raullenchai/Rapid-MLX

40.2

Adjusted Score

40.2

Raw Score

100%

Time Factor

2026-07-14

Last Push

3.3K

Stars

Python

Language

473.5K

Lines of Code

1.1K

Files

13.3K

Pattern Hits

2026-07-14

Scan Date

0.06

HC Hit Rate

What These Metrics Mean

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

Score History

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

Severity Breakdown

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

CRITICAL 1HIGH 63MEDIUM 2837LOW 10425

Directory Score Breakdown

This horizontal bar chart decomposes the repository's raw synthetic code score by top-level directory, allowing you to pinpoint precisely which modules or components carry the highest AI authorship density. Directories with disproportionately high scores relative to their size warrant targeted manual review: concentrated AI signatures often trace back to mass-generated configuration layers, auto-ported test suites, LLM-scaffolded boilerplate classes, or entire subsystems authored under heavy copilot assistance. Use this view to prioritise your human code-review effort.

Pattern Findings

The scanner identified 13326 distinct pattern matches across 23 syntactic categories. Each entry below represents a discrete location in the source code where the engine recorded a statistically significant AI authorship indicator. Expand any category row to inspect the individual file paths, line numbers, code snippets, and the lexical context (CODE, COMMENT, or STRING) in which each match was detected.

Reading the findings table: The Severity column indicates the diagnostic confidence level (CRITICAL / HIGH / MEDIUM / LOW). The Context column identifies whether the match occurred inside executable code, an inline comment, or a string literal — comment-context matches receive a ×1.5 weight because LLMs systematically over-annotate. The ⚡ bolt icon marks clustered matches: three or more patterns within a 10-line window, each receiving an additional ×1.5 density multiplier as dense clusters constitute far stronger evidence of synthetic authorship than isolated hits.

Decorative Section Separators2467 hits · 8813 pts

Severity	File	Line	Snippet	Context
MEDIUM	install.sh	16	# ── Helpers ──────────────────────────────────────────────────────────────────	COMMENT
MEDIUM	install.sh	54	# ── Banner ───────────────────────────────────────────────────────────────────	COMMENT
MEDIUM	install.sh	63	# ── 1. Check platform ───────────────────────────────────────────────────────	COMMENT
MEDIUM	install.sh	85	# ── 2. Detect RAM → recommend model ──────────────────────────────────────────	COMMENT
MEDIUM	install.sh	96	# ── 3. Find or install Python 3.10+ ─────────────────────────────────────────	COMMENT
MEDIUM	install.sh	139	# ── 4. Migrate from old install location ─────────────────────────────────────	COMMENT
MEDIUM	install.sh	147	# ── 5. Create or update venv + install ───────────────────────────────────────	COMMENT
MEDIUM	install.sh	191	# ── 6. Create symlinks ──────────────────────────────────────────────────────	COMMENT
MEDIUM	install.sh	206	# ── 7. Ensure ~/.local/bin is in PATH ────────────────────────────────────────	COMMENT
MEDIUM	install.sh	227	# ── 8. Verify + done ────────────────────────────────────────────────────────	COMMENT
MEDIUM⚡	evals/run_eval.py	253	# =============================================================================	COMMENT
MEDIUM⚡	evals/run_eval.py	255	# =============================================================================	COMMENT
MEDIUM⚡	evals/run_eval.py	485	# =============================================================================	COMMENT
MEDIUM⚡	evals/run_eval.py	487	# =============================================================================	COMMENT
MEDIUM	evals/run_eval.py	406	# =============================================================================	COMMENT
MEDIUM	evals/run_eval.py	408	# =============================================================================	COMMENT
MEDIUM	evals/run_eval.py	972	# =============================================================================	COMMENT
MEDIUM	evals/run_eval.py	974	# =============================================================================	COMMENT
MEDIUM	evals/run_eval.py	1095	# =============================================================================	COMMENT
MEDIUM	evals/run_eval.py	1097	# =============================================================================	COMMENT
MEDIUM	evals/run_eval.py	1248	# =============================================================================	COMMENT
MEDIUM	evals/run_eval.py	1250	# =============================================================================	COMMENT
MEDIUM	evals/run_eval.py	1558	# =============================================================================	COMMENT
MEDIUM	evals/run_eval.py	1560	# =============================================================================	COMMENT
MEDIUM⚡	evals/results/baseline_benchmark.json	333	"content": "# Building a Distributed System on Apple Silicon: A Comprehensive Technical Guide## IntroductionThe ad	CODE
MEDIUM⚡	evals/results/baseline_benchmark.json	333	"content": "# Building a Distributed System on Apple Silicon: A Comprehensive Technical Guide## IntroductionThe ad	CODE
MEDIUM⚡	evals/results/tier1_benchmark.json	333	"content": "# Building a Distributed System on Apple Silicon: A Comprehensive Technical Guide## IntroductionApple	CODE
MEDIUM	community-benchmarks/scripts/aggregate.py	73	# ---------------------------------------------------------------------------	COMMENT
MEDIUM	community-benchmarks/scripts/aggregate.py	75	# ---------------------------------------------------------------------------	COMMENT
MEDIUM⚡	community-benchmarks/scripts/aggregate.py	95	# ---------------------------------------------------------------------------	COMMENT
MEDIUM⚡	community-benchmarks/scripts/aggregate.py	97	# ---------------------------------------------------------------------------	COMMENT
MEDIUM	community-benchmarks/scripts/aggregate.py	136	# ---------------------------------------------------------------------------	COMMENT
MEDIUM	community-benchmarks/scripts/aggregate.py	138	# ---------------------------------------------------------------------------	COMMENT
MEDIUM	community-benchmarks/scripts/aggregate.py	226	# ---------------------------------------------------------------------------	COMMENT
MEDIUM	community-benchmarks/scripts/aggregate.py	228	# ---------------------------------------------------------------------------	COMMENT
MEDIUM⚡	tests/test_reasoning_parsers.py	84	# ---------------------------------------------------------------------------	COMMENT
MEDIUM⚡	tests/test_reasoning_parsers.py	86	# ---------------------------------------------------------------------------	COMMENT
MEDIUM⚡	tests/test_reasoning_parsers.py	1332	# ---------------------------------------------------------------------------	COMMENT
MEDIUM⚡	tests/test_reasoning_parsers.py	1334	# ---------------------------------------------------------------------------	COMMENT
MEDIUM⚡	tests/test_reasoning_parsers.py	1542	# ---------------------------------------------------------------------------	COMMENT
MEDIUM⚡	tests/test_reasoning_parsers.py	1544	# ---------------------------------------------------------------------------	COMMENT
MEDIUM⚡	tests/test_reasoning_parsers.py	1695	# -----------------------------------------------------------------------	COMMENT
MEDIUM⚡	tests/test_reasoning_parsers.py	1712	# -----------------------------------------------------------------------	COMMENT
MEDIUM⚡	tests/test_reasoning_parsers.py	2077	# ---------------------------------------------------------------------------	COMMENT
MEDIUM⚡	tests/test_reasoning_parsers.py	2079	# ---------------------------------------------------------------------------	COMMENT
MEDIUM⚡	tests/test_reasoning_parsers.py	2230	# ---------------------------------------------------------------------------	COMMENT
MEDIUM⚡	tests/test_reasoning_parsers.py	2232	# ---------------------------------------------------------------------------	COMMENT
MEDIUM	tests/test_reasoning_parsers.py	19	# ---------------------------------------------------------------------------	COMMENT
MEDIUM	tests/test_reasoning_parsers.py	21	# ---------------------------------------------------------------------------	COMMENT
MEDIUM	tests/test_reasoning_parsers.py	51	# ---------------------------------------------------------------------------	COMMENT
MEDIUM	tests/test_reasoning_parsers.py	53	# ---------------------------------------------------------------------------	COMMENT
MEDIUM	tests/test_reasoning_parsers.py	228	# ---------------------------------------------------------------------------	COMMENT
MEDIUM	tests/test_reasoning_parsers.py	230	# ---------------------------------------------------------------------------	COMMENT
MEDIUM	tests/test_reasoning_parsers.py	311	# ---------------------------------------------------------------------------	COMMENT
MEDIUM	tests/test_reasoning_parsers.py	313	# ---------------------------------------------------------------------------	COMMENT
MEDIUM	tests/test_reasoning_parsers.py	1631	# ---------------------------------------------------------------------------	COMMENT
MEDIUM	tests/test_reasoning_parsers.py	1633	# ---------------------------------------------------------------------------	COMMENT
MEDIUM	tests/test_reasoning_parsers.py	2045	# ---------------------------------------------------------------------------	COMMENT
MEDIUM	tests/test_reasoning_parsers.py	2047	# ---------------------------------------------------------------------------	COMMENT
MEDIUM	tests/test_reasoning_parsers.py	2409	# ---------------------------------------------------------------------------	COMMENT
2407 more matches not shown…

Hyper-Verbose Identifiers6993 hits · 6054 pts

Severity	File	Line	Snippet	Context
LOW	community-benchmarks/scripts/validate.py	352	def _check_summary_matches_rounds(bucket_name: str, bucket: dict) -> None:	CODE
LOW	community-benchmarks/scripts/validate.py	399	def _check_path_in_submissions(path: Path) -> None:	CODE
LOW	community-benchmarks/scripts/validate.py	423	def _check_no_duplicate_submission_id(	CODE
LOW	community-benchmarks/scripts/validate.py	465	def _load_submission_id_index(	CODE
LOW⚡	tests/test_reasoning_parsers.py	66	def extract_reasoning_streaming(self, prev, curr, delta):	CODE
LOW⚡	tests/test_reasoning_parsers.py	72	def test_finalize_streaming_default_none(self):	CODE
LOW⚡	tests/test_reasoning_parsers.py	77	def extract_reasoning_streaming(self, prev, curr, delta):	CODE
LOW⚡	tests/test_reasoning_parsers.py	101	def test_both_tags_empty_reasoning(self):	CODE
LOW⚡	tests/test_reasoning_parsers.py	107	def test_both_tags_empty_content(self):	CODE
LOW⚡	tests/test_reasoning_parsers.py	113	def test_both_tags_whitespace_reasoning(self):	CODE
LOW⚡	tests/test_reasoning_parsers.py	119	def test_only_end_tag_implicit(self):	CODE
LOW⚡	tests/test_reasoning_parsers.py	272	def test_both_tags_in_single_delta(self):	CODE
LOW⚡	tests/test_reasoning_parsers.py	280	def test_start_tag_only_in_delta(self):	CODE
LOW⚡	tests/test_reasoning_parsers.py	287	def test_no_tags_early_defaults_to_reasoning(self):	CODE
LOW⚡	tests/test_reasoning_parsers.py	351	def test_streaming_no_tag_past_threshold(self):	CODE
LOW⚡	tests/test_reasoning_parsers.py	358	def test_streaming_no_tag_under_threshold(self):	CODE
LOW⚡	tests/test_reasoning_parsers.py	365	def test_finalize_short_no_tag_correction(self):	CODE
LOW⚡	tests/test_reasoning_parsers.py	389	def test_finalize_long_no_tag_no_correction(self):	CODE
LOW⚡	tests/test_reasoning_parsers.py	396	def test_finalize_with_tags_no_correction(self):	CODE
LOW⚡	tests/test_reasoning_parsers.py	403	def test_finalize_empty_no_correction(self):	CODE
LOW⚡	tests/test_reasoning_parsers.py	1338	def test_extract_channel_analysis(self):	CODE
LOW⚡	tests/test_reasoning_parsers.py	1343	def test_extract_channel_final(self):	CODE
LOW⚡	tests/test_reasoning_parsers.py	1348	def test_extract_channel_not_found(self):	CODE
LOW⚡	tests/test_reasoning_parsers.py	1353	def test_extract_channel_empty_content(self):	CODE
LOW⚡	tests/test_reasoning_parsers.py	1358	def test_extract_channel_with_constrain(self):	CODE
LOW⚡	tests/test_reasoning_parsers.py	1363	def test_channel_regex_matches_analysis(self):	CODE
LOW⚡	tests/test_reasoning_parsers.py	1369	def test_channel_regex_matches_final(self):	CODE
LOW⚡	tests/test_reasoning_parsers.py	1375	def test_channel_regex_matches_constrain(self):	CODE
LOW⚡	tests/test_reasoning_parsers.py	1381	def test_structural_tokens_regex(self):	CODE
LOW⚡	tests/test_reasoning_parsers.py	1460	def test_detect_phase_analysis(self):	CODE
LOW⚡	tests/test_reasoning_parsers.py	1468	def test_detect_phase_transition(self):	CODE
LOW⚡	tests/test_reasoning_parsers.py	1472	def test_streaming_analysis_phase(self):	CODE
LOW⚡	tests/test_reasoning_parsers.py	1480	def test_streaming_final_phase(self):	CODE
LOW⚡	tests/test_reasoning_parsers.py	1488	def test_streaming_phase_transition_to_analysis(self):	CODE
LOW⚡	tests/test_reasoning_parsers.py	1497	def test_streaming_phase_transition_to_final(self):	CODE
LOW⚡	tests/test_reasoning_parsers.py	1506	def test_streaming_init_phase_skips(self):	CODE
LOW⚡	tests/test_reasoning_parsers.py	1513	def test_streaming_structural_token_stripped(self):	CODE
LOW⚡	tests/test_reasoning_parsers.py	1527	def test_extract_content_after_marker(self):	CODE
LOW⚡	tests/test_reasoning_parsers.py	1534	def test_extract_content_after_marker_not_found(self):	CODE
LOW⚡	tests/test_reasoning_parsers.py	1550	def test_think_parser_full_stream(self):	CODE
LOW⚡	tests/test_reasoning_parsers.py	1714	def test_bare_thinking_process_prefix_no_close_tag(self):	CODE
LOW⚡	tests/test_reasoning_parsers.py	2061	def test_no_tags_enable_thinking_true_still_routes_to_content(self):	CODE
LOW⚡	tests/test_reasoning_parsers.py	2067	def test_no_tags_enable_thinking_false_routes_to_content(self):	CODE
LOW⚡	tests/test_reasoning_parsers.py	2086	def test_direct_content_code_block(self):	CODE
LOW⚡	tests/test_reasoning_parsers.py	2098	def test_direct_content_tool_call(self):	CODE
LOW⚡	tests/test_reasoning_parsers.py	2104	def test_reasoning_pattern_english(self):	CODE
LOW⚡	tests/test_reasoning_parsers.py	2111	def test_reasoning_pattern_i_need(self):	CODE
LOW⚡	tests/test_reasoning_parsers.py	2118	def test_reasoning_pattern_let_me(self):	CODE
LOW⚡	tests/test_reasoning_parsers.py	2124	def test_reasoning_pattern_chinese(self):	CODE
LOW⚡	tests/test_reasoning_parsers.py	2129	def test_no_reasoning_pattern(self):	CODE
LOW⚡	tests/test_reasoning_parsers.py	2168	def test_explicit_think_tag_in_delta(self):	CODE
LOW⚡	tests/test_reasoning_parsers.py	2172	def test_explicit_think_tag_with_content(self):	CODE
LOW⚡	tests/test_reasoning_parsers.py	2178	def test_end_think_tag_transition(self):	CODE
LOW⚡	tests/test_reasoning_parsers.py	2211	def test_finalize_undecided_empty(self):	CODE
LOW⚡	tests/test_reasoning_parsers.py	2216	def test_finalize_content_phase(self):	CODE
LOW⚡	tests/test_reasoning_parsers.py	2222	def test_finalize_reasoning_reclassifies(self):	CODE
LOW⚡	tests/test_reasoning_parsers.py	2290	def test_analysis_channel_switch(self):	CODE
LOW⚡	tests/test_reasoning_parsers.py	2297	def test_final_channel_switch(self):	CODE
LOW⚡	tests/test_reasoning_parsers.py	2304	def test_commentary_channel_switch(self):	CODE
LOW⚡	tests/test_reasoning_parsers.py	2313	def test_message_start_skipped(self):	CODE
6933 more matches not shown…

Over-Commented Block1316 hits · 900 pts

Severity	File	Line	Snippet	Context
LOW	pyproject.toml	41	# default_stream / new_stream / new_thread_local_stream) are materialised	COMMENT
LOW	pyproject.toml	61	# ``transformers==5.7.0`` — that release is treated as the *canonical	COMMENT
LOW	pyproject.toml	81	"psutil>=5.9.0",	COMMENT
LOW	pyproject.toml	101	"argcomplete>=3.6",	COMMENT
LOW	pyproject.toml	121	"opencv-python>=4.8.0",	COMMENT
LOW	pyproject.toml	141	# checkpoint contains an image-processor preprocessor_config.json (the	COMMENT
LOW	pyproject.toml	201	# in the linter/typer toolchain.	COMMENT
LOW	pyproject.toml	221	# to catch format regressions. NOT used at runtime — the route	COMMENT
LOW	pyproject.toml	261	"vllm>=0.4.0",	COMMENT
LOW	pyproject.toml	301	# 2. ``phonemizer-fork`` (NOT vanilla ``phonemizer``) is the only	COMMENT
LOW	pyproject.toml	401	"vllm_mlx/models/deepseek_v4.py" = ["UP", "B", "SIM", "N", "F", "I", "E"]	COMMENT
LOW	community-benchmarks/scripts/aggregate.py	81	# Metrics we surface per bucket. Keep this list in lockstep with what	COMMENT
LOW	community-benchmarks/scripts/validate.py	81		COMMENT
LOW	community-benchmarks/scripts/validate.py	141	"and re-run."	COMMENT
LOW	community-benchmarks/scripts/validate.py	161	# loose: it accepts date-only strings (``"2026-06-16"``) and	COMMENT
LOW	community-benchmarks/scripts/validate.py	301	)	COMMENT
LOW	community-benchmarks/scripts/validate.py	541	# and the file read. The previous version called	COMMENT
LOW	community-benchmarks/scripts/validate.py	621	# id) so two files with the same id are correctly flagged: removing	COMMENT
LOW	tests/test_reasoning_parsers.py	201	assert "Line 1" in reasoning	COMMENT
LOW	tests/test_reasoning_parsers.py	1701	# then the user-facing answer. Sometimes the model restates the	COMMENT
LOW	tests/test_reasoning_parsers.py	1741	reasoning, content = self.parser.extract_reasoning(text)	COMMENT
LOW	tests/test_reasoning_parsers.py	1901	"world-class — let me think of an example... Pok Pok was iconic."	COMMENT
LOW	tests/test_no_mllm_flag.py	721	# starts appearing here, the gates automatically include it.	COMMENT
LOW	tests/test_no_mllm_flag.py	761	(DeepSeek round-3 #3).	COMMENT
LOW	tests/test_no_mllm_flag.py	901	# Codex round-H fix (PR #409): the later prongs in	COMMENT
LOW	tests/test_no_mllm_flag.py	1061	"KWARGS_FORWARDED_BUT_NOT_VIA_MODEL_CONFIG. Either set "	COMMENT
LOW	tests/test_no_mllm_flag.py	1161	# literal RoutingFlagPair(...) calls inside it. The assignment is	COMMENT
LOW	tests/test_no_mllm_flag.py	1381	for conftest in tests_dir.rglob("conftest.py"):	COMMENT
LOW	tests/test_no_mllm_flag.py	1601	continue	COMMENT
LOW	tests/test_gemma4_tool_parser.py	181		COMMENT
LOW	tests/test_harmony_stop_final_channel_only.py	421	assert stop_str == "</execute_ipython>"	COMMENT
LOW	tests/test_deep_nest_dos.py	81	# NOTE: ``ChatCompletionRequest`` MUST be referenced from a	COMMENT
LOW	tests/test_envelope_field_extraction.py	601	_walk_loc_with_root,	COMMENT
LOW	tests/test_audio_upload_size_limit.py	21	# SKIP NOTE: this test file has heavy environmental requirements that	COMMENT
LOW	tests/test_no_out_of_band_routing.py	61	# Codex round-D fix (PR #409): allowlisting by NAME alone is bypass-	COMMENT
LOW	tests/test_no_out_of_band_routing.py	101	}	COMMENT
LOW	tests/test_no_out_of_band_routing.py	121	# not consulted at runtime by the engine.	COMMENT
LOW	tests/test_no_out_of_band_routing.py	141	# This is a cache placement/testing knob; model routing and DDTree	COMMENT
LOW	tests/test_no_out_of_band_routing.py	161	# Operator ceiling for accepted generation token budgets.	COMMENT
LOW	tests/test_no_out_of_band_routing.py	181	# Plumbs ``--mcp-config`` from the CLI to the FastAPI lifespan and is	COMMENT
LOW	tests/test_no_out_of_band_routing.py	201	# from* — strictly a download/CDN knob — not which model alias loads,	COMMENT
LOW	tests/test_no_out_of_band_routing.py	221	# (the scheduler's cache-self-pressure trigger) tick on real	COMMENT
LOW	tests/test_no_out_of_band_routing.py	241	# selects a model, parser, or routing tier.	COMMENT
LOW	tests/test_no_out_of_band_routing.py	261	# F-072 slow-DoS body-receive idle timeout (seconds, float).	COMMENT
LOW	tests/test_no_out_of_band_routing.py	281	"RAPID_MLX_CORS_ALLOW_HEADERS",	COMMENT
LOW	tests/test_no_out_of_band_routing.py	301	# Legacy alias for the rescue opt-out (PR #802 / #860 / issue	COMMENT
LOW	tests/test_no_out_of_band_routing.py	321	# never selects a model, parser, or routing tier; consumed	COMMENT
LOW	tests/test_no_out_of_band_routing.py	341	# PID of the supervising parent process for the parent-watchdog	COMMENT
LOW	tests/test_no_out_of_band_routing.py	361	# pure-silence and trailing-silence clips (issue #961). Pure	COMMENT
LOW	tests/test_no_out_of_band_routing.py	921	"var access bypasses the string-Constant scan (matches "	COMMENT
LOW	tests/test_no_out_of_band_routing.py	1261	"suffix_decoding_tier", # one of VALID_SUFFIX_TIERS — non-routing data	COMMENT
LOW	tests/test_ui_tars_fixes.py	821	assert tc_expr is not None, "tool_choice= kwarg missing"	COMMENT
LOW	tests/test_no_pydantic_error_leak.py	221	# Cases chosen to hit each Pydantic v2 error class that would normally	COMMENT
LOW	tests/test_tokenizer_gemma4_hybrid.py	361	# Pre-repair: ``Ġ`` leaks.	COMMENT
LOW	tests/test_model_auto_config.py	381	# 3B base = Qwen2.5-Coder-3B). Verify both the alias paths	COMMENT
LOW	tests/test_model_auto_config.py	1341	# body, matched by deepseek_v3 / deepseek_r1_0528. V3.1-line	COMMENT
LOW	tests/test_model_auto_config.py	1361	("deepseek-ai/DeepSeek-V3-0324", "deepseek_v3"),	COMMENT
LOW	tests/test_model_auto_config.py	1461	# replaced with an explicit hermes pin — codex r6 PR-validate NIT,	COMMENT
LOW	tests/test_model_auto_config.py	1481	assert "deepseek_v3" in msg	COMMENT
LOW	tests/test_model_auto_config.py	1621	# would have fired under the r5 same-parser-only gate), suppress	COMMENT
1256 more matches not shown…

Excessive Try-Catch Wrapping763 hits · 710 pts

Severity	File	Line	Snippet	Context
LOW	bench/bench_spec_decode_mtp.py	459	except Exception as exc: # pragma: no cover — bench	CODE
LOW⚡	evals/run_eval.py	265	except Exception:	CODE
LOW⚡	evals/run_eval.py	475	except Exception:	CODE
LOW	evals/run_eval.py	280	except Exception:	CODE
LOW	evals/run_eval.py	290	except Exception:	CODE
LOW	evals/run_eval.py	947	except Exception as e:	CODE
LOW	evals/run_eval.py	1072	except Exception as e:	CODE
LOW	evals/run_eval.py	1226	except Exception as e:	CODE
LOW	evals/run_eval.py	1537	except Exception as e:	CODE
LOW	evals/run_eval.py	1679	except Exception:	CODE
LOW	tests/test_no_mllm_flag.py	588	except Exception:	CODE
LOW	tests/test_continuous_batching.py	68	except Exception:	CODE
LOW	tests/test_mllm_executor_cancel.py	199	except Exception:	CODE
LOW	tests/test_mllm.py	47	except Exception:	CODE
LOW	tests/test_mllm.py	73	except Exception:	CODE
LOW	tests/regression_suite.py	39	except Exception:	CODE
LOW	tests/regression_suite.py	443	except Exception as e:	CODE
LOW	tests/regression_suite.py	593	except Exception as e:	CODE
LOW	tests/regression_suite.py	608	except Exception as e:	CODE
LOW	tests/regression_suite.py	680	except Exception as e:	CODE
LOW	tests/test_anthropic_stop_sequences.py	279	except Exception:	CODE
LOW	tests/test_telemetry_cli.py	164	except Exception:	CODE
LOW	tests/test_batching_deterministic.py	73	except Exception as e: # pragma: no cover - environment-dependent	CODE
MEDIUM	tests/test_batching_deterministic.py	68	def _load():	CODE
LOW	tests/test_event_loop.py	256	except Exception as e:	CODE
LOW	tests/test_batching.py	371	except Exception as e:	CODE
LOW	tests/test_streaming_latency.py	153	except Exception as e:	CODE
LOW	tests/test_body_receive_timeout.py	646	except Exception:	CODE
LOW⚡	tests/test_metal_error_recovery.py	42	except Exception as e:	CODE
LOW⚡	tests/test_mtp_real_weights.py	169	except Exception:	CODE
LOW	tests/test_idle_event_wakeup.py	96	except Exception:	CODE
MEDIUM	tests/test_server.py	341	def make_requests():	CODE
MEDIUM	tests/test_server.py	440	def register_files():	CODE
MEDIUM	tests/test_server.py	481	def manipulate_counter():	CODE
LOW	tests/test_server.py	346	except Exception as e:	CODE
LOW	tests/test_server.py	449	except Exception as e:	CODE
LOW	tests/test_server.py	488	except Exception as e:	CODE
LOW	tests/test_cache_routes.py	1674	except Exception:	CODE
LOW	tests/test_anthropic_stream_finalize.py	332	except Exception:	CODE
LOW	tests/test_mllm_cache.py	624	except Exception as exc:	CODE
LOW	tests/test_mllm_cache.py	655	except Exception as exc:	CODE
MEDIUM	tests/test_paged_cache.py	559	def allocate_blocks():	CODE
LOW	tests/test_paged_cache.py	565	except Exception as e:	CODE
LOW	tests/test_tool_call_e2e.py	273	except Exception:	STRING
LOW	tests/test_tool_call_e2e.py	331	except Exception as e:	CODE
LOW	tests/test_tool_call_e2e.py	344	except Exception as e:	CODE
MEDIUM	tests/test_telemetry_redact.py	201	def trigger_and_fingerprint() -> str:	CODE
LOW	tests/test_telemetry_redact.py	250	except Exception as e:	CODE
LOW	tests/evals/gsm8k/gsm8k_eval.py	176	except Exception as e:	CODE
LOW	tests/evals/gsm8k/gsm8k_eval.py	280	except Exception as e:	CODE
LOW	tests/evals/gsm8k/gsm8k_eval.py	347	except Exception as e:	CODE
LOW	tests/integrations/conftest.py	234	except Exception as exc: # noqa: BLE001 — surface the underlying error	CODE
LOW	tests/integrations/test_openwebui.py	40	except Exception as e:	CODE
LOW	tests/integrations/test_openwebui.py	69	except Exception as e:	CODE
LOW	tests/integrations/test_openwebui.py	100	except Exception as e:	CODE
LOW	tests/integrations/test_openwebui.py	143	except Exception as e:	CODE
LOW⚡	tests/integrations/test_langchain.py	27	except Exception:	CODE
LOW	tests/integrations/test_langchain.py	51	except Exception:	CODE
LOW	tests/integrations/test_langchain.py	70	except Exception as e:	CODE
LOW	tests/integrations/test_langchain.py	88	except Exception as e:	CODE
703 more matches not shown…

AI Slop Vocabulary181 hits · 579 pts

Severity	File	Line	Snippet	Context
MEDIUM	evals/results/baseline_benchmark.json	156	"content": "# Performance Analysis & BenchmarksHere's a comprehensive analysis with benchmarks:\n\n```pythonim	CODE
MEDIUM⚡	evals/results/baseline_benchmark.json	333	"content": "# Building a Distributed System on Apple Silicon: A Comprehensive Technical Guide## IntroductionThe ad	CODE
MEDIUM⚡	evals/results/baseline_benchmark.json	333	"content": "# Building a Distributed System on Apple Silicon: A Comprehensive Technical Guide## IntroductionThe ad	CODE
MEDIUM⚡	evals/results/baseline_benchmark.json	333	"content": "# Building a Distributed System on Apple Silicon: A Comprehensive Technical Guide## IntroductionThe ad	CODE
MEDIUM⚡	evals/results/tier1b_benchmark.json	333	"content": " about building a distributed system on Apple Silicon. They want it to cover architecture design, netw	CODE
MEDIUM⚡	evals/results/tier1b_benchmark.json	333	"content": " about building a distributed system on Apple Silicon. They want it to cover architecture design, netw	CODE
MEDIUM⚡	evals/results/tier1_benchmark.json	333	"content": "# Building a Distributed System on Apple Silicon: A Comprehensive Technical Guide## IntroductionApple	CODE
MEDIUM⚡	evals/results/tier1_benchmark.json	333	"content": "# Building a Distributed System on Apple Silicon: A Comprehensive Technical Guide## IntroductionApple	CODE
MEDIUM⚡	evals/results/tier1_benchmark.json	333	"content": "# Building a Distributed System on Apple Silicon: A Comprehensive Technical Guide## IntroductionApple	CODE
MEDIUM⚡	community-benchmarks/scripts/aggregate.py	90	# adding harness pass-rate columns). Consumers should skip aggregates	COMMENT
MEDIUM⚡	tests/test_no_mllm_flag.py	1550	# serving entrypoints (test helpers, internal probes, doctor harness	COMMENT
MEDIUM⚡	tests/test_no_mllm_flag.py	1556	# Eval harness — bench / scoring tool, not a serving entrypoint.	COMMENT
MEDIUM	tests/test_harmony_stop_final_channel_only.py	6	Discovered by PR #1048's real Docker OpenHands E2E harness: the	STRING
MEDIUM	tests/test_no_out_of_band_routing.py	132	# Port for doctor harness probe checks, not engine routing.	COMMENT
MEDIUM	tests/test_no_out_of_band_routing.py	245	# harness name (or comma-separated subset) when running a scoped	COMMENT
MEDIUM	tests/test_no_out_of_band_routing.py	247	# profiles_filter`` consumes it to whittle the harness loop down	COMMENT
MEDIUM⚡	tests/test_audio_r11_b_bundle.py	72	# with the same harness pattern.	COMMENT
MEDIUM	tests/test_mtp_cli_wiring.py	655	"""Codex round-D BLOCKING #1 regression guard (bench-harness path).	STRING
MEDIUM	tests/test_mtp_cli_wiring.py	890	"""Codex round-G NIT #4 + round-D cross-check: bench-harness path	STRING
MEDIUM	tests/regression_suite.py	19	# Port can be overridden by the doctor harness (which picks a free port).	COMMENT
MEDIUM⚡	tests/test_stream_include_usage_honored.py	112	# Test harness	COMMENT
MEDIUM⚡	tests/test_pflash_needle.py	39	# in ``pytest.ini`` is reserved for the deferred engine-level harness	COMMENT
MEDIUM	tests/test_pflash_needle.py	91	[4_096, 8_192, 16_384], # token-level only — engine harness exercises longer	CODE
MEDIUM⚡	tests/test_pflash_needle.py	187	# Engine-level harness — deferred.	COMMENT
MEDIUM⚡	tests/test_pflash_needle.py	204	# When someone re-introduces an engine-level harness here, the right	COMMENT
MEDIUM	tests/test_pflash_needle.py	217	# Env contract for that future harness: ``PFLASH_NEEDLE_MODEL`` selects	COMMENT
MEDIUM	tests/test_pflash_needle.py	219	# Re-instate as module-level reads when the harness lands; reading them	COMMENT
MEDIUM⚡	tests/test_audio_r8_a_bundle.py	66	# Helpers (copied from r7-C so this file stands alone — the harness pattern	COMMENT
MEDIUM	tests/test_audio_r8_a_bundle.py	747	# The test harness may run on a workstation whose HF cache	COMMENT
MEDIUM	tests/test_audio_r8_a_bundle.py	813	# snapshot in the test harness) so the cold-start fallback	COMMENT
MEDIUM	tests/test_bench_tier_submit_combo.py	362	# tier=smoke / harness / all). The speed numbers carry through	COMMENT
MEDIUM⚡	tests/test_prefix_cache_persistence.py	1705	# and the next save attempt (e.g. an embedded harness that does multiple	COMMENT
MEDIUM⚡	tests/test_routes_models_effective_parsers.py	44	# Test harness	COMMENT
MEDIUM⚡	tests/test_completions_spec_parity.py	1027	# representation is robust against future ``Annotated[int, ...]``	COMMENT
MEDIUM⚡	tests/test_ui_tars_parser.py	224	# pyautogui, the Anthropic computer-tool harness) — expects	COMMENT
MEDIUM⚡	tests/test_dflash_integration.py	1099	# response. Mirrors the PoC bench harness but goes through our server.	COMMENT
MEDIUM	tests/test_hermes_harness_contract.py	41	# on a real server. The point of this test is the harness invocation	COMMENT
MEDIUM	tests/test_bench_tier_all.py	157	# Speed failed → overall fail, but harness must still have run.	COMMENT
MEDIUM⚡	tests/test_responses_bundle.py	25	# Lightweight engine harness — copy of routes/test_responses_route.py's	COMMENT
MEDIUM⚡	tests/test_agent_query_context_skip.py	116	# the harness wanted vs what the model offered.	COMMENT
MEDIUM	tests/test_agent_query_context_skip.py	193	# genuine harness misconfiguration.	COMMENT
MEDIUM	tests/test_cache_routes.py	2905	# the shared device default-stream context. This is test-harness plumbing	COMMENT
MEDIUM	tests/test_probe_fastpath.py	555	"""Codex r3 BLOCKING #1: an ASGI server / harness that ships	STRING
MEDIUM	tests/test_release_check_m3_port_thread.py	45	# integration harness with a different env-var convention.	COMMENT
MEDIUM	tests/test_pflash_metrics.py	152	assert dropped_expected > 0 # sanity — the harness must be compressing	CODE
MEDIUM⚡	tests/test_tool_choice_enforcement.py	73	# Test harness — recording mock engine + client builder	COMMENT
MEDIUM	tests/test_bench_tier_harness.py	28	# tier=harness tests that incidentally hit the smoke probe	COMMENT
MEDIUM	tests/test_bench_tier_harness.py	101	# Each harness name should appear in the per-tier detail block.	COMMENT
MEDIUM	tests/test_bench_tier_harness.py	197	# Crash → tier-level FAIL, but every harness was visited.	COMMENT
MEDIUM	tests/test_bench_tier_harness.py	314	_ = _time.time() - t0 # touched for clarity; harness sweep is mocked	CODE
MEDIUM	tests/test_bench_tier_harness.py	50	the post-#682 harness session would conclude the (mock) server is	STRING
MEDIUM	tests/parsers/fake_tokenizer.py	118	# harness aligned with the existing OutputRouter test fixtures.	COMMENT
MEDIUM	…est_issue_468_tool_choice_required_harmony_compound.py	78	# — we reuse get_weather as the recipient since the harness	COMMENT
MEDIUM	tests/integrations/test_agents_matrix.py	453	# Pass the FULL parsed base_url to the harness — the harness	COMMENT
MEDIUM	tests/integrations/test_agents_matrix.py	478	# +60 s over the harness's internal ``timeout(1)`` so	COMMENT
MEDIUM	tests/integrations/test_agents_matrix.py	498	# — the harness itself already prints BEFORE/AFTER add.py and	COMMENT
MEDIUM⚡	tests/integrations/test_agents_matrix.py	589	# harness, not just the port. The old ``--port`` path silently	COMMENT
MEDIUM⚡	tests/integrations/test_agents_matrix.py	594	# authoritative; the harness still accepts ``--port`` for	COMMENT
MEDIUM⚡	tests/integrations/test_agents_matrix.py	599	# LiteLLM's ``openai/<model>`` prefix in the harness lines up	COMMENT
MEDIUM⚡	tests/integrations/test_agents_matrix.py	606	# even if the harness accidentally strips them.	COMMENT
121 more matches not shown…

Unused Imports699 hits · 568 pts

Severity	File	Line	Context
LOW	bench/bench_spec_decode_mtp.py	39	CODE
LOW	bench/bench_radix_vs_hash.py	44	CODE
LOW	community-benchmarks/scripts/aggregate.py	62	CODE
LOW	community-benchmarks/scripts/validate.py	37	CODE
LOW	tests/test_audio_boot_check.py	15	CODE
LOW	tests/test_audio_extras_lockin.py	24	CODE
LOW	tests/test_no_mllm_flag.py	25	CODE
LOW	tests/test_cli_embeddings_extra.py	30	CODE
LOW	tests/test_generation_config_loader.py	4	CODE
LOW	tests/test_completions_log_redaction.py	24	CODE
LOW	tests/test_seed_reproducibility.py	36	CODE
LOW	tests/test_ddtree_integration.py	4	CODE
LOW	tests/test_anthropic_stream_reasoning.py	19	CODE
LOW	tests/test_r15_routes_stability_batch.py	36	CODE
LOW	tests/test_mllm_penalty_passthrough.py	24	CODE
LOW	tests/test_reasoning_content_null_rescue.py	37	CODE
LOW	tests/test_llama_tool_parser_bare_json.py	19	CODE
LOW	tests/test_harmony_stop_final_channel_only.py	36	CODE
LOW	tests/test_audio_probe_consistency.py	25	CODE
LOW	tests/test_telemetry_queue.py	12	CODE
LOW	tests/test_deep_nest_dos.py	40	CODE
LOW	tests/test_r12_reasoning_sanitizer_required.py	50	CODE
LOW	tests/test_envelope_field_extraction.py	43	CODE
LOW	tests/test_audio_upload_size_limit.py	10	CODE
LOW	tests/test_mllm_executor_cancel.py	41	CODE
LOW	tests/test_prefix_cache_radix_e2e.py	21	CODE
LOW	tests/test_chat_route_vlm_image.py	33	CODE
LOW	tests/test_stt_corrupted_file.py	16	CODE
LOW	tests/test_no_out_of_band_routing.py	29	CODE
LOW	tests/test_audio_r11_b_bundle.py	40	CODE
LOW	tests/test_request_time_alias_resolution.py	27	CODE
LOW	tests/test_mllm_usage_tracking.py	26	CODE
LOW	tests/test_share_cli.py	14	CODE
LOW	tests/test_orphan_tool_validation.py	34	CODE
LOW	tests/test_ui_tars_fixes.py	37	CODE
LOW	tests/test_serve_port_collision.py	39	CODE
LOW	tests/test_pr_validate_runner.py	17	CODE
LOW	tests/test_serve_listen_fd.py	21	CODE
LOW	tests/test_r10_scrub_validation_bundle.py	45	CODE
LOW	tests/test_tokenizer_gemma4_hybrid.py	43	CODE
LOW	tests/test_447_stream_tool_choice_auto.py	49	CODE
LOW	tests/test_anthropic_tool_param_validation.py	18	CODE
LOW	tests/test_deepseek_v3_tool_parser.py	32	CODE
LOW	tests/test_responses_chat_template_kwargs.py	34	CODE
LOW	tests/test_mllm_hybrid_probe.py	12	CODE
LOW	tests/test_mtp_cli_wiring.py	30	CODE
LOW	tests/test_pr_validate_test_env.py	19	CODE
LOW	tests/test_pr_validate_test_env.py	153	CODE
LOW	tests/test_schema_v2_rejects_partial_harness.py	16	CODE
LOW	tests/test_stress_test_stream_usage.py	4	CODE
LOW	tests/test_embeddings_timeout_admission.py	21	CODE
LOW	tests/test_cli_jlens.py	13	CODE
LOW	tests/test_mllm_corrupt_image.py	44	CODE
LOW	tests/test_ubc_evict.py	25	CODE
LOW	tests/test_gemma4_unified_routing.py	36	CODE
LOW	tests/test_community_bench_aggregate.py	26	CODE
LOW	tests/test_aliases_contract.py	24	CODE
LOW	tests/test_telemetry_transport.py	13	CODE
LOW	tests/test_disconnect_counter_prod_shape.py	53	CODE
LOW	tests/test_tool_parser_wire_formats.py	29	CODE
639 more matches not shown…

Modern AI Meta-Vocabulary121 hits · 378 pts

Severity	File	Line	Snippet	Context
MEDIUM⚡	evals/results/tier1b_benchmark.json	333	"content": " about building a distributed system on Apple Silicon. They want it to cover architecture design, netw	CODE
MEDIUM⚡	tests/test_reasoning_parsers.py	1700	# supposed to emit its chain-of-thought followed by ``</think>`` and	COMMENT
MEDIUM⚡	tests/test_reasoning_parsers.py	1706	# response — which is pure chain-of-thought — into ``content`` and	COMMENT
MEDIUM	tests/test_reasoning_parsers.py	2016	# reclassified as the model's own chain-of-thought.	COMMENT
MEDIUM⚡	tests/test_reasoning_content_null_rescue.py	827	# in the same orchestration the chat route runs, against every	COMMENT
MEDIUM	tests/test_reasoning_content_null_rescue.py	1071	# parser-specific reasoning trace's last RESCUE_TAIL_LENGTH	COMMENT
MEDIUM	tests/test_no_out_of_band_routing.py	290	# chars of the reasoning trace on length-cut mid-think. Power	COMMENT
MEDIUM	tests/test_no_out_of_band_routing.py	356	# F-K-WHISPER-961 anti-hallucination VAD pre-trim opt-out	COMMENT
MEDIUM	tests/test_no_out_of_band_routing.py	360	# before Whisper for silence-hallucination suppression on	COMMENT
MEDIUM	tests/test_model_auto_config.py	1755	# V3Beta hallucination — V3 pattern needs the same boundary.	COMMENT
MEDIUM	tests/test_embeddings_timeout_admission.py	175	# H-09 (route guard) requires the embedding model to be configured.	COMMENT
MEDIUM⚡	tests/test_pflash_needle.py	195	# async-runtime scaffolding into this test module or (b) drift from the	COMMENT
MEDIUM⚡	tests/test_r12_h06_repair_context_guard.py	45	# tokenizer + a tunable max-context window so we can hit the H-06	COMMENT
MEDIUM	tests/test_embeddings.py	187	# H-09: the route now requires the embedding model to be	COMMENT
MEDIUM⚡	tests/test_finalize_harmony_raw_text.py	506	# the byte-identical reasoning trace into BOTH ``content`` AND	COMMENT
MEDIUM	tests/test_finalize_harmony_raw_text.py	861	# started with the REMAINDER of the reasoning trace ("answer succinctly,	COMMENT
MEDIUM	tests/test_finalize_harmony_raw_text.py	933	# Long no-tag reasoning trace (chat-template pre-injected <think>,	COMMENT
MEDIUM	tests/test_batching_deterministic.py	158	"Bisected to PR #280 (event-driven idle wakeup). The test adds 4 "	CODE
MEDIUM⚡	tests/test_prefix_cache_persistence.py	1699	# from a fs-event-driven antivirus touching cache_dir mid-rename, observed	COMMENT
MEDIUM	…ts/test_r12_m3_responses_stream_leading_items_order.py	333	# The reasoning summary must carry the model's chain-of-thought.	COMMENT
MEDIUM⚡	tests/test_chat_route_tool_tag_leak.py	241	# ``reasoning_content`` must contain the chain-of-thought.	COMMENT
MEDIUM	tests/test_anthropic_think_leak_r12_m1b.py	497	f"(PR #802 design — agentic auto-retry pattern-matches the prefix); "	CODE
MEDIUM	tests/test_routes.py	999	# context window — both ids share the loaded engine.	COMMENT
MEDIUM	tests/test_routes.py	1318	# H-09 route guard requires an embedding model to be	COMMENT
MEDIUM⚡	tests/test_ui_tars_parser.py	409	# parser owns the chain-of-thought channel, the tool parser owns	COMMENT
MEDIUM⚡	tests/test_ui_tars_parser.py	412	# mirror so the chain-of-thought doesn't double-render when the	COMMENT
MEDIUM	tests/test_stt_vad_pretrim.py	217	# anti-hallucination invariant.	COMMENT
MEDIUM⚡	tests/test_pr_validate_codex.py	1774	"### context window exceeded\nNo blocking issues found.",	CODE
MEDIUM	tests/test_mxfp4_moe_guardrail.py	416	# passed to e.g. monkeypatch.setattr in test scaffolding, which	COMMENT
MEDIUM	tests/test_harmony_finalize.py	588	# The reasoning trace must still flow on the reasoning channel	COMMENT
MEDIUM	tests/test_routes_models.py	102	# Both cards must be present — the chat model AND the embedding model.	COMMENT
MEDIUM	tests/test_streaming_newlines.py	303	# The reasoning trace from inside ``<think>...</think>`` MUST	COMMENT
MEDIUM	tests/test_agent_query_context_skip.py	81	# ~100 cols so the phrase "context window" ends up split as	COMMENT
MEDIUM⚡	tests/test_agent_query_context_skip.py	131	initial #659 fix used a literal ``"context window" in output``	STRING
MEDIUM	tests/test_silent_drop_rescue_569.py	540	# The rescued content is the accumulated reasoning trace.	COMMENT
MEDIUM	tests/test_silent_drop_rescue_569.py	943	# them should carry the reasoning trace. Per-delta reasoning	COMMENT
MEDIUM	tests/test_doctor_runner.py	220	# The doctor CLI no longer owns server-boot orchestration; that moved to	COMMENT
MEDIUM⚡	tests/test_chat_template_tool_call_arguments.py	292	env = jinja2.Environment( # noqa: S701 - test scaffolding	CODE
MEDIUM	tests/test_chat_logprobs_channel_routing.py	189	# #569: rescue fires — content carries the reasoning trace so the	COMMENT
MEDIUM⚡	tests/test_mtp_gemma4_assistant_inject.py	337	# SIGNATURE contract, and unlike the PR #989 scaffold path, the	COMMENT
MEDIUM⚡	tests/test_mtp_gemma4_assistant_inject.py	758	# make_mtp_cache returns a list from the inner scaffold — assert	COMMENT
MEDIUM	tests/test_tool_choice_enforcement.py	177	# No-fake-API clause names the most common hallucination shapes.	COMMENT
MEDIUM⚡	tests/test_api_validation_bundle.py	457	# - C3: chat rejects image/video on text-only models (no silent hallucination)	COMMENT
MEDIUM	tests/test_api_validation_bundle.py	260	# H-09 route guard rejects requests when no embedding model is	COMMENT
MEDIUM	tests/integrations/test_agents_matrix.py	10	Existing wire cells (from #1030 scaffold):	STRING
MEDIUM⚡	tests/integrations/test_hermes.py	109	# context window is below what Hermes's full tool-rich prompt	COMMENT
MEDIUM⚡	tests/integrations/test_hermes.py	116	# literal ``"context window"`` substring would miss when	COMMENT
MEDIUM⚡	tests/integrations/test_hermes.py	509	# Deep agentic tests (requires hermes binary, tests real workflows)	COMMENT
MEDIUM	tests/integrations/test_hermes.py	656	# Deep agentic tests	COMMENT
MEDIUM	docs/getting-started/quickstart.md	12	rapid-mlx chat --think # surface chain-of-thought reasoning	CODE
MEDIUM	docs/guides/embeddings.md	17	### Start the server with an embedding model	COMMENT
MEDIUM	docs/guides/embeddings.md	20	# Pre-load a specific embedding model at startup	COMMENT
MEDIUM	docs/guides/audio.md	264	#### Silence-hallucination guard (Whisper only)	COMMENT
MEDIUM	scripts/bench_readme_refresh.py	437	# chunks (= the chain-of-thought stream), but those chunks come out	COMMENT
MEDIUM	scripts/bench_suffix_decoding.py	99	# An agentic ReAct trace — the model has just emitted Thought/Action/	STRING
MEDIUM	scripts/release_check_m3.sh	137	# expectations that small models hallucinate. Run for the contract	COMMENT
MEDIUM	scripts/agent_promo_gen.py	61	[Rapid-MLX](https://github.com/raullenchai/Rapid-MLX) is an inference server for Apple Silicon that provides an OpenAI-c	CODE
MEDIUM	scripts/pr_validate/golden_models.yaml	199	# (or when our Gemma chat template ships better few-shot priming), add	COMMENT
MEDIUM	vllm_mlx/memory_cache.py	1573	# This handles the agentic pattern: same system+context prefix	COMMENT
MEDIUM	vllm_mlx/memory_cache.py	2515	# PermissionError from a fs-event-driven antivirus touching	COMMENT
61 more matches not shown…

Deep Nesting415 hits · 300 pts

Severity	File	Line	Context
LOW	bench/bench_spec_decode_mtp.py	413	CODE
LOW	evals/run_eval.py	328	CODE
LOW	evals/run_eval.py	490	CODE
LOW	evals/run_eval.py	516	CODE
LOW	evals/run_eval.py	555	CODE
LOW	evals/run_eval.py	626	CODE
LOW	evals/run_eval.py	1000	CODE
LOW	evals/run_eval.py	1400	CODE
LOW	evals/run_eval.py	1565	CODE
LOW	evals/generate_scorecard.py	84	CODE
LOW	community-benchmarks/scripts/aggregate.py	193	CODE
LOW	tests/test_no_mllm_flag.py	744	CODE
LOW	tests/test_no_mllm_flag.py	862	CODE
LOW	tests/test_no_mllm_flag.py	1133	CODE
LOW	tests/test_no_mllm_flag.py	1363	CODE
LOW	tests/test_no_mllm_flag.py	1657	CODE
LOW	tests/test_no_mllm_flag.py	1901	CODE
LOW	tests/test_reasoning_content_null_rescue.py	1406	CODE
LOW	tests/test_reasoning_content_null_rescue.py	1889	CODE
LOW	tests/test_stt_corrupted_file.py	184	CODE
LOW	tests/test_no_out_of_band_routing.py	575	CODE
LOW	tests/test_no_out_of_band_routing.py	731	CODE
LOW	tests/test_no_out_of_band_routing.py	854	CODE
LOW	tests/test_no_out_of_band_routing.py	987	CODE
LOW	tests/test_ui_tars_fixes.py	718	CODE
LOW	tests/test_serve_listen_fd.py	144	CODE
LOW	tests/test_responses_engine_failure_envelope.py	272	CODE
LOW	tests/regression_suite.py	44	CODE
LOW	tests/test_anthropic_stop_sequences.py	245	CODE
LOW	tests/test_anthropic_stop_sequences.py	296	CODE
LOW	tests/test_responses_sse_event_order.py	170	CODE
LOW	tests/test_anthropic_streaming_reasoning.py	77	CODE
LOW	tests/test_anthropic_streaming_reasoning.py	111	CODE
LOW	tests/test_truncation_no_synthetic_text.py	235	CODE
LOW	tests/test_truncation_no_synthetic_text.py	352	CODE
LOW	tests/test_truncation_no_synthetic_text.py	456	CODE
LOW	tests/test_response_format_json_schema_strict.py	576	CODE
LOW	tests/test_community_bench.py	1250	CODE
LOW	tests/test_community_bench.py	1274	CODE
LOW	tests/test_r12_h06_repair_context_guard.py	101	CODE
LOW	tests/test_prefix_cache_persistence.py	1036	CODE
LOW	tests/test_prefix_cache_persistence.py	1057	CODE
LOW	tests/test_responses_591_followups.py	253	CODE
LOW	tests/test_pr_validate_stress_timeout.py	108	CODE
LOW	tests/test_responses_budget_exhaust_streaming.py	627	CODE
LOW	tests/test_responses_budget_exhaust_streaming.py	926	CODE
LOW	tests/test_streaming_latency.py	28	CODE
LOW	…ts/test_r12_m3_responses_stream_leading_items_order.py	232	CODE
LOW	tests/test_mirror_pull.py	2763	CODE
LOW	tests/test_anthropic_route_thinking_gate.py	601	CODE
LOW	tests/test_responses_bundle.py	254	CODE
LOW	tests/test_sampling_params_passthrough.py	399	CODE
LOW	tests/test_context_overflow_400.py	55	CODE
LOW	tests/test_paired_compat.py	118	CODE
LOW	tests/test_paired_compat.py	131	CODE
LOW	tests/test_paired_compat.py	162	CODE
LOW	tests/test_paired_compat.py	206	CODE
LOW	tests/test_responses_route.py	753	CODE
LOW	tests/test_chat_streaming_no_reasoning_alias.py	120	CODE
LOW	tests/test_silent_drop_rescue_569.py	546	CODE
355 more matches not shown…

Cross-Language Confusion43 hits · 206 pts

Severity	File	Line	Snippet	Context
HIGH	tests/test_reasoning_content_null_rescue.py	1023	strict-null, but the sentinel-absence assertion is what	STRING
HIGH	tests/test_envelope_field_extraction.py	11	"param":null,"code":null}}	STRING
HIGH	tests/test_no_pydantic_error_leak.py	15	"v/missing","type":"invalid_request_error","code":null,	STRING
HIGH	tests/test_no_pydantic_error_leak.py	16	"param":null}}	STRING
HIGH	tests/test_r10_scrub_validation_bundle.py	32	``reasoning_effort`` accepted any value (int, list, null,	STRING
HIGH	tests/regression_suite.py	486	# every leaf in the schema (qty must be int\|null, no extra keys,	COMMENT
HIGH	tests/test_stream_include_usage_honored.py	205	f"chunk (not just emit null); got {len(chunks_with_usage_key)} "	CODE
HIGH	tests/test_stream_include_usage_honored.py	233	f"chunk (not just emit null); got {len(chunks_with_usage_key)} "	CODE
HIGH	tests/test_stream_include_usage_honored.py	304	f"every chunk (not just emit null); got "	CODE
HIGH	tests/test_stream_include_usage_honored.py	332	f"KEY from every chunk (not just emit null); got "	CODE
HIGH⚡	tests/test_stream_include_usage_honored.py	182	be absent from every chunk (not just present-but-null). Codex	STRING
HIGH	tests/test_finalize_harmony_raw_text.py	1009	spec — the tool call IS the visible response, ``content`` is null).	STRING
HIGH	tests/test_routes_models_effective_parsers.py	470	f"entry's live ``tool_call_parser=None`` must surface as null; "	CODE
HIGH	tests/test_routes_models_effective_parsers.py	474	f"entry's live ``reasoning_parser=None`` must surface as null; "	CODE
HIGH	tests/test_api_models.py	897	# D-MISSING-CONTENT-KEY (r12-7): empty string, not null, so the	COMMENT
HIGH	tests/test_api_models.py	166	carrying ``{"role":"user","content":null}`` (or "system" /	STRING
HIGH⚡	tests/test_openai_tool_choice_validation.py	234	"""``tool_choice=null`` (JSON null) — same semantics as	STRING
HIGH⚡	tests/test_mcp_security.py	69	validator.validate_command("npx && rm -rf /", "test-server")	CODE
HIGH⚡	tests/test_mcp_security.py	65	"""Test that command injection via && is blocked."""	STRING
HIGH	tests/test_audio_r11_b_pure.py	161	"""``{"format": null}`` is the JSON shape an SDK might emit when	STRING
HIGH⚡	tests/test_casual_chat_auto_disable_thinking.py	438	"""Codex r1 MEDIUM #3: ``reasoning={"effort": null}`` is	STRING
HIGH⚡	tests/test_casual_chat_auto_disable_thinking.py	443	round-trips ``reasoning={"effort": null}`` (e.g. an SDK that	STRING
HIGH⚡	tests/test_tool_param_enforcement.py	201	_validate_tool_call_params([_call("nick", '{"name": null}')], tools)	CODE
HIGH	tests/test_bench_vs_ollama.py	142	'data: {"choices":[null,{"delta":null},{"delta":[]}]}',	CODE
HIGH	tests/test_bench_vs_ollama.py	175	'{"message":null}',	CODE
HIGH	tests/test_vision_extra_install.py	305	f"`pip install rapid-mlx && rapid-mlx serve gemma-4-12b-4bit` "	CODE
HIGH	tests/test_vision_extra_install.py	472	"`pip install rapid-mlx && rapid-mlx serve gemma-4-12b-4bit` "	CODE
HIGH	tests/test_vision_extra_install.py	13	``pip install rapid-mlx==0.10.0 && rapid-mlx serve gemma-4-12b-4bit``	STRING
HIGH	scripts/agent_promo_gen.py	154	pip install rapid-mlx && rapid-mlx serve <model>	CODE
HIGH	vllm_mlx/tool_parsers/gemma4_tool_parser.py	121	# Try to parse as JSON literal (int, float, bool, null)	COMMENT
HIGH	vllm_mlx/middleware/body_size.py	568	"code": "request_too_large", "param": null}}	STRING
HIGH	vllm_mlx/models/gemma4_text.py	591	# * ``None`` reaching here means the key was ABSENT (not explicit null,	COMMENT
HIGH	vllm_mlx/models/gemma4_text.py	611	# ``TypeError`` on a ``None`` that reached it via an explicit config null).	COMMENT
HIGH	vllm_mlx/models/gemma4_vendored/__init__.py	8	lean; but a fresh `pip install rapid-mlx==0.10.0 && rapid-mlx serve	STRING
HIGH	vllm_mlx/community_bench/hardware.py	139	submission still ships without it (schema allows null).	STRING
HIGH	vllm_mlx/api/models.py	464	# null, garbage like ``"banana"``) with HTTP 200 — the field was	COMMENT
HIGH	vllm_mlx/api/models.py	904	# the null, but many existing clients (and the response shape	COMMENT
HIGH	vllm_mlx/api/models.py	1784	# bool, null) are rejected with a clear envelope BEFORE Pydantic's	COMMENT
HIGH	vllm_mlx/api/responses_adapter.py	413	shape). Only a non-null string counts; ``{"effort": null}`` /	STRING
HIGH	vllm_mlx/service/helpers.py	1871	# NON-NULL ``effort`` only: ``reasoning={"effort": null}`` and	COMMENT
HIGH	vllm_mlx/routes/models.py	324	three-way (text / image / null) shape instead of the documented	STRING
HIGH	vllm_mlx/routes/health.py	301	# Always emit an object (never null) so dashboards with strict	COMMENT
HIGH	vllm_mlx/routes/anthropic.py	1244	# (explicit null) are accepted by the count_tokens contract —	COMMENT

Modern Structural Boilerplate145 hits · 149 pts

Severity	File	Line	Snippet	Context
LOW	tests/integrations/conftest.py	664	__all__ = [	CODE
LOW	examples/video_benchmark.py	31	logger = logging.getLogger(__name__)	CODE
LOW	examples/test_video.py	24	logger = logging.getLogger(__name__)	CODE
LOW	scripts/extract_hy3_mtp.py	47	logger = logging.getLogger(__name__)	CODE
LOW	scripts/extract_mtp_weights.py	32	logger = logging.getLogger(__name__)	CODE
LOW	scripts/pr_validate/steps/codex_review.py	254	1. [BLOCKING] vllm_mlx/routes/chat.py:918 — `assert isinstance(_msg, dict)` is stripped under `python -O`, leaving the g	CODE
LOW	vllm_mlx/model_runner.py	28	logger = logging.getLogger(__name__)	CODE
LOW	vllm_mlx/_tempfile_safe.py	365	__all__ = ["managed_tempfile_path"]	CODE
LOW	vllm_mlx/mllm_cache.py	31	logger = logging.getLogger(__name__)	CODE
LOW	vllm_mlx/worker.py	20	logger = logging.getLogger(__name__)	CODE
LOW	vllm_mlx/_mlx_compat.py	47	logger = logging.getLogger(__name__)	CODE
LOW	vllm_mlx/memory_cache.py	39	logger = logging.getLogger(__name__)	CODE
LOW	vllm_mlx/attention.py	16	logger = logging.getLogger(__name__)	CODE
LOW	vllm_mlx/server.py	155	logger = logging.getLogger(__name__)	CODE
LOW	vllm_mlx/vision_embedding_cache.py	26	logger = logging.getLogger(__name__)	CODE
LOW	vllm_mlx/output_router.py	37	logger = logging.getLogger(__name__)	CODE
LOW	vllm_mlx/embedding.py	15	logger = logging.getLogger(__name__)	CODE
LOW	vllm_mlx/request.py	232	def set_finished(self, status: RequestStatus, reason: str \| None = None) -> None:	CODE
LOW	vllm_mlx/turboquant.py	52	logger = logging.getLogger(__name__)	CODE
LOW	vllm_mlx/multimodal_processor.py	25	logger = logging.getLogger(__name__)	CODE
LOW	vllm_mlx/__init__.py	117	__all__ = [	CODE
LOW⚡	vllm_mlx/kv_cache_dtype.py	36	logger = logging.getLogger(__name__)	CODE
LOW	vllm_mlx/optimizations.py	30	logger = logging.getLogger(__name__)	CODE
LOW	vllm_mlx/_parent_watchdog.py	61	logger = logging.getLogger(__name__)	CODE
LOW	vllm_mlx/output_router_harmony.py	58	logger = logging.getLogger(__name__)	CODE
LOW	vllm_mlx/engine_core.py	32	logger = logging.getLogger(__name__)	CODE
LOW	vllm_mlx/mllm_scheduler.py	53	logger = logging.getLogger(__name__)	CODE
LOW	vllm_mlx/paged_cache.py	34	logger = logging.getLogger(__name__)	CODE
LOW	vllm_mlx/vllm_platform.py	18	logger = logging.getLogger(__name__)	CODE
LOW	vllm_mlx/vllm_platform.py	213	def set_device(cls, device: torch.device) -> None:	CODE
LOW	vllm_mlx/model_auto_config.py	33	logger = logging.getLogger(__name__)	CODE
LOW	vllm_mlx/plugin.py	14	logger = logging.getLogger(__name__)	CODE
LOW	vllm_mlx/_signal_observability.py	56	logger = logging.getLogger(__name__)	CODE
LOW	vllm_mlx/cloud_router.py	17	logger = logging.getLogger(__name__)	CODE
LOW	vllm_mlx/prefix_cache.py	29	logger = logging.getLogger(__name__)	CODE
LOW	vllm_mlx/scheduler.py	50	logger = logging.getLogger(__name__)	CODE
LOW	vllm_mlx/_mxfp4_moe_guardrail.py	76	logger = logging.getLogger(__name__)	CODE
LOW	vllm_mlx/model_registry.py	21	logger = logging.getLogger(__name__)	CODE
LOW	vllm_mlx/mllm_batch_generator.py	42	logger = logging.getLogger(__name__)	CODE
LOW	vllm_mlx/tool_parsers/lfm_tool_parser.py	23	logger = logging.getLogger(__name__)	CODE
LOW	vllm_mlx/tool_parsers/deepseek_v3_tool_parser.py	74	logger = logging.getLogger(__name__)	CODE
LOW	vllm_mlx/tool_parsers/qwen3coder_tool_parser.py	41	logger = logging.getLogger(__name__)	CODE
LOW	vllm_mlx/tool_parsers/__init__.py	77	__all__ = [	CODE
LOW	vllm_mlx/tool_parsers/seed_oss_tool_parser.py	32	logger = logging.getLogger(__name__)	CODE
LOW	vllm_mlx/tool_parsers/deepseekv31_tool_parser.py	52	logger = logging.getLogger(__name__)	CODE
LOW	vllm_mlx/tool_parsers/nemotron_tool_parser.py	24	logger = logging.getLogger(__name__)	CODE
LOW	vllm_mlx/tool_parsers/ui_tars_tool_parser.py	63	logger = logging.getLogger(__name__)	CODE
LOW	vllm_mlx/middleware/auth.py	20	logger = logging.getLogger(__name__)	CODE
LOW	vllm_mlx/middleware/probe_fastpath.py	67	logger = logging.getLogger(__name__)	CODE
LOW	vllm_mlx/middleware/body_size.py	51	logger = logging.getLogger(__name__)	CODE
LOW	vllm_mlx/middleware/body_depth.py	56	logger = logging.getLogger(__name__)	CODE
LOW⚡	vllm_mlx/kernels/turboquant_fused.py	28	logger = logging.getLogger(__name__)	CODE
LOW	vllm_mlx/bench/_server.py	242	__all__ = ["serve", "find_free_port", "ServerStartFailed"]	CODE
LOW	vllm_mlx/cache/protocol.py	32	logger = logging.getLogger(__name__)	CODE
LOW	vllm_mlx/cache/__init__.py	24	__all__ = [	CODE
LOW	vllm_mlx/config/__init__.py	6	__all__ = ["ServerConfig", "get_config", "reset_config"]	CODE
LOW	vllm_mlx/patches/qwen3_next_mtp.py	25	logger = logging.getLogger(__name__)	CODE
LOW	vllm_mlx/patches/deepseek_v32_indexer_gate.py	95	logger = logging.getLogger(__name__)	CODE
LOW	vllm_mlx/launch/__init__.py	45	__all__ = ["ADAPTERS", "claude_code", "cline", "continue_dev", "cursor"]	CODE
LOW	vllm_mlx/doctor/runner.py	25	logger = logging.getLogger(__name__)	CODE
85 more matches not shown…

Redundant / Tautological Comments58 hits · 92 pts

Severity	File	Line	Snippet	Context
LOW	evals/run_eval.py	768	# Check if model called the recovery tool	COMMENT
LOW	tests/test_paged_cache_benefits.py	313	# Check if root is shared	COMMENT
LOW	tests/test_paged_cache.py	176	# Increment ref	COMMENT
LOW	examples/video_benchmark.py	577	# Print results	STRING
LOW	examples/mcp_tool_use.py	97	# Check if model wants to use tools	COMMENT
LOW	examples/mic_realtime.py	111	# Check if audio has content (not silence)	COMMENT
LOW	examples/test_openai_compatibility.py	805	# Check if server is reachable	STRING
LOW	examples/mllm_benchmark.py	451	# Print results	STRING
LOW	examples/mic_live.py	130	# Check if silence long enough to trigger transcription	COMMENT
LOW	examples/demo_openai_video.py	109	# Check if there's a sample video in the examples directory	COMMENT
LOW	scripts/add_mtp_weights.py	296	# Check if MTP weights already exist	COMMENT
LOW	scripts/benchmark_engines.py	500	# Check if tool call was returned in structured format	COMMENT
LOW	scripts/benchmark_engines.py	502	# Check if content contains text-format tool calls (degraded)	COMMENT
LOW	scripts/agent_discovery.py	347	# Check if it's actually an agent	COMMENT
LOW	scripts/agent_discovery.py	385	# Check if title mentions AI agents	COMMENT
LOW	vllm_mlx/memory_cache.py	1496	# Check if cached_key is a prefix of tokens_key	COMMENT
LOW	vllm_mlx/memory_cache.py	1516	# Check if tokens_key is a prefix of cached_key	COMMENT
LOW	vllm_mlx/memory_cache.py	1729	# Check if single entry exceeds limit	COMMENT
LOW	vllm_mlx/memory_cache.py	3045	# Check if it fits against the running (live+staged in	COMMENT
LOW	vllm_mlx/gradio_app.py	167	# Check if this message had media cached	COMMENT
LOW	vllm_mlx/cli.py	3178	# Set SO_REUSEADDR to match uvicorn's bind behavior — without it, this	COMMENT
LOW	vllm_mlx/mllm_scheduler.py	958	# Check if finished	COMMENT
LOW	vllm_mlx/vllm_platform.py	157	# Check if bfloat16 is supported	COMMENT
LOW⚡	vllm_mlx/plugin.py	30	# Check if running on macOS	COMMENT
LOW⚡	vllm_mlx/plugin.py	35	# Check if running on Apple Silicon (ARM)	COMMENT
LOW⚡	vllm_mlx/plugin.py	40	# Check if MLX is installed and working	COMMENT
LOW	vllm_mlx/plugin.py	59	# Check if mlx-lm is available	COMMENT
LOW	vllm_mlx/prefix_cache.py	143	# Check if we have a shorter prefix with cache	COMMENT
LOW	vllm_mlx/prefix_cache.py	212	# Check if cache supports trimming	COMMENT
LOW	vllm_mlx/prefix_cache.py	591	# Check if cache_data contains extracted tensor states	COMMENT
LOW	vllm_mlx/prefix_cache.py	625	# Check if this block already exists (deduplication)	COMMENT
LOW	vllm_mlx/scheduler.py	2799	# Check if it's a list of cache layers	COMMENT
LOW	vllm_mlx/scheduler.py	2807	# Check if layer has expected structure	COMMENT
LOW	vllm_mlx/scheduler.py	4514	# Check if finished	COMMENT
LOW	vllm_mlx/mllm_batch_generator.py	412	# Check if this is actually a VLM with separate language model	COMMENT
LOW	vllm_mlx/tool_parsers/qwen3coder_tool_parser.py	477	# Check if we need to advance to next tool. The tool boundary is	COMMENT
LOW	vllm_mlx/tool_parsers/granite_tool_parser.py	62	# Check if it starts with JSON array	COMMENT
LOW	vllm_mlx/tool_parsers/seed_oss_tool_parser.py	294	# Check if we need to advance to next tool	COMMENT
LOW	vllm_mlx/tool_parsers/seed_oss_tool_parser.py	309	# Check if thinking ended (or never started)	COMMENT
LOW	vllm_mlx/tool_parsers/gemma4_tool_parser.py	460	# Check if we're inside a tool call. Either the pristine wire	COMMENT
LOW	vllm_mlx/tool_parsers/gemma4_tool_parser.py	511	# Check if we have a complete text tool call	COMMENT
LOW	vllm_mlx/utils/tokenizer.py	776	# Check if model needs fallback (e.g., Nemotron)	COMMENT
LOW	vllm_mlx/mcp/security.py	154	# Check if command is in whitelist	COMMENT
LOW	vllm_mlx/mcp/security.py	156	# Check if it's an absolute path to an allowed command	COMMENT
LOW	vllm_mlx/mcp/executor.py	459	# Check if tool exists	COMMENT
LOW⚡	vllm_mlx/models/mllm.py	512	# Check if it's a local file	COMMENT
LOW⚡	vllm_mlx/models/mllm.py	516	# Check if it's a URL	COMMENT
LOW⚡	vllm_mlx/models/mllm.py	520	# Check if it's base64	COMMENT
LOW⚡	vllm_mlx/models/mllm.py	599	# Check if it's base64 FIRST (before Path.exists() which fails on long strings)	COMMENT
LOW⚡	vllm_mlx/models/mllm.py	603	# Check if it's a URL	COMMENT
LOW⚡	vllm_mlx/models/mllm.py	607	# Check if it's a local file (only for short strings that could be paths)	COMMENT
LOW	vllm_mlx/reasoning/deepseek_r1_parser.py	120	# Check if any tags are in the current text	COMMENT
LOW	vllm_mlx/reasoning/minimax_parser.py	173	# Check if output starts with reasoning patterns	COMMENT
LOW⚡	vllm_mlx/reasoning/gemma4_parser.py	321	# Check if we just entered thought channel	COMMENT
LOW⚡	vllm_mlx/reasoning/gemma4_parser.py	326	# Check if we just entered content channel	COMMENT
LOW⚡	vllm_mlx/reasoning/gemma4_parser.py	331	# Check if thought ended (first <channel\|> after thought start)	COMMENT
LOW	vllm_mlx/api/tool_logits.py	353	# Check if we should start tracking a pattern	COMMENT
LOW	vllm_mlx/routes/chat.py	3589	# Check if we should include usage in the final chunk	COMMENT

Self-Referential Comments25 hits · 75 pts

Severity	File	Line	Snippet	Context
MEDIUM	tests/test_tool_logits.py	126	# Create a token ID that corresponds to the last char of '<invoke'	COMMENT
MEDIUM⚡	tests/test_video.py	193	# Create a temp file to act as a "video"	COMMENT
MEDIUM	tests/test_server.py	373	# Create a real temp file	COMMENT
MEDIUM	tests/test_fix_reasoning_mtp_doctor.py	97	# Create a small QuantizedSwitchLinear	COMMENT
MEDIUM	tests/test_memory_stability.py	40	# Create a mock BatchGenerator with close()	COMMENT
MEDIUM	tests/test_memory_stability.py	171	# Create a mock request with extracted cache (dict-state format)	COMMENT
MEDIUM	tests/test_memory_stability.py	218	# Create a mock response with prompt_cache	COMMENT
MEDIUM	tests/test_turboquant.py	544	# Create a mix: KVCache + non-KVCache	COMMENT
MEDIUM	tests/test_mtp_gemma4_assistant_inject.py	1238	# Create the well-known name AND an "extra" shard.	COMMENT
MEDIUM	tests/test_mllm_continuous_batching.py	723	# Create a request with stop sequences	COMMENT
MEDIUM	tests/test_mllm_cache.py	77	# Create a temp file with some content	COMMENT
MEDIUM	tests/integrations/test_hermes.py	597	# Create a test file first	COMMENT
MEDIUM	examples/test_openai_compatibility.py	63	# Create a simple 100x100 red square image	COMMENT
MEDIUM	examples/test_openai_compatibility.py	490	# Create a simple video with 3 colored frames (red, green, blue)	COMMENT
MEDIUM	examples/test_video.py	68	# Create a simple video with colored frames	COMMENT
MEDIUM	examples/demo_openai_image.py	80	# Create a simple red square image for testing	COMMENT
MEDIUM	examples/demo_openai_image.py	86	# Create a simple 100x100 red image	COMMENT
MEDIUM	examples/benchmark_audio.py	42	# Create a simple sine wave tone	COMMENT
MEDIUM	examples/demo_curl_image.sh	77	# Create a simple red PNG using Python (smallest valid PNG)	COMMENT
MEDIUM	scripts/pr_validate/steps/targeted_tests.py	253	# Create a worktree pointing at base_ref (sha-pinned when given).	COMMENT
MEDIUM	vllm_mlx/gradio_app.py	274	# Create a public share link	COMMENT
MEDIUM	vllm_mlx/mllm_batch_generator.py	941	# Create a fresh KVCache for this request's language model prefill	COMMENT
MEDIUM	vllm_mlx/_integration_tests/test_hermes.py	597	# Create a test file first	COMMENT
MEDIUM	vllm_mlx/api/guided.py	103	# Create the model dynamically	COMMENT
MEDIUM	vllm_mlx/speculative/dflash/server.py	400	# Create the generator on the same worker that will drive it,	COMMENT

Docstring Block Structure14 hits · 70 pts

Severity	File	Line	Snippet	Context
HIGH	vllm_mlx/paged_cache.py	276	Pop n non-pinned blocks from the front. Pinned blocks are skipped to prevent eviction of important	STRING
HIGH	vllm_mlx/paged_cache.py	653	Allocate multiple blocks at once (vLLM style). Args: num_blocks: Number of blocks to alloc	STRING
HIGH	vllm_mlx/model_registry.py	58	Attempt to acquire ownership of a model. Args: model: The MLX model engine: Th	STRING
HIGH	vllm_mlx/tool_parsers/abstract_tool_parser.py	381	Retrieve a registered ToolParser class by name. Args: name: Parser name (e.g., 'mistral',	STRING
HIGH	vllm_mlx/runtime/model_registry.py	101	Get the engine for a model name. Falls back to default. Args: model_name: Model name from request.	STRING
HIGH	vllm_mlx/mcp/config.py	39	Load MCP configuration from file. Search order: 1. Explicit path argument 2. RAPID_MLX_MCP_CONFIG envi	STRING
HIGH	vllm_mlx/mcp/config.py	123	Validate and parse configuration dictionary. Args: data: Raw configuration dictionary Returns:	STRING
HIGH	vllm_mlx/mcp/tools.py	50	Parse OpenAI tool call back to MCP format. Args: tool_call: OpenAI tool call from model response	STRING
HIGH	vllm_mlx/models/mllm.py	225	Decode base64 image to bytes. Args: base64_string: Base64 encoded image (optionally with data URL pref	STRING
HIGH	vllm_mlx/models/mllm.py	253	Download image from URL and return local path. Args: url: Image URL timeout: Download timeout	STRING
HIGH	vllm_mlx/models/mllm.py	341	Download video from URL and return local path. Args: url: Video URL (http/https) timeout: Down	STRING
HIGH	vllm_mlx/models/mllm.py	440	Decode base64 video to temp file and return path. Supports format: data:video/mp4;base64,AAAA... Args:	STRING
HIGH	vllm_mlx/reasoning/__init__.py	51	Get a reasoning parser class by name. Args: name: Name of the parser (e.g., "qwen3", "deepseek_r1").	STRING
HIGH	vllm_mlx/spec_decode/mtp/qwen3_5_inject.py	217	Inject MTP support into a loaded Qwen3.5 / Qwen3.6 model. Args: model: A model loaded via ``mlx_lm.load()``	STRING

Structural Annotation Overuse20 hits · 35 pts

Severity	File	Line	Snippet	Context
LOW⚡	tests/test_llama_tool_parser_bare_json.py	351	# Step 1: prose preface — passes through.	COMMENT
LOW⚡	tests/test_llama_tool_parser_bare_json.py	358	# Step 2: opening brace + name/params arrive in one go.	COMMENT
LOW⚡	tests/test_llama_tool_parser_bare_json.py	375	# Step 1: closed prose JSON — flushed as content on close.	COMMENT
LOW⚡	tests/test_llama_tool_parser_bare_json.py	384	# Step 2: trailing prose — must pass through.	COMMENT
LOW	tests/test_ui_tars_fixes.py	740	# Step 1: walk imports to learn what local names refer to	COMMENT
LOW	tests/test_ui_tars_fixes.py	758	# Step 2: walk the tree looking for Call nodes whose callable	COMMENT
LOW⚡	tests/test_metrics_route.py	432	# Step 1: hits=10 → exposed 10	COMMENT
LOW⚡	tests/test_metrics_route.py	436	# Step 2: hits=15 → exposed 15	COMMENT
LOW⚡	tests/test_metrics_route.py	441	# Step 3: simulate cache.clear() — raw drops to 0; exposed must stay ≥ 15	COMMENT
LOW⚡	tests/test_metrics_route.py	450	# Step 4: hits=3 — fresh activity after clear; exposed should be 15+3=18	COMMENT
LOW	docs/guides/server.md	204	# Step 1: Send request with tools	COMMENT
LOW	docs/guides/server.md	220	# Step 2: Check if model wants to use tools	COMMENT
LOW	docs/guides/server.md	226	# Step 3: Send tool result back	COMMENT
LOW⚡	vllm_mlx/tool_parsers/gemma4_tool_parser.py	99	# Step 1: stash quoted string values so they can't confuse the bare parser	COMMENT
LOW⚡	vllm_mlx/tool_parsers/gemma4_tool_parser.py	108	# Step 2: bare KV parse	COMMENT
LOW	vllm_mlx/utils/chat_template.py	1013	# Step 1: retry without enable_thinking (many templates don't support it).	COMMENT
LOW	vllm_mlx/utils/chat_template.py	1057	# Step 2: template also rejects tools — fall back to prompt injection.	COMMENT
LOW	vllm_mlx/service/postprocessor.py	2482	# Step 1: Separate content from reasoning	COMMENT
LOW	vllm_mlx/share/cli.py	341	# Step 1: a deliberately-wrong key must NOT return 200. If the	COMMENT
LOW	vllm_mlx/share/cli.py	352	# Step 2: the real key must return 200.	COMMENT

Verbosity Indicators17 hits · 30 pts

Severity	File	Line	Snippet	Context
LOW⚡	tests/test_llama_tool_parser_bare_json.py	351	# Step 1: prose preface — passes through.	COMMENT
LOW⚡	tests/test_llama_tool_parser_bare_json.py	358	# Step 2: opening brace + name/params arrive in one go.	COMMENT
LOW⚡	tests/test_llama_tool_parser_bare_json.py	375	# Step 1: closed prose JSON — flushed as content on close.	COMMENT
LOW⚡	tests/test_llama_tool_parser_bare_json.py	384	# Step 2: trailing prose — must pass through.	COMMENT
LOW	tests/test_ui_tars_fixes.py	740	# Step 1: walk imports to learn what local names refer to	COMMENT
LOW	tests/test_ui_tars_fixes.py	758	# Step 2: walk the tree looking for Call nodes whose callable	COMMENT
LOW⚡	tests/test_metrics_route.py	432	# Step 1: hits=10 → exposed 10	COMMENT
LOW⚡	tests/test_metrics_route.py	436	# Step 2: hits=15 → exposed 15	COMMENT
LOW⚡	tests/test_metrics_route.py	441	# Step 3: simulate cache.clear() — raw drops to 0; exposed must stay ≥ 15	COMMENT
LOW⚡	tests/test_metrics_route.py	450	# Step 4: hits=3 — fresh activity after clear; exposed should be 15+3=18	COMMENT
LOW⚡	vllm_mlx/tool_parsers/gemma4_tool_parser.py	99	# Step 1: stash quoted string values so they can't confuse the bare parser	COMMENT
LOW⚡	vllm_mlx/tool_parsers/gemma4_tool_parser.py	108	# Step 2: bare KV parse	COMMENT
LOW	vllm_mlx/utils/chat_template.py	1013	# Step 1: retry without enable_thinking (many templates don't support it).	COMMENT
LOW	vllm_mlx/utils/chat_template.py	1057	# Step 2: template also rejects tools — fall back to prompt injection.	COMMENT
LOW	vllm_mlx/service/postprocessor.py	2482	# Step 1: Separate content from reasoning	COMMENT
LOW	vllm_mlx/share/cli.py	341	# Step 1: a deliberately-wrong key must NOT return 200. If the	COMMENT
LOW	vllm_mlx/share/cli.py	352	# Step 2: the real key must return 200.	COMMENT

Cross-File Repetition6 hits · 30 pts

Severity	File	Snippet	Context
HIGH	tests/integrations/test_hermes.py	streaming mode: tool calls arrive as structured deltas.	STRING
HIGH	vllm_mlx/_integration_tests/test_hermes.py	streaming mode: tool calls arrive as structured deltas.	STRING
HIGH	vllm_mlx/agents/testing.py	streaming mode: tool calls arrive as structured deltas.	STRING
HIGH	vllm_mlx/_mxfp4_moe_guardrail.py	test-only hook: zero the counters between cases. production code must not call this — prometheus counters are contractua	STRING
HIGH	vllm_mlx/runtime/ubc_evict.py	test-only hook: zero the counters between cases. production code must not call this — prometheus counters are contractua	STRING
HIGH	vllm_mlx/api/response_format_metrics.py	test-only hook: zero the counters between cases. production code must not call this — prometheus counters are contractua	STRING

Example Usage Blocks9 hits · 13 pts

Severity	File	Line	Snippet	Context
LOW	tests/integrations/test_aider.sh	18	# Usage:	COMMENT
LOW⚡	tests/integrations/test_openhands.sh	34	# Usage:	COMMENT
LOW	examples/demo_curl_text.sh	6	# Usage:	COMMENT
LOW	examples/demo_curl_video.sh	6	# Usage:	COMMENT
LOW	examples/demo_curl_image.sh	6	# Usage:	COMMENT
LOW	scripts/run_dogfood_mvp.sh	8	# Usage:	COMMENT
LOW	scripts/gemma4_mtp_mvp_smoke.sh	30	# Usage:	COMMENT
LOW	scripts/build-sidecar.sh	9	# Usage:	COMMENT
LOW	vllm_mlx/_integration_tests/test_aider.sh	18	# Usage:	COMMENT

Slop Phrases5 hits · 13 pts

Severity	File	Line	Snippet	Context
MEDIUM⚡	evals/results/tier1b_benchmark.json	333	"content": " about building a distributed system on Apple Silicon. They want it to cover architecture design, netw	CODE
MEDIUM	…0260617-apple-m3-ultra-qwen3-8b-4bit-e912922f4600.json	139	"response_excerpt": "\n\nHello! 2 + 2 equals 4. Let me know if you need help with anything else! 😊"	CODE
MEDIUM⚡	tests/test_pr_validate_codex.py	863	monkeypatch, tmp_path, "I'm unable to review this content."	CODE
MEDIUM	tests/integrations/conftest.py	319	# "I cannot provide the current weather in Tokyo as I cannot access	COMMENT
MEDIUM	scripts/agent_promo_gen.py	185	Let me know if you need help setting it up!	CODE

AI Structural Patterns16 hits · 12 pts

Severity	File	Line	Context
LOW	tests/test_community_bench_aggregate.py	62	CODE
LOW	tests/test_cache_routes.py	84	CODE
LOW	examples/mcp_chat.py	47	CODE
LOW	scripts/agent_soak_test.py	272	CODE
LOW	scripts/bench_decode_tps.py	122	CODE
LOW	vllm_mlx/server.py	1143	CODE
LOW	vllm_mlx/mllm_scheduler.py	439	CODE
LOW	vllm_mlx/mllm_scheduler.py	1602	CODE
LOW	vllm_mlx/mllm_batch_generator.py	375	CODE
LOW	vllm_mlx/tool_parsers/harmony_tool_parser.py	334	CODE
LOW	vllm_mlx/models/mllm.py	1239	CODE
LOW	vllm_mlx/models/deepseek_v4.py	1662	CODE
LOW	vllm_mlx/models/gemma4_vendored/language.py	601	CODE
LOW	vllm_mlx/spec_decode/mtp/cache_patch.py	344	CODE
LOW	vllm_mlx/spec_decode/mtp/generator.py	167	CODE
LOW	vllm_mlx/engine/batched.py	756	CODE

Hallucination Indicators1 hit · 10 pts

Severity	File	Line	Snippet	Context
CRITICAL	tests/test_prompt_cache_snapshot.py	272	scheduler.memory_aware_cache.store.call_args.kwargs.get("evict_prefixes")	CODE

Fake / Example Data9 hits · 8 pts

Severity	File	Line	Snippet	Context
LOW	evals/run_eval.py	890	fake_key = f"{prefix}fake_result"	CODE
LOW	evals/run_eval.py	892	fake_key,	CODE
LOW	tests/test_tokenizer_gemma4_hybrid.py	265	"Lorem ipsum dolor sit amet",	CODE
LOW	tests/test_tokenizer_gemma4_hybrid.py	265	"Lorem ipsum dolor sit amet",	CODE
LOW⚡	tests/test_tool_param_enforcement_f141a.py	135	("email", "notanemail", "user@example.com"),	CODE
LOW	tests/test_qwen3coder_tool_parser_streaming.py	30	"Lorem ipsum dolor sit amet, consectetur adipiscing elit. Sed do "	CODE
LOW	tests/test_qwen3coder_tool_parser_streaming.py	30	"Lorem ipsum dolor sit amet, consectetur adipiscing elit. Sed do "	CODE
LOW	tests/test_upstream_regression.py	390	'[TOOL_CALLS] [{"arguments":{"name": "John Doe"}, "name": "get_age"}]',	CODE
LOW	tests/test_upstream_regression.py	392	{"name": "John Doe"},	CODE

Dead Code2 hits · 4 pts

Severity	File	Line	Snippet	Context
MEDIUM	tests/test_r15_routes_stability_batch.py	501		CODE
MEDIUM	tests/test_r15_routes_stability_batch.py	533		CODE

Overly Generic Function Names1 hit · 1 pts

Severity	File	Line	Snippet	Context
LOW	scripts/benchmark_realworld.py	94	def run_task(name, messages, max_tokens=1000, tools=None, temperature=0.0):	CODE

Analysis Overview

What These Metrics Mean

Score History

Severity Breakdown

Directory Score Breakdown

Pattern Findings