1.1

Adjusted Signal

1.1

Raw Pattern Score

100%

Time Factor

2026-10-31

Last Push

12.9K

Stars

TypeScript

Language

1.2M

Lines of Code

6.6K

Files

975

Pattern Hits

2026-10-31

Scan Date

0.01

HC Hit Rate

Risk Review · Payload v1

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

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

Cognitive Ownership Risk 3.6/100 · LOW

Can maintainers explain intent, assumptions, and trade-offs? 758 finding(s).

Hallucinated Dependency & Supply Chain Risk 1.4/100 · LOW

Are imports declared and package/API names verified? 162 finding(s).

Agent Over-Engineering Ratio 3.1/100 · LOW

Are wrappers, guards, and repeated structures necessary? 690 finding(s).

PR Review Velocity Impact 5.5/100 · LOW

Which changes need focused human review? 975 finding(s).

What These Metrics Mean

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

Pattern-Signal History

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

Severity Breakdown

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

CRITICAL 1HIGH 33MEDIUM 100LOW 841

Directory Score Breakdown

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

Pattern Findings

The scanner identified 975 distinct pattern matches across 20 syntactic categories. Each entry below represents a discrete location in the source code where the engine recorded a detector match to inspect in context. Expand any category row to inspect the individual file paths, line numbers, code snippets, and the lexical context (CODE, COMMENT, or STRING) in which each match was detected.

Reading the findings table: The Severity column indicates the configured finding weight (CRITICAL / HIGH / MEDIUM / LOW). The Context column identifies whether the match occurred inside executable code, an inline comment, or a string literal — legacy comment-context matches receive a ×1.5 score weight. The ⚡ bolt icon marks clustered matches: three or more patterns within a 10-line window, each receiving an additional ×1.5 density multiplier under the legacy scoring model.

Hyper-Verbose Identifiers635 hits · 628 pts

Severity	File	Line	Snippet	Context
LOW	python/assistant-transport-backend-langgraph/main.py	346	def should_continue_after_tools(state: GraphState) -> str:	CODE
LOW	python/assistant-transport-backend-langgraph/main.py	420	async def configure_checkpointer_from_env() -> None:	CODE
LOW	…hon/assistant-transport-backend-langgraph/test_main.py	16	async def test_chat_preserves_user_message_id(	CODE
LOW	…hon/assistant-transport-backend-langgraph/test_main.py	58	def test_should_call_tools_routes_only_frontend_calls_to_client() -> None:	CODE
LOW	…hon/assistant-transport-backend-langgraph/test_main.py	77	def test_should_call_tools_routes_unknown_calls_to_error_handling() -> None:	CODE
LOW	…hon/assistant-transport-backend-langgraph/test_main.py	84	async def test_tool_executor_defers_frontend_calls() -> None:	CODE
LOW	…hon/assistant-transport-backend-langgraph/test_main.py	102	async def test_tool_executor_keeps_unknown_tool_error() -> None:	CODE
LOW	…hon/assistant-transport-backend-langgraph/test_main.py	114	async def test_tool_executor_errors_disabled_and_malformed_request_tools() -> None:	CODE
LOW	…hon/assistant-transport-backend-langgraph/test_main.py	143	async def test_tool_executor_defers_frontend_and_errors_unknown_calls() -> None:	CODE
LOW	…hon/assistant-transport-backend-langgraph/test_main.py	160	def test_should_continue_after_tools_stops_for_deferred_calls() -> None:	CODE
LOW	…hon/assistant-transport-backend-langgraph/test_main.py	179	def test_should_continue_after_tools_resumes_server_calls() -> None:	CODE
LOW	…hon/assistant-transport-backend-langgraph/test_main.py	189	async def test_mixed_graph_turn_does_not_reenter_agent(monkeypatch: pytest.MonkeyPatch) -> None:	CODE
LOW⚡	…hon/assistant-transport-backend-langgraph/test_main.py	240	def test_cors_allows_listed_origins_with_credentials(load_main) -> None:	CODE
LOW⚡	…hon/assistant-transport-backend-langgraph/test_main.py	248	def test_cors_rejects_unlisted_origins(load_main) -> None:	CODE
LOW⚡	…hon/assistant-transport-backend-langgraph/test_main.py	255	def test_cors_wildcard_turns_off_credentials(load_main) -> None:	CODE
LOW⚡	…hon/assistant-transport-backend-langgraph/test_main.py	263	def test_example_configuration_binds_loopback(monkeypatch: pytest.MonkeyPatch) -> None:	CODE
LOW	python/assistant-stream/tests/test_reasoning.py	31	async def test_mixed_text_and_reasoning():	CODE
LOW	…on/assistant-stream/tests/test_resumable_redis_unit.py	112	async def test_custom_client_without_fencing_capabilities_uses_legacy_mutations() -> None:	CODE
LOW	…on/assistant-stream/tests/test_resumable_redis_unit.py	136	async def test_stale_finalizer_cannot_finalize_reacquired_stream() -> None:	CODE
LOW	…on/assistant-stream/tests/test_resumable_redis_unit.py	168	async def test_in_flight_append_cannot_mutate_reacquired_stream() -> None:	CODE
LOW	…on/assistant-stream/tests/test_resumable_redis_unit.py	204	async def test_in_flight_delete_cannot_remove_reacquired_stream() -> None:	CODE
LOW	…on/assistant-stream/tests/test_resumable_redis_unit.py	238	async def test_delete_does_not_clear_same_store_reacquisition() -> None:	CODE
LOW	…on/assistant-stream/tests/test_resumable_redis_unit.py	274	async def test_stale_lease_cannot_mutate_reacquired_stream_on_one_store() -> None:	CODE
LOW	…on/assistant-stream/tests/test_resumable_redis_unit.py	303	async def test_leased_in_flight_append_on_reacquiring_store_is_superseded() -> None:	CODE
LOW	…on/assistant-stream/tests/test_resumable_redis_unit.py	340	async def test_finalize_keeps_the_fence_of_a_reacquisition_on_the_same_store() -> None:	CODE
LOW	…on/assistant-stream/tests/test_resumable_redis_unit.py	375	async def test_new_acquisition_preserves_legacy_data_without_replaying_it() -> None:	CODE
LOW	…on/assistant-stream/tests/test_resumable_redis_unit.py	393	async def test_legacy_metadata_and_data_remain_readable() -> None:	CODE
LOW	…on/assistant-stream/tests/test_resumable_redis_unit.py	410	async def test_redis_adapter_uses_registered_finalize_script() -> None:	CODE
LOW	python/assistant-stream/tests/test_interop_fixture.py	8	async def test_encoder_matches_committed_fixture():	CODE
LOW	python/assistant-stream/tests/test_tool_args_settle.py	30	def test_tool_call_args_settler_tracks_begin_append_and_finish() -> None:	CODE
LOW	python/assistant-stream/tests/test_tool_args_settle.py	43	def test_tool_call_args_settler_configures_empty_args_completion() -> None:	CODE
LOW	python/assistant-stream/tests/test_tool_args_settle.py	58	def test_tool_call_args_settler_drops_settled_ids_and_warns_once() -> None:	CODE
LOW	python/assistant-stream/tests/test_tool_args_settle.py	72	def test_tool_call_args_settler_flushes_open_calls() -> None:	CODE
LOW	python/assistant-stream/tests/test_with_parent_id.py	9	async def test_with_parent_id_shares_everything_but_the_parent_id():	CODE
LOW	python/assistant-stream/tests/test_with_parent_id.py	47	async def test_with_parent_id_sets_every_field_init_sets():	CODE
LOW	python/assistant-stream/tests/test_with_parent_id.py	60	async def test_with_parent_id_works_outside_a_running_loop():	CODE
LOW⚡	python/assistant-stream/tests/test_resumable_context.py	127	async def test_resume_returns_none_for_missing() -> None:	CODE
LOW⚡	python/assistant-stream/tests/test_resumable_context.py	135	async def test_require_resume_raises_missing() -> None:	CODE
LOW⚡	python/assistant-stream/tests/test_resumable_context.py	145	async def test_require_resume_returns_replay_when_exists() -> None:	CODE
LOW	python/assistant-stream/tests/test_resumable_context.py	76	async def test_producer_receives_full_byte_stream() -> None:	CODE
LOW	python/assistant-stream/tests/test_resumable_context.py	85	async def test_second_caller_is_consumer_with_identical_bytes() -> None:	CODE
LOW	python/assistant-stream/tests/test_resumable_context.py	112	async def test_late_consumer_after_done_replays_via_resume() -> None:	CODE
LOW	python/assistant-stream/tests/test_resumable_context.py	157	async def test_status_tracks_lifecycle() -> None:	CODE
LOW	python/assistant-stream/tests/test_resumable_context.py	168	async def test_delete_removes_stream_state() -> None:	CODE
LOW	python/assistant-stream/tests/test_resumable_context.py	180	async def test_producer_keeps_writing_after_consumer_closes_early() -> None:	CODE
LOW	python/assistant-stream/tests/test_resumable_context.py	209	async def test_runs_a_producer_through_acquire_when_acquire_lease_is_absent() -> None:	CODE
LOW	python/assistant-stream/tests/test_resumable_context.py	225	async def _run_fenced_stale_producer(	CODE
LOW	python/assistant-stream/tests/test_resumable_context.py	284	async def test_stale_chunk_reports_store_supersession_without_finalizing() -> None:	CODE
LOW	python/assistant-stream/tests/test_resumable_context.py	295	async def test_stale_completion_reports_lost_ownership_without_finalizing() -> None:	CODE
LOW	python/assistant-stream/tests/test_resumable_context.py	306	async def test_stale_error_does_not_finalize_reacquired_stream() -> None:	CODE
LOW	python/assistant-stream/tests/test_resumable_context.py	316	async def test_propagates_producer_errors_to_consumers() -> None:	CODE
LOW	python/assistant-stream/tests/test_resumable_context.py	332	async def test_wait_until_receives_the_task() -> None:	CODE
LOW	python/assistant-stream/tests/test_resumable_context.py	345	async def test_on_acquire_fires_for_producer_and_consumer() -> None:	CODE
LOW	python/assistant-stream/tests/test_resumable_context.py	361	async def test_on_append_fires_per_chunk_with_byte_length() -> None:	CODE
LOW	python/assistant-stream/tests/test_resumable_context.py	376	async def test_on_finalize_fires_on_success() -> None:	CODE
LOW	python/assistant-stream/tests/test_resumable_context.py	390	async def test_on_finalize_and_on_error_fire_on_failure() -> None:	CODE
LOW	python/assistant-stream/tests/test_resumable_context.py	415	async def test_raising_on_acquire_does_not_break_producer_pipeline() -> None:	CODE
LOW	python/assistant-stream/tests/test_resumable_context.py	429	async def test_raising_on_error_still_finalizes_error_status() -> None:	CODE
LOW	…n/assistant-stream/tests/test_response_cancellation.py	31	async def test_closing_response_body_cancels_and_awaits_run(response_type, heartbeat):	CODE
LOW	…n/assistant-stream/tests/test_response_cancellation.py	59	async def test_disconnect_during_send_cancels_and_awaits_run(	CODE
575 more matches not shown…

Cross-Language Confusion (JS/TS)23 hits · 145 pts

Severity	File	Line	Snippet	Context
HIGH⚡	packages/cli/src/lib/cloud-auth.ts	204	print(`Confirm code ${authorization.userCode} at ${approvalUrl}`);	CODE
HIGH⚡	packages/cli/src/lib/cloud-auth.ts	212	print("Signed in locally. The setup connection could not be updated.");	CODE
HIGH⚡	packages/cli/src/lib/cloud-auth.ts	214	print(`Signed in as ${credentials.user.email \|\| credentials.user.id}.`);	CODE
HIGH⚡	packages/cli/src/lib/cloud-auth.ts	219	print(	CODE
HIGH	packages/react-streamdown/src/__tests__/remend.test.ts	28	print(f"total: $\{cost}")	CODE
HIGH	…amdown/src/__tests__/code-adapter.integration.test.tsx	84	print("hi")	CODE
HIGH	…amdown/src/__tests__/code-adapter.integration.test.tsx	494	print("hi")	CODE
HIGH	packages/setup-agent/src/cli.ts	406	print(pending);	CODE
HIGH	packages/setup-agent/src/cli.ts	875	print(summary(requireState(client)));	CODE
HIGH	packages/setup-agent/src/cli.ts	879	print(summary(requireState(client)));	CODE
HIGH	packages/setup-agent/src/cli.ts	898	print({ ok: true, stepId, status });	CODE
HIGH	packages/setup-agent/src/cli.ts	911	print({ ok: true, ...result });	CODE
HIGH	packages/setup-agent/src/cli.ts	924	print({ ok: true, revision });	CODE
HIGH	packages/setup-agent/src/cli.ts	928	print(decided(plan, requireState(client)));	CODE
HIGH⚡	packages/setup-agent/src/cli.ts	959	print({ ok: true, inputId });	CODE
HIGH⚡	packages/setup-agent/src/cli.ts	962	print(await waitForInput(client, inputId).then(answered));	CODE
HIGH⚡	packages/setup-agent/src/cli.ts	971	print({	CODE
HIGH⚡	packages/setup-agent/src/cli.ts	979	print(	CODE
HIGH	packages/setup-agent/src/cli.ts	990	print(await waitForInput(client, target).then(answered));	CODE
HIGH⚡	packages/setup-agent/src/cli.ts	1052	print({ ok: true, envKey, file });	CODE
HIGH⚡	packages/setup-agent/src/cli.ts	1058	print({ ok: true });	CODE
HIGH⚡	packages/setup-agent/src/cli.ts	1064	print({ ok: true });	CODE
HIGH⚡	packages/setup-agent/src/cli.ts	1074	print({	CODE

Modern AI Meta-Vocabulary50 hits · 134 pts

Severity	File	Line	Snippet	Context
MEDIUM	scripts/sync-templates.sh	33	# Base UI (base-nova) scaffold, so its copies mirror the base install shape:	COMMENT
MEDIUM	scripts/sync-templates.sh	37	# `ui/base` stand-ins. Base sources already use the scaffold import shape.	COMMENT
MEDIUM	scripts/sync-templates.sh	386	# diverges by definition) or as a scaffold copy the checks above keep in sync.	COMMENT
MEDIUM	scripts/sync-templates.sh	569	annotate "templates/cloud-harness/${pair#*:}" "out of sync with its canonical scaffold source; run 'pnpm sync-te	CODE
MEDIUM	packages/react-native/CHANGELOG.md	7	- [#10137](https://github.com/assistant-ui/assistant-ui/pull/10137) [`aa59585`](https://github.com/assistant-ui/assistan	CODE
MEDIUM	packages/react-native/CHANGELOG.md	21	- [#9866](https://github.com/assistant-ui/assistant-ui/pull/9866) [`736c07f`](https://github.com/assistant-ui/assistant-	CODE
MEDIUM	packages/react-native/CHANGELOG.md	467	- [#4514](https://github.com/assistant-ui/assistant-ui/pull/4514) [`19c0b86`](https://github.com/assistant-ui/assistant-	CODE
MEDIUM	packages/vue/CHANGELOG.md	7	- [#10137](https://github.com/assistant-ui/assistant-ui/pull/10137) [`aa59585`](https://github.com/assistant-ui/assistan	CODE
MEDIUM	packages/cli/CHANGELOG.md	101	- [#7492](https://github.com/assistant-ui/assistant-ui/pull/7492) [`de54fb0`](https://github.com/assistant-ui/assistant-	CODE
MEDIUM	packages/cli/CHANGELOG.md	101	- [#7492](https://github.com/assistant-ui/assistant-ui/pull/7492) [`de54fb0`](https://github.com/assistant-ui/assistant-	CODE
MEDIUM	packages/cli/CHANGELOG.md	141	- [#7348](https://github.com/assistant-ui/assistant-ui/pull/7348) [`1a1865c`](https://github.com/assistant-ui/assistant-	CODE
MEDIUM	packages/cli/CHANGELOG.md	141	- [#7348](https://github.com/assistant-ui/assistant-ui/pull/7348) [`1a1865c`](https://github.com/assistant-ui/assistant-	CODE
MEDIUM	packages/cli/CHANGELOG.md	171	- [#6802](https://github.com/assistant-ui/assistant-ui/pull/6802) [`0a2a599`](https://github.com/assistant-ui/assistant-	CODE
MEDIUM	packages/cli/CHANGELOG.md	171	- [#6802](https://github.com/assistant-ui/assistant-ui/pull/6802) [`0a2a599`](https://github.com/assistant-ui/assistant-	CODE
MEDIUM⚡	packages/cli/CHANGELOG.md	259	- [#5021](https://github.com/assistant-ui/assistant-ui/pull/5021) [`00fea57`](https://github.com/assistant-ui/assistant-	CODE
MEDIUM⚡	packages/cli/CHANGELOG.md	261	- [#5013](https://github.com/assistant-ui/assistant-ui/pull/5013) [`fec32b1`](https://github.com/assistant-ui/assistant-	CODE
MEDIUM⚡	packages/cli/CHANGELOG.md	261	- [#5013](https://github.com/assistant-ui/assistant-ui/pull/5013) [`fec32b1`](https://github.com/assistant-ui/assistant-	CODE
MEDIUM	packages/cli/CHANGELOG.md	292	- [#4979](https://github.com/assistant-ui/assistant-ui/pull/4979) [`4c6fc26`](https://github.com/assistant-ui/assistant-	CODE
MEDIUM	packages/cli/CHANGELOG.md	292	- [#4979](https://github.com/assistant-ui/assistant-ui/pull/4979) [`4c6fc26`](https://github.com/assistant-ui/assistant-	CODE
MEDIUM	packages/cli/CHANGELOG.md	405	- [#4115](https://github.com/assistant-ui/assistant-ui/pull/4115) [`107d6bd`](https://github.com/assistant-ui/assistant-	CODE
MEDIUM	packages/cli/CHANGELOG.md	420	- [#4044](https://github.com/assistant-ui/assistant-ui/pull/4044) [`b8fa682`](https://github.com/assistant-ui/assistant-	CODE
MEDIUM	packages/cli/CHANGELOG.md	420	- [#4044](https://github.com/assistant-ui/assistant-ui/pull/4044) [`b8fa682`](https://github.com/assistant-ui/assistant-	CODE
MEDIUM⚡	packages/cli/README.md	23	# scaffold a new Next.js project	COMMENT
MEDIUM⚡	packages/cli/README.md	26	# scaffold a minimal project	COMMENT
MEDIUM⚡	packages/cli/README.md	29	# scaffold from a feature example	COMMENT
MEDIUM⚡	packages/cli/README.md	32	# scaffold an Expo / React Native project	COMMENT
MEDIUM⚡	packages/cli/README.md	35	# scaffold a React Ink terminal project	COMMENT
MEDIUM	packages/cli/test/lib/create-project.test.ts	519	// Paths inherited from the monorepo scaffold	COMMENT
MEDIUM	packages/cli/src/commands/create.ts	635	// 2. Resolve scaffold target	COMMENT
MEDIUM	packages/create-assistant-ui/CHANGELOG.md	108	- [#6354](https://github.com/assistant-ui/assistant-ui/pull/6354) [`8ee4660`](https://github.com/assistant-ui/assistant-	CODE
MEDIUM	packages/create-assistant-ui/CHANGELOG.md	108	- [#6354](https://github.com/assistant-ui/assistant-ui/pull/6354) [`8ee4660`](https://github.com/assistant-ui/assistant-	CODE
MEDIUM	packages/create-assistant-ui/README.md	18	This wraps the `assistant-ui create` command from the [`assistant-ui` CLI](https://www.npmjs.com/package/assistant-ui).	CODE
MEDIUM	packages/assistant-stream/CHANGELOG.md	257	- [#6414](https://github.com/assistant-ui/assistant-ui/pull/6414) [`bfc8bef`](https://github.com/assistant-ui/assistant-	CODE
MEDIUM	packages/ai-sdk/CHANGELOG.md	386	- [#5932](https://github.com/assistant-ui/assistant-ui/pull/5932) [`d68918e`](https://github.com/assistant-ui/assistant-	CODE
MEDIUM	packages/ai-sdk/src/runtime/useExternalHistory.ts	532	// Debounce: wait one macrotask so agentic step flickers are absorbed	COMMENT
MEDIUM	packages/react/CHANGELOG.md	7	- [#10137](https://github.com/assistant-ui/assistant-ui/pull/10137) [`aa59585`](https://github.com/assistant-ui/assistan	CODE
MEDIUM	apps/docs/components/shared/setup-prompt.ts	3	// to scaffold and wire up assistant-ui inside the user's project.	COMMENT
MEDIUM⚡	apps/docs/lib/agent-skills.generated.json	34	"content": "# assistant-ui Elements\n\n**Always consult [assistant-ui.com/llms.txt](https://www.assistant-ui.com/l	CODE
MEDIUM⚡	apps/docs/lib/agent-skills.generated.json	34	"content": "# assistant-ui Elements\n\n**Always consult [assistant-ui.com/llms.txt](https://www.assistant-ui.com/l	CODE
MEDIUM⚡	apps/docs/lib/agent-skills.generated.json	42	"content": "# assistant-ui Generative UI\n\n**Always consult [assistant-ui.com/llms.txt](https://www.assistant-ui.	CODE
MEDIUM⚡	apps/docs/lib/agent-skills.generated.json	50	"content": "# assistant-ui Ink\n\n**Always consult [assistant-ui.com/llms.txt](https://www.assistant-ui.com/llms.t	CODE
MEDIUM⚡	apps/docs/lib/agent-skills.generated.json	50	"content": "# assistant-ui Ink\n\n**Always consult [assistant-ui.com/llms.txt](https://www.assistant-ui.com/llms.t	CODE
MEDIUM⚡	apps/docs/lib/agent-skills.generated.json	74	"content": "# assistant-ui Primitives\n\n**Always consult [assistant-ui.com/llms.txt](https://www.assistant-ui.com	CODE
MEDIUM⚡	apps/docs/lib/agent-skills.generated.json	74	"content": "# assistant-ui Primitives\n\n**Always consult [assistant-ui.com/llms.txt](https://www.assistant-ui.com	CODE
MEDIUM⚡	apps/docs/lib/agent-skills.generated.json	74	"content": "# assistant-ui Primitives\n\n**Always consult [assistant-ui.com/llms.txt](https://www.assistant-ui.com	CODE
MEDIUM⚡	apps/docs/lib/agent-skills.generated.json	106	"content": "# assistant-ui Setup\n\n**Always consult [assistant-ui.com/llms.txt](https://www.assistant-ui.com/llms	CODE
MEDIUM⚡	apps/docs/lib/agent-skills.generated.json	106	"content": "# assistant-ui Setup\n\n**Always consult [assistant-ui.com/llms.txt](https://www.assistant-ui.com/llms	CODE
MEDIUM⚡	apps/docs/lib/agent-skills.generated.json	106	"content": "# assistant-ui Setup\n\n**Always consult [assistant-ui.com/llms.txt](https://www.assistant-ui.com/llms	CODE
MEDIUM⚡	apps/docs/lib/agent-skills.generated.json	114	"content": "# assistant-ui Streaming\n\n**Always consult [assistant-ui.com/llms.txt](https://www.assistant-ui.com/	CODE
MEDIUM	apps/docs/lib/agent-skills.generated.json	130	"content": "# assistant-ui Tools\n\n**Always consult [assistant-ui.com/llms.txt](https://www.assistant-ui.com/llms	CODE

Decorative Section Separators26 hits · 78 pts

Severity	File	Line	Snippet	Context
MEDIUM	examples/with-mcp/server/server.ts	31	// ───────────────────────────────────────────────────────────────────────────	COMMENT
MEDIUM	examples/with-mcp/server/server.ts	33	// ───────────────────────────────────────────────────────────────────────────	COMMENT
MEDIUM	examples/with-mcp/server/server.ts	164	// ───────────────────────────────────────────────────────────────────────────	COMMENT
MEDIUM	examples/with-mcp/server/server.ts	166	// ───────────────────────────────────────────────────────────────────────────	COMMENT
MEDIUM	examples/with-mcp/server/server.ts	203	// ───────────────────────────────────────────────────────────────────────────	COMMENT
MEDIUM	examples/with-mcp/server/server.ts	205	// ───────────────────────────────────────────────────────────────────────────	COMMENT
MEDIUM	…with-opencode/components/tools/tool-ui-apply-patch.tsx	21	// ── Patch format conversion ──────────────────────────────────────────────	COMMENT
MEDIUM	…with-opencode/components/tools/tool-ui-apply-patch.tsx	142	// ── Component ────────────────────────────────────────────────────────────	COMMENT
MEDIUM	…ples/with-opencode/components/tools/tool-ui-inline.tsx	17	// ── Helpers ────────────────────────────────────────────────────────────	COMMENT
MEDIUM	…ples/with-opencode/components/tools/tool-ui-inline.tsx	25	// ── ToolCallShell ──────────────────────────────────────────────────────	COMMENT
MEDIUM	…ples/with-opencode/components/tools/tool-ui-inline.tsx	54	// ── Factory for simple inline tools ────────────────────────────────────	COMMENT
MEDIUM	…ples/with-opencode/components/tools/tool-ui-inline.tsx	77	// ── Per-tool inline components ─────────────────────────────────────────	COMMENT
MEDIUM	…ples/with-opencode/components/tools/tool-ui-inline.tsx	134	// ── Fallback — generic, for unknown/MCP tools ─────────────────────────	COMMENT
MEDIUM	…src/runtimes/tool-invocations/ToolInvocationTracker.ts	245	// ───────────────────────── public API ─────────────────────────	COMMENT
MEDIUM	…src/runtimes/tool-invocations/ToolInvocationTracker.ts	458	// ───────────────────── internal: tool wrapping ─────────────────────	COMMENT
MEDIUM	…src/runtimes/tool-invocations/ToolInvocationTracker.ts	517	// ──────────────── internal: execution lifecycle callbacks ────────────────	COMMENT
MEDIUM	…src/runtimes/tool-invocations/ToolInvocationTracker.ts	626	// ──────────────── internal: callback invocation (AF1/AF2) ────────────────	COMMENT
MEDIUM	…src/runtimes/tool-invocations/ToolInvocationTracker.ts	650	// ──────────────── internal: status map mutations ────────────────	COMMENT
MEDIUM	…src/runtimes/tool-invocations/ToolInvocationTracker.ts	678	// ──────────────── internal: snapshot processing ────────────────	COMMENT
MEDIUM	…odemods/v0-12/__tests__/primitive-if-to-aui-if.test.ts	24	// ── ThreadPrimitive.If ─────────────────────────────────────────────	COMMENT
MEDIUM	…odemods/v0-12/__tests__/primitive-if-to-aui-if.test.ts	188	// ── MessagePrimitive.If ────────────────────────────────────────────	COMMENT
MEDIUM	…odemods/v0-12/__tests__/primitive-if-to-aui-if.test.ts	531	// ── ComposerPrimitive.If ──────────────────────────────────────────	COMMENT
MEDIUM	…odemods/v0-12/__tests__/primitive-if-to-aui-if.test.ts	619	// ── ThreadPrimitive.Empty ───────────────────────────────────────────	COMMENT
MEDIUM	…odemods/v0-12/__tests__/primitive-if-to-aui-if.test.ts	709	// ── Edge cases ─────────────────────────────────────────────────────	COMMENT
MEDIUM⚡	apps/docs/lib/agent-skills.generated.json	10	"content": "# assistant-ui\n\n**Always consult [assistant-ui.com/llms.txt](https://www.assistant-ui.com/llms.txt)	CODE
MEDIUM⚡	apps/docs/lib/agent-skills.generated.json	10	"content": "# assistant-ui\n\n**Always consult [assistant-ui.com/llms.txt](https://www.assistant-ui.com/llms.txt)	CODE

Unused Imports76 hits · 70 pts

Severity	File	Line	Context
LOW	python/assistant-stream/tests/test_reasoning.py	1	CODE
LOW	…on/assistant-stream/tests/test_resumable_redis_unit.py	1	CODE
LOW	python/assistant-stream/tests/test_resumable_context.py	1	CODE
LOW	python/assistant-stream/tests/test_resumable_redis.py	1	CODE
LOW	…hon/assistant-stream/tests/test_resumable_in_memory.py	1	CODE
LOW	…thon/assistant-stream/tests/test_resumable_response.py	1	CODE
LOW	…thon/assistant-stream/src/assistant_stream/__init__.py	1	CODE
LOW	…thon/assistant-stream/src/assistant_stream/__init__.py	4	CODE
LOW	…thon/assistant-stream/src/assistant_stream/__init__.py	4	CODE
LOW	…thon/assistant-stream/src/assistant_stream/__init__.py	10	CODE
LOW	…thon/assistant-stream/src/assistant_stream/__init__.py	10	CODE
LOW	…-stream/src/assistant_stream/assistant_stream_chunk.py	2	CODE
LOW	…on/assistant-stream/src/assistant_stream/create_run.py	5	CODE
LOW	…-stream/src/assistant_stream/serialization/__init__.py	1	CODE
LOW	…-stream/src/assistant_stream/serialization/__init__.py	1	CODE
LOW	…-stream/src/assistant_stream/serialization/__init__.py	5	CODE
LOW	…-stream/src/assistant_stream/serialization/__init__.py	5	CODE
LOW	…-stream/src/assistant_stream/serialization/__init__.py	9	CODE
LOW	…-stream/src/assistant_stream/serialization/__init__.py	9	CODE
LOW	…ream/src/assistant_stream/serialization/data_stream.py	1	CODE
LOW	…/assistant_stream/serialization/assistant_transport.py	1	CODE
LOW	…/assistant_stream/serialization/assistant_transport.py	1	CODE
LOW	…/assistant_stream/serialization/assistant_transport.py	1	CODE
LOW	…tant-stream/src/assistant_stream/resumable/__init__.py	3	CODE
LOW	…tant-stream/src/assistant_stream/resumable/__init__.py	3	CODE
LOW	…tant-stream/src/assistant_stream/resumable/__init__.py	7	CODE
LOW	…tant-stream/src/assistant_stream/resumable/__init__.py	7	CODE
LOW	…tant-stream/src/assistant_stream/resumable/__init__.py	7	CODE
LOW	…tant-stream/src/assistant_stream/resumable/__init__.py	7	CODE
LOW	…tant-stream/src/assistant_stream/resumable/__init__.py	13	CODE
LOW	…tant-stream/src/assistant_stream/resumable/__init__.py	13	CODE
LOW	…tant-stream/src/assistant_stream/resumable/__init__.py	13	CODE
LOW	…tant-stream/src/assistant_stream/resumable/__init__.py	18	CODE
LOW	…tant-stream/src/assistant_stream/resumable/__init__.py	21	CODE
LOW	…tant-stream/src/assistant_stream/resumable/__init__.py	21	CODE
LOW	…tant-stream/src/assistant_stream/resumable/__init__.py	21	CODE
LOW	…tant-stream/src/assistant_stream/resumable/__init__.py	21	CODE
LOW	…tant-stream/src/assistant_stream/resumable/__init__.py	21	CODE
LOW	…tant-stream/src/assistant_stream/resumable/__init__.py	21	CODE
LOW	…tant-stream/src/assistant_stream/resumable/__init__.py	21	CODE
LOW	…tant-stream/src/assistant_stream/resumable/__init__.py	52	CODE
LOW	…tant-stream/src/assistant_stream/resumable/__init__.py	52	CODE
LOW	…tant-stream/src/assistant_stream/resumable/__init__.py	52	CODE
LOW	…tant-stream/src/assistant_stream/resumable/response.py	1	CODE
LOW	…sistant-stream/src/assistant_stream/resumable/types.py	1	CODE
LOW	…stant-stream/src/assistant_stream/resumable/context.py	1	CODE
LOW	…istant-stream/src/assistant_stream/resumable/errors.py	1	CODE
LOW	…ream/src/assistant_stream/resumable/stores/__init__.py	3	CODE
LOW	…ream/src/assistant_stream/resumable/stores/__init__.py	12	CODE
LOW	…-stream/src/assistant_stream/resumable/stores/redis.py	1	CODE
LOW	…-stream/src/assistant_stream/resumable/stores/redis.py	587	CODE
LOW	…eam/src/assistant_stream/resumable/stores/in_memory.py	1	CODE
LOW	…/src/assistant_stream/modules/langgraph_chunk_merge.py	1	CODE
LOW	…/src/assistant_stream/modules/langgraph_chunk_merge.py	1	CODE
LOW	…/src/assistant_stream/modules/langgraph_chunk_merge.py	1	CODE
LOW	…/src/assistant_stream/modules/langgraph_chunk_merge.py	1	CODE
LOW	…/src/assistant_stream/modules/langgraph_chunk_merge.py	1	CODE
LOW	…/src/assistant_stream/modules/langgraph_chunk_merge.py	3	CODE
LOW	…/src/assistant_stream/modules/langgraph_chunk_merge.py	4	CODE
LOW	…/src/assistant_stream/modules/langgraph_chunk_merge.py	4	CODE
16 more matches not shown…

Fake / Example Data54 hits · 58 pts

Severity	File	Line	Snippet	Context
LOW	examples/with-resumable-stream/app/api/chat/route.ts	120	`lorem ipsum dolor sit amet, consectetur adipiscing elit, sed do eiusmod ` +	CODE
LOW	examples/with-resumable-stream/app/api/chat/route.ts	120	`lorem ipsum dolor sit amet, consectetur adipiscing elit, sed do eiusmod ` +	CODE
LOW	…components/react/assistant-ui/elements/empty-state.tsx	77	}: Omit<ComponentProps<"div">, "children" \| "placeholder"> & {	CODE
LOW	…/components/react/assistant-ui/elements/chat-panel.tsx	101	}: Omit<ComponentProps<"div">, "children" \| "placeholder"> & {	CODE
LOW	…ages/core/src/runtime/utils/message-repository.test.ts	354	...assistantMessage("placeholder", true),	CODE
LOW	…ages/core/src/runtime/utils/message-repository.test.ts	358	expect(repository.headId).toBe("placeholder");	CODE
LOW⚡	…ages/core/src/runtime/utils/message-repository.test.ts	371	...assistantMessage("placeholder", true),	CODE
LOW⚡	…ages/core/src/runtime/utils/message-repository.test.ts	374	repository.switchToBranch("placeholder");	CODE
LOW⚡	…ages/core/src/runtime/utils/message-repository.test.ts	376	expect(repository.headId).toBe("placeholder");	CODE
LOW⚡	…ages/core/src/runtime/utils/message-repository.test.ts	386	repository.addOrUpdateMessage("u", assistantMessage("placeholder", true));	CODE
LOW⚡	…ages/core/src/runtime/utils/message-repository.test.ts	388	expect(repository.headId).toBe("placeholder");	CODE
LOW	…ages/core/src/runtime/utils/message-repository.test.ts	400	repository.addOrUpdateMessage(null, assistantMessage("placeholder", true));	CODE
LOW	…ages/core/src/runtime/utils/message-repository.test.ts	401	repository.switchToBranch("placeholder");	CODE
LOW	…ages/core/src/runtime/utils/message-repository.test.ts	416	repository.addOrUpdateMessage("u", assistantMessage("placeholder", true));	CODE
LOW	…ages/core/src/runtime/utils/message-repository.test.ts	417	repository.switchToBranch("placeholder");	CODE
LOW	…ages/core/src/runtime/utils/message-repository.test.ts	434	repository.addOrUpdateMessage("u", assistantMessage("placeholder", true));	CODE
LOW	…ages/core/src/runtime/utils/message-repository.test.ts	435	repository.switchToBranch("placeholder");	CODE
LOW	…ages/core/src/runtime/utils/message-repository.test.ts	478	repository.addOrUpdateMessage("u", assistantMessage("placeholder", true));	CODE
LOW	…ages/core/src/runtime/utils/message-repository.test.ts	479	expect(repository.headId).toBe("placeholder");	CODE
LOW⚡	packages/core/src/tests/MessageRepository.test.ts	429	repository.addOrUpdateMessage("u", optimistic({ id: "placeholder" }));	CODE
LOW⚡	packages/core/src/tests/MessageRepository.test.ts	430	repository.resetHead("placeholder");	CODE
LOW⚡	packages/core/src/tests/MessageRepository.test.ts	435	expect(repository.headId).toBe("placeholder");	CODE
LOW	packages/markdown/src/tokenizer/markdown-it.test.ts	314	url: "mailto:me@example.org",	CODE
LOW	packages/markdown/src/tokenizer/markdown-it.test.ts	315	children: [{ type: "text", value: "me@example.org" }],	CODE
LOW	packages/cli/src/lib/cloud-auth.test.ts	83	user: { id: "user-1", email: "user@example.com", name: "User", image: null },	CODE
LOW	packages/react-pi/src/node/extensionUi.test.ts	75	const typed = bridge.ui.input("Name?", "placeholder");	CODE
LOW	packages/react-pi/src/node/extensionUi.test.ts	78	placeholder: "placeholder",	CODE
LOW	packages/setup-agent/src/cli.ts	533	"placeholder",	CODE
LOW	packages/setup-agent/src/cli.ts	639	const placeholder = flagText(flags, "placeholder");	CODE
LOW	…ages/assistant-stream/src/core/gorp/GorpStream.test.ts	374	{ type: "set", path: ["user", "email"], value: "user@example.com" },	CODE
LOW	…ages/assistant-stream/src/core/gorp/GorpStream.test.ts	391	email: "user@example.com",	CODE
LOW	…ages/assistant-stream/src/core/gorp/GorpStream.test.ts	407	email: "user@example.com",	CODE
LOW	…nt-stream/src/core/gorp/GorpStreamDeltaTracker.test.ts	190	{ type: "set", path: ["user", "email"], value: "user@example.com" },	CODE
LOW	…nt-stream/src/core/gorp/GorpStreamDeltaTracker.test.ts	208	user: { name: "Updated", email: "user@example.com" },	CODE
LOW	…es/react-langchain/src/useSubagentTranscripts.test.tsx	345	message("placeholder-ai", "ai", "placeholder"),	CODE
LOW	…es/react-langchain/src/useSubagentTranscripts.test.tsx	364	).toMatchObject([{ type: "text", text: "placeholder" }]),	CODE
LOW	…kages/generative-ui/src/buildPresentParameters.test.ts	47	"placeholder",	CODE
LOW	…ckages/generative-ui/src/vue/vocabulary/interactive.ts	153	"placeholder",	CODE
LOW	…ckages/generative-ui/src/vue/vocabulary/interactive.ts	266	"placeholder",	CODE
LOW	…s/generative-ui/src/vue/vocabulary/interactive.test.ts	1230	"placeholder",	CODE
LOW	…s/generative-ui/src/vue/vocabulary/interactive.test.ts	1238	"placeholder",	CODE
LOW	packages/generative-ui/src/a2ui/convert.ts	784	const placeholder = stringProp(props, ["placeholder"]);	CODE
LOW	packages/generative-ui/src/teams/toAdaptiveCard.ts	565	const placeholder = asTextValue(props["placeholder"]);	CODE
LOW	packages/generative-ui/src/teams/toAdaptiveCard.ts	649	const placeholder = asString(props["placeholder"]);	CODE
LOW	packages/generative-ui/src/slack/toSlackBlocks.ts	578	asTextValue(props["placeholder"]),	CODE
LOW	packages/generative-ui/src/slack/toSlackBlocks.ts	581	"placeholder",	CODE
LOW	packages/generative-ui/src/slack/toSlackBlocks.ts	1784	asString(props["placeholder"]),	CODE
LOW	packages/generative-ui/src/slack/toSlackBlocks.ts	1787	"placeholder",	CODE
LOW	packages/generative-ui/src/slack/fromSlackBlocks.ts	232	const placeholder = element["placeholder"];	CODE
LOW	packages/generative-ui/src/slack/fromSlackBlocks.ts	422	const placeholder = element["placeholder"];	CODE
LOW	…s/docs/components/pages/shop/model-input-card.test.tsx	130	"placeholder",	CODE
LOW	…docs/components/pages/shop/component-viewer-entries.ts	780	{ kind: "text", key: "placeholder", label: "Placeholder" },	CODE
LOW	…docs/components/pages/shop/component-viewer-entries.ts	795	...(str(values, "placeholder") && {	CODE
LOW	…docs/components/pages/shop/component-viewer-entries.ts	796	placeholder: str(values, "placeholder"),	CODE

Magic Placeholder Names8 hits · 42 pts

Severity	File	Line	Snippet	Context
HIGH	…assistant-ui-sync-server-api/examples/basic_example.py	18	headers={"Authorization": "Bearer your-api-key"}	CODE
HIGH	…assistant-ui-sync-server-api/examples/basic_example.py	50	headers={"Authorization": "Bearer your-api-key"}	CODE
HIGH	examples/with-resumable-stream/README.md	52	OPENAI_API_KEY=your-api-key-here	CODE
HIGH	examples/with-webmcp/README.md	18	OPENAI_API_KEY=your-api-key-here	CODE
HIGH	examples/with-ai-sdk-v7/README.md	19	OPENAI_API_KEY=your-api-key-here	CODE
HIGH	examples/with-openui/README.md	21	OPENAI_API_KEY=your-api-key-here	CODE
HIGH	templates/eve/README.md	10	AI_GATEWAY_API_KEY=your-api-key	CODE
HIGH⚡	apps/docs/lib/agent-skills.generated.json	18	"content": "# assistant-ui Cloud\n\n**Always consult [assistant-ui.com/llms.txt](https://www.assistant-ui.com/llms	CODE

Self-Referential Comments13 hits · 39 pts

Severity	File	Line	Snippet	Context
MEDIUM	python/assistant-transport-backend-langgraph/main.py	173	# Create the Task tool	COMMENT
MEDIUM	python/assistant-transport-backend-langgraph/main.py	232	# Create a prompt for the subagent	COMMENT
MEDIUM	python/assistant-transport-backend-langgraph/main.py	440	# Create the main workflow	COMMENT
MEDIUM	python/assistant-stream/tests/test_reasoning.py	20	# Create the run and collect chunks	COMMENT
MEDIUM	python/assistant-stream/tests/test_reasoning.py	46	# Create the run and collect chunks	COMMENT
MEDIUM	…hon/assistant-stream/tests/test_assistant_transport.py	75	# Create the run and encode it	COMMENT
MEDIUM	…hon/assistant-stream/tests/test_assistant_transport.py	108	# Create the run and encode it	COMMENT
MEDIUM	…hon/assistant-stream/tests/test_assistant_transport.py	135	# Create the run and encode it	COMMENT
MEDIUM	…hon/assistant-stream/tests/test_assistant_transport.py	170	# Create the run and encode it	COMMENT
MEDIUM	…-stream/src/assistant_stream/assistant_stream_chunk.py	5	# Define the data classes for different chunk types	COMMENT
MEDIUM	…-stream/src/assistant_stream/assistant_stream_chunk.py	135	# Define the union type for AssistantStreamChunk	COMMENT
MEDIUM	…/src/assistant_stream/modules/langgraph_chunk_merge.py	13	# This function is designed to work with proxy objects that send updates	COMMENT
MEDIUM	…stant-stream/src/assistant_stream/modules/langgraph.py	248	# Create a new tool message for this tool call	COMMENT

Over-Commented Block33 hits · 32 pts

Severity	File	Line	Snippet	Context
LOW	…/src/assistant_stream/modules/langgraph_chunk_merge.py	1	from typing import Any, Dict, List, Optional, Union	COMMENT
LOW	…/src/assistant_stream/modules/langgraph_chunk_merge.py	21	# None (modifies chunk1_dict in-place)	COMMENT
LOW	…/src/assistant_stream/modules/langgraph_chunk_merge.py	41	# # Ensure type is set	COMMENT
LOW	…/src/assistant_stream/modules/langgraph_chunk_merge.py	61	# # First is string, second is list - prepend string to list	COMMENT
LOW	…/src/assistant_stream/modules/langgraph_chunk_merge.py	81	# def _merge_dict_field_inplace(	COMMENT
LOW	…/src/assistant_stream/modules/langgraph_chunk_merge.py	101	# elif type(dict1[key]) is not type(value):	COMMENT
LOW	…/src/assistant_stream/modules/langgraph_chunk_merge.py	121		COMMENT
LOW	…/src/assistant_stream/modules/langgraph_chunk_merge.py	141	# usage2 = chunk2_dict.get("usage_metadata")	COMMENT
LOW	…/src/assistant_stream/modules/langgraph_chunk_merge.py	161	# # For numeric values, add them	COMMENT
LOW	…/src/assistant_stream/modules/langgraph_chunk_merge.py	181	# merged_usage[key] = value	COMMENT
LOW	…/src/assistant_stream/modules/langgraph_chunk_merge.py	201	# # No ID in chunk1, use chunk2's ID	COMMENT
LOW	…/src/assistant_stream/modules/langgraph_chunk_merge.py	221	# def _merge_dicts_inplace(dict1: Dict[str, Any], dict2: Dict[str, Any]) -> None:	COMMENT
LOW	…/src/assistant_stream/modules/langgraph_chunk_merge.py	241	# elif isinstance(dict1[key], dict):	COMMENT
LOW	…/src/assistant_stream/modules/langgraph_chunk_merge.py	261		COMMENT
LOW	…/src/assistant_stream/modules/langgraph_chunk_merge.py	281	# for i, e_left in enumerate(merged)	COMMENT
LOW	…/src/assistant_stream/modules/langgraph_chunk_merge.py	301	# merged.append(e)	COMMENT
LOW	python/assistant-ui-sync-server-api/tests/__init__.py	1	# Tests for assistant-ui package	COMMENT
LOW	examples/with-expo/tsconfig.typecheck.json	1	{	COMMENT
LOW	…with-opencode/components/tools/tool-ui-apply-patch.tsx	21	// ── Patch format conversion ──────────────────────────────────────────────	COMMENT
LOW	scripts/update-deps.sh	41	' examples/with-expo "$expo_matrix_backup"	COMMENT
LOW	…s/external-store/external-store-thread-runtime-core.ts	241	// repository once the host's array no longer carries them; an id the host	COMMENT
LOW	…s/external-store/external-store-thread-runtime-core.ts	1201	// Buffering does not start a run, so the tool-abort below must wait	COMMENT
LOW	…src/runtimes/remote-thread-list/remote-thread-state.ts	221	// initialized while the request was running) omits that thread, and the	COMMENT
LOW	…untimes/tool-invocations/ToolInvocationTracker.test.ts	2501	);	COMMENT
LOW	packages/react-pi/src/types.ts	461	};	COMMENT
LOW	…ckages/assistant-stream/src/core/utils/stream/merge.ts	361		COMMENT
LOW	…ckages/assistant-stream/src/core/utils/stream/merge.ts	381	// this.mergeStream.addStream(	COMMENT
LOW	…ckages/assistant-stream/src/core/utils/stream/merge.ts	401	// number,	COMMENT
LOW	…ckages/assistant-stream/src/core/utils/stream/merge.ts	421	// writer.write(chunk);	COMMENT
LOW	…ckages/assistant-stream/src/core/utils/stream/merge.ts	441	// if (this.writers.size > 0) throw new Error("Not all writers closed");	COMMENT
LOW	…ckages/assistant-stream/src/core/utils/stream/merge.ts	461	// }	COMMENT
LOW	packages/assistant-stream/src/utils/json/fix-json.ts	1	// LICENSE for this file only	COMMENT
LOW	packages/assistant-stream/src/utils/json/fix-json.ts	41	\| "INSIDE_ARRAY_AFTER_VALUE"	COMMENT

Excessive Try-Catch Wrapping17 hits · 23 pts

Severity	File	Line	Snippet	Context
LOW	python/assistant-transport-backend/main.py	140	except Exception as e:	CODE
LOW	…on/assistant-stream/src/assistant_stream/create_run.py	37	except Exception:	CODE
LOW	…stant-stream/src/assistant_stream/resumable/context.py	33	except Exception:	CODE
LOW	…stant-stream/src/assistant_stream/resumable/context.py	150	except Exception as err:	CODE
LOW	…stant-stream/src/assistant_stream/resumable/context.py	160	except Exception as finalize_err:	CODE
MEDIUM	…stant-stream/src/assistant_stream/resumable/context.py	133	def _pump() -> None:	CODE
LOW	…assistant-ui-sync-server-api/examples/basic_example.py	37	except Exception as e:	CODE
MEDIUM	…assistant-ui-sync-server-api/examples/basic_example.py	38	print(f"Error: {e}")	CODE
LOW	…assistant-ui-sync-server-api/examples/basic_example.py	68	except Exception as e:	CODE
MEDIUM	…assistant-ui-sync-server-api/examples/basic_example.py	69	print(f"Error: {e}")	CODE
LOW	…assistant-ui-sync-server-api/examples/basic_example.py	128	except Exception as e:	CODE
MEDIUM	…assistant-ui-sync-server-api/examples/basic_example.py	129	print(f"Error: {e}")	CODE
LOW	…assistant-ui-sync-server-api/examples/basic_example.py	162	except Exception as e:	CODE
MEDIUM	…assistant-ui-sync-server-api/examples/basic_example.py	163	print(f"Error: {e}")	CODE
LOW	…assistant-ui-sync-server-api/examples/basic_example.py	199	except Exception as e:	CODE
MEDIUM	…assistant-ui-sync-server-api/examples/basic_example.py	200	print(f"Error: {e}")	CODE
LOW	examples/with-ag-ui/server/agent.py	119	except Exception as e:	CODE

Deep Nesting12 hits · 12 pts

Severity	File	Line	Context
LOW	…assistant-transport-backend-langgraph/subgraph_demo.py	10	CODE
LOW	…n/assistant-transport-backend-langgraph/client_demo.py	10	CODE
LOW	python/assistant-transport-backend-langgraph/main.py	270	CODE
LOW	…on/assistant-stream/src/assistant_stream/create_run.py	303	CODE
LOW	…on/assistant-stream/src/assistant_stream/create_run.py	311	CODE
LOW	…ream/src/assistant_stream/serialization/data_stream.py	24	CODE
LOW	…ream/src/assistant_stream/serialization/data_stream.py	116	CODE
LOW	…stream/src/assistant_stream/serialization/heartbeat.py	40	CODE
LOW	…stant-stream/src/assistant_stream/modules/langgraph.py	111	CODE
LOW	…stant-stream/src/assistant_stream/modules/langgraph.py	169	CODE
LOW	…ssistant-ui-sync-server-api/src/assistant_ui/client.py	13	CODE
LOW	examples/with-ag-ui/server/agent.py	43	CODE

Redundant / Tautological Comments8 hits · 12 pts

Severity	File	Line	Snippet	Context
LOW	python/assistant-transport-backend-langgraph/main.py	275	# Check if OpenAI API key is set	COMMENT
LOW	…on/assistant-stream/src/assistant_stream/create_run.py	251	# Add the chunk to the queue	COMMENT
LOW	…stant-stream/src/assistant_stream/modules/langgraph.py	131	# Check if this is an AIMessageChunk	COMMENT
LOW	…stant-stream/src/assistant_stream/modules/langgraph.py	221	# Check if this node is a subgraph node	COMMENT
LOW	…stant-stream/src/assistant_stream/modules/langgraph.py	234	# Check if it's an AI message	COMMENT
LOW	…stant-stream/src/assistant_stream/modules/langgraph.py	236	# Check if the AI message has tool calls	COMMENT
LOW	…stant-stream/src/assistant_stream/modules/langgraph.py	262	# Check if last message is already a ToolMessage	COMMENT
LOW	packages/react/scripts/test-integration.sh	6	# Check if required environment variables are set	COMMENT

Hallucination Indicators1 hit · 10 pts

Severity	File	Line	Snippet	Context
CRITICAL	…es/react-opencode/src/OpenCodeThreadController.test.ts	2975	client.session.messages.mock.calls.map(([request]) => request.sessionID),	CODE

Modern Structural Boilerplate9 hits · 9 pts

Severity	File	Line	Snippet	Context
LOW	…on/assistant-stream/src/assistant_stream/create_run.py	28	logger = logging.getLogger(__name__)	CODE
LOW	…-stream/src/assistant_stream/serialization/__init__.py	14	__all__ = [	CODE
LOW	…ream/src/assistant_stream/serialization/data_stream.py	20	logger = logging.getLogger(__name__)	CODE
LOW	…/assistant_stream/serialization/assistant_transport.py	29	logger = logging.getLogger(__name__)	CODE
LOW	…tant-stream/src/assistant_stream/resumable/__init__.py	31	__all__ = [	CODE
LOW	…stant-stream/src/assistant_stream/resumable/context.py	17	logger = logging.getLogger(__name__)	CODE
LOW	…ream/src/assistant_stream/resumable/stores/__init__.py	7	__all__ = [	CODE
LOW	…stant-stream/src/assistant_stream/modules/tool_call.py	41	def set_result(self, result: Any) -> None:	CODE
LOW	…istant-ui-sync-server-api/src/assistant_ui/__init__.py	17	__all__ = [	CODE

Synthetic Comment Markers1 hit · 8 pts

Severity	File	Line	Snippet	Context
HIGH	packages/diagrammatic/README.md	107	## AI-generated charts	COMMENT

AI Slop Vocabulary3 hits · 6 pts

Severity	File	Line	Snippet	Context
MEDIUM	scripts/sync-templates.sh	566	echo "✗ drift detected in ${#cloud_harness_drift[@]} cloud-harness kit file(s):"	CODE
MEDIUM	apps/docs/app/(catalog)/harness-sdk.md/route.ts	5	const markdown = `# Build a shared AI chat with harness-sdk	CODE
MEDIUM	apps/docs/app/(catalog)/install.md/route.test.ts	41	expect(markdown).toContain("## 1. harness-sdk");	CODE

Empty Error Handlers1 hit · 5 pts

Severity	File	Line	Snippet	Context
HIGH	…on/assistant-stream/src/assistant_stream/create_run.py	361	except asyncio.CancelledError:	CODE

Dead Code2 hits · 4 pts

Severity	File	Line	Snippet	Context
MEDIUM	python/assistant-stream/tests/test_resumable_context.py	403		CODE
MEDIUM	python/assistant-stream/tests/test_cancellation.py	126		CODE

Overly Generic Function Names2 hits · 2 pts

Severity	File	Line	Snippet	Context
LOW	examples/with-langgraph/app/api/[..._path]/route.ts	39	async function handleRequest(req: NextRequest, method: string) {	CODE
LOW	templates/langchain/app/api/[..._path]/route.ts	41	async function handleRequest(req: NextRequest, method: string) {	CODE

Example Usage Blocks1 hit · 2 pts

Severity	File	Line	Snippet	Context
LOW	scripts/sync-templates.sh	5	# Usage:	COMMENT

assistant-ui/assistant-ui

Open-Source Code Quality, Security and Technical Debt Review