Pattern Findings

The scanner identified 501 distinct pattern matches across 14 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.

Hallucination Indicators15 hits · 185 pts

Severity	File	Line	Snippet	Context
CRITICAL	…oidTest/java/dev/edge0/runtime/app/LlamaRuntimeTest.kt	22	val ctx = androidx.test.platform.app.InstrumentationRegistry.getInstrumentation().targetContext	CODE
CRITICAL	…oidTest/java/dev/edge0/runtime/app/LlamaRuntimeTest.kt	25	val want = androidx.test.platform.app.InstrumentationRegistry.getArguments()	CODE
CRITICAL	…oidTest/java/dev/edge0/runtime/app/LlamaRuntimeTest.kt	90	val ctx = androidx.test.platform.app.InstrumentationRegistry.getInstrumentation().targetContext	CODE
CRITICAL⚡	…oidTest/java/dev/edge0/runtime/app/LlamaRuntimeTest.kt	123	val ctx = androidx.test.platform.app.InstrumentationRegistry.getInstrumentation().targetContext	CODE
CRITICAL⚡	…oidTest/java/dev/edge0/runtime/app/LlamaRuntimeTest.kt	124	val want = androidx.test.platform.app.InstrumentationRegistry.getArguments()	CODE
CRITICAL⚡	…oidTest/java/dev/edge0/runtime/app/LlamaRuntimeTest.kt	128	val syncMode = androidx.test.platform.app.InstrumentationRegistry.getArguments()	CODE
CRITICAL⚡	…oidTest/java/dev/edge0/runtime/app/LlamaRuntimeTest.kt	133	val probeThinking = (androidx.test.platform.app.InstrumentationRegistry.getArguments()	CODE
CRITICAL	…oidTest/java/dev/edge0/runtime/app/LlamaRuntimeTest.kt	161	val ctx = androidx.test.platform.app.InstrumentationRegistry.getInstrumentation().targetContext	CODE
CRITICAL	…oidTest/java/dev/edge0/runtime/app/LlamaRuntimeTest.kt	162	val want = androidx.test.platform.app.InstrumentationRegistry.getArguments()	CODE
CRITICAL	…oidTest/java/dev/edge0/runtime/app/LlamaRuntimeTest.kt	206	val ctx = androidx.test.platform.app.InstrumentationRegistry.getInstrumentation().targetContext	CODE
CRITICAL⚡	…oidTest/java/dev/edge0/runtime/app/LlamaRuntimeTest.kt	238	val mode = androidx.test.platform.app.InstrumentationRegistry.getArguments()	CODE
CRITICAL⚡	…oidTest/java/dev/edge0/runtime/app/LlamaRuntimeTest.kt	240	val ctx = androidx.test.platform.app.InstrumentationRegistry.getInstrumentation().targetContext	CODE
CRITICAL⚡	…oidTest/java/dev/edge0/runtime/app/LlamaRuntimeTest.kt	241	val want = androidx.test.platform.app.InstrumentationRegistry.getArguments().getString("model") ?: "edge0-35b.gg	CODE
CRITICAL	…oidTest/java/dev/edge0/runtime/app/LlamaRuntimeTest.kt	272	val ctx = androidx.test.platform.app.InstrumentationRegistry.getInstrumentation().targetContext	CODE
CRITICAL	…oidTest/java/dev/edge0/runtime/app/LlamaRuntimeTest.kt	300	val ctx = androidx.test.platform.app.InstrumentationRegistry.getInstrumentation().targetContext	CODE

Hyper-Verbose Identifiers120 hits · 138 pts

Severity	File	Line	Snippet	Context
LOW⚡	python/tests/test_moe_spec.py	56	def test_block_of_digit_segments():	CODE
LOW⚡	python/tests/test_moe_spec.py	64	def test_layer_exists_stops_at_end_of_list():	CODE
LOW⚡	python/tests/test_moe_spec.py	73	def test_layer_exists_stops_on_attribute_error():	CODE
LOW⚡	python/tests/test_moe_spec.py	81	def test_layer_exists_reraises_unrelated_index_error():	CODE
LOW⚡	python/tests/test_moe_spec.py	92	def test_layer_exists_reraises_unrelated_attribute_error(block_path):	CODE
LOW⚡	python/tests/test_moe_spec.py	99	def test_layer_of_defaults_from_block_path():	CODE
LOW⚡	python/tests/test_moe_spec.py	106	def test_layer_of_plain_list_path():	CODE
LOW⚡	python/tests/test_moe_spec.py	115	def test_bundle_projs_layouts():	CODE
LOW⚡	python/tests/test_registry.py	12	def test_both_tiers_registered():	CODE
LOW⚡	python/tests/test_registry.py	16	def test_type_aliases_resolve():	CODE
LOW⚡	python/tests/test_registry.py	24	def test_auto_config_defaults(name):	CODE
LOW	python/tests/test_registry.py	98	def test_prefill_ondemand_switch_maps_onto_the_tier_preset():	CODE
LOW	python/tests/test_registry.py	135	def test_unknown_name_lists_registry():	CODE
LOW	python/tests/test_registry.py	140	def test_adapter_module_exposes_config():	CODE
LOW	python/tests/test_tool_calls.py	52	def test_ling_parses_real_template_span():	CODE
LOW	python/tests/test_tool_calls.py	63	def test_qwen_parses_real_template_span_with_multiline_value():	CODE
LOW⚡	python/tests/test_tool_calls.py	76	def test_no_tool_call_leaves_content_unchanged_stripped():	CODE
LOW⚡	python/tests/test_tool_calls.py	83	def test_prose_before_tool_call_is_preserved_as_content():	CODE
LOW⚡	python/tests/test_tool_calls.py	90	def test_multiple_tool_calls_in_one_response():	CODE
LOW	python/tests/test_tool_calls.py	105	def test_qwen_malformed_block_kept_as_content():	CODE
LOW	python/tests/test_tool_calls.py	123	def test_incomplete_or_unconsumed_arguments_are_preserved(parser, body):	CODE
LOW⚡	python/tests/test_tool_calls.py	134	def test_zero_argument_tool_call(parser, text):	CODE
LOW⚡	python/tests/test_tool_calls.py	140	def test_qwen_function_allows_surrounding_whitespace():	CODE
LOW⚡	python/tests/test_tool_calls.py	147	def test_malformed_blocks_survive_between_valid_calls():	CODE
LOW⚡	python/tests/test_tool_calls.py	154	def test_ling_argument_coercion_numbers_and_json():	CODE
LOW	python/tests/test_streaming_math.py	150	def test_exact_matches_reference(layer):	CODE
LOW	python/tests/test_streaming_math.py	168	def test_staged_matches_exact(layer):	CODE
LOW	python/tests/test_streaming_math.py	191	def test_staged_replace_matches_exact(layer):	CODE
LOW	python/tests/test_streaming_math.py	213	def test_staged_fallback_when_empty(layer):	CODE
LOW	python/tests/test_streaming_math.py	233	def test_full_layer_prefill_matches_exact(layer):	CODE
LOW	python/tests/test_streaming_math.py	257	def test_hot_stack_matches_exact(layer):	CODE
LOW	python/tests/test_streaming_math.py	290	def test_hot_stack_has_zero_overflow_row(layer):	CODE
LOW	python/tests/test_streaming_math.py	304	def test_hot_stack_with_misses_matches_exact(layer):	CODE
LOW	python/tests/test_streaming_math.py	322	def test_double_buffered_swap(layer):	CODE
LOW	python/tests/test_streaming_math.py	349	def test_install_discovers_layer_count(tmp_path):	CODE
LOW⚡	python/tests/test_cli_flags.py	13	def test_prefill_ondemand_reaches_the_engine(cmd):	CODE
LOW⚡	python/tests/test_cli_flags.py	19	def test_prefill_ondemand_defaults_off(cmd):	CODE
LOW⚡	python/tests/test_cli_flags.py	24	def test_existing_engine_flags_still_map():	CODE
LOW⚡	python/tests/test_cli_flags.py	32	def test_serve_keeps_its_own_flags():	CODE
LOW⚡	python/tests/test_cli_flags.py	41	def test_entrypoint_preserves_prerouter_contract(	CODE
LOW⚡	python/tests/test_prefill_hook.py	50	def test_full_layer_disabled_never_loads_a_whole_layer():	CODE
LOW⚡	python/tests/test_prefill_hook.py	54	def test_full_layer_default_still_loads_every_layer():	CODE
LOW⚡	python/tests/test_prefill_hook.py	59	def test_full_layer_honors_the_leading_layer_count():	CODE
LOW⚡	python/tests/test_prefill_hook.py	63	def test_hot_window_survives_full_layer_disabled():	CODE
LOW⚡	python/tests/test_prefill_hook.py	69	def test_hot_stack_layer_is_not_also_loaded_whole():	CODE
LOW	python/tests/test_streaming_install.py	18	def test_install_discovers_mixed_layers(monkeypatch):	CODE
LOW	python/tests/test_streaming_install.py	43	def test_install_rejects_empty_layer_list():	CODE
LOW⚡	python/tests/test_server.py	175	def test_parse_basic_defaults():	CODE
LOW⚡	python/tests/test_server.py	185	def test_parse_multipart_content_joins_text():	CODE
LOW⚡	python/tests/test_server.py	195	def test_parse_stream_flag_and_sampling():	CODE
LOW⚡	python/tests/test_server.py	205	def test_parse_max_completion_tokens():	CODE
LOW⚡	python/tests/test_server.py	213	def test_parse_preserves_tools_and_tool_choice():	CODE
LOW⚡	python/tests/test_server.py	219	def test_parse_message_tool_calls_and_tool_role_roundtrip():	CODE
LOW⚡	python/tests/test_server.py	235	def test_parse_normalizes_tool_arguments_without_mutating_payload(arguments):	CODE
LOW⚡	python/tests/test_server.py	252	def test_parse_rejects_invalid_tool_arguments(arguments):	CODE
LOW⚡	python/tests/test_server.py	262	def test_parse_rejects_invalid_tool_call_shapes(calls):	CODE
LOW⚡	python/tests/test_server.py	269	def test_parse_tool_call_without_arguments_uses_empty_object():	CODE
LOW⚡	python/tests/test_server.py	387	def test_handlers_healthz_and_models():	CODE
LOW⚡	python/tests/test_server.py	396	def test_handlers_completions_rejected():	CODE
LOW⚡	python/tests/test_server.py	403	def test_chat_once_response_shape():	CODE
60 more matches not shown…

Unused Imports137 hits · 135 pts

Severity	File	Line	Context
LOW	python/tests/test_moe_spec.py	3	CODE
LOW	python/tests/test_registry.py	3	CODE
LOW	python/tests/test_registry.py	7	CODE
LOW	python/tests/test_tool_calls.py	15	CODE
LOW	python/tests/test_streaming_math.py	10	CODE
LOW	python/tests/test_cli_flags.py	3	CODE
LOW	python/tests/test_prefill_hook.py	13	CODE
LOW	python/tests/test_server.py	9	CODE
LOW	python/tests/test_server.py	13	CODE
LOW	python/tests/test_server.py	23	CODE
LOW	python/tests/test_server.py	32	CODE
LOW	python/tests/test_e2e_slow.py	8	CODE
LOW	python/tests/test_repo_hygiene.py	14	CODE
LOW	python/tests/test_strip_vision_weights.py	6	CODE
LOW	python/tests/test_sampling.py	3	CODE
LOW	python/tests/test_sampling.py	6	CODE
LOW	python/tests/test_upload_hf.py	3	CODE
LOW	python/examples/bench.py	24	CODE
LOW	python/examples/demo.py	20	CODE
LOW	python/scripts/generate_example.py	19	CODE
LOW	python/scripts/e2e_smoke.py	12	CODE
LOW	python/scripts/strip_vision_weights.py	12	CODE
LOW	python/scripts/fetch_models.py	28	CODE
LOW	python/scripts/fetch_models.py	32	CODE
LOW	python/src/edge0/config.py	3	CODE
LOW	python/src/edge0/config.py	5	CODE
LOW	python/src/edge0/registry.py	10	CODE
LOW	python/src/edge0/registry.py	122	CODE
LOW	python/src/edge0/registry.py	88	CODE
LOW	python/src/edge0/registry.py	99	CODE
LOW	python/src/edge0/registry.py	109	CODE
LOW	python/src/edge0/__init__.py	17	CODE
LOW	python/src/edge0/cli.py	11	CODE
LOW	python/src/edge0/cli.py	18	CODE
LOW	python/src/edge0/sampling.py	4	CODE
LOW	python/src/edge0/attention/spec.py	15	CODE
LOW	python/src/edge0/backends/__init__.py	44	CODE
LOW	python/src/edge0/backends/__init__.py	44	CODE
LOW	python/src/edge0/backends/__init__.py	44	CODE
LOW	python/src/edge0/backends/__init__.py	44	CODE
LOW	python/src/edge0/backends/base.py	8	CODE
LOW	python/src/edge0/backends/mlx/backend.py	8	CODE
LOW	python/src/edge0/backends/mlx/backend.py	10	CODE
LOW	python/src/edge0/backends/mlx/backend.py	11	CODE
LOW	python/src/edge0/backends/mlx/backend.py	13	CODE
LOW	python/src/edge0/backends/mlx/backend.py	13	CODE
LOW	python/src/edge0/backends/mlx/io.py	3	CODE
LOW	python/src/edge0/backends/mlx/__init__.py	7	CODE
LOW	python/src/edge0/backends/mlx/__init__.py	7	CODE
LOW	python/src/edge0/backends/mlx/__init__.py	7	CODE
LOW	python/src/edge0/backends/mlx/__init__.py	7	CODE
LOW	python/src/edge0/backends/mlx/__init__.py	7	CODE
LOW	python/src/edge0/backends/mlx/quant.py	3	CODE
LOW	python/src/edge0/backends/mlx/_impl/bailing_hybrid.py	2	CODE
LOW	python/src/edge0/backends/mlx/_impl/qwen3_next.py	3	CODE
LOW	python/src/edge0/backends/mlx/_impl/qwen3_next.py	7	CODE
LOW	python/src/edge0/prerouter/__init__.py	11	CODE
LOW	python/src/edge0/prerouter/__init__.py	11	CODE
LOW	python/src/edge0/prerouter/__init__.py	11	CODE
LOW	python/src/edge0/prerouter/__init__.py	12	CODE
77 more matches not shown…

Over-Commented Block134 hits · 134 pts

Severity	File	Line	Snippet	Context
LOW	macos/crates/engine-native/src/expertio.hpp	1	// Expert load/staging: mmap shards, global LRU, prefetch buffer, and staged double-buffer.	COMMENT
LOW	macos/crates/engine-native/src/qgemm.cpp	1	#include "qgemm.hpp"	COMMENT
LOW	macos/crates/engine-native/src/net35.hpp	1	// 35b (Qwen3.5-MoE) forward graph: mixed GatedDeltaNet and full attention.	COMMENT
LOW	macos/crates/engine-native/src/fwd_common.hpp	1	// Resident non-expert weights and shared forward ops (safio read → heap → mlx no-op deleter).	COMMENT
LOW	macos/crates/engine-native/src/net8b.hpp	1	// 8b (Ling 3.0 hybrid) forward graph: KDA/MLA mix, L0 dense FFN, MoE 128-choose-8 + shared.	COMMENT
LOW	macos/crates/engine-native/src/stepprefetch.hpp	1	// Async per-step prefetch: submit(step i+1) returns a ticket; IO threads load into	COMMENT
LOW	macos/crates/engine-native/src/lora.hpp	1	// Unmerged parallel LoRA: y = base(x) + (scale * ((x.f16 @ A^T) @ B^T)).astype(y.dtype), scale = alpha/r.	COMMENT
LOW	macos/crates/engine-native/src/net8b.cpp	1	#include "net8b.hpp"	COMMENT
LOW	macos/crates/engine-native/src/abiface.cpp	1	#include "engine-abi.h"	COMMENT
LOW	macos/crates/engine-native/src/expertio.cpp	1	#include "expertio.hpp"	COMMENT
LOW	macos/crates/engine-native/src/hotstack.hpp	1	// Cross-layer LRU hot stack: explicit heap buffers + F_NOCACHE pread (eviction is testable).	COMMENT
LOW	macos/crates/engine-native/src/genstream.hpp	1	// Generation stream: ABI wrapper around net prefill/step plus sampling.	COMMENT
LOW	macos/crates/engine-native/src/net35.cpp	1	#include "net35.hpp"	COMMENT
LOW	macos/crates/edge0-core/src/state.rs	101	#[serde(default, skip_serializing_if = "Option::is_none")]	COMMENT
LOW	macos/crates/edge0-cli/src/main.rs	41	keep_alive: Option<String>,	COMMENT
LOW	macos/third_party/mlx/mlx/mlx.h	1	// Copyright © 2023 Apple Inc.	COMMENT
LOW	macos/third_party/mlx/mlx/mlx.h	21	#include "mlx/random.h"	COMMENT
LOW	macos/third_party/mlx/mlx/ops.cpp	1	// Copyright © 2023-2024 Apple Inc.	COMMENT
LOW	macos/third_party/mlx/mlx/transforms.cpp	1	// Copyright © 2023-2024 Apple Inc.	COMMENT
LOW	macos/third_party/mlx/mlx/threadpool.h	1	// This code was modified from https://github.com/progschj/ThreadPool	COMMENT
LOW	macos/third_party/mlx/mlx/threadpool.h	21	// 3. This notice may not be removed or altered from any source	COMMENT
LOW	macos/third_party/mlx/mlx/small_vector.h	1	// Copyright © 2025 Apple Inc.	COMMENT
LOW	macos/third_party/mlx/mlx/small_vector.h	21	// A PARTICULAR PURPOSE ARE DISCLAIMED. IN NO EVENT SHALL THE COPYRIGHT	COMMENT
LOW	macos/third_party/mlx/mlx/small_vector.h	41	#else	COMMENT
LOW	macos/third_party/mlx/mlx/small_vector.h	81	// Minimal SmallVector implementation. Uses inline storage first, switches to	COMMENT
LOW	macos/third_party/mlx/mlx/scheduler.h	1	// Copyright © 2023 Apple Inc.	COMMENT
LOW	macos/third_party/mlx/mlx/api.h	1	// Copyright © 2024 Apple Inc.	COMMENT
LOW	macos/third_party/mlx/mlx/api.h	21	#define MLX_API __declspec(dllexport)	COMMENT
LOW	macos/third_party/mlx/mlx/export.cpp	1	// Copyright © 2024 Apple Inc.	COMMENT
LOW	macos/third_party/mlx/mlx/compile.cpp	1	// Copyright © 2023-2024 Apple Inc.	COMMENT
LOW	macos/third_party/mlx/mlx/primitives.cpp	1	// Copyright © 2023-2024 Apple Inc.	COMMENT
LOW	macos/third_party/mlx/mlx/primitives.cpp	5361	// - A_m = A [..., M, K] * mask_b_lhs [..., MP, KP]	COMMENT
LOW	macos/third_party/mlx/mlx/array.h	1	// Copyright © 2023 Apple Inc.	COMMENT
LOW	macos/third_party/mlx/mlx/graph_utils.cpp	1	// Copyright © 2023 Apple Inc.	COMMENT
LOW	macos/third_party/mlx/mlx/einsum.cpp	1	// Copyright © 2024 Apple Inc.	COMMENT
LOW	macos/third_party/mlx/mlx/distributed/nccl/nccl.cpp	1	// NCCL distributed support currently requires Unix socket APIs	COMMENT
LOW	…third_party/mlx/mlx/distributed/mpi/mpi_declarations.h	1	// Copyright © 2024 Apple Inc.	COMMENT
LOW	macos/third_party/mlx/mlx/distributed/ring/ring.cpp	1	// Copyright © 2024 Apple Inc.	COMMENT
LOW	macos/third_party/mlx/mlx/io/load.h	1	// Copyright © 2023 Apple Inc.	COMMENT
LOW	macos/third_party/mlx/mlx/io/safetensors.cpp	1	// Copyright © 2023 Apple Inc.	COMMENT
LOW	macos/third_party/mlx/mlx/io/safetensors.cpp	21	#define ST_I8 "I8"	COMMENT
LOW	macos/third_party/mlx/mlx/io/load.cpp	1	// Copyright © 2023-2024 Apple Inc.	COMMENT
LOW	macos/third_party/mlx/mlx/backend/gpu/primitives.cpp	1	// Copyright © 2025 Apple Inc.	COMMENT
LOW	macos/third_party/mlx/mlx/backend/metal/quantized.cpp	1	// Copyright © 2023-2024 Apple Inc.	COMMENT
LOW	macos/third_party/mlx/mlx/backend/metal/distributed.cpp	1	// Copyright © 2024 Apple Inc.	COMMENT
LOW	macos/third_party/mlx/mlx/backend/metal/device.h	1	// Copyright © 2023-2024 Apple Inc.	COMMENT
LOW	macos/third_party/mlx/mlx/backend/metal/matmul.cpp	1	// Copyright © 2023-2024 Apple Inc.	COMMENT
LOW	macos/third_party/mlx/mlx/backend/metal/compiled.cpp	1	// Copyright © 2023-2024 Apple Inc.	COMMENT
LOW	macos/third_party/mlx/mlx/backend/metal/hadamard.cpp	1	// Copyright © 2024 Apple Inc.	COMMENT
LOW	macos/third_party/mlx/mlx/backend/metal/indexing.cpp	1	// Copyright © 2023-2024 Apple Inc.	COMMENT
LOW	macos/third_party/mlx/mlx/backend/metal/fft.cpp	1	// Copyright © 2024 Apple Inc.	COMMENT
LOW	macos/third_party/mlx/mlx/backend/metal/fft.cpp	301		COMMENT
LOW	macos/third_party/mlx/mlx/backend/metal/device.cpp	1	// Copyright © 2023-2024 Apple Inc.	COMMENT
LOW	macos/third_party/mlx/mlx/backend/metal/device.cpp	421	stream.temporaries.insert(	COMMENT
LOW	…mlx/mlx/backend/metal/scaled_dot_product_attention.cpp	1	// Copyright © 2024 Apple Inc.	COMMENT
LOW	macos/third_party/mlx/mlx/backend/metal/primitives.cpp	1	// Copyright © 2023-2024 Apple Inc.	COMMENT
LOW	macos/third_party/mlx/mlx/backend/metal/conv.cpp	1	// Copyright © 2023-2024 Apple Inc.	COMMENT
LOW	…_party/mlx/mlx/backend/metal/make_compiled_preamble.sh	1	#!/bin/bash	COMMENT
LOW	macos/third_party/mlx/mlx/backend/metal/reduce.cpp	1	// Copyright © 2023-2024 Apple Inc.	COMMENT
LOW	macos/third_party/mlx/mlx/backend/metal/kernels/fft.h	1	// Copyright © 2024 Apple Inc.	COMMENT
74 more matches not shown…

Empty Error Handlers16 hits · 80 pts

Severity	File	Line	Snippet	Context
HIGH	python/examples/bench.py	171	except ValueError:	CODE
HIGH	python/src/edge0/registry.py	77	except Exception:	CODE
HIGH	python/src/edge0/backends/mlx/io.py	143	except Exception:	CODE
HIGH	python/src/edge0/server/app.py	323	except (BrokenPipeError, ConnectionResetError):	CODE
HIGH	python/src/edge0/streaming/layer.py	920	except Exception: # best-effort	CODE
HIGH	python/src/edge0/streaming/layer.py	755	except Exception:	CODE
HIGH	python/src/edge0/streaming/layer.py	1452	except Exception:	CODE
HIGH	python/src/edge0/streaming/mmap.py	49	except Exception: # noqa: BLE001 — advisory only	CODE
HIGH	python/src/edge0/streaming/mmap.py	76	except Exception: # noqa: BLE001 — advisory only	CODE
HIGH	python/src/edge0/engine/ling.py	188	except Exception: # noqa: BLE001 — advisory only	CODE
HIGH	python/src/edge0/engine/ling.py	196	except Exception: # noqa: BLE001 — advisory only	CODE
HIGH	python/src/edge0/engine/ling.py	149	except Exception: # noqa: BLE001 — tokenizer optional for CLI	CODE
HIGH	python/src/edge0/engine/qwen.py	146	except Exception: # noqa: BLE001 — tokenizer optional for CLI	CODE
HIGH	python/src/edge0/engine/base.py	176	except Exception: # noqa: BLE001 — best-effort	CODE
HIGH	python/src/edge0/engine/base.py	165	except Exception: # noqa: BLE001 — best-effort shutdown	CODE
HIGH	windows/tools/convert_mlx_to_gguf.py	127	except Exception:	CODE

Excessive Try-Catch Wrapping26 hits · 30 pts

Severity	File	Line	Snippet	Context
LOW	python/src/edge0/registry.py	77	except Exception:	CODE
LOW	python/src/edge0/backends/mlx/io.py	143	except Exception:	CODE
MEDIUM	python/src/edge0/backends/mlx/io.py	140	def __del__(self):	CODE
LOW	python/src/edge0/prerouter/stager.py	139	except Exception: # noqa: BLE001 — any shape mismatch: per-head loop	CODE
LOW	python/src/edge0/server/chat.py	162	except Exception: # noqa: BLE001	CODE
LOW	python/src/edge0/server/chat.py	164	except Exception: # noqa: BLE001 — render failed: last resort	CODE
LOW	python/src/edge0/server/app.py	200	except Exception as exc: # pragma: no cover - transport-dependent	CODE
MEDIUM	python/src/edge0/server/app.py	159	def produce():	CODE
MEDIUM	python/src/edge0/streaming/layer.py	522	def _on_prefetch_done(self, expert, fut):	CODE
MEDIUM	python/src/edge0/streaming/layer.py	778	def _submit_stage_locked(self, unique):	CODE
LOW	python/src/edge0/streaming/layer.py	408	except Exception: # noqa: BLE001 — advisory only	CODE
LOW	python/src/edge0/streaming/layer.py	525	except Exception:	CODE
LOW	python/src/edge0/streaming/layer.py	755	except Exception:	CODE
LOW	python/src/edge0/streaming/layer.py	807	except Exception:	CODE
LOW	python/src/edge0/streaming/layer.py	831	except Exception:	CODE
LOW	python/src/edge0/streaming/layer.py	920	except Exception: # best-effort	CODE
LOW	python/src/edge0/streaming/layer.py	1452	except Exception:	CODE
LOW	python/src/edge0/streaming/mmap.py	49	except Exception: # noqa: BLE001 — advisory only	CODE
LOW	python/src/edge0/streaming/mmap.py	76	except Exception: # noqa: BLE001 — advisory only	CODE
LOW	python/src/edge0/engine/ling.py	149	except Exception: # noqa: BLE001 — tokenizer optional for CLI	CODE
LOW	python/src/edge0/engine/ling.py	188	except Exception: # noqa: BLE001 — advisory only	CODE
LOW	python/src/edge0/engine/ling.py	196	except Exception: # noqa: BLE001 — advisory only	CODE
LOW	python/src/edge0/engine/qwen.py	146	except Exception: # noqa: BLE001 — tokenizer optional for CLI	CODE
LOW	python/src/edge0/engine/base.py	165	except Exception: # noqa: BLE001 — best-effort shutdown	CODE
LOW	python/src/edge0/engine/base.py	176	except Exception: # noqa: BLE001 — best-effort	CODE
LOW	windows/tools/convert_mlx_to_gguf.py	127	except Exception:	CODE

Deep Nesting29 hits · 26 pts

Severity	File	Line	Context
LOW	python/examples/bench.py	211	CODE
LOW	python/src/edge0/registry.py	59	CODE
LOW	python/src/edge0/backends/mlx/_impl/bailing_hybrid.py	852	CODE
LOW	python/src/edge0/server/chat.py	175	CODE
LOW	python/src/edge0/streaming/layer.py	392	CODE
LOW	python/src/edge0/streaming/layer.py	539	CODE
LOW	python/src/edge0/streaming/layer.py	587	CODE
LOW	python/src/edge0/streaming/layer.py	709	CODE
LOW	python/src/edge0/streaming/layer.py	821	CODE
LOW	python/src/edge0/streaming/layer.py	894	CODE
LOW	python/src/edge0/streaming/layer.py	933	CODE
LOW	python/src/edge0/streaming/layer.py	991	CODE
LOW	python/src/edge0/streaming/layer.py	1111	CODE
LOW	python/src/edge0/engine/ling.py	233	CODE
LOW	python/src/edge0/engine/ling.py	248	CODE
LOW	python/src/edge0/engine/ling.py	277	CODE
LOW	python/src/edge0/engine/qwen.py	41	CODE
LOW	python/src/edge0/engine/qwen.py	201	CODE
LOW	python/src/edge0/engine/qwen.py	219	CODE
LOW	ios/tools/repack_experts.py	127	CODE
LOW	ios/tools/repack_experts.py	209	CODE
LOW	ios/tools/repack_experts.py	268	CODE
LOW	windows/tools/repack_mlx_to_gguf.py	216	CODE
LOW	windows/tools/repack_mlx_to_gguf.py	267	CODE
LOW	windows/tools/repack_r3_8b.py	53	CODE
LOW	windows/tools/lora_mlx_to_gguf.py	71	CODE
LOW	windows/tools/convert_mlx_to_gguf.py	51	CODE
LOW	windows/tools/convert_mlx_to_gguf.py	100	CODE
LOW	windows/tools/repack_r3.py	104	CODE

Cross-Language Confusion4 hits · 25 pts

Severity	File	Line	Snippet	Context
HIGH⚡	python/tests/test_server.py	229	assert req.messages[1].content == "" # null, not the string "None"	CODE
HIGH	python/src/edge0/backends/mlx/_impl/bailing_hybrid.py	425	# transformers 4.x ``default`` (rope_scaling=null) computes	COMMENT
HIGH	python/src/edge0/server/chat.py	74	# send content: null, not an omitted key	COMMENT
HIGH	python/src/edge0/server/tool_calls.py	38	booleans, null, objects, arrays) -- mirrors the template's own	STRING

Modern Structural Boilerplate10 hits · 10 pts

Severity	File	Line	Snippet	Context
LOW	python/src/edge0/__init__.py	21	__all__ = [	CODE
LOW	python/src/edge0/backends/__init__.py	61	__all__ = ["backend", "core", "io", "nn", "quant"]	CODE
LOW	python/src/edge0/backends/mlx/__init__.py	9	__all__ = ["BackendImpl", "core", "io", "nn", "quant"]	CODE
LOW	python/src/edge0/prerouter/__init__.py	21	__all__ = [	CODE
LOW	python/src/edge0/server/__init__.py	8	__all__ = [	CODE
LOW	python/src/edge0/models/__init__.py	17	__all__ = ["ModelConfig", "edge0_8b", "edge0_35b"]	CODE
LOW	python/src/edge0/streaming/__init__.py	10	__all__ = [	CODE
LOW	python/src/edge0/adapters/__init__.py	5	__all__ = ["LoraLinear", "install_lora"]	CODE
LOW	python/src/edge0/engine/__init__.py	18	__all__ = [	CODE
LOW	python/src/edge0/moe/__init__.py	11	__all__ = [	CODE

Structural Annotation Overuse4 hits · 6 pts

Severity	File	Line	Snippet	Context
LOW	docs/adding-a-model.md	17	## Step 1: Create the adapter module and directory	COMMENT
LOW	docs/adding-a-model.md	21	## Step 2: Define the `Config` subclass and `_defaults`	COMMENT
LOW	docs/adding-a-model.md	73	## Step 4: Register with the registry	COMMENT
LOW	docs/adding-a-model.md	112	## Step 6: Testing recommendations	COMMENT

AI Structural Patterns3 hits · 3 pts

Severity	File	Line	Context
LOW	python/src/edge0/backends/mlx/_impl/qwen3_5.py	243	CODE
LOW	python/src/edge0/backends/mlx/_impl/qwen3_next.py	389	CODE
LOW	windows/tools/r3_bench.py	249	CODE

Modern AI Meta-Vocabulary1 hit · 2 pts

Severity	File	Line	Snippet	Context
MEDIUM	docs/architecture.md	53	├── engine/ # inference orchestration (prefill/decode loop, subclassed per model)	CODE

Fake / Example Data1 hit · 1 pts

Severity	File	Line	Snippet	Context
LOW	macos/app/src/i18n/locales/en.json	69	"placeholder": "Type a message, Enter to send",	CODE

Overly Generic Function Names1 hit · 1 pts

Severity	File	Line	Snippet	Context
LOW	python/tests/test_upload_hf.py	20	def handle_request(self, request):	CODE

Edge0-AI/Edge0

Open-Source Code Quality, Security and Technical Debt Review

Risk Review · Payload v1

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Pattern-Signal History

Severity Breakdown

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