason(self):	CODE
LOW⚡	sdks/python/tests/test_interrupts.py	48	def test_resolved_with_payload(self):	CODE
LOW⚡	sdks/python/tests/test_interrupts.py	53	def test_cancelled_without_payload(self):	CODE
LOW⚡	sdks/python/tests/test_interrupts.py	58	def test_rejects_unknown_status(self):	CODE
LOW⚡	sdks/python/tests/test_interrupts.py	62	def test_rejects_missing_interrupt_id(self):	CODE
LOW⚡	sdks/python/tests/test_interrupts.py	66	def test_alias_camel_case_on_serialization(self):	CODE
LOW⚡	sdks/python/tests/test_interrupts.py	72	def test_parse_from_camel_case(self):	CODE
LOW	sdks/python/tests/test_capabilities.py	32	def test_empty_agent_capabilities_serializes_to_empty_object(self):	CODE
LOW	sdks/python/tests/test_capabilities.py	38	def test_agent_capabilities_top_level_keys_match_typescript(self):	CODE
LOW	sdks/python/tests/test_capabilities.py	68	def test_identity_capabilities_camel_case_keys(self):	CODE
LOW	sdks/python/tests/test_capabilities.py	83	def test_transport_capabilities_camel_case_keys(self):	CODE
LOW	sdks/python/tests/test_capabilities.py	97	def test_tools_capabilities_camel_case_keys(self):	CODE
LOW⚡	sdks/python/tests/test_capabilities.py	108	def test_output_capabilities_camel_case_keys(self):	CODE
LOW⚡	sdks/python/tests/test_capabilities.py	117	def test_state_capabilities_camel_case_keys(self):	CODE
LOW⚡	sdks/python/tests/test_capabilities.py	127	def test_multi_agent_capabilities_camel_case_keys(self):	CODE
LOW	sdks/python/tests/test_capabilities.py	138	def test_execution_capabilities_camel_case_keys(self):	CODE
LOW	sdks/python/tests/test_capabilities.py	151	def test_human_in_the_loop_top_level_alias(self):	CODE
LOW	sdks/python/tests/test_capabilities.py	159	def test_multimodal_nested_shape(self):	CODE
LOW	sdks/python/tests/test_capabilities.py	176	def test_round_trip_from_camel_case_payload(self):	CODE
LOW	sdks/python/tests/test_capabilities.py	204	def test_sub_agent_info_required_name(self):	CODE
LOW	sdks/python/tests/test_text_roles.py	21	def test_text_message_start_with_all_roles(self) -> None:	CODE
LOW	sdks/python/tests/test_text_roles.py	34	def test_text_message_chunk_with_all_roles(self) -> None:	CODE
LOW	sdks/python/tests/test_text_roles.py	49	def test_text_message_chunk_without_role(self) -> None:	CODE
LOW	sdks/python/tests/test_text_roles.py	61	def test_multiple_messages_different_roles(self) -> None:	CODE
LOW	sdks/python/tests/test_text_roles.py	90	def test_text_message_serialization(self) -> None:	CODE
LOW	sdks/python/tests/test_text_roles.py	110	def test_invalid_role_rejected(self) -> None:	CODE
LOW	sdks/python/tests/test_text_roles.py	134	def test_text_message_start_name_preserved_with_roles(self) -> None:	CODE
LOW	sdks/python/tests/test_text_roles.py	146	def test_text_message_start_default_role(self) -> None:	CODE
LOW	sdks/python/tests/test_encoder.py	12	def test_encoder_initialization(self):	CODE
LOW	sdks/python/tests/test_encoder.py	73	def test_encode_with_different_event_types(self):	CODE
LOW	sdks/python/tests/test_encoder.py	104	def test_null_value_exclusion(self):	CODE
LOW	sdks/python/tests/test_encoder.py	148	def test_round_trip_serialization(self):	CODE
LOW	sdks/python/tests/test_capabilities_interrupts.py	11	def test_approve_with_edits_flag(self):	CODE
LOW	sdks/python/tests/test_capabilities_interrupts.py	21	def test_parse_from_camel_case(self):	CODE
LOW⚡	sdks/python/tests/test_run_finished_event.py	14	def test_legacy_event_with_no_outcome(self):	CODE
LOW⚡	sdks/python/tests/test_run_finished_event.py	19	def test_legacy_event_with_result_only(self):	CODE
LOW⚡	sdks/python/tests/test_run_finished_event.py	24	def test_explicit_success_outcome(self):	CODE
LOW	sdks/python/tests/test_run_finished_event.py	35	def test_explicit_interrupt_outcome(self):	CODE
LOW	sdks/python/tests/test_run_finished_event.py	47	def test_outcome_via_dict_discriminator(self):	CODE
LOW	sdks/python/tests/test_run_finished_event.py	62	def test_interrupt_outcome_rejects_empty_interrupts(self):	CODE
LOW	sdks/python/tests/test_run_finished_event.py	66	def test_interrupt_outcome_via_dict_rejects_empty(self):	CODE
LOW	sdks/python/tests/test_run_finished_event.py	77	def test_camel_case_serialization(self):	CODE
LOW	sdks/python/tests/test_run_finished_event.py	90	def test_legacy_event_serialization_omits_outcome(self):	CODE
LOW	sdks/python/tests/test_events.py	70	def test_text_message_content(self):	CODE
LOW	sdks/python/tests/test_events.py	370	def test_event_union_deserialization(self):	CODE
LOW	sdks/python/tests/test_events.py	429	def test_empty_delta_accepted(self):	CODE
LOW	sdks/python/tests/test_events.py	437	def test_serialization_round_trip(self):	CODE
LOW	sdks/python/tests/test_events.py	509	def test_raw_event_with_null_source(self):	CODE
LOW	sdks/python/tests/test_events.py	529	def test_complex_nested_event_structures(self):	CODE
LOW	sdks/python/tests/test_events.py	580	def test_text_message_start_with_name(self):	CODE
LOW	sdks/python/tests/test_events.py	593	def test_text_message_start_without_name(self):	CODE
LOW	sdks/python/tests/test_events.py	600	def test_text_message_chunk_with_name(self):	CODE
LOW	sdks/python/tests/test_events.py	612	def test_text_message_chunk_without_name(self):	CODE
LOW	sdks/python/tests/test_events.py	620	def test_event_with_unicode_and_special_chars(self):	CODE
LOW	sdks/python/tests/test_events.py	642	def test_all_event_subclasses_in_event_union(self):	CODE
LOW	sdks/python/tests/test_events.py	666	def test_reasoning_message_start_event_role_is_reasoning(self):	CODE
LOW	sdks/python/tests/test_events.py	699	def test_reasoning_message_start_event_rejects_assistant_role(self):	CODE
1830 more matches not shown…

Decorative Section Separators345 hits · 1197 pts

Severity	File	Line	Snippet	Context
MEDIUM⚡	sdks/python/a2ui_toolkit/ag_ui_a2ui_toolkit/__init__.py	295	# ---------------------------------------------------------------------------	COMMENT
MEDIUM⚡	sdks/python/a2ui_toolkit/ag_ui_a2ui_toolkit/__init__.py	297	# ---------------------------------------------------------------------------	COMMENT
MEDIUM⚡	sdks/python/a2ui_toolkit/ag_ui_a2ui_toolkit/__init__.py	453	# ---------------------------------------------------------------------------	COMMENT
MEDIUM⚡	sdks/python/a2ui_toolkit/ag_ui_a2ui_toolkit/__init__.py	455	# ---------------------------------------------------------------------------	COMMENT
MEDIUM⚡	sdks/python/a2ui_toolkit/ag_ui_a2ui_toolkit/__init__.py	464	# ---------------------------------------------------------------------------	COMMENT
MEDIUM⚡	sdks/python/a2ui_toolkit/ag_ui_a2ui_toolkit/__init__.py	472	# ---------------------------------------------------------------------------	COMMENT
MEDIUM⚡	sdks/python/a2ui_toolkit/ag_ui_a2ui_toolkit/__init__.py	824	# ---------------------------------------------------------------------------	COMMENT
MEDIUM⚡	sdks/python/a2ui_toolkit/ag_ui_a2ui_toolkit/__init__.py	830	# ---------------------------------------------------------------------------	COMMENT
MEDIUM	sdks/python/a2ui_toolkit/ag_ui_a2ui_toolkit/__init__.py	96	# ---------------------------------------------------------------------------	COMMENT
MEDIUM	sdks/python/a2ui_toolkit/ag_ui_a2ui_toolkit/__init__.py	98	# ---------------------------------------------------------------------------	COMMENT
MEDIUM	sdks/python/a2ui_toolkit/ag_ui_a2ui_toolkit/__init__.py	126	# ---------------------------------------------------------------------------	COMMENT
MEDIUM	sdks/python/a2ui_toolkit/ag_ui_a2ui_toolkit/__init__.py	128	# ---------------------------------------------------------------------------	COMMENT
MEDIUM	sdks/python/a2ui_toolkit/ag_ui_a2ui_toolkit/__init__.py	168	# ---------------------------------------------------------------------------	COMMENT
MEDIUM	sdks/python/a2ui_toolkit/ag_ui_a2ui_toolkit/__init__.py	170	# ---------------------------------------------------------------------------	COMMENT
MEDIUM	sdks/python/a2ui_toolkit/ag_ui_a2ui_toolkit/__init__.py	678	# ---------------------------------------------------------------------------	COMMENT
MEDIUM	sdks/python/a2ui_toolkit/ag_ui_a2ui_toolkit/__init__.py	680	# ---------------------------------------------------------------------------	COMMENT
MEDIUM	sdks/python/a2ui_toolkit/ag_ui_a2ui_toolkit/__init__.py	719	# ---------------------------------------------------------------------------	COMMENT
MEDIUM	sdks/python/a2ui_toolkit/ag_ui_a2ui_toolkit/__init__.py	722	# ---------------------------------------------------------------------------	COMMENT
MEDIUM	sdks/python/a2ui_toolkit/ag_ui_a2ui_toolkit/__init__.py	756	# ---------------------------------------------------------------------------	COMMENT
MEDIUM	sdks/python/a2ui_toolkit/ag_ui_a2ui_toolkit/__init__.py	768	# ---------------------------------------------------------------------------	COMMENT
MEDIUM	…eware/__tests__/middleware-chained-integration.test.ts	44	// ── Reusable helpers ─────────────────────────────────────────────────────────	COMMENT
MEDIUM	…eware/__tests__/middleware-chained-integration.test.ts	114	// ── Agents ───────────────────────────────────────────────────────────────────	COMMENT
MEDIUM	…eware/__tests__/middleware-chained-integration.test.ts	420	// ── Tests ────────────────────────────────────────────────────────────────────	COMMENT
MEDIUM	…eware/__tests__/middleware-chained-integration.test.ts	423	// ─── Basic chaining ────────────────────────────────────────────────────────	COMMENT
MEDIUM	…eware/__tests__/middleware-chained-integration.test.ts	463	// ─── Full text events (no chunk transformation) ────────────────────────────	COMMENT
MEDIUM	…eware/__tests__/middleware-chained-integration.test.ts	482	// ─── Tool call chunk transformation ────────────────────────────────────────	COMMENT
MEDIUM	…eware/__tests__/middleware-chained-integration.test.ts	515	// ─── Full tool call events (no chunk transformation) ───────────────────────	COMMENT
MEDIUM	…eware/__tests__/middleware-chained-integration.test.ts	545	// ─── State propagation ─────────────────────────────────────────────────────	COMMENT
MEDIUM	…eware/__tests__/middleware-chained-integration.test.ts	589	// ─── MESSAGES_SNAPSHOT ─────────────────────────────────────────────────────	COMMENT
MEDIUM	…eware/__tests__/middleware-chained-integration.test.ts	610	// ─── Multiple sequential messages ──────────────────────────────────────────	COMMENT
MEDIUM	…eware/__tests__/middleware-chained-integration.test.ts	630	// ─── Mixed text + tool call events ─────────────────────────────────────────	COMMENT
MEDIUM	…eware/__tests__/middleware-chained-integration.test.ts	663	// ─── Mixed middleware types ────────────────────────────────────────────────	COMMENT
MEDIUM	…eware/__tests__/middleware-chained-integration.test.ts	720	// ─── Initial messages / pre-existing state ─────────────────────────────────	COMMENT
MEDIUM	…eware/__tests__/middleware-chained-integration.test.ts	765	// ─── Event-with-state tracking across all event types ──────────────────────	COMMENT
MEDIUM	…dotnet/tests/AGUI.Client.UnitTests/ProtocolRuleTest.cs	22	// ────────────────────────────────────────────────	COMMENT
MEDIUM	…dotnet/tests/AGUI.Client.UnitTests/ProtocolRuleTest.cs	24	// ────────────────────────────────────────────────	COMMENT
MEDIUM	…dotnet/tests/AGUI.Client.UnitTests/ProtocolRuleTest.cs	101	// ────────────────────────────────────────────────	COMMENT
MEDIUM	…dotnet/tests/AGUI.Client.UnitTests/ProtocolRuleTest.cs	103	// ────────────────────────────────────────────────	COMMENT
MEDIUM	…dotnet/tests/AGUI.Client.UnitTests/ProtocolRuleTest.cs	256	// ────────────────────────────────────────────────	COMMENT
MEDIUM	…dotnet/tests/AGUI.Client.UnitTests/ProtocolRuleTest.cs	258	// ────────────────────────────────────────────────	COMMENT
MEDIUM	…dotnet/tests/AGUI.Client.UnitTests/ProtocolRuleTest.cs	394	// ────────────────────────────────────────────────	COMMENT
MEDIUM	…dotnet/tests/AGUI.Client.UnitTests/ProtocolRuleTest.cs	396	// ────────────────────────────────────────────────	COMMENT
MEDIUM	…dotnet/tests/AGUI.Client.UnitTests/ProtocolRuleTest.cs	458	// ────────────────────────────────────────────────	COMMENT
MEDIUM	…dotnet/tests/AGUI.Client.UnitTests/ProtocolRuleTest.cs	460	// ────────────────────────────────────────────────	COMMENT
MEDIUM	…dotnet/tests/AGUI.Client.UnitTests/ProtocolRuleTest.cs	549	// ────────────────────────────────────────────────	COMMENT
MEDIUM	…dotnet/tests/AGUI.Client.UnitTests/ProtocolRuleTest.cs	551	// ────────────────────────────────────────────────	COMMENT
MEDIUM	…dotnet/tests/AGUI.Client.UnitTests/ProtocolRuleTest.cs	672	// ────────────────────────────────────────────────	COMMENT
MEDIUM	…dotnet/tests/AGUI.Client.UnitTests/ProtocolRuleTest.cs	674	// ────────────────────────────────────────────────	COMMENT
MEDIUM	…dotnet/tests/AGUI.Client.UnitTests/ProtocolRuleTest.cs	799	// ────────────────────────────────────────────────	COMMENT
MEDIUM	…dotnet/tests/AGUI.Client.UnitTests/ProtocolRuleTest.cs	801	// ────────────────────────────────────────────────	COMMENT
MEDIUM	…dotnet/tests/AGUI.Client.UnitTests/ProtocolRuleTest.cs	932	// ────────────────────────────────────────────────	COMMENT
MEDIUM	…dotnet/tests/AGUI.Client.UnitTests/ProtocolRuleTest.cs	934	// ────────────────────────────────────────────────	COMMENT
MEDIUM	…dotnet/tests/AGUI.Client.UnitTests/ProtocolRuleTest.cs	962	// ────────────────────────────────────────────────	COMMENT
MEDIUM	…dotnet/tests/AGUI.Client.UnitTests/ProtocolRuleTest.cs	964	// ────────────────────────────────────────────────	COMMENT
MEDIUM	…dotnet/tests/AGUI.Client.UnitTests/ProtocolRuleTest.cs	986	// ────────────────────────────────────────────────	COMMENT
MEDIUM	…dotnet/tests/AGUI.Client.UnitTests/ProtocolRuleTest.cs	988	// ────────────────────────────────────────────────	COMMENT
MEDIUM	…dotnet/tests/AGUI.Client.UnitTests/ProtocolRuleTest.cs	1135	// ────────────────────────────────────────────────	COMMENT
MEDIUM	…dotnet/tests/AGUI.Client.UnitTests/ProtocolRuleTest.cs	1137	// ────────────────────────────────────────────────	COMMENT
MEDIUM	sdks/community/c++/tests/test_sse_server.cpp	105	// ── Test Suite 1: HTTP Client Integration Tests ───────────────────────────────	COMMENT
MEDIUM	sdks/community/c++/tests/test_sse_server.cpp	182	// ── Test Suite 2: HttpAgent Integration Tests ─────────────────────────────────	COMMENT
285 more matches not shown…

Unused Imports505 hits · 422 pts

Severity	File	Line	Context
LOW	sdks/python/tests/test_text_roles.py	5	CODE
LOW	sdks/python/tests/test_events.py	8	CODE
LOW	sdks/python/a2ui_toolkit/tests/test_toolkit.py	7	CODE
LOW	sdks/python/a2ui_toolkit/tests/test_recovery.py	7	CODE
LOW	sdks/python/a2ui_toolkit/tests/test_validate.py	7	CODE
LOW	sdks/python/a2ui_toolkit/ag_ui_a2ui_toolkit/recovery.py	10	CODE
LOW	sdks/python/a2ui_toolkit/ag_ui_a2ui_toolkit/__init__.py	11	CODE
LOW	sdks/python/a2ui_toolkit/ag_ui_a2ui_toolkit/__init__.py	62	CODE
LOW	sdks/python/a2ui_toolkit/ag_ui_a2ui_toolkit/__init__.py	62	CODE
LOW	sdks/python/a2ui_toolkit/ag_ui_a2ui_toolkit/__init__.py	62	CODE
LOW	sdks/python/a2ui_toolkit/ag_ui_a2ui_toolkit/__init__.py	67	CODE
LOW	sdks/python/a2ui_toolkit/ag_ui_a2ui_toolkit/__init__.py	67	CODE
LOW	sdks/python/a2ui_toolkit/ag_ui_a2ui_toolkit/__init__.py	67	CODE
LOW	sdks/python/a2ui_toolkit/ag_ui_a2ui_toolkit/__init__.py	67	CODE
LOW	sdks/python/a2ui_toolkit/ag_ui_a2ui_toolkit/__init__.py	67	CODE
LOW	sdks/python/a2ui_toolkit/ag_ui_a2ui_toolkit/validate.py	10	CODE
LOW	sdks/python/ag_ui/core/events.py	10	CODE
LOW	sdks/python/ag_ui/core/__init__.py	5	CODE
LOW	sdks/python/ag_ui/core/__init__.py	5	CODE
LOW	sdks/python/ag_ui/core/__init__.py	5	CODE
LOW	sdks/python/ag_ui/core/__init__.py	5	CODE
LOW	sdks/python/ag_ui/core/__init__.py	5	CODE
LOW	sdks/python/ag_ui/core/__init__.py	5	CODE
LOW	sdks/python/ag_ui/core/__init__.py	5	CODE
LOW	sdks/python/ag_ui/core/__init__.py	5	CODE
LOW	sdks/python/ag_ui/core/__init__.py	5	CODE
LOW	sdks/python/ag_ui/core/__init__.py	5	CODE
LOW	sdks/python/ag_ui/core/__init__.py	5	CODE
LOW	sdks/python/ag_ui/core/__init__.py	5	CODE
LOW	sdks/python/ag_ui/core/__init__.py	5	CODE
LOW	sdks/python/ag_ui/core/__init__.py	5	CODE
LOW	sdks/python/ag_ui/core/__init__.py	5	CODE
LOW	sdks/python/ag_ui/core/__init__.py	5	CODE
LOW	sdks/python/ag_ui/core/__init__.py	5	CODE
LOW	sdks/python/ag_ui/core/__init__.py	5	CODE
LOW	sdks/python/ag_ui/core/__init__.py	5	CODE
LOW	sdks/python/ag_ui/core/__init__.py	5	CODE
LOW	sdks/python/ag_ui/core/__init__.py	5	CODE
LOW	sdks/python/ag_ui/core/__init__.py	5	CODE
LOW	sdks/python/ag_ui/core/__init__.py	5	CODE
LOW	sdks/python/ag_ui/core/__init__.py	5	CODE
LOW	sdks/python/ag_ui/core/__init__.py	5	CODE
LOW	sdks/python/ag_ui/core/__init__.py	5	CODE
LOW	sdks/python/ag_ui/core/__init__.py	5	CODE
LOW	sdks/python/ag_ui/core/__init__.py	5	CODE
LOW	sdks/python/ag_ui/core/__init__.py	5	CODE
LOW	sdks/python/ag_ui/core/__init__.py	5	CODE
LOW	sdks/python/ag_ui/core/__init__.py	5	CODE
LOW	sdks/python/ag_ui/core/__init__.py	5	CODE
LOW	sdks/python/ag_ui/core/__init__.py	5	CODE
LOW	sdks/python/ag_ui/core/__init__.py	5	CODE
LOW	sdks/python/ag_ui/core/__init__.py	5	CODE
LOW	sdks/python/ag_ui/core/__init__.py	5	CODE
LOW	sdks/python/ag_ui/core/__init__.py	5	CODE
LOW	sdks/python/ag_ui/core/__init__.py	5	CODE
LOW	sdks/python/ag_ui/core/__init__.py	5	CODE
LOW	sdks/python/ag_ui/core/__init__.py	5	CODE
LOW	sdks/python/ag_ui/core/__init__.py	5	CODE
LOW	sdks/python/ag_ui/core/__init__.py	49	CODE
LOW	sdks/python/ag_ui/core/__init__.py	49	CODE
445 more matches not shown…

Self-Referential Comments129 hits · 389 pts

Severity	File	Line	Snippet	Context
MEDIUM	sdks/python/tests/test_encoder.py	23	# Create a test event	COMMENT
MEDIUM	sdks/python/tests/test_encoder.py	44	# Create a test event with specific data	COMMENT
MEDIUM	sdks/python/tests/test_encoder.py	106	# Create an event with some fields set to None	COMMENT
MEDIUM	sdks/python/tests/test_encoder.py	150	# Create a complex event with multiple fields	COMMENT
MEDIUM	sdks/python/tests/test_types.py	107	# Create a tool call with nested function call in camelCase	COMMENT
MEDIUM	sdks/community/ruby/lib/ag-ui-protocol.rb	3	# This file is a alias for the ag_ui_protocol	COMMENT
MEDIUM	…thon/examples/server/routers/backend_tool_rendering.py	127	# Create the router with weather tools	COMMENT
MEDIUM	…ython/examples/server/routers/agentic_generative_ui.py	47	# Create a copy to track changes for JSON patches	COMMENT
MEDIUM	…egrations/langgraph/python/ag_ui_langgraph/endpoint.py	17	# Create an event encoder to properly format SSE events	COMMENT
MEDIUM⚡	…ions/langgraph/python/tests/test_message_conversion.py	117	# Create a message-like object with an unsupported role	COMMENT
MEDIUM	…python/examples/agents/multimodal_messages/__init__.py	17	# Create a multimodal user message	STRING
MEDIUM	…ph/python/examples/agents/multimodal_messages/agent.py	72	# Define a new graph	COMMENT
MEDIUM	…/python/examples/agents/agentic_generative_ui/agent.py	79	# Define the model	STRING
MEDIUM	…/python/examples/agents/agentic_generative_ui/agent.py	163	# Define the graph	STRING
MEDIUM	…raph/python/examples/agents/human_in_the_loop/agent.py	84	# Define the model	STRING
MEDIUM	…raph/python/examples/agents/human_in_the_loop/agent.py	232	# Define the graph	STRING
MEDIUM	…langgraph/python/examples/agents/shared_state/agent.py	148	# Create a safer serialization of the recipe	COMMENT
MEDIUM	…langgraph/python/examples/agents/shared_state/agent.py	171	# Define the model	STRING
MEDIUM	…langgraph/python/examples/agents/shared_state/agent.py	229	# Create a new recipe	STRING
MEDIUM	…langgraph/python/examples/agents/shared_state/agent.py	267	# Define the graph	STRING
MEDIUM	…thon/examples/agents/predictive_state_updates/agent.py	63	# Define the model	STRING
MEDIUM	…thon/examples/agents/predictive_state_updates/agent.py	152	# Define the graph	STRING
MEDIUM	…ns/langgraph/python/examples/agents/subgraphs/agent.py	248	# Define the model	STRING
MEDIUM	…ython/examples/agents/agentic_chat_multimodal/agent.py	61	# Define a new graph	COMMENT
MEDIUM	…python/examples/agents/agentic_chat_reasoning/agent.py	85	# Define a new graph	COMMENT
MEDIUM	…crosoft-agent-framework/python/examples/agents/dojo.py	66	# Create a shared chat client for all agents	COMMENT
MEDIUM	…thon/examples/example_server/backend_tool_rendering.py	30	# Create an event encoder to properly format SSE events	COMMENT
MEDIUM	…eatures/python/examples/example_server/agentic_chat.py	34	# Create an event encoder to properly format SSE events	COMMENT
MEDIUM	…es/python/examples/example_server/human_in_the_loop.py	29	# Create an event encoder to properly format SSE events	COMMENT
MEDIUM	…ython/examples/example_server/agentic_generative_ui.py	25	# Create an event encoder to properly format SSE events	COMMENT
MEDIUM	…ython/examples/example_server/agentic_generative_ui.py	79	# Create a copy to track changes for JSON patches	COMMENT
MEDIUM	…eatures/python/examples/example_server/shared_state.py	21	# Create an event encoder to properly format SSE events	COMMENT
MEDIUM	…eatures/python/examples/example_server/shared_state.py	55	# Define the recipe state	COMMENT
MEDIUM	…on/examples/example_server/predictive_state_updates.py	30	# Create an event encoder to properly format SSE events	COMMENT
MEDIUM	…on/examples/example_server/tool_based_generative_ui.py	23	# Create an event encoder to properly format SSE events	COMMENT
MEDIUM	integrations/crew-ai/python/ag_ui_crewai/endpoint.py	1473	# Create an event encoder to properly format SSE events	COMMENT
MEDIUM	integrations/crew-ai/python/ag_ui_crewai/enterprise.py	69	# This class is used to produce custom events when running a crewai flow on CrewAI Enterprise.	COMMENT
MEDIUM	…ver-starter/python/examples/example_server/__init__.py	29	# Create an event encoder to properly format SSE events	COMMENT
MEDIUM	…ions/aws-strands/python/tests/test_reasoning_events.py	41	# Create a mock base agent to extract config from	COMMENT
MEDIUM	…rations/aws-strands/python/examples/server/__init__.py	40	# Create main app	COMMENT
MEDIUM	…aws-strands/python/examples/server/api/shared_state.py	146	# Create the AG-UI Strands agent wrapper	COMMENT
MEDIUM	…aws-strands/python/examples/server/api/shared_state.py	154	# Create the FastAPI app	COMMENT
MEDIUM	…grations/agent-spec/python/ag_ui_agentspec/endpoint.py	28	# Create an event encoder to properly format SSE events	COMMENT
MEDIUM	…egrations/watsonx/python/src/ag_ui_watsonx/endpoint.py	24	# Create an event encoder to properly format SSE events	COMMENT
MEDIUM	…eware/python/tests/test_duplicate_function_response.py	77	# Create the session	COMMENT
MEDIUM	…ations/adk-middleware/python/tests/test_concurrency.py	16	# Create a real ADK agent	COMMENT
MEDIUM	…are/python/tests/test_lro_tool_response_persistence.py	119	# Define a simple client-side tool	COMMENT
MEDIUM	…are/python/tests/test_lro_tool_response_persistence.py	191	# Define the client-side tool	COMMENT
MEDIUM⚡	…ns/adk-middleware/python/tests/test_execution_state.py	63	# Create a real asyncio task for testing	COMMENT
MEDIUM	…s/adk-middleware/python/tests/test_session_creation.py	32	# Create a test input that should trigger session creation	COMMENT
MEDIUM⚡	…dk-middleware/python/tests/test_tool_error_handling.py	353	# Create a mock event queue that fails	COMMENT
MEDIUM	…dk-middleware/python/tests/test_tool_error_handling.py	91	# Create an execution with a pending tool	COMMENT
MEDIUM	…dk-middleware/python/tests/test_tool_error_handling.py	140	# Create an execution without the expected tool call	COMMENT
MEDIUM	…dk-middleware/python/tests/test_tool_error_handling.py	327	# Create a sample tool for the toolset	COMMENT
MEDIUM	…dk-middleware/python/tests/test_tool_error_handling.py	375	# Create a mock event queue that fails	COMMENT
MEDIUM	…dk-middleware/python/tests/test_tool_error_handling.py	398	# Create a real asyncio task for proper cancellation testing	COMMENT
MEDIUM	…/adk-middleware/python/tests/test_user_id_extractor.py	14	# Create a test ADK agent	COMMENT
MEDIUM	…/adk-middleware/python/tests/test_user_id_extractor.py	49	# Create a test ADK agent	COMMENT
MEDIUM	…/adk-middleware/python/tests/test_user_id_extractor.py	92	# Create a test ADK agent	COMMENT
MEDIUM	…/adk-middleware/python/tests/test_user_id_extractor.py	121	# Create a test ADK agent	COMMENT
69 more matches not shown…

Cross-File Repetition69 hits · 345 pts

Severity	File	Line	Snippet	Context
HIGH	sdks/python/ag_ui/core/events.py	0	this module contains the agent capability types for the agent user interaction protocol python sdk.	STRING
HIGH	sdks/python/ag_ui/core/types.py	0	this module contains the agent capability types for the agent user interaction protocol python sdk.	STRING
HIGH	sdks/python/ag_ui/core/capabilities.py	0	this module contains the agent capability types for the agent user interaction protocol python sdk.	STRING
HIGH	…IClientServer/AGUIDojoServer/ChatClientAgentFactory.cs	0	when planning use tools only, without any other messages. important: - use the `create_plan` tool to set the initial sta	STRING
HIGH	…tnet/examples/AGUIDojoServer/ChatClientAgentFactory.cs	0	when planning use tools only, without any other messages. important: - use the `create_plan` tool to set the initial sta	STRING
HIGH	…nity/rust/crates/ag-ui-client/scripts/generative_ui.py	0	when planning use tools only, without any other messages. important: - use the `create_plan` tool to set the initial sta	STRING
HIGH	…re/python/examples/server/api/agentic_generative_ui.py	0	when planning use tools only, without any other messages. important: - use the `create_plan` tool to set the initial sta	STRING
HIGH	…unity/rust/crates/ag-ui-client/scripts/shared_state.py	0	you are a helpful assistant for creating recipes. important: - create a complete recipe using the existing ingredients -	STRING
HIGH	…pydantic-ai/python/examples/server/api/shared_state.py	0	you are a helpful assistant for creating recipes. important: - create a complete recipe using the existing ingredients -	STRING
HIGH	…rations/ag2/python/examples/server/api/shared_state.py	0	you are a helpful assistant for creating recipes. important: - create a complete recipe using the existing ingredients -	STRING
HIGH	…nity/rust/crates/ag-ui-client/scripts/generative_ui.py	0	a class representing a json patch operation (rfc 6902).	STRING
HIGH	…ai/python/examples/server/api/agentic_generative_ui.py	0	a class representing a json patch operation (rfc 6902).	STRING
HIGH	…re/python/examples/server/api/agentic_generative_ui.py	0	a class representing a json patch operation (rfc 6902).	STRING
HIGH	…id/python/examples/server/api/agentic_generative_ui.py	0	a class representing a json patch operation (rfc 6902).	STRING
HIGH	…nity/rust/crates/ag-ui-client/scripts/generative_ui.py	0	create a plan with multiple steps. args: steps: list of step descriptions to create the plan. returns: statesnapshoteven	STRING
HIGH	…ai/python/examples/server/api/agentic_generative_ui.py	0	create a plan with multiple steps. args: steps: list of step descriptions to create the plan. returns: statesnapshoteven	STRING
HIGH	…g2/python/examples/server/api/agentic_generative_ui.py	0	create a plan with multiple steps. args: steps: list of step descriptions to create the plan. returns: statesnapshoteven	STRING
HIGH	…nity/rust/crates/ag-ui-client/scripts/generative_ui.py	0	update the plan with new steps or changes. args: index: the index of the step to update. description: the new descriptio	STRING
HIGH	…ai/python/examples/server/api/agentic_generative_ui.py	0	update the plan with new steps or changes. args: index: the index of the step to update. description: the new descriptio	STRING
HIGH	…g2/python/examples/server/api/agentic_generative_ui.py	0	update the plan with new steps or changes. args: index: the index of the step to update. description: the new descriptio	STRING
HIGH	…thon/examples/server/routers/backend_tool_rendering.py	0	map weather code to human-readable condition. args: code: wmo weather code. returns: human-readable weather condition st	STRING
HIGH	…i/python/examples/server/api/backend_tool_rendering.py	0	map weather code to human-readable condition. args: code: wmo weather code. returns: human-readable weather condition st	STRING
HIGH	…e/python/examples/server/api/backend_tool_rendering.py	0	map weather code to human-readable condition. args: code: wmo weather code. returns: human-readable weather condition st	STRING
HIGH	…o/python/examples/server/api/backend_tool_rendering.py	0	map weather code to human-readable condition. args: code: wmo weather code. returns: human-readable weather condition st	STRING
HIGH	…thon/examples/server/routers/backend_tool_rendering.py	0	return deterministic canned weather data for tests. used when ``ag_ui_mock_weather`` is set so e2e runs don't depend on	STRING
HIGH	…i/python/examples/server/api/backend_tool_rendering.py	0	return deterministic canned weather data for tests. used when ``ag_ui_mock_weather`` is set so e2e runs don't depend on	STRING
HIGH	…2/python/examples/server/api/backend_tool_rendering.py	0	return deterministic canned weather data for tests. used when ``ag_ui_mock_weather`` is set so e2e runs don't depend on	STRING
HIGH	…e/python/examples/server/api/backend_tool_rendering.py	0	return deterministic canned weather data for tests. used when ``ag_ui_mock_weather`` is set so e2e runs don't depend on	STRING
HIGH	…o/python/examples/server/api/backend_tool_rendering.py	0	return deterministic canned weather data for tests. used when ``ag_ui_mock_weather`` is set so e2e runs don't depend on	STRING
HIGH	…thon/examples/server/routers/backend_tool_rendering.py	0	get current weather for a location. args: location: city name. returns: a json string with weather information including	STRING
HIGH	…i/python/examples/server/api/backend_tool_rendering.py	0	get current weather for a location. args: location: city name. returns: a json string with weather information including	STRING
HIGH	…e/python/examples/server/api/backend_tool_rendering.py	0	get current weather for a location. args: location: city name. returns: a json string with weather information including	STRING
HIGH	…o/python/examples/server/api/backend_tool_rendering.py	0	get current weather for a location. args: location: city name. returns: a json string with weather information including	STRING
HIGH	…thon/examples/server/routers/backend_tool_rendering.py	0	your primary function is to help users get weather details for specific locations. when responding: - always ask for a l	STRING
HIGH	…i/python/examples/server/api/backend_tool_rendering.py	0	your primary function is to help users get weather details for specific locations. when responding: - always ask for a l	STRING
HIGH	…e/python/examples/server/api/backend_tool_rendering.py	0	your primary function is to help users get weather details for specific locations. when responding: - always ask for a l	STRING
HIGH	…2/python/examples/server/api/backend_tool_rendering.py	0	your primary function is to help users get weather details for specific locations. when responding: - always ask for a l	STRING
HIGH	…o/python/examples/server/api/backend_tool_rendering.py	0	your primary function is to help users get weather details for specific locations. when responding: - always ask for a l	STRING
HIGH	…ython/examples/server/routers/agentic_generative_ui.py	0	you are a helpful assistant assisting with any task. when asked to do something, you must call the function `generate_ta	STRING
HIGH	…/python/examples/agents/agentic_generative_ui/agent.py	0	you are a helpful assistant assisting with any task. when asked to do something, you must call the function `generate_ta	STRING
HIGH	…/python/ag_ui_crewai/examples/agentic_generative_ui.py	0	you are a helpful assistant assisting with any task. when asked to do something, you must call the function `generate_ta	STRING
HIGH	…python/examples/agents/backend_tool_rendering/agent.py	0	a simple agentic chat flow using langgraph instead of crewai.	STRING
HIGH	…langgraph/python/examples/agents/agentic_chat/agent.py	0	a simple agentic chat flow using langgraph instead of crewai.	STRING
HIGH	…python/examples/agents/agentic_chat_reasoning/agent.py	0	a simple agentic chat flow using langgraph instead of crewai.	STRING
HIGH	…raph/python/examples/agents/a2ui_fixed_schema/agent.py	0	search for hotels and display the results as rich cards with star ratings. args: hotels: a list of hotel objects. each h	STRING
HIGH	…trands/python/examples/server/api/a2ui_fixed_schema.py	0	search for hotels and display the results as rich cards with star ratings. args: hotels: a list of hotel objects. each h	STRING
HIGH	…leware/python/examples/server/api/a2ui_fixed_schema.py	0	search for hotels and display the results as rich cards with star ratings. args: hotels: a list of hotel objects. each h	STRING
HIGH	…raph/python/examples/agents/a2ui_fixed_schema/agent.py	0	you are a helpful travel assistant that can search for flights and hotels. when the user asks about flights, use the sea	STRING
HIGH	…leware/python/examples/server/api/a2ui_fixed_schema.py	0	you are a helpful travel assistant that can search for flights and hotels. when the user asks about flights, use the sea	STRING
HIGH	…trands/python/examples/server/api/a2ui_fixed_schema.py	0	you are a helpful travel assistant that can search for flights and hotels. when the user asks about flights, use the sea	STRING
HIGH	…ph/python/examples/agents/a2ui_dynamic_schema/agent.py	0	you are a helpful assistant that creates rich visual ui on the fly. when the user asks for visual content (hotel/product	STRING
HIGH	…ands/python/examples/server/api/a2ui_dynamic_schema.py	0	you are a helpful assistant that creates rich visual ui on the fly. when the user asks for visual content (hotel/product	STRING
HIGH	…ws-strands/python/examples/server/api/a2ui_recovery.py	0	you are a helpful assistant that creates rich visual ui on the fly. when the user asks for visual content (hotel/product	STRING
HIGH	…are/python/tests/test_lro_tool_response_persistence.py	0	ensure llmock is running when no real api key is set.	STRING
HIGH	…dk-middleware/python/tests/test_resumability_config.py	0	ensure llmock is running when no real api key is set.	STRING
HIGH	…re/python/tests/test_adk_130_invocation_id_override.py	0	ensure llmock is running when no real api key is set.	STRING
HIGH	…dk-middleware/python/tests/test_lro_sse_persistence.py	0	ensure llmock is running when no real api key is set.	STRING
HIGH	…k-middleware/python/tests/test_from_app_integration.py	0	ensure llmock is running when no real api key is set.	STRING
HIGH	…s/adk-middleware/python/tests/test_lro_sse_id_remap.py	0	ensure llmock is running when no real api key is set.	STRING
HIGH	…e/python/tests/test_thought_to_thinking_integration.py	0	ensure llmock is running when no real api key is set.	STRING
9 more matches not shown…

Over-Commented Block329 hits · 310 pts

Severity	File	Line	Snippet	Context
LOW	sdks/typescript/packages/a2ui-toolkit/src/index.ts	641		COMMENT
LOW	sdks/typescript/packages/client/src/apply/default.ts	601	// `reasoning` messages are only sometimes client-only. Most backends	COMMENT
LOW	sdks/typescript/packages/client/src/agent/subscriber.ts	221	deepFreeze(value);	COMMENT
LOW	…ages/client/src/agent/__tests__/legacy-bridged.test.ts	381		COMMENT
LOW	…ient/src/agent/__tests__/subscriber.clone-cost.test.ts	141	state: st,	COMMENT
LOW	sdks/dotnet/build.sh	1	#!/usr/bin/env bash	COMMENT
LOW	sdks/dotnet/test.sh	1	#!/usr/bin/env bash	COMMENT
LOW	sdks/dotnet/eng/install-dotnet.sh	1	#!/usr/bin/env bash	COMMENT
LOW	…sts/CrossLanguage.Vitest/tests/protobuf-parity.test.ts	1	import { describe, it, expect } from "vitest";	COMMENT
LOW	…Samples/GettingStarted/Step12_ParallelToolCallsTest.cs	21	/// calls (get_weather + get_current_time) in one assistant turn. FunctionInvokingChatClient	COMMENT
LOW	…ts/Samples/GettingStarted/Step01_GettingStartedTest.cs	141	//	COMMENT
LOW	sdks/dotnet/samples/AGUI.Samples.Shared/AGUIResults.cs	21	/// Creates a streaming <see cref="IResult"/> that negotiates the AG-UI event stream	COMMENT
LOW	…IClientServer/AGUIDojoServer/ChatClientAgentFactory.cs	21		COMMENT
LOW	…ts/Step06_RawEvents.Server/UsageRawEventsChatClient.cs	1	using System.Runtime.CompilerServices;	COMMENT
LOW	…otnet/src/AGUI.Formatting/IAGUIEventStreamFormatter.cs	21	/// Gets the media type advertised in the request <c>Accept</c> header (client side) and written	COMMENT
LOW	…otnet/src/AGUI.Formatting/IAGUIEventStreamFormatter.cs	41	/// <returns>An asynchronous sequence of decoded events.</returns>	COMMENT
LOW	sdks/dotnet/src/AGUI.Protobuf/AGUIProtobuf.cs	21	/// <summary>	COMMENT
LOW	…et/src/AGUI.Server/ChatResponseUpdateAGUIExtensions.cs	21	"type": "object",	COMMENT
LOW	sdks/dotnet/src/AGUI.Server/RunAgentInputExtensions.cs	21	/// containing a <see cref="ChatMessage"/> list, a <see cref="ChatOptions"/> with the	COMMENT
LOW	sdks/dotnet/src/AGUI.Server/AGUIStreamOptions.cs	21	private List<Func<AIContent, AGUIInterrupt?>>? _interruptMappers;	COMMENT
LOW	sdks/dotnet/src/AGUI.Server/AGUIStreamOptions.cs	41	_interruptMappers ??= [];	COMMENT
LOW	sdks/dotnet/src/AGUI.Server/AGUIStreamOptions.cs	81	return this;	COMMENT
LOW	sdks/dotnet/src/AGUI.Server/ChatRequestContext.cs	1	using System.Collections.Generic;	COMMENT
LOW	sdks/dotnet/src/AGUI.Server/ChatRequestContext.cs	41	IsContinuation = isContinuation;	COMMENT
LOW	…ks/dotnet/src/AGUI.Server/AGUIServerInstrumentation.cs	1	using System.Diagnostics;	COMMENT
LOW	sdks/dotnet/src/AGUI.Server/AGUIConstants.cs	1	namespace AGUI.Server;	COMMENT
LOW	…tnet/src/AGUI.Abstractions/Messages/AGUIUserContent.cs	1	using System;	COMMENT
LOW	…tnet/src/AGUI.Abstractions/Messages/AGUIUserContent.cs	21	/// uniform regardless of which case is stored.	COMMENT
LOW	…tnet/src/AGUI.Abstractions/Messages/AGUIUserContent.cs	41	/// <see cref="IList{T}"/> of <see cref="AGUIInputContent"/>.	COMMENT
LOW	…otnet/src/AGUI.Abstractions/Internal/UnionAttribute.cs	1	// Polyfill of the C# 15 union marker attribute for target frameworks whose BCL does	COMMENT
LOW	…ks/dotnet/src/AGUI.Client/AGUIClientInstrumentation.cs	1	using System.Diagnostics;	COMMENT
LOW	sdks/dotnet/src/AGUI.Client/AGUIChatClientOptions.cs	21	/// Initializes a new instance of the <see cref="AGUIChatClientOptions"/> class that talks to an	COMMENT
LOW	sdks/dotnet/src/AGUI.Client/AGUIChatClientOptions.cs	41	/// Gets the transport used to send AG-UI protocol requests.	COMMENT
LOW	sdks/community/c++/tests/test_sse_server.cpp	21	#include <vector>	COMMENT
LOW	sdks/community/c++/src/core/subscriber.h	1	#pragma once	COMMENT
LOW	sdks/community/c++/src/agent/http_agent.h	1	#pragma once	COMMENT
LOW	sdks/community/go/pkg/core/events/events.go	41	// EventTypeThinkingEnd indicates the end of a thinking phase.	COMMENT
LOW	sdks/community/go/pkg/core/events/events.go	401	case EventTypeMessagesSnapshot:	COMMENT
LOW	sdks/community/go/pkg/client/sse/client_test.go	61	// wantErr bool	COMMENT
LOW	sdks/community/go/pkg/client/sse/client_test.go	81	// flusher.Flush()	COMMENT
LOW	sdks/community/go/pkg/client/sse/client_test.go	101	// t.Errorf("expected 3 frames, got %d", len(frames))	COMMENT
LOW	sdks/community/go/pkg/client/sse/client_test.go	121	// {	COMMENT
LOW	sdks/community/go/pkg/client/sse/client_test.go	141	// wantFrames: 1,	COMMENT
LOW	sdks/community/go/pkg/client/sse/client_test.go	161	// },	COMMENT
LOW	sdks/community/go/pkg/client/sse/client_test.go	181	// if auth != "Bearer test-key-123" {	COMMENT
LOW	sdks/community/go/pkg/client/sse/client_test.go	201	// payload: RunAgentInput{Stream: true},	COMMENT
LOW	sdks/community/go/pkg/client/sse/client_test.go	221	// _, _ = fmt.Fprintf(w, "data: {\"authorized\":true}\n\n")	COMMENT
LOW	sdks/community/go/pkg/client/sse/client_test.go	241	// logger := logrus.New()	COMMENT
LOW	sdks/community/go/pkg/client/sse/client_test.go	261	// }	COMMENT
LOW	sdks/community/go/pkg/client/sse/client_test.go	281	// }	COMMENT
LOW	sdks/community/go/pkg/client/sse/client_test.go	301	// w.Header().Set("Content-Type", "text/event-stream")	COMMENT
LOW	sdks/community/go/pkg/client/sse/client_test.go	321	// })	COMMENT
LOW	sdks/community/go/pkg/client/sse/client_test.go	341	// }	COMMENT
LOW	…s/community/dart/test/integration/dojo_smoke_test.dart	341	// agentic_generative_ui	COMMENT
LOW	…s/community/dart/test/integration/dojo_smoke_test.dart	521	// CUSTOM(name=PredictState, value=[...])	COMMENT
LOW	…s/community/dart/test/integration/dojo_smoke_test.dart	581	// human_in_the_loop	COMMENT
LOW	…munity/dart/test/integration/dojo_resilience_test.dart	1	/// Live integration test exercising error, cancellation, and validation paths	COMMENT
LOW	…munity/dart/test/integration/dojo_resilience_test.dart	121		COMMENT
LOW	…munity/dart/test/integration/dojo_resilience_test.dart	141	// omitted rather than contorted.	COMMENT
LOW	…munity/dart/test/integration/dojo_resilience_test.dart	241	await client2.close();	COMMENT
269 more matches not shown…

Excessive Try-Catch Wrapping175 hits · 176 pts

Severity	File	Line	Snippet	Context
MEDIUM	sdks/community/dart/example/lib/main.dart	62	print('Error: $e');	CODE
MEDIUM	sdks/community/dart/example/lib/main.dart	103	print('Error: $e');	CODE
LOW⚡	integrations/langgraph/python/ag_ui_langgraph/utils.py	731	except Exception:	CODE
LOW⚡	integrations/langgraph/python/ag_ui_langgraph/utils.py	740	except Exception:	CODE
LOW⚡	integrations/langgraph/python/ag_ui_langgraph/utils.py	748	except Exception:	CODE
LOW⚡	integrations/langgraph/python/ag_ui_langgraph/utils.py	756	except Exception:	CODE
LOW	integrations/langgraph/python/ag_ui_langgraph/utils.py	666	except Exception:	CODE
LOW	…ns/langgraph/python/tests/test_deprecation_warnings.py	55	except Exception:	CODE
LOW	…langgraph/python/examples/agents/shared_state/agent.py	153	except Exception as e: # pylint: disable=broad-exception-caught	CODE
LOW	integrations/crew-ai/python/tests/conftest.py	23	except Exception: # pragma: no cover - import-time failure is a real bug	CODE
LOW	integrations/crew-ai/python/tests/conftest.py	71	except Exception: # pragma: no cover - defensive	CODE
LOW	integrations/crew-ai/python/tests/conftest.py	84	except Exception: # pragma: no cover - defensive	CODE
LOW	…rations/crew-ai/python/tests/test_task_cancellation.py	1065	except Exception: # noqa: BLE001	CODE
LOW	…rations/crew-ai/python/tests/test_task_cancellation.py	1875	except Exception:	CODE
LOW	integrations/crew-ai/python/ag_ui_crewai/endpoint.py	346	except Exception: # noqa: BLE001 - defensive	CODE
LOW	integrations/crew-ai/python/ag_ui_crewai/endpoint.py	426	except Exception: # noqa: BLE001 - defensive	CODE
LOW	integrations/crew-ai/python/ag_ui_crewai/endpoint.py	475	except Exception as grace_exc: # pylint: disable=broad-exception-caught	CODE
LOW	integrations/crew-ai/python/ag_ui_crewai/endpoint.py	541	except Exception as recov_exc: # pylint: disable=broad-exception-caught	CODE
LOW	integrations/crew-ai/python/ag_ui_crewai/endpoint.py	1270	except Exception: # noqa: BLE001	CODE
LOW	integrations/crew-ai/python/ag_ui_crewai/endpoint.py	1402	except Exception as e: # pylint: disable=broad-exception-caught	CODE
LOW	…s/crew-ai/python/ag_ui_crewai/examples/shared_state.py	215	except Exception as e:	STRING
MEDIUM	…s/crew-ai/python/ag_ui_crewai/examples/shared_state.py	217	print(f"Error updating recipe state: {e}") # Log the error server-side	STRING
LOW	…aws-strands/python/examples/server/api/shared_state.py	113	except Exception:	CODE
LOW	…tions/aws-strands/python/src/ag_ui_strands/endpoint.py	27	except Exception as e:	CODE
LOW	…grations/aws-strands/python/src/ag_ui_strands/utils.py	57	except Exception as exc:	CODE
LOW	…grations/aws-strands/python/src/ag_ui_strands/utils.py	76	except Exception as e:	CODE
LOW	…grations/aws-strands/python/src/ag_ui_strands/utils.py	157	except Exception:	CODE
LOW	…grations/aws-strands/python/src/ag_ui_strands/agent.py	372	except Exception as e:	CODE
LOW	…grations/aws-strands/python/src/ag_ui_strands/agent.py	466	except Exception as e:	CODE
LOW	…grations/aws-strands/python/src/ag_ui_strands/agent.py	544	except Exception as e: # noqa: BLE001 — never crash the turn here	CODE
LOW	…grations/aws-strands/python/src/ag_ui_strands/agent.py	835	except Exception as e:	CODE
LOW	…grations/aws-strands/python/src/ag_ui_strands/agent.py	893	except Exception as e:	CODE
LOW	…grations/aws-strands/python/src/ag_ui_strands/agent.py	1126	except Exception:	CODE
LOW	…grations/aws-strands/python/src/ag_ui_strands/agent.py	1219	except Exception as e:	CODE
LOW	…grations/aws-strands/python/src/ag_ui_strands/agent.py	1232	except Exception as e:	CODE
LOW	…grations/aws-strands/python/src/ag_ui_strands/agent.py	1541	except Exception as e:	CODE
LOW	…grations/aws-strands/python/src/ag_ui_strands/agent.py	1604	except Exception as e:	CODE
LOW	…grations/aws-strands/python/src/ag_ui_strands/agent.py	1626	except Exception as e:	CODE
LOW	…grations/aws-strands/python/src/ag_ui_strands/agent.py	1693	except Exception as e:	CODE
LOW	…grations/aws-strands/python/src/ag_ui_strands/agent.py	1774	except Exception as e:	CODE
LOW	…grations/aws-strands/python/src/ag_ui_strands/agent.py	1824	except Exception as e:	CODE
LOW	…c/python/ag_ui_agentspec/agentspec_tracing_exporter.py	71	except Exception: # pylint: disable=broad-exception-caught	CODE
LOW	…grations/agent-spec/python/ag_ui_agentspec/endpoint.py	40	except Exception as e: # pylint: disable=broad-exception-caught	CODE
LOW	…grations/agent-spec/python/ag_ui_agentspec/endpoint.py	65	except Exception as e: # pylint: disable=broad-exception-caught	CODE
MEDIUM	…grations/agent-spec/python/ag_ui_agentspec/endpoint.py	36	def run_and_close():	CODE
LOW	…ec/python/ag_ui_agentspec/runtimes/langgraph_runner.py	22	except Exception as e:	CODE
LOW	…spec/python/ag_ui_agentspec/runtimes/wayflow_runner.py	68	except Exception as e:	CODE
LOW	…spec/python/ag_ui_agentspec/runtimes/wayflow_runner.py	81	except Exception as e:	CODE
LOW	integrations/watsonx/python/src/ag_ui_watsonx/agent.py	326	except Exception as e:	CODE
LOW	…ns/claude-agent-sdk/python/ag_ui_claude_sdk/adapter.py	417	except Exception as e:	CODE
LOW	…ns/claude-agent-sdk/python/ag_ui_claude_sdk/adapter.py	566	except Exception as e:	CODE
MEDIUM	…ns/claude-agent-sdk/python/ag_ui_claude_sdk/adapter.py	562	def in input_data.tools:	CODE
LOW	…ns/claude-agent-sdk/python/ag_ui_claude_sdk/session.py	135	except Exception as exc:	CODE
LOW	…ns/claude-agent-sdk/python/ag_ui_claude_sdk/session.py	144	except Exception as exc:	CODE
LOW	…ns/claude-agent-sdk/python/ag_ui_claude_sdk/session.py	162	except Exception as exc:	CODE
LOW	…ns/claude-agent-sdk/python/ag_ui_claude_sdk/session.py	187	except Exception as exc:	CODE
MEDIUM	…gent-sdk/python/tests/test_serialize_and_robustness.py	1043	def consume():	CODE
LOW	…gent-sdk/python/tests/test_serialize_and_robustness.py	972	except Exception:	CODE
LOW	…gent-sdk/python/tests/test_serialize_and_robustness.py	1047	except Exception as e: # noqa: BLE001 — capture the terminal error	CODE
MEDIUM	integrations/claude-agent-sdk/python/examples/server.py	50	print("Error: ANTHROPIC_API_KEY required")	CODE
115 more matches not shown…

Modern AI Meta-Vocabulary49 hits · 145 pts

Severity	File	Line	Snippet	Context
MEDIUM	README.md	61	## Where does AGUI fit in the agentic protocol stack?	COMMENT
MEDIUM⚡	sdks/python/a2ui_toolkit/ag_ui_a2ui_toolkit/__init__.py	825	# High-level orchestration	COMMENT
MEDIUM	sdks/dotnet/docs/cross-language-testing.md	256	// tests/agentic-chat.test.ts	COMMENT
MEDIUM	sdks/dotnet/docs/cross-language-testing.md	268	await startLLMock(); // Port 5555, loads agentic-chat.json fixtures	CODE
MEDIUM	sdks/community/go/example/client/internal/agent/chat.go	17	return "http://localhost:8000/agentic"	CODE
MEDIUM	sdks/community/dart/lib/src/client/client.dart	99	/// Run the agentic chat agent.	COMMENT
MEDIUM	sdks/community/dart/lib/src/client/client.dart	119	/// Run the agentic generative UI agent.	COMMENT
MEDIUM	…community/ruby/lib/ag_ui_protocol/core/capabilities.rb	309	# Enable these when your agent can orchestrate or hand off work to other agents.	COMMENT
MEDIUM	…community/ruby/lib/ag_ui_protocol/core/capabilities.rb	323	# @param supported [Boolean, nil] Set `true` if the agent participates in any form of multi-agent coordination.	COMMENT
MEDIUM	…community/ruby/lib/ag_ui_protocol/core/capabilities.rb	358	# chain-of-thought, extended thinking).	COMMENT
MEDIUM	…community/ruby/lib/ag_ui_protocol/core/capabilities.rb	674	# @param reasoning [ReasoningCapabilities, nil] Reasoning and thinking support (chain-of-thought, encrypted thin	COMMENT
MEDIUM	sdks/community/ruby/lib/ag_ui_protocol/core/types.rb	959	# Represents a reasoning message from an agent with chain-of-thought content.	COMMENT
MEDIUM	middlewares/mcp-middleware/src/index.ts	539	// The error is returned as the tool result so the agentic loop can	COMMENT
MEDIUM	middlewares/middleware-starter/package.json	5	"//": "private: this is a create-ag-ui-app scaffold template, intentionally excluded from the npm release pipeline (no	CODE
MEDIUM	integrations/langgraph/python/ag_ui_langgraph/utils.py	334	# hand the model back its own chain-of-thought), buffer each reasoning message and	COMMENT
MEDIUM	…ions/langgraph/python/tests/test_message_conversion.py	143	# chain-of-thought on a stateless round-trip.	COMMENT
MEDIUM	…ions/langgraph/python/tests/test_message_conversion.py	490	# The summary text (the human-readable chain-of-thought) must survive too,	COMMENT
MEDIUM	…rations/mastra/typescript/examples/src/mastra/index.ts	36	// File-backed (not ":memory:"): suspend/resume persists the agentic-loop	COMMENT
MEDIUM	…ll-features/python/examples/example_server/__init__.py	18	# Register the agentic chat endpoint	COMMENT
MEDIUM	…ll-features/python/examples/example_server/__init__.py	27	# Register the agentic generative UI endpoint	COMMENT
MEDIUM	…ns/server-starter-all-features/typescript/package.json	5	"//": "private: this is a create-ag-ui-app scaffold template, intentionally excluded from the npm release pipeline (no	CODE
MEDIUM	integrations/server-starter/typescript/package.json	5	"//": "private: this is a create-ag-ui-app scaffold template, intentionally excluded from the npm release pipeline (no	CODE
MEDIUM	integrations/aws-strands/python/tests/test_a2ui_tool.py	1371	# Exactly one forced render turn — no agentic continuation in the sub-agent.	COMMENT
MEDIUM⚡	…grations/aws-strands/python/src/ag_ui_strands/agent.py	1018	# Handle multi-agent node start (maps to STEP_STARTED)	COMMENT
MEDIUM⚡	…grations/aws-strands/python/src/ag_ui_strands/agent.py	1027	# Handle multi-agent node stop (maps to STEP_FINISHED)	COMMENT
MEDIUM⚡	…grations/aws-strands/python/src/ag_ui_strands/agent.py	1036	# Handle multi-agent handoff (emit as CUSTOM event)	COMMENT
MEDIUM	…ws-strands/typescript/examples/server/model-factory.ts	55	// `/agentic-chat-reasoning` demo.	COMMENT
MEDIUM	integrations/aws-strands/typescript/src/agent.ts	105	// `additionalRequestFields.thinking`, `temperature`, guardrails) is	COMMENT
MEDIUM	integrations/aws-strands/typescript/src/agent.ts	108	// silently breaks reasoning, guardrails, and per-model tuning.	COMMENT
MEDIUM	…/aws-strands/typescript/src/__tests__/a2ui-e2e.test.ts	163	// Exactly one forced render turn — no agentic continuation in the sub-agent.	COMMENT
MEDIUM	…ypescript/src/__tests__/agent-config-forwarded.test.ts	181	// `additionalRequestFields.thinking`, `temperature`, and guardrails. That	COMMENT
MEDIUM	…ypescript/src/__tests__/agent-config-forwarded.test.ts	182	// broke /agentic-chat-reasoning end-to-end (zero REASONING_* events).	COMMENT
MEDIUM	integrations/adk-middleware/python/CHANGELOG.md	271	- Regression test for #1732 (#1753 / [PR #1756](https://github.com/ag-ui-protocol/ag-ui/pull/1756)): the existing	CODE
MEDIUM	…ions/adk-middleware/python/examples/server/__init__.py	101	print(f" • Agentic Generative UI: http://localhost:{port}/adk-agentic-generative-ui")	CODE
MEDIUM	integrations/community/genkit/go/README.md	86	Endpoint: "http://localhost:8000/agentic",	CODE
MEDIUM	…nkit/go/examples/internal/agents/agentic_chat/agent.go	24	// NewAgenticChatAgent creates a new agentic chat agent	COMMENT
MEDIUM	.github/workflows/canary.yml	150	# this same orchestration — owns a UNIQUE canary ref. This prevents two	COMMENT
MEDIUM	apps/dojo/scripts/generate-content-json.ts	408	// to hyphenated filenames (agentic-chat.ts).	COMMENT
MEDIUM	apps/dojo/e2e/aimock-setup.ts	214	// with agentic-gen-ui fixtures, and first-match-wins. By loading HITL first,	COMMENT
MEDIUM	apps/dojo/e2e/aimock-setup.ts	346	// Strands agentic gen UI: the Strands agent registers plan_task_steps,	COMMENT
MEDIUM	apps/dojo/e2e/aimock-setup.ts	414	// CrewAI agentic gen UI: the CrewAI flow registers `generate_task_steps`	COMMENT
MEDIUM	apps/dojo/e2e/aimock-setup.ts	487	// CrewAI agentic gen UI: after simulate_task completes, the flow re-enters	COMMENT
MEDIUM	apps/dojo/e2e/aimock-setup.ts	696	// Pydantic AI agentic gen UI: the agent registers create_plan,	COMMENT
MEDIUM	apps/dojo/e2e/aimock-setup.ts	757	// Langroid agentic gen UI: Langroid embeds tool definitions in the system	COMMENT
MEDIUM	apps/dojo/e2e/aimock-setup.ts	845	// LlamaIndex agentic gen UI: the agent registers run_task (a backend tool),	COMMENT
MEDIUM	apps/dojo/src/agents.ts	552	// v1 page reuses the agentic-chat endpoint (menu advertises the	COMMENT
MEDIUM	apps/dojo/src/agents.ts	585	// v1_agentic_chat reuses the agentic-chat endpoint — the dojo page renders	COMMENT
MEDIUM	apps/dojo/src/mastra/index.ts	29	// Mastra persists the agentic-loop workflow snapshot on suspend and loads it	COMMENT
MEDIUM	apps/dojo/src/mastra/agents/background-agents.ts	8	// Background Task manager dispatches it out of the agentic loop; its lifecycle	COMMENT

Structural Annotation Overuse66 hits · 119 pts

Severity	File	Line	Snippet	Context
LOW	CONTRIBUTING.md	64	### Step 1: Add Your Integration Folder	COMMENT
LOW⚡	CONTRIBUTING.md	88	### Step 2: Register Your Integration in the Dojo	COMMENT
LOW⚡	CONTRIBUTING.md	96	### Step 3: Configure the Agent Mapping	COMMENT
LOW⚡	CONTRIBUTING.md	100	### Step 4: Set Up Environment Variables	COMMENT
LOW⚡	CONTRIBUTING.md	109	### Step 5: Add Dojo Scripts	COMMENT
LOW	CONTRIBUTING.md	129	### Step 6: Add End-to-End Tests	COMMENT
LOW	CONTRIBUTING.md	146	### Step 7: Add CI Configuration	COMMENT
LOW	sdks/typescript/packages/client/src/apply/default.ts	623	// Step 3: Append messages from the snapshot that we don't have yet.	COMMENT
LOW⚡	sdks/community/c++/src/core/subscriber.cpp	62	// Step 1: Invoke generic onEvent callback first	COMMENT
LOW⚡	sdks/community/c++/src/core/subscriber.cpp	66	// Step 2: Check stopPropagation flag	COMMENT
LOW⚡	sdks/community/c++/src/core/subscriber.cpp	71	// Step 3: Execute default event handling	COMMENT
LOW	sdks/community/c++/src/core/subscriber.cpp	147	// Step 4: Invoke type-specific subscriber callbacks	COMMENT
LOW	sdks/community/dart/example/README.md	76	### Step 1: Start the Python Server	COMMENT
LOW	sdks/community/dart/example/README.md	99	### Step 2: Run the Dart Example	COMMENT
LOW	sdks/community/kotlin/publish.sh	106	# Step 1: Clean previous builds and staging directory	COMMENT
LOW⚡	sdks/community/kotlin/publish.sh	119	# Step 2: Run tests	COMMENT
LOW⚡	sdks/community/kotlin/publish.sh	129	# Step 3: Build and publish to staging	COMMENT
LOW⚡	sdks/community/kotlin/publish.sh	139	# Step 4: Deploy to Maven Central (or dry-run)	COMMENT
LOW	integrations/adk-middleware/python/TOOLS.md	139	# Step 1: Initial run - starts execution with tools	COMMENT
LOW	integrations/adk-middleware/python/TOOLS.md	153	# Step 2: Handle tool results	COMMENT
LOW	integrations/adk-middleware/python/TOOLS.md	172	# Step 3: Submit tool results and resume execution	COMMENT
LOW	…are/python/tests/test_lro_tool_response_persistence.py	204	# Step 1: Send initial message to trigger tool call	COMMENT
LOW	…are/python/tests/test_lro_tool_response_persistence.py	231	# Step 2: Submit tool result	COMMENT
LOW	…are/python/tests/test_lro_tool_response_persistence.py	268	# Step 3: Verify session has exactly ONE function_response	COMMENT
LOW	…are/python/tests/test_lro_tool_response_persistence.py	321	# Step 1: Trigger tool call	COMMENT
LOW	…are/python/tests/test_lro_tool_response_persistence.py	340	# Step 2: Submit tool result with specific run_id	COMMENT
LOW	…are/python/tests/test_lro_tool_response_persistence.py	448	# Step 1: Trigger tool call	COMMENT
LOW	…are/python/tests/test_lro_tool_response_persistence.py	467	# Step 2: Submit tool result WITH trailing user message	COMMENT
LOW	…are/python/tests/test_lro_tool_response_persistence.py	601	# Step 1: Initial request - should trigger tool call and pause	COMMENT
LOW	…are/python/tests/test_lro_tool_response_persistence.py	627	# Step 2: Submit tool result (resuming HITL)	COMMENT
LOW	…dk-middleware/python/tests/test_resumability_config.py	390	# Step 1: Initial request - should trigger tool call	COMMENT
LOW	…dk-middleware/python/tests/test_resumability_config.py	413	# Step 2: Submit tool result (simulating user approval)	COMMENT
LOW⚡	…adk-middleware/python/tests/test_tool_tracking_hitl.py	415	# Step 2: Simulate middleware restart by clearing all in-memory state	COMMENT
LOW⚡	…adk-middleware/python/tests/test_tool_tracking_hitl.py	421	# Step 3: Call _ensure_session_exists again (simulating first request after restart)	COMMENT
LOW⚡	…adk-middleware/python/tests/test_tool_tracking_hitl.py	430	# Step 4: Verify pending_tool_calls were cleared	COMMENT
LOW	…adk-middleware/python/tests/test_tool_tracking_hitl.py	390	# Step 1: Create a session and add pending_tool_calls (simulating state before restart)	COMMENT
LOW	…eware/python/tests/test_hitl_resumption_text_output.py	202	# Step 1: Send initial request to trigger tool call	COMMENT
LOW	…eware/python/tests/test_hitl_resumption_text_output.py	240	# Step 2: Submit tool result (simulating user approval)	COMMENT
LOW⚡	…ions/adk-middleware/python/tests/test_lro_filtering.py	297	# Step 1: Emit LRO via translate_lro_function_calls	COMMENT
LOW	…ions/adk-middleware/python/tests/test_lro_filtering.py	237	# Step 1: Emit LRO tool call via translate_lro_function_calls (simulates LRO path)	COMMENT
LOW	…ions/adk-middleware/python/tests/test_lro_filtering.py	259	# Step 2: Confirmed event arrives (non-partial) WITHOUT long_running_tool_ids	COMMENT
LOW	…ions/adk-middleware/python/tests/test_lro_filtering.py	314	# Step 2: Confirmed event with BOTH the LRO call and a new non-LRO call	COMMENT
LOW	…ions/adk-middleware/python/tests/test_lro_filtering.py	837	# Step 1: LRO event — translator emits START/ARGS/END	COMMENT
LOW	…ions/adk-middleware/python/tests/test_lro_filtering.py	861	# Step 2: Confirmed event (different ID) — suppressed by client_tool_names	COMMENT
LOW	…ions/adk-middleware/python/tests/test_lro_filtering.py	1036	# Step 1: LRO event — translator emits START/ARGS/END	COMMENT
LOW	…ions/adk-middleware/python/tests/test_lro_filtering.py	1060	# Step 2: Confirmed event with different ID — must be suppressed so the	COMMENT
LOW⚡	…s/adk-middleware/python/examples/other/simple_agent.py	25	# Step 1: Create an ADK agent	COMMENT
LOW⚡	…s/adk-middleware/python/examples/other/simple_agent.py	32	# Step 2: Register the agent	COMMENT
LOW⚡	…s/adk-middleware/python/examples/other/simple_agent.py	36	# Step 3: Create the middleware agent	COMMENT
LOW⚡	…s/adk-middleware/python/examples/other/simple_agent.py	42	# Step 4: Create a sample input	COMMENT
LOW	…s/adk-middleware/python/examples/other/simple_agent.py	61	# Step 5: Run the agent and print events	COMMENT
LOW⚡	…adk-middleware/python/examples/other/complete_setup.py	49	# Step 1: Configure Google ADK authentication	COMMENT
LOW⚡	…adk-middleware/python/examples/other/complete_setup.py	59	# Step 2: Create shared memory service	COMMENT
LOW⚡	…adk-middleware/python/examples/other/complete_setup.py	64	# Step 3: Create your ADK agent(s)	COMMENT
LOW⚡	…adk-middleware/python/examples/other/complete_setup.py	101	# Step 4: Configure ADK middleware	COMMENT
LOW	…adk-middleware/python/examples/other/complete_setup.py	146	# Step 5: Create FastAPI app	COMMENT
LOW	…adk-middleware/python/examples/other/complete_setup.py	163	# Step 6: Add endpoints	COMMENT
LOW	…adk-middleware/python/examples/other/complete_setup.py	221	# Step 7: Run the server	COMMENT
LOW⚡	apps/dojo/e2e/setup-aws.sh	34	# Step 1: Create S3 Bucket	COMMENT
LOW	apps/dojo/e2e/setup-aws.sh	49	# Step 2: Configure bucket for public read access	COMMENT
6 more matches not shown…

Verbosity Indicators54 hits · 98 pts

Severity	File	Line	Snippet	Context
LOW	sdks/typescript/packages/client/src/apply/default.ts	623	// Step 3: Append messages from the snapshot that we don't have yet.	COMMENT
LOW⚡	sdks/community/c++/src/core/subscriber.cpp	62	// Step 1: Invoke generic onEvent callback first	COMMENT
LOW⚡	sdks/community/c++/src/core/subscriber.cpp	66	// Step 2: Check stopPropagation flag	COMMENT
LOW⚡	sdks/community/c++/src/core/subscriber.cpp	71	// Step 3: Execute default event handling	COMMENT
LOW	sdks/community/c++/src/core/subscriber.cpp	147	// Step 4: Invoke type-specific subscriber callbacks	COMMENT
LOW	sdks/community/kotlin/publish.sh	106	# Step 1: Clean previous builds and staging directory	COMMENT
LOW⚡	sdks/community/kotlin/publish.sh	119	# Step 2: Run tests	COMMENT
LOW⚡	sdks/community/kotlin/publish.sh	129	# Step 3: Build and publish to staging	COMMENT
LOW⚡	sdks/community/kotlin/publish.sh	139	# Step 4: Deploy to Maven Central (or dry-run)	COMMENT
LOW	…are/python/tests/test_lro_tool_response_persistence.py	204	# Step 1: Send initial message to trigger tool call	COMMENT
LOW	…are/python/tests/test_lro_tool_response_persistence.py	231	# Step 2: Submit tool result	COMMENT
LOW	…are/python/tests/test_lro_tool_response_persistence.py	268	# Step 3: Verify session has exactly ONE function_response	COMMENT
LOW	…are/python/tests/test_lro_tool_response_persistence.py	321	# Step 1: Trigger tool call	COMMENT
LOW	…are/python/tests/test_lro_tool_response_persistence.py	340	# Step 2: Submit tool result with specific run_id	COMMENT
LOW	…are/python/tests/test_lro_tool_response_persistence.py	448	# Step 1: Trigger tool call	COMMENT
LOW	…are/python/tests/test_lro_tool_response_persistence.py	467	# Step 2: Submit tool result WITH trailing user message	COMMENT
LOW	…are/python/tests/test_lro_tool_response_persistence.py	601	# Step 1: Initial request - should trigger tool call and pause	COMMENT
LOW	…are/python/tests/test_lro_tool_response_persistence.py	627	# Step 2: Submit tool result (resuming HITL)	COMMENT
LOW	…dk-middleware/python/tests/test_resumability_config.py	390	# Step 1: Initial request - should trigger tool call	COMMENT
LOW	…dk-middleware/python/tests/test_resumability_config.py	413	# Step 2: Submit tool result (simulating user approval)	COMMENT
LOW⚡	…adk-middleware/python/tests/test_tool_tracking_hitl.py	415	# Step 2: Simulate middleware restart by clearing all in-memory state	COMMENT
LOW⚡	…adk-middleware/python/tests/test_tool_tracking_hitl.py	421	# Step 3: Call _ensure_session_exists again (simulating first request after restart)	COMMENT
LOW⚡	…adk-middleware/python/tests/test_tool_tracking_hitl.py	430	# Step 4: Verify pending_tool_calls were cleared	COMMENT
LOW	…adk-middleware/python/tests/test_tool_tracking_hitl.py	390	# Step 1: Create a session and add pending_tool_calls (simulating state before restart)	COMMENT
LOW	…eware/python/tests/test_hitl_resumption_text_output.py	202	# Step 1: Send initial request to trigger tool call	COMMENT
LOW	…eware/python/tests/test_hitl_resumption_text_output.py	240	# Step 2: Submit tool result (simulating user approval)	COMMENT
LOW⚡	…ions/adk-middleware/python/tests/test_lro_filtering.py	297	# Step 1: Emit LRO via translate_lro_function_calls	COMMENT
LOW	…ions/adk-middleware/python/tests/test_lro_filtering.py	237	# Step 1: Emit LRO tool call via translate_lro_function_calls (simulates LRO path)	COMMENT
LOW	…ions/adk-middleware/python/tests/test_lro_filtering.py	259	# Step 2: Confirmed event arrives (non-partial) WITHOUT long_running_tool_ids	COMMENT
LOW	…ions/adk-middleware/python/tests/test_lro_filtering.py	314	# Step 2: Confirmed event with BOTH the LRO call and a new non-LRO call	COMMENT
LOW	…ions/adk-middleware/python/tests/test_lro_filtering.py	837	# Step 1: LRO event — translator emits START/ARGS/END	COMMENT
LOW	…ions/adk-middleware/python/tests/test_lro_filtering.py	861	# Step 2: Confirmed event (different ID) — suppressed by client_tool_names	COMMENT
LOW	…ions/adk-middleware/python/tests/test_lro_filtering.py	1036	# Step 1: LRO event — translator emits START/ARGS/END	COMMENT
LOW	…ions/adk-middleware/python/tests/test_lro_filtering.py	1060	# Step 2: Confirmed event with different ID — must be suppressed so the	COMMENT
LOW⚡	…s/adk-middleware/python/examples/other/simple_agent.py	25	# Step 1: Create an ADK agent	COMMENT
LOW⚡	…s/adk-middleware/python/examples/other/simple_agent.py	32	# Step 2: Register the agent	COMMENT
LOW⚡	…s/adk-middleware/python/examples/other/simple_agent.py	36	# Step 3: Create the middleware agent	COMMENT
LOW⚡	…s/adk-middleware/python/examples/other/simple_agent.py	42	# Step 4: Create a sample input	COMMENT
LOW	…s/adk-middleware/python/examples/other/simple_agent.py	61	# Step 5: Run the agent and print events	COMMENT
LOW⚡	…adk-middleware/python/examples/other/complete_setup.py	49	# Step 1: Configure Google ADK authentication	COMMENT
LOW⚡	…adk-middleware/python/examples/other/complete_setup.py	59	# Step 2: Create shared memory service	COMMENT
LOW⚡	…adk-middleware/python/examples/other/complete_setup.py	64	# Step 3: Create your ADK agent(s)	COMMENT
LOW⚡	…adk-middleware/python/examples/other/complete_setup.py	101	# Step 4: Configure ADK middleware	COMMENT
LOW	…adk-middleware/python/examples/other/complete_setup.py	146	# Step 5: Create FastAPI app	COMMENT
LOW	…adk-middleware/python/examples/other/complete_setup.py	163	# Step 6: Add endpoints	COMMENT
LOW	…adk-middleware/python/examples/other/complete_setup.py	221	# Step 7: Run the server	COMMENT
LOW⚡	apps/dojo/e2e/setup-aws.sh	34	# Step 1: Create S3 Bucket	COMMENT
LOW	apps/dojo/e2e/setup-aws.sh	49	# Step 2: Configure bucket for public read access	COMMENT
LOW	apps/dojo/e2e/setup-aws.sh	72	# Step 3: Set up lifecycle policy for automatic cleanup (30 days)	COMMENT
LOW	apps/dojo/e2e/setup-aws.sh	91	# Step 4: Create IAM policy for S3 upload permissions	COMMENT
LOW⚡	apps/dojo/e2e/setup-aws.sh	121	# Step 5: Create IAM user	COMMENT
LOW⚡	apps/dojo/e2e/setup-aws.sh	127	# Step 6: Attach policy to user	COMMENT
LOW⚡	apps/dojo/e2e/setup-aws.sh	133	# Step 7: Create access keys	COMMENT
LOW⚡	apps/dojo/e2e/setup-aws.sh	141	# Step 8: Test the setup	COMMENT

Deep Nesting99 hits · 78 pts

Severity	File	Line	Context
LOW	sdks/python/tests/test_events.py	437	CODE
LOW	sdks/python/a2ui_toolkit/ag_ui_a2ui_toolkit/__init__.py	323	CODE
LOW	sdks/python/a2ui_toolkit/ag_ui_a2ui_toolkit/validate.py	64	CODE
LOW	sdks/python/a2ui_toolkit/ag_ui_a2ui_toolkit/validate.py	151	CODE
LOW	sdks/python/a2ui_toolkit/ag_ui_a2ui_toolkit/validate.py	203	CODE
LOW	sdks/python/a2ui_toolkit/ag_ui_a2ui_toolkit/validate.py	218	CODE
LOW	integrations/langgraph/python/ag_ui_langgraph/utils.py	71	CODE
LOW	integrations/langgraph/python/ag_ui_langgraph/utils.py	190	CODE
LOW	integrations/langgraph/python/ag_ui_langgraph/utils.py	275	CODE
LOW	integrations/langgraph/python/ag_ui_langgraph/utils.py	329	CODE
LOW	integrations/langgraph/python/ag_ui_langgraph/utils.py	426	CODE
LOW	integrations/langgraph/python/ag_ui_langgraph/utils.py	594	CODE
LOW	integrations/langgraph/python/ag_ui_langgraph/utils.py	627	CODE
LOW	integrations/langgraph/python/ag_ui_langgraph/agent.py	195	CODE
LOW	integrations/langgraph/python/ag_ui_langgraph/agent.py	497	CODE
LOW	integrations/langgraph/python/ag_ui_langgraph/agent.py	756	CODE
LOW	integrations/langgraph/python/ag_ui_langgraph/agent.py	826	CODE
LOW	integrations/langgraph/python/ag_ui_langgraph/agent.py	1232	CODE
LOW	…s/langgraph/python/tests/test_nested_tool_end_dedup.py	210	CODE
LOW	…raph/python/examples/agents/human_in_the_loop/agent.py	73	CODE
LOW	…langgraph/python/examples/agents/shared_state/agent.py	144	CODE
LOW	integrations/crew-ai/python/tests/test_llm_timeout.py	175	CODE
LOW	integrations/crew-ai/python/ag_ui_crewai/sdk.py	276	CODE
LOW	integrations/crew-ai/python/ag_ui_crewai/crews.py	105	CODE
LOW	integrations/crew-ai/python/ag_ui_crewai/endpoint.py	292	CODE
LOW	integrations/crew-ai/python/ag_ui_crewai/endpoint.py	952	CODE
LOW	…s-strands/python/tests/test_streaming_predict_state.py	118	CODE
LOW	…ns/aws-strands/python/examples/server/model_factory.py	12	CODE
LOW	…ds/python/examples/server/api/agentic_generative_ui.py	107	CODE
LOW	…ions/aws-strands/python/src/ag_ui_strands/a2ui_tool.py	238	CODE
LOW	…ions/aws-strands/python/src/ag_ui_strands/a2ui_tool.py	445	CODE
LOW	…grations/aws-strands/python/src/ag_ui_strands/utils.py	85	CODE
LOW	…grations/aws-strands/python/src/ag_ui_strands/agent.py	134	CODE
LOW	…grations/aws-strands/python/src/ag_ui_strands/agent.py	196	CODE
LOW	…grations/aws-strands/python/src/ag_ui_strands/agent.py	354	CODE
LOW	…spec/python/ag_ui_agentspec/runtimes/wayflow_runner.py	55	CODE
LOW	integrations/watsonx/python/src/ag_ui_watsonx/agent.py	116	CODE
LOW	…ns/claude-agent-sdk/python/ag_ui_claude_sdk/adapter.py	224	CODE
LOW	…ns/claude-agent-sdk/python/ag_ui_claude_sdk/adapter.py	477	CODE
LOW	…ns/claude-agent-sdk/python/ag_ui_claude_sdk/adapter.py	625	CODE
LOW	…ns/claude-agent-sdk/python/ag_ui_claude_sdk/session.py	102	CODE
LOW	…s/claude-agent-sdk/python/ag_ui_claude_sdk/handlers.py	181	CODE
LOW	…ions/claude-agent-sdk/python/ag_ui_claude_sdk/utils.py	92	CODE
LOW	…ions/claude-agent-sdk/python/ag_ui_claude_sdk/utils.py	341	CODE
LOW	…ions/claude-agent-sdk/python/ag_ui_claude_sdk/utils.py	412	CODE
LOW	…eware/python/tests/test_duplicate_function_response.py	114	CODE
LOW	…are/python/tests/test_lro_tool_response_persistence.py	73	CODE
LOW	…are/python/tests/test_lro_tool_response_persistence.py	294	CODE
LOW	…eware/python/tests/test_credential_service_defaults.py	90	CODE
LOW	…ations/adk-middleware/python/tests/test_text_events.py	265	CODE
LOW	…iddleware/python/tests/test_endpoint_error_handling.py	241	CODE
LOW	…s/adk-middleware/python/tests/test_context_handling.py	75	CODE
LOW	…s/adk-middleware/python/tests/test_context_handling.py	131	CODE
LOW	…s/adk-middleware/python/tests/test_context_handling.py	211	CODE
LOW	…e/python/tests/test_thought_to_thinking_integration.py	140	CODE
LOW	…tests/test_issue_437_skip_summarization_integration.py	324	CODE
LOW	…leware/python/tests/test_llmagent_hitl_confirmation.py	67	CODE
LOW	…s/adk-middleware/python/tests/test_tool_result_flow.py	546	CODE
LOW	…s/adk-middleware/python/tests/test_tool_result_flow.py	1056	CODE
LOW	…s/adk-middleware/python/tests/test_tool_result_flow.py	1223	CODE
39 more matches not shown…

Dead Code31 hits · 62 pts

Severity	File	Line	Context
MEDIUM	…ns/langgraph/python/tests/test_deprecation_warnings.py	31	CODE
MEDIUM	…ions/langgraph/python/tests/test_subgraph_streaming.py	274	CODE
MEDIUM	…tions/aws-strands/python/tests/test_session_manager.py	56	CODE
MEDIUM	…tions/aws-strands/python/tests/test_session_manager.py	90	CODE
MEDIUM	…tions/aws-strands/python/tests/test_session_manager.py	298	CODE
MEDIUM	integrations/aws-strands/python/tests/test_a2ui_tool.py	1297	CODE
MEDIUM	…gent-sdk/python/tests/test_serialize_and_robustness.py	563	CODE
MEDIUM	…grations/claude-agent-sdk/python/tests/test_adapter.py	352	CODE
MEDIUM	…grations/claude-agent-sdk/python/tests/test_adapter.py	430	CODE
MEDIUM	…grations/claude-agent-sdk/python/tests/test_adapter.py	567	CODE
MEDIUM	…grations/claude-agent-sdk/python/tests/test_adapter.py	631	CODE
MEDIUM	…grations/claude-agent-sdk/python/tests/test_adapter.py	635	CODE
MEDIUM	…grations/claude-agent-sdk/python/tests/test_adapter.py	687	CODE
MEDIUM	…grations/claude-agent-sdk/python/tests/test_adapter.py	786	CODE
MEDIUM	…eware/python/tests/test_duplicate_function_response.py	219	CODE
MEDIUM	…eware/python/tests/test_duplicate_function_response.py	322	CODE
MEDIUM	…eware/python/tests/test_duplicate_function_response.py	498	CODE
MEDIUM	…ons/adk-middleware/python/tests/test_adk_2_0_compat.py	460	CODE
MEDIUM	…ons/adk-middleware/python/tests/test_adk_2_0_compat.py	525	CODE
MEDIUM	…dk-middleware/python/tests/test_tool_error_handling.py	124	CODE
MEDIUM	…dk-middleware/python/tests/test_tool_error_handling.py	172	CODE
MEDIUM	…dk-middleware/python/tests/test_tool_error_handling.py	286	CODE
MEDIUM	…dk-middleware/python/tests/test_tool_error_handling.py	458	CODE
MEDIUM	…iddleware/python/tests/test_endpoint_error_handling.py	113	CODE
MEDIUM	…s/adk-middleware/python/tests/test_tool_result_flow.py	349	CODE
MEDIUM	…s/adk-middleware/python/tests/test_tool_result_flow.py	1578	CODE
MEDIUM	…s/adk-middleware/python/tests/test_tool_result_flow.py	1699	CODE
MEDIUM	…s/adk-middleware/python/tests/test_tool_result_flow.py	1791	CODE
MEDIUM	…s/adk-middleware/python/tests/test_tool_result_flow.py	1166	CODE
MEDIUM	…egrations/adk-middleware/python/tests/test_endpoint.py	226	CODE
MEDIUM	…egrations/adk-middleware/python/tests/test_endpoint.py	256	CODE

Redundant / Tautological Comments41 hits · 62 pts

Severity	File	Line	Snippet	Context
LOW	sdks/community/kotlin/publish.sh	48	# Check if running in dry-run mode	COMMENT
LOW	…raph/python/examples/agents/human_in_the_loop/agent.py	190	# Check if we already have a user_response in the state	STRING
LOW	…langgraph/python/examples/agents/shared_state/agent.py	211	# Check if args is already a dict or needs to be parsed	STRING
LOW	…on/examples/example_server/tool_based_generative_ui.py	36	# Check if last message was a tool result	COMMENT
LOW	…grations/aws-strands/python/src/ag_ui_strands/agent.py	1283	# Check if we've already seen this tool (by Strands' internal ID)	COMMENT
LOW	…grations/aws-strands/python/src/ag_ui_strands/agent.py	1745	# Check if generator is already closed/exhausted	COMMENT
LOW	…ns/claude-agent-sdk/python/ag_ui_claude_sdk/adapter.py	855	# Check if this is the state management tool	COMMENT
LOW	…ns/claude-agent-sdk/python/ag_ui_claude_sdk/adapter.py	914	# Check if this is a frontend tool -- halt stream	COMMENT
LOW	…ions/claude-agent-sdk/python/ag_ui_claude_sdk/utils.py	107	# Check if last message is a tool result (for re-submission handling)	COMMENT
LOW	…ations/adk-middleware/python/tests/test_text_events.py	230	# Check if we have any text message events at all	COMMENT
LOW	…adk-middleware/python/tests/test_tool_tracking_hitl.py	136	# Check if tool call was tracked	COMMENT
LOW	…iddleware/python/tests/test_endpoint_error_handling.py	91	# Check if error handling worked	COMMENT
LOW	…iddleware/python/tests/test_endpoint_error_handling.py	152	# Check if error handling worked	COMMENT
LOW	…iddleware/python/tests/test_endpoint_error_handling.py	228	# Check if normal handling worked	COMMENT
LOW	…iddleware/python/tests/test_endpoint_error_handling.py	384	# Check if error handling worked	COMMENT
LOW	…s/adk-middleware/python/tests/test_context_handling.py	435	# Check if custom_metadata is supported	COMMENT
LOW	…tests/test_issue_437_skip_summarization_integration.py	672	# Check if the response contains summarization of the FIRST result	STRING
LOW	…k-middleware/python/src/ag_ui_adk/client_proxy_tool.py	316	# Check if this tool has predictive state configuration	COMMENT
LOW⚡	…tions/adk-middleware/python/src/ag_ui_adk/adk_agent.py	2106	# Check if execution is stale	COMMENT
LOW⚡	…tions/adk-middleware/python/src/ag_ui_adk/adk_agent.py	2116	# Check if task is done	COMMENT
LOW	…tions/adk-middleware/python/src/ag_ui_adk/adk_agent.py	1203	# Check if there are pending tool calls AND tool results in unseen messages	COMMENT
LOW	…tions/adk-middleware/python/src/ag_ui_adk/adk_agent.py	1340	# Check if there's an upcoming tool batch that will be skipped	COMMENT
LOW	…tions/adk-middleware/python/src/ag_ui_adk/adk_agent.py	1571	# Check if there were actual tool messages that were filtered out	COMMENT
LOW	…tions/adk-middleware/python/src/ag_ui_adk/adk_agent.py	2180	# Check if there's an existing execution for this thread+user and wait for it	COMMENT
LOW	…tions/adk-middleware/python/src/ag_ui_adk/adk_agent.py	2278	# Check if session has pending tool calls before cleanup	COMMENT
LOW	…tions/adk-middleware/python/src/ag_ui_adk/adk_agent.py	3112	# Check if we got a non-partial event (persistence complete)	COMMENT
LOW	…tions/adk-middleware/python/src/ag_ui_adk/adk_agent.py	3144	# Check if this is a streaming chunk that needs regular processing	COMMENT
LOW	…tions/adk-middleware/python/src/ag_ui_adk/adk_agent.py	3173	# Check if event has function responses (e.g., backend tool results)	COMMENT
LOW	…tions/adk-middleware/python/src/ag_ui_adk/adk_agent.py	3275	# Set flag to continue draining - checked at loop start	COMMENT
LOW	…dk-middleware/python/src/ag_ui_adk/event_translator.py	48	# Check if Part class has 'thought' in its model fields (Pydantic)	COMMENT
LOW	…dk-middleware/python/src/ag_ui_adk/event_translator.py	356	# Check if this is the final response (contains complete message - skip to avoid duplication)	COMMENT
LOW	…dk-middleware/python/src/ag_ui_adk/event_translator.py	536	# Check if this is a thought part (backwards-compatible)	COMMENT
LOW	…dk-middleware/python/src/ag_ui_adk/event_translator.py	935	# Check if this tool call ID already exists	COMMENT
LOW	…dk-middleware/python/src/ag_ui_adk/event_translator.py	942	# Check if this tool has predictive state configuration	COMMENT
LOW	…dk-middleware/python/src/ag_ui_adk/event_translator.py	990	# Check if we should emit confirm_changes tool call after this tool	COMMENT
LOW	…dk-middleware/python/src/ag_ui_adk/event_translator.py	1001	# Check if any mapping has emit_confirm_tool=True	COMMENT
LOW	…tegrations/langroid/python/src/ag_ui_langroid/agent.py	199	# Check if the response itself is a ToolMessage (Langroid might return ToolMessage directly)	COMMENT
LOW	scripts/release/detect-ts-version-changes.sh	118	# Output results	COMMENT
LOW	scripts/release/detect-py-version-changes.sh	97	# Output results	COMMENT
LOW⚡	apps/dojo/e2e/setup-aws.sh	20	# Check if AWS CLI is installed and configured	COMMENT
LOW⚡	apps/dojo/e2e/setup-aws.sh	26	# Check if AWS credentials are configured	COMMENT

Modern Structural Boilerplate57 hits · 58 pts

Severity	File	Line	Snippet	Context
LOW	sdks/python/a2ui_toolkit/ag_ui_a2ui_toolkit/__init__.py	18	__all__ = [	CODE
LOW	sdks/python/ag_ui/core/__init__.py	103	__all__ = [	CODE
LOW	sdks/python/ag_ui/encoder/__init__.py	7	__all__ = ["EventEncoder", "AGUI_MEDIA_TYPE"]	CODE
LOW	…rations/llama-index/python/examples/server/__init__.py	32	__all__ = ["main"]	CODE
LOW	…grations/langgraph/python/ag_ui_langgraph/a2ui_tool.py	66	__all__ = [	CODE
LOW	…egrations/langgraph/python/ag_ui_langgraph/__init__.py	30	__all__ = [	CODE
LOW	integrations/langgraph/python/ag_ui_langgraph/utils.py	34	logger = logging.getLogger(__name__)	CODE
LOW	integrations/langgraph/python/ag_ui_langgraph/agent.py	107	logger = logging.getLogger(__name__)	CODE
LOW	integrations/langgraph/python/ag_ui_langgraph/agent.py	749	def set_message_in_progress(self, run_id: str, data: MessageInProgress) -> None:	CODE
LOW	…python/examples/agents/multimodal_messages/__init__.py	51	__all__ = ["graph"]	CODE
LOW	integrations/crew-ai/python/ag_ui_crewai/__init__.py	12	__all__ = [	CODE
LOW	integrations/crew-ai/python/ag_ui_crewai/endpoint.py	71	__all__ = [	CODE
LOW	…rations/pydantic-ai/python/examples/server/__init__.py	59	__all__ = ["main"]	CODE
LOW	…ons/pydantic-ai/python/examples/server/api/__init__.py	13	__all__ = [	CODE
LOW	…rations/aws-strands/python/examples/server/__init__.py	90	__all__ = ["main", "app"]	CODE
LOW	…ns/aws-strands/python/examples/server/model_factory.py	9	logger = logging.getLogger(__name__)	CODE
LOW	…ons/aws-strands/python/examples/server/api/__init__.py	14	__all__ = [	CODE
LOW	…-strands/python/src/ag_ui_strands/client_proxy_tool.py	13	logger = logging.getLogger(__name__)	CODE
LOW	…ions/aws-strands/python/src/ag_ui_strands/a2ui_tool.py	61	__all__ = [	CODE
LOW	…tions/aws-strands/python/src/ag_ui_strands/__init__.py	31	__all__ = [	CODE
LOW	…grations/aws-strands/python/src/ag_ui_strands/utils.py	18	logger = logging.getLogger(__name__)	CODE
LOW	…grations/aws-strands/python/src/ag_ui_strands/agent.py	70	logger = logging.getLogger(__name__)	CODE
LOW	…grations/agent-spec/python/ag_ui_agentspec/__init__.py	9	__all__ = [	CODE
LOW	…grations/agent-spec/python/examples/server/__init__.py	21	__all__ = ["main"]	CODE
LOW	…ions/agent-spec/python/examples/server/api/__init__.py	3	__all__ = ["router"]	CODE
LOW	…ations/agent-spec/python/examples/server/api/routes.py	18	logger = logging.getLogger(__name__)	CODE
LOW	…egrations/watsonx/python/src/ag_ui_watsonx/__init__.py	7	__all__ = [	CODE
LOW	integrations/watsonx/python/src/ag_ui_watsonx/agent.py	35	logger = logging.getLogger(__name__)	CODE
LOW	…ns/claude-agent-sdk/python/ag_ui_claude_sdk/adapter.py	65	logger = logging.getLogger(__name__)	CODE
LOW	…ns/claude-agent-sdk/python/ag_ui_claude_sdk/session.py	13	logger = logging.getLogger(__name__)	CODE
LOW	…s/claude-agent-sdk/python/ag_ui_claude_sdk/handlers.py	25	logger = logging.getLogger(__name__)	CODE
LOW	…s/claude-agent-sdk/python/ag_ui_claude_sdk/__init__.py	31	__all__ = [	CODE
LOW	…ions/claude-agent-sdk/python/ag_ui_claude_sdk/utils.py	14	logger = logging.getLogger(__name__)	CODE
LOW	…ns/claude-agent-sdk/python/examples/agents/__init__.py	14	__all__ = [	CODE
LOW	integrations/ag2/python/examples/server/__init__.py	65	__all__ = ["main"]	CODE
LOW⚡	…s/adk-middleware/python/examples/other/simple_agent.py	19	logger = logging.getLogger(__name__)	CODE
LOW⚡	…/adk-middleware/python/examples/other/context_usage.py	34	logger = logging.getLogger(__name__)	CODE
LOW	…ions/adk-middleware/python/examples/server/__init__.py	114	__all__ = ["main"]	CODE
LOW	…/adk-middleware/python/examples/server/api/__init__.py	15	__all__ = [	CODE
LOW	…middleware/python/examples/server/api/a2ui_recovery.py	23	logger = logging.getLogger(__name__)	CODE
LOW⚡	…python/examples/server/api/predictive_state_updates.py	35	logger = logging.getLogger(__name__)	CODE
LOW	…iddleware/python/src/ag_ui_adk/client_proxy_toolset.py	17	logger = logging.getLogger(__name__)	CODE
LOW	…k-middleware/python/src/ag_ui_adk/client_proxy_tool.py	25	logger = logging.getLogger(__name__)	CODE
LOW	…tions/adk-middleware/python/src/ag_ui_adk/adk_agent.py	80	logger = logging.getLogger(__name__)	CODE
LOW	…tions/adk-middleware/python/src/ag_ui_adk/adk_agent.py	2501	def _update_agent_tools_recursive(agent: Any) -> None:	CODE
LOW	…adk-middleware/python/src/ag_ui_adk/session_manager.py	11	logger = logging.getLogger(__name__)	CODE
LOW	…ations/adk-middleware/python/src/ag_ui_adk/__init__.py	31	__all__ = [	CODE
LOW	…adk-middleware/python/src/ag_ui_adk/execution_state.py	10	logger = logging.getLogger(__name__)	CODE
LOW	…dk-middleware/python/src/ag_ui_adk/event_translator.py	32	logger = logging.getLogger(__name__)	CODE
LOW	…ations/adk-middleware/python/src/ag_ui_adk/endpoint.py	39	logger = logging.getLogger(__name__)	CODE
LOW	…/adk-middleware/python/src/ag_ui_adk/utils/__init__.py	12	__all__ = [	CODE
LOW	…dk-middleware/python/src/ag_ui_adk/utils/converters.py	22	logger = logging.getLogger(__name__)	CODE
LOW	integrations/agno/python/examples/server/__init__.py	60	__all__ = ["main"]	CODE
LOW	…tegrations/agno/python/examples/server/api/__init__.py	15	__all__ = [	CODE
LOW	…ns/langroid/python/examples/server/api/shared_state.py	22	logger = logging.getLogger(__name__)	CODE
LOW	…rations/langroid/python/src/ag_ui_langroid/__init__.py	5	__all__ = [	CODE
LOW	…tegrations/langroid/python/src/ag_ui_langroid/agent.py	11	logger = logging.getLogger(__name__)	CODE

Magic Placeholder Names10 hits · 56 pts

Severity	File	Line	Snippet	Context
HIGH	sdks/community/dart/example/README.md	352	- Or pass directly: `dart run -- -k "your-api-key" -m "Test"`	CODE
HIGH	sdks/community/kotlin/examples/chatapp-wearos/README.md	28	chatapp.wear.defaultAgentApiKey=sk-your-api-key	CODE
HIGH	integrations/langgraph/typescript/README.md	24	langsmithApiKey: "your-api-key",	CODE
HIGH	integrations/langgraph/typescript/README.md	128	langsmithApiKey: "your-api-key",	CODE
HIGH	integrations/watsonx/python/README.md	20	api_key="YOUR_API_KEY",	CODE
HIGH	integrations/watsonx/typescript/README.md	61	api_key="YOUR_API_KEY",	CODE
HIGH	integrations/adk-middleware/python/CONFIGURATION.md	333	export GOOGLE_API_KEY="your-api-key"	CODE
HIGH⚡	…adk-middleware/python/examples/other/complete_setup.py	51	# export GOOGLE_API_KEY="your-api-key-here"	COMMENT
HIGH	…ions/adk-middleware/python/examples/server/__init__.py	83	print(" export GOOGLE_API_KEY='your-api-key-here'")	CODE
HIGH	integrations/agno/python/examples/README.md	12	2. Set your OpenAI API key: `export OPENAI_API_KEY="your-api-key"`	CODE

Hallucination Indicators3 hits · 30 pts

Severity	File	Line	Snippet	Context
CRITICAL	…com/agui/example/chatapp/ui/screens/chat/ChatScreen.kt	135	private fun com.agui.example.tools.BackgroundStyle.toComposeColor(default: Color): Color {	CODE
CRITICAL	…est/kotlin/com/agui/example/chatapp/IosSettingsTest.kt	44	val repository = com.agui.example.chatapp.data.repository.AgentRepository.getInstance(settings)	CODE
CRITICAL	…h/python/tests/test_prepare_stream_interrupt_resume.py	123	agent.graph.aupdate_state.await_args.kwargs.get("as_node"),	CODE

AI Slop Vocabulary7 hits · 19 pts

Severity	File	Line	Snippet	Context
MEDIUM	…dotnet/tests/AGUI.Server.UnitTests/RunTelemetryTest.cs	15	// Unique per test so assertions are robust against the global ActivityListener observing	COMMENT
MEDIUM	middlewares/mcp-middleware/src/index.ts	404	// consumer sees one seamless run.	COMMENT
MEDIUM	…rands/python/tests/test_template_hooks_preservation.py	270	# Reuse the same robust "consume until populated, then surface	COMMENT
LOW⚡	…ware/python/tests/test_adk_agent_memory_integration.py	136	# Yield no events - just return immediately	COMMENT
MEDIUM	…k-middleware/python/src/ag_ui_adk/client_proxy_tool.py	30	# This is more robust than a denylist — new JSON Schema fields that	COMMENT
LOW	…tions/adk-middleware/python/src/ag_ui_adk/adk_agent.py	2945	# No tool results, just use the user message	COMMENT
MEDIUM	scripts/release/verify-release-scope-dropdowns.sh	55	# Uses yq when available (the CI path on ubuntu-latest), otherwise a robust awk	COMMENT

Fake / Example Data15 hits · 18 pts

Severity	File	Line	Snippet	Context
LOW	…es/client/src/apply/__tests__/default.activity.test.ts	172	{ id: "activity-1", role: "user" as const, content: "placeholder" },	CODE
LOW	…es/client/src/apply/__tests__/default.activity.test.ts	192	{ id: "activity-1", role: "user" as const, content: "placeholder" },	CODE
LOW	…es/client/src/apply/__tests__/default.activity.test.ts	207	expect(updates[0]?.messages?.[0]?.content).toBe("placeholder");	CODE
LOW	…/packages/client/src/transform/__tests__/proto.test.ts	306	{ op: "replace", path: "/users/123/name", value: "Jane Doe" },	CODE
LOW	…s/AGUI.Abstractions.UnitTests/AgentCapabilitiesTest.cs	232	"provider": "Acme Corp",	CODE
LOW	…nitTests/Compatibility/StateEventsCompatibilityTest.cs	84	Assert.Equal("Jane Doe", typed.Delta[2].GetProperty("value").GetString());	CODE
LOW	…ons.UnitTests/Compatibility/Fixtures/state-events.json	66	"value": "Jane Doe"	CODE
LOW	…onTest/kotlin/com/agui/tests/EventSerializationTest.kt	264	put("value", "John Doe")	CODE
LOW	…onTest/kotlin/com/agui/tests/EventSerializationTest.kt	294	assertEquals("John Doe", firstPatch["value"]?.jsonPrimitive?.content)	CODE
LOW⚡	…kotlin/com/agui/tests/MessageProtocolComplianceTest.kt	47	name = "John Doe"	CODE
LOW⚡	…kotlin/com/agui/tests/MessageProtocolComplianceTest.kt	53	assertEquals("John Doe", jsonObj["name"]?.jsonPrimitive?.content)	CODE
LOW⚡	…kotlin/com/agui/tests/MessageProtocolComplianceTest.kt	57	assertEquals("John Doe", decoded.name)	CODE
LOW⚡	…ons/adk-middleware/python/tests/test_adk_2_0_compat.py	72	with pytest.raises(NotImplementedError, match="placeholder"):	CODE
LOW⚡	…ons/adk-middleware/python/tests/test_adk_2_0_compat.py	245	adk_agent=Agent(name="placeholder", instruction="p"),	CODE
LOW	…/adk-middleware/python/examples/other/context_usage.py	156	Context(description="company_name", value="Acme Corp"),	CODE

Docstring Block Structure2 hits · 10 pts

Severity	File	Line	Snippet	Context
HIGH	…ds/python/examples/server/api/agentic_generative_ui.py	61	Plan the concrete steps required to accomplish a task and walk each step from "pending" through "in_progress" t	STRING
HIGH	…ions/claude-agent-sdk/python/ag_ui_claude_sdk/utils.py	68	Strip mcp__servername__ prefix from Claude SDK tool names. Claude SDK prefixes all MCP tools: mcp__weather	STRING

Example Usage Blocks3 hits · 4 pts

Severity	File	Line	Snippet	Context
LOW	sdks/dotnet/build.sh	10	# Usage:	COMMENT
LOW	sdks/dotnet/test.sh	13	# Usage:	COMMENT
LOW	sdks/dotnet/eng/install-dotnet.sh	13	# Usage:	COMMENT

Slop Phrases2 hits · 4 pts

Severity	File	Line	Snippet	Context
MEDIUM	…/com/agui/chatapp/java/MultiAgentInstrumentedTest.java	192	String description = "This is a test agent for demonstration purposes.";	CODE
MEDIUM	apps/dojo/e2e/aimock-setup.ts	209	"Your meeting is scheduled. Let me know if you need anything else!",	CODE

AI Structural Patterns5 hits · 3 pts

Severity	File	Line	Context
LOW	…rations/crew-ai/python/tests/test_task_cancellation.py	1046	CODE
LOW	…k-middleware/python/src/ag_ui_adk/client_proxy_tool.py	121	CODE
LOW	…tions/adk-middleware/python/src/ag_ui_adk/adk_agent.py	165	CODE
LOW	…tions/adk-middleware/python/src/ag_ui_adk/adk_agent.py	557	CODE
LOW	…adk-middleware/python/src/ag_ui_adk/session_manager.py	46	CODE

Overly Generic Function Names3 hits · 2 pts

Severity	File	Line	Snippet	Context
LOW	…ython/examples/server/routers/agentic_generative_ui.py	18	async def run_task(	CODE
LOW	integrations/crew-ai/python/ag_ui_crewai/sdk.py	314	def my_function():	STRING
LOW	…rations/claude-agent-sdk/typescript/examples/server.ts	30	async function handleRequest(	CODE

Analysis Overview

What These Metrics Mean

Score History

Severity Breakdown

Directory Score Breakdown

Pattern Findings