exo-explore/exo

Pattern Findings

1041 matches across 16 categories. Click a row to expand file-level details.

Hyper-Verbose Identifiers596 hits · 619 pts

Severity	File	Line	Snippet
LOW	CONTRIBUTING.md	134	def your_api_request_to_text_generation(
LOW	CONTRIBUTING.md	151	async def collect_your_api_response(
LOW	bench/prefill_decode_bench.py	65	def _placement_node_friendly_names(
LOW	bench/prefill_decode_bench.py	195	def _pick_two_distinct_placements(
LOW	bench/eval_tool_calls.py	301	def _claude_translate_messages(messages: list[dict[str, Any]]) -> list[dict[str, Any]]:
LOW	bench/eval_tool_calls.py	502	def _responses_translate_input(messages: list[dict[str, Any]]) -> list[dict[str, Any]]:
LOW	bench/eval_tool_calls.py	569	def _responses_parse_response(data: dict[str, Any]) -> ParsedResponse:
LOW	bench/eval_tool_calls.py	614	def _responses_build_followup(
LOW	bench/exo_eval.py	448	def format_humaneval_question(doc: dict) -> tuple[str, dict]:
LOW	bench/exo_eval.py	464	def format_livecodebench_question(doc: dict) -> tuple[str, str \| None, dict]:
LOW	tools/src/exo_tools/harness.py	48	def instance_id_from_instance(instance: dict[str, Any]) -> str:
LOW	tools/src/exo_tools/harness.py	77	def get_runner_failed_message(runner: dict[str, Any]) -> str \| None:
LOW	tools/src/exo_tools/harness.py	205	def fetch_and_filter_placements(
LOW	tools/src/exo_tools/harness.py	269	def settle_and_fetch_placements(
LOW	tools/src/exo_tools/client.py	63	def post_bench_chat_completions(self, payload: dict[str, Any]) -> dict[str, Any]:
LOW	tools/src/exo_tools/client.py	66	def stream_bench_chat_completions(self, payload: dict[str, Any]) -> Iterator[str]:
LOW	rust/exo_pyo3_bindings/tests/test_python.py	15	async def test_sleep_on_multiple_items() -> None:
LOW	tests/conftest.py	169	def pytest_runtest_makereport(item, call):
LOW	tests/test_dashboard.py	41	def _mark_onboarding_complete(session) -> None:
LOW	tests/test_dashboard.py	48	def test_dashboard_chat_inference(session):
LOW	tests/test_1node.py	20	def test_place_instance_and_chat(session):
LOW	tests/test_1node.py	54	def test_download_from_scratch(session):
LOW	dashboard/src/lib/stores/app.svelte.ts	380	function transformNetworkInterface(iface: RawNetworkInterfaceInfo): {
LOW	dashboard/src/lib/utils/downloads.ts	24	export function extractModelIdFromDownload(
LOW	dashboard/src/lib/utils/downloads.ts	92	export function getNodesWithModelDownloaded(
LOW	dashboard/src/lib/components/ChatForm.svelte	73	function modelSupportsImageGeneration(modelId: string): boolean {
LOW	dashboard/src/lib/components/ChatForm.svelte	83	function modelSupportsOnlyImageEditing(modelId: string): boolean {
LOW	dashboard/src/lib/components/ChatForm.svelte	88	function modelSupportsImageEditing(modelId: string): boolean {
LOW	dashboard/src/lib/components/ModelPickerModal.svelte	164	function getGroupDownloadAvailability(
LOW	dashboard/src/lib/components/ChatMessages.svelte	53	function updateScrollButtonVisibility() {
LOW	dashboard/src/lib/components/ImageParamsPanel.svelte	49	function handleInputFidelityChange(
LOW	dashboard/src/lib/components/ImageParamsPanel.svelte	111	function handleNegativePromptChange(event: Event) {
LOW	dashboard/src/lib/components/ImageParamsPanel.svelte	133	function handlePartialImagesChange(event: Event) {
LOW	dashboard/src/routes/+page.svelte	823	function modelSupportsImageGeneration(modelId: string): boolean {
LOW	dashboard/src/routes/+page.svelte	835	function modelSupportsImageEditing(modelId: string): boolean {
LOW	dashboard/src/routes/+page.svelte	1008	function toggleInstanceDownloadDetails(nodeId: string): void {
LOW	dashboard/src/routes/+page.svelte	1497	function extractModelIdFromDownload(
LOW	dashboard/src/routes/+page.svelte	1763	function getInstanceDownloadStatus(
LOW	scripts/download_model_to_cluster.py	59	async def ensure_model_card_registered(
LOW	tmp/quantize_and_upload.py	103	def load_and_save_quantized_model(
LOW	tmp/old_tests/test_vision_cache.py	8	def test_text_only_no_truncation(self):
LOW	tmp/old_tests/test_vision_cache.py	11	def test_text_prefix_before_image(self):
LOW	tmp/old_tests/test_vision_cache.py	15	def test_same_image_same_position(self):
LOW	tmp/old_tests/test_vision_cache.py	20	def test_different_image_truncates(self):
LOW	tmp/old_tests/test_vision_cache.py	25	def test_match_below_region_start(self):
LOW	tmp/old_tests/test_vision_cache.py	30	def test_text_followup_no_images_in_query(self):
LOW	tmp/old_tests/test_vision_cache.py	34	def test_multiple_images_first_mismatch_truncates(self):
LOW	tmp/old_tests/test_vision_cache.py	45	def test_multiple_images_all_match(self):
LOW	tmp/old_tests/test_vision_cache.py	60	def test_cached_region_beyond_match(self):
LOW	src/exo/utils/dashboard_path.py	24	def _find_resources_in_bundle() -> Path \| None:
LOW	src/exo/utils/dashboard_path.py	52	def _find_dashboard_in_bundle() -> Path \| None:
LOW	src/exo/utils/async_process.py	206	async def _terminate_if_still_alive(self) -> None:
LOW	src/exo/utils/fs.py	17	def ensure_parent_directory_exists(filename: StrPath) -> None:
LOW	src/exo/utils/tests/test_pidfile.py	33	def _run_child_acquire_pidfile(path: Path) -> subprocess.CompletedProcess[str]:
LOW	src/exo/utils/tests/test_pidfile.py	42	def test_acquire_exo_pidfile_writes_current_pid_and_removes_on_drop(
LOW	src/exo/utils/tests/test_pidfile.py	57	def test_acquire_exo_pidfile_rejects_second_process(
LOW	src/exo/utils/tests/test_tagged.py	8	def test_plain_union_prefers_first_member_when_shapes_are_identical():
LOW	src/exo/utils/tests/test_tagged.py	23	def test_tagged_union_serializes_and_deserializes_two_identical_shapes_correctly():
LOW	src/exo/utils/tests/test_tagged.py	46	def test_tagged_union_rejects_unknown_tag():
LOW	src/exo/utils/tests/test_tagged.py	58	def test_two_tagged_classes_with_different_shapes_are_independent_and_not_cross_deserializable():
536 more matches not shown…

Decorative Section Separators102 hits · 338 pts

Severity	File	Line	Snippet
MEDIUM	packaging/dmg/create-dmg.sh	32	# ── Step 1: Generate background image ────────────────────────────────────────
MEDIUM	packaging/dmg/create-dmg.sh	41	# ── Step 2: Prepare staging directory ─────────────────────────────────────────
MEDIUM	packaging/dmg/create-dmg.sh	46	# ── Step 3: Create writable DMG ──────────────────────────────────────────────
MEDIUM	packaging/dmg/create-dmg.sh	58	# ── Step 4: Mount and configure ──────────────────────────────────────────────
MEDIUM	packaging/dmg/create-dmg.sh	71	# ── Step 5: Configure window appearance via AppleScript ──────────────────────
MEDIUM	packaging/dmg/create-dmg.sh	107	# ── Step 6: Finalise ─────────────────────────────────────────────────────────
MEDIUM	bench/parallel_requests.py	32	# ---------------------------------------------------------------------------
MEDIUM	bench/parallel_requests.py	34	# ---------------------------------------------------------------------------
MEDIUM	bench/parallel_requests.py	102	# ---------------------------------------------------------------------------
MEDIUM	bench/parallel_requests.py	104	# ---------------------------------------------------------------------------
MEDIUM	bench/exo_eval.py	193	# ---------------------------------------------------------------------------
MEDIUM	bench/exo_eval.py	195	# ---------------------------------------------------------------------------
MEDIUM	bench/exo_eval.py	60	# ---------------------------------------------------------------------------
MEDIUM	bench/exo_eval.py	62	# ---------------------------------------------------------------------------
MEDIUM	bench/exo_eval.py	99	# ---------------------------------------------------------------------------
MEDIUM	bench/exo_eval.py	101	# ---------------------------------------------------------------------------
MEDIUM	bench/exo_eval.py	118	# ---------------------------------------------------------------------------
MEDIUM	bench/exo_eval.py	120	# ---------------------------------------------------------------------------
MEDIUM	bench/exo_eval.py	276	# ---------------------------------------------------------------------------
MEDIUM	bench/exo_eval.py	278	# ---------------------------------------------------------------------------
MEDIUM	bench/exo_eval.py	362	# ---------------------------------------------------------------------------
MEDIUM	bench/exo_eval.py	364	# ---------------------------------------------------------------------------
MEDIUM	bench/exo_eval.py	522	# ---------------------------------------------------------------------------
MEDIUM	bench/exo_eval.py	524	# ---------------------------------------------------------------------------
MEDIUM	bench/exo_eval.py	683	# ---------------------------------------------------------------------------
MEDIUM	bench/exo_eval.py	685	# ---------------------------------------------------------------------------
MEDIUM	bench/exo_eval.py	1086	# ---------------------------------------------------------------------------
MEDIUM	bench/exo_eval.py	1088	# ---------------------------------------------------------------------------
MEDIUM	bench/exo_eval.py	1196	# ---------------------------------------------------------------------------
MEDIUM	bench/exo_eval.py	1198	# ---------------------------------------------------------------------------
MEDIUM	bench/exo_eval.py	1265	# ---------------------------------------------------------------------------
MEDIUM	bench/exo_eval.py	1267	# ---------------------------------------------------------------------------
MEDIUM	bench/exo_eval.py	1317	# ---------------------------------------------------------------------------
MEDIUM	bench/exo_eval.py	1319	# ---------------------------------------------------------------------------
MEDIUM	bench/eval_configs/models.toml	19	# ─── Qwen3.5 (Feb 2026) ─────────────────────────────────────────────
MEDIUM	bench/eval_configs/models.toml	79	# ─── Qwen3 (Apr 2025) ───────────────────────────────────────────────
MEDIUM	bench/eval_configs/models.toml	146	# ─── GPT-OSS (OpenAI) ───────────────────────────────────────────────
MEDIUM	bench/eval_configs/models.toml	165	# ─── DeepSeek ────────────────────────────────────────────────────────
MEDIUM	bench/eval_configs/models.toml	186	# ─── NVIDIA Nemotron ───────────────────────────────────────────────────
MEDIUM	bench/eval_configs/models.toml	206	# ─── GLM (ZhipuAI / THUDM) ──────────────────────────────────────────
MEDIUM	bench/eval_configs/models.toml	237	# ─── Kimi (Moonshot AI) ─────────────────────────────────────────────
MEDIUM	bench/eval_configs/models.toml	265	# ─── MiniMax ─────────────────────────────────────────────────────────
MEDIUM	bench/eval_configs/models.toml	295	# ─── Step (StepFun) ─────────────────────────────────────────────────
MEDIUM	bench/eval_configs/models.toml	310	# ─── Llama (Meta) ───────────────────────────────────────────────────
MEDIUM	tools/src/exo_tools/harness.py	537	# ---------------------------------------------------------------------------
MEDIUM	tools/src/exo_tools/harness.py	539	# ---------------------------------------------------------------------------
MEDIUM	tests/conftest.py	155	# ---------------------------------------------------------------------------
MEDIUM	tests/conftest.py	157	# ---------------------------------------------------------------------------
MEDIUM	.github/workflows/build-app.yml	40	# ============================================================
MEDIUM	.github/workflows/build-app.yml	42	# ============================================================
MEDIUM	.github/workflows/build-app.yml	148	# ============================================================
MEDIUM	.github/workflows/build-app.yml	150	# ============================================================
MEDIUM	.github/workflows/build-app.yml	241	# ============================================================
MEDIUM	.github/workflows/build-app.yml	244	# ============================================================
MEDIUM	.github/workflows/build-app.yml	315	# ============================================================
MEDIUM	.github/workflows/build-app.yml	317	# ============================================================
MEDIUM	.github/workflows/build-app.yml	508	# ============================================================
MEDIUM	.github/workflows/build-app.yml	510	# ============================================================
MEDIUM	src/exo/download/tests/test_model_dirs.py	45	# ---------------------------------------------------------------------------
MEDIUM	src/exo/download/tests/test_model_dirs.py	47	# ---------------------------------------------------------------------------
42 more matches not shown…

Unused Imports117 hits · 94 pts

Severity	File	Line
LOW	packaging/dmg/generate-background.py	14
LOW	bench/prefill_decode_bench.py	18
LOW	bench/eval_tool_calls.py	2
LOW	bench/exo_eval.py	28
LOW	bench/exo_bench.py	18
LOW	tools/src/exo_tools/harness.py	8
LOW	tools/src/exo_tools/client.py	4
LOW	tools/src/exo_tools/cluster.py	9
LOW	tests/test_2node.py	8
LOW	tests/conftest.py	22
LOW	tests/test_resilience.py	8
LOW	tests/test_dashboard.py	11
LOW	tests/test_4node.py	8
LOW	tests/framework.py	17
LOW	tests/test_1node.py	8
LOW	scripts/fetch_kv_heads.py	12
LOW	scripts/download_model_to_cluster.py	16
LOW	tmp/quantize_and_upload.py	17
LOW	src/exo/__main__.py	1
LOW	src/exo/utils/async_process.py	1
LOW	src/exo/utils/tests/test_pidfile.py	1
LOW	src/exo/shared/tracing.py	1
LOW	src/exo/download/coordinator.py	1
LOW	src/exo/api/types/ollama_api.py	1
LOW	src/exo/api/types/__init__.py	1
LOW	src/exo/api/types/__init__.py	2
LOW	src/exo/api/types/__init__.py	3
LOW	src/exo/api/types/__init__.py	4
LOW	src/exo/api/types/__init__.py	5
LOW	src/exo/api/types/__init__.py	6
LOW	src/exo/api/types/__init__.py	7
LOW	src/exo/api/types/__init__.py	8
LOW	src/exo/api/types/__init__.py	9
LOW	src/exo/api/types/__init__.py	10
LOW	src/exo/api/types/__init__.py	11
LOW	src/exo/api/types/__init__.py	12
LOW	src/exo/api/types/__init__.py	13
LOW	src/exo/api/types/__init__.py	14
LOW	src/exo/api/types/__init__.py	15
LOW	src/exo/api/types/__init__.py	16
LOW	src/exo/api/types/__init__.py	17
LOW	src/exo/api/types/__init__.py	18
LOW	src/exo/api/types/__init__.py	19
LOW	src/exo/api/types/__init__.py	20
LOW	src/exo/api/types/__init__.py	21
LOW	src/exo/api/types/__init__.py	22
LOW	src/exo/api/types/__init__.py	23
LOW	src/exo/api/types/__init__.py	24
LOW	src/exo/api/types/__init__.py	25
LOW	src/exo/api/types/__init__.py	26
LOW	src/exo/api/types/__init__.py	27
LOW	src/exo/api/types/__init__.py	28
LOW	src/exo/api/types/__init__.py	29
LOW	src/exo/api/types/__init__.py	30
LOW	src/exo/api/types/__init__.py	31
LOW	src/exo/api/types/__init__.py	32
LOW	src/exo/api/types/__init__.py	33
LOW	src/exo/api/types/__init__.py	34
LOW	src/exo/api/types/__init__.py	35
LOW	src/exo/api/types/__init__.py	36
57 more matches not shown…

Excessive Try-Catch Wrapping86 hits · 90 pts

Severity	File	Line	Snippet
LOW	bench/prefill_decode_bench.py	294	except Exception as e:
LOW	bench/prefill_decode_bench.py	512	except Exception:
LOW	bench/parallel_requests.py	176	except Exception as e:
LOW	bench/eval_tool_calls.py	701	except Exception as exc:
LOW	bench/eval_tool_calls.py	807	except Exception as exc:
LOW	bench/exo_eval.py	189	except Exception:
LOW	bench/exo_eval.py	216	except Exception as e:
LOW	bench/exo_eval.py	486	except Exception:
LOW	bench/exo_eval.py	613	except Exception:
LOW	bench/exo_eval.py	652	except Exception as e:
LOW	bench/exo_eval.py	726	except Exception as e:
LOW	bench/exo_eval.py	1533	except Exception as e:
LOW	bench/exo_bench.py	211	except Exception:
LOW	bench/exo_bench.py	541	except Exception:
LOW	bench/exo_bench.py	639	except Exception as e:
LOW	bench/exo_bench.py	708	except Exception as e:
LOW	bench/exo_bench.py	792	except Exception as e:
LOW	tools/src/exo_tools/harness.py	465	except Exception:
LOW	tools/src/exo_tools/harness.py	569	except Exception:
LOW	tests/conftest.py	180	except Exception:
LOW	tests/test_dashboard.py	32	except Exception:
LOW	tests/framework.py	194	except Exception:
LOW	scripts/fetch_kv_heads.py	35	except Exception as e:
LOW	tmp/quantize_and_upload.py	201	except Exception as e:
MEDIUM	tmp/quantize_and_upload.py	311	print("Error: All variants skipped. Nothing to do.")
MEDIUM	tmp/run_llm.py	75	print(f"Error reading file {args.file}: {e}", file=sys.stderr)
LOW	src/exo/utils/disk_event_log.py	183	except Exception as e:
LOW	src/exo/utils/banner.py	60	except Exception:
LOW	src/exo/utils/info_gatherer/info_gatherer.py	290	except Exception as e:
LOW	src/exo/utils/info_gatherer/info_gatherer.py	368	except Exception:
LOW	src/exo/utils/info_gatherer/info_gatherer.py	415	except Exception as e:
LOW	src/exo/utils/info_gatherer/info_gatherer.py	472	except Exception as e:
LOW	src/exo/utils/info_gatherer/info_gatherer.py	481	except Exception as e:
LOW	src/exo/utils/info_gatherer/info_gatherer.py	507	except Exception as e:
LOW	src/exo/utils/info_gatherer/info_gatherer.py	526	except Exception as e:
LOW	src/exo/utils/info_gatherer/info_gatherer.py	536	except Exception as e:
LOW	src/exo/utils/info_gatherer/info_gatherer.py	549	except Exception as e:
LOW	src/exo/utils/info_gatherer/info_gatherer.py	561	except Exception as e:
LOW	src/exo/utils/info_gatherer/info_gatherer.py	570	except Exception as e:
LOW	src/exo/utils/info_gatherer/info_gatherer.py	641	except Exception as e:
MEDIUM	src/exo/utils/info_gatherer/info_gatherer.py	357	def _has_nvml_cuda() -> bool:
LOW	src/exo/shared/models/model_cards.py	110	except Exception:
LOW	src/exo/download/coordinator.py	297	except Exception as e:
LOW	src/exo/download/coordinator.py	471	except Exception as e:
LOW	src/exo/download/download_utils.py	273	except Exception:
LOW	src/exo/download/download_utils.py	332	except Exception:
LOW	src/exo/download/download_utils.py	430	except Exception as e:
LOW	src/exo/download/download_utils.py	477	except Exception as e:
LOW	src/exo/download/download_utils.py	651	except Exception as e:
LOW	src/exo/download/download_utils.py	691	except Exception as e:
LOW	src/exo/download/download_utils.py	749	except Exception as e:
LOW	src/exo/download/download_utils.py	848	except Exception:
LOW	src/exo/download/impl_shard_downloader.py	268	except Exception as e:
LOW	src/exo/api/main.py	423	except Exception as e:
LOW	src/exo/api/main.py	523	except Exception as exc:
LOW	src/exo/api/main.py	1725	except Exception as exc:
LOW	src/exo/api/main.py	1825	except Exception as exc:
LOW	src/exo/api/adapters/claude.py	100	except Exception:
LOW	src/exo/routing/router.py	219	except Exception as exception:
MEDIUM	src/exo/routing/router.py	188	def _networking_recv(self):
26 more matches not shown…

Deep Nesting90 hits · 85 pts

Severity	File	Line
LOW	bench/prefill_decode_bench.py	390
LOW	bench/parallel_requests.py	53
LOW	bench/parallel_requests.py	116
LOW	bench/parallel_requests.py	185
LOW	bench/eval_tool_calls.py	301
LOW	bench/eval_tool_calls.py	392
LOW	bench/eval_tool_calls.py	502
LOW	bench/eval_tool_calls.py	569
LOW	bench/eval_tool_calls.py	673
LOW	bench/eval_tool_calls.py	892
LOW	bench/exo_eval.py	123
LOW	bench/exo_eval.py	137
LOW	bench/exo_eval.py	617
LOW	bench/exo_eval.py	688
LOW	bench/exo_eval.py	1201
LOW	bench/exo_eval.py	1340
LOW	bench/exo_eval.py	795
LOW	bench/exo_bench.py	63
LOW	bench/exo_bench.py	272
LOW	bench/exo_bench.py	428
LOW	bench/exo_bench.py	201
LOW	tools/src/exo_tools/harness.py	83
LOW	tools/src/exo_tools/harness.py	296
LOW	scripts/fetch_kv_heads.py	85
LOW	scripts/download_model_to_cluster.py	106
LOW	tmp/quantize_and_upload.py	33
LOW	tmp/quantize_and_upload.py	159
LOW	tmp/run_llm.py	9
LOW	src/exo/main.py	277
LOW	src/exo/main.py	179
LOW	src/exo/utils/async_process.py	68
LOW	src/exo/utils/tests/test_async_process.py	293
LOW	src/exo/utils/info_gatherer/system_info.py	59
LOW	src/exo/utils/info_gatherer/info_gatherer.py	46
LOW	src/exo/utils/info_gatherer/info_gatherer.py	79
LOW	src/exo/utils/info_gatherer/info_gatherer.py	485
LOW	src/exo/utils/info_gatherer/info_gatherer.py	540
LOW	src/exo/utils/info_gatherer/info_gatherer.py	574
LOW	src/exo/shared/topology.py	244
LOW	src/exo/master/placement_utils.py	296
LOW	src/exo/master/placement.py	325
LOW	src/exo/master/main.py	171
LOW	src/exo/master/main.py	471
LOW	src/exo/download/coordinator.py	354
LOW	src/exo/download/download_utils.py	260
LOW	src/exo/download/download_utils.py	278
LOW	src/exo/download/download_utils.py	487
LOW	src/exo/download/huggingface_utils.py	100
LOW	src/exo/api/main.py	411
LOW	src/exo/api/main.py	1097
LOW	src/exo/api/main.py	1211
LOW	src/exo/api/main.py	1786
LOW	src/exo/api/main.py	1969
LOW	src/exo/api/adapters/responses.py	133
LOW	src/exo/api/adapters/claude.py	108
LOW	src/exo/api/adapters/chat_completions.py	60
LOW	src/exo/api/adapters/ollama.py	83
LOW	src/exo/routing/event_router.py	116
LOW	src/exo/routing/router.py	245
LOW	src/exo/worker/main.py	140
30 more matches not shown…

Cross-Language Confusion5 hits · 28 pts

Severity	File	Line	Snippet
HIGH	src/exo/utils/dashboard_path.py	38	"Unable to locate dashboard assets - you probably forgot to run `cd dashboard && npm install && npm run buil
HIGH	src/exo/download/tests/test_safetensors_index.py	33	raw = '{"metadata": null, "weight_map": {"a.safetensors": "a.safetensors"}}'
HIGH	src/exo/worker/runner/llm_inference/batch_generator.py	186	queue.push(response)
HIGH	src/exo/worker/runner/llm_inference/batch_generator.py	451	queue.push(response)
HIGH	…/tests/unittests/test_runner/test_finish_reason_sse.py	502	queue.push(token)

Self-Referential Comments7 hits · 21 pts

Severity	File	Line	Snippet
MEDIUM	tmp/quantize_and_upload.py	180	# Create the repo if it doesn't exist
MEDIUM	src/exo/master/main.py	524	# This function is re-entrant, take care!
MEDIUM	src/exo/download/tests/test_download_verification.py	42	# Create a local file with wrong size
MEDIUM	src/exo/download/tests/test_download_verification.py	103	# Create a local file
MEDIUM	src/exo/download/tests/test_download_verification.py	142	# Create a local file
MEDIUM	src/exo/routing/event_router.py	156	# This function is started whenever we receive an event that is out of sequence.
MEDIUM	src/exo/worker/engines/image/generate.py	49	# Create a small dummy image for warmup (needed for edit models)

Verbosity Indicators11 hits · 19 pts

Severity	File	Line	Snippet
LOW	tmp/test_trust_remote_code_attack.sh	23	# Step 0: Clean up any stale card from previous runs
LOW	tmp/test_trust_remote_code_attack.sh	33	# Step 1: Add the malicious model via API
LOW	tmp/test_trust_remote_code_attack.sh	50	# Step 2: Verify the saved TOML has trust_remote_code = false
LOW	tmp/test_trust_remote_code_attack.sh	66	# Step 3: Place the instance
LOW	tmp/test_trust_remote_code_attack.sh	119	# Step 4: Clean up — delete instance and custom model
LOW	…xo/worker/tests/unittests/test_runner/test_dsml_e2e.py	106	# Step 1: Encode the prompt (with tools available)
LOW	…xo/worker/tests/unittests/test_runner/test_dsml_e2e.py	153	# Step 1: Encode prompt
LOW	…xo/worker/tests/unittests/test_runner/test_dsml_e2e.py	161	# Step 2: Simulate realistic token-by-token model output
LOW	…xo/worker/tests/unittests/test_runner/test_dsml_e2e.py	119	# Step 2: Simulate model response — plain text tokens (no DSML)
LOW	…xo/worker/tests/unittests/test_runner/test_dsml_e2e.py	130	# Step 3: Verify all tokens pass through as GenerationResponse
LOW	…xo/worker/tests/unittests/test_runner/test_dsml_e2e.py	181	# Step 3: Verify

Redundant / Tautological Comments8 hits · 13 pts

Severity	File	Line	Snippet
LOW	app/EXO/uninstall-exo.sh	73	# Check if running as root
LOW	app/EXO/uninstall-exo.sh	176	# Check if EXO.app exists in common locations
LOW	tests/test_dashboard.py	24	# Check if Chromium is installed by attempting a quick launch
LOW	src/exo/download/coordinator.py	200	# Check if already downloading, complete, or recently failed
LOW	src/exo/api/main.py	998	# Check if model is actually downloaded
LOW	src/exo/api/main.py	1077	# Check if streaming is requested
LOW	src/exo/api/main.py	1142	# Check if this image is complete
LOW	src/exo/routing/router.py	57	# Check if we should send to network

Hallucination Indicators1 hit · 10 pts

Severity	File	Line	Snippet
CRITICAL	src/exo/worker/plan.py	92	) in runner.bound_instance.instance.shard_assignments.node_to_runner.values():

Docstring Block Structure2 hits · 10 pts

Severity	File	Line	Snippet
HIGH	src/exo/worker/engines/image/models/__init__.py	49	Get configuration for a model ID. Args: model_id: The model identifier (e.g., "black-forest-labs/FLUX.1-sch
HIGH	src/exo/worker/engines/image/models/__init__.py	75	Create a model adapter for the given configuration. Args: config: The model configuration model_id:

Dead Code4 hits · 8 pts

Severity	File	Line
MEDIUM	src/exo/download/download_utils.py	845
MEDIUM	src/exo/routing/router.py	255
MEDIUM	src/exo/routing/router.py	259
MEDIUM	src/exo/worker/engines/image/builder.py	116

Over-Commented Block7 hits · 7 pts

Severity	File	Line	Snippet
LOW	packaging/dmg/create-dmg.sh	1	#!/usr/bin/env bash
LOW	bench/bench.toml	1	# Canary benchmark manifest
LOW	bench/eval_configs/models.toml	1	# Model evaluation configurations for exo_eval.
LOW	app/EXO/uninstall-exo.sh	1	#!/usr/bin/env bash
LOW	rust/exo_pyo3_bindings/src/pidfile.rs	41	/// lock it, detect already running daemons. It is backed by [`pidfile`][]
LOW	dashboard/src/routes/integrations/+page.svelte	141	if (caps.includes("vision")) {
LOW	src/exo/worker/engines/mlx/utils_mlx.py	241	pass

AI Slop Vocabulary2 hits · 5 pts

Severity	File	Line	Snippet
MEDIUM	dashboard/package-lock.json	3001	"resolved": "https://registry.npmjs.org/robust-predicates/-/robust-predicates-3.0.2.tgz",
MEDIUM	dashboard/src/routes/+page.svelte	2743	// Launch a model for seamless chat

Slop Phrases2 hits · 3 pts

Severity	File	Line	Snippet
LOW	src/exo/download/coordinator.py	150	# don't forget to clean up resources
LOW	src/exo/download/coordinator.py	150	# don't forget to clean up resources

Example Usage Blocks1 hit · 2 pts

Severity	File	Line	Snippet
LOW	packaging/dmg/create-dmg.sh	4	# Usage:

Score History

Severity Breakdown

Pattern Findings