RyanCodrai/turbovec

17.1

Adjusted Score

17.1

Raw Score

100%

Time Factor

2026-08-21

Last Push

16.5K

Stars

Rust

Language

99.2K

Lines of Code

347

Files

1.4K

Pattern Hits

2026-08-29

Scan Date

0.01

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 0HIGH 5MEDIUM 176LOW 1260

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 1441 distinct pattern matches across 14 syntactic categories. Each entry below represents a discrete location in the source code where the engine recorded a statistically significant AI authorship indicator. Expand any category row to inspect the individual file paths, line numbers, code snippets, and the lexical context (CODE, COMMENT, or STRING) in which each match was detected.

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

Hyper-Verbose Identifiers707 hits · 584 pts

Severity	File	Line	Snippet	Context
LOW	turbovec-python/python/turbovec/llama_index.py	210	def _legacy_split_persist_base(persist_path: str \| Path) -> tuple[Path, Path]:	CODE
LOW	turbovec-python/python/turbovec/haystack.py	469	def count_documents_by_filter(self, filters: Dict[str, Any]) -> int:	CODE
LOW	turbovec-python/python/turbovec/haystack.py	479	def count_unique_metadata_by_filter(	CODE
LOW	turbovec-python/python/turbovec/haystack.py	515	def get_metadata_field_min_max(self, metadata_field: str) -> Dict[str, Any]:	CODE
LOW	turbovec-python/python/turbovec/haystack.py	535	def get_metadata_field_unique_values(	CODE
LOW	turbovec-python/python/turbovec/haystack.py	721	async def delete_all_documents_async(self) -> None:	CODE
LOW⚡	turbovec-python/python/turbovec/haystack.py	733	async def count_documents_by_filter_async(self, filters: Dict[str, Any]) -> int:	CODE
LOW⚡	turbovec-python/python/turbovec/haystack.py	738	async def count_unique_metadata_by_filter_async(	CODE
LOW⚡	turbovec-python/python/turbovec/haystack.py	748	async def get_metadata_fields_info_async(self) -> Dict[str, Dict[str, str]]:	CODE
LOW⚡	turbovec-python/python/turbovec/haystack.py	753	async def get_metadata_field_min_max_async(	CODE
LOW⚡	turbovec-python/python/turbovec/haystack.py	761	async def get_metadata_field_unique_values_async(	CODE
LOW⚡	turbovec-python/python/turbovec/haystack.py	771	async def embedding_retrieval_async(	CODE
LOW	turbovec-python/python/turbovec/agno.py	699	def _handles_for_content_hash(self, content_hash: str) -> List[int]:	CODE
LOW	turbovec-python/python/turbovec/agno.py	776	def _resolve_filter_to_handles(	CODE
LOW	turbovec-python/python/turbovec/agno.py	1041	def get_supported_search_types(self) -> List[SearchType]:	CODE
LOW	turbovec-python/python/turbovec/langchain.py	157	def _select_relevance_score_fn(self) -> Callable[[float], float]:	CODE
LOW	turbovec-python/python/turbovec/langchain.py	207	def _validate_query_embedding(self, embedded: Any) -> np.ndarray:	CODE
LOW	turbovec-python/python/turbovec/langchain.py	492	def similarity_search_with_score(	CODE
LOW	turbovec-python/python/turbovec/langchain.py	502	async def asimilarity_search_with_score(	CODE
LOW	turbovec-python/python/turbovec/langchain.py	514	def similarity_search_by_vector(	CODE
LOW	turbovec-python/python/turbovec/langchain.py	524	async def asimilarity_search_by_vector(	CODE
LOW	turbovec-python/python/turbovec/langchain.py	537	def similarity_search_with_score_by_vector(	CODE
LOW	turbovec-python/python/turbovec/langchain.py	551	async def asimilarity_search_with_score_by_vector(	CODE
LOW	turbovec-python/python/turbovec/langchain.py	704	def max_marginal_relevance_search(	CODE
LOW	turbovec-python/python/turbovec/langchain.py	714	def max_marginal_relevance_search_by_vector(	CODE
LOW	turbovec-python/python/turbovec/langchain.py	726	async def amax_marginal_relevance_search(	CODE
LOW	turbovec-python/tests/test_rayon_env.py	56	def test_huge_rayon_num_threads_does_not_panic():	STRING
LOW⚡	turbovec-python/tests/test_rayon_env.py	74	def test_huge_rayon_num_threads_warns_naming_the_variable():	STRING
LOW⚡	turbovec-python/tests/test_rayon_env.py	80	def test_small_rayon_num_threads_matches_unset_results():	STRING
LOW⚡	turbovec-python/tests/test_rayon_env.py	90	def test_unset_and_zero_emit_no_warning():	STRING
LOW⚡	turbovec-python/tests/test_pickle_copy.py	54	def test_index_to_bytes_round_trips_and_matches_file(tmp_path):	CODE
LOW⚡	turbovec-python/tests/test_pickle_copy.py	120	def test_lazy_index_bytes_round_trip():	CODE
LOW⚡	turbovec-python/tests/test_pickle_copy.py	248	def test_llama_pickle_round_trips_data():	CODE
LOW⚡	turbovec-python/tests/test_pickle_copy.py	332	def test_langchain_deepcopy_is_independent():	CODE
LOW⚡	turbovec-python/tests/test_pickle_copy.py	387	def test_langchain_copy_does_not_bleed():	CODE
LOW⚡	turbovec-python/tests/test_pickle_copy.py	397	def test_haystack_copy_does_not_bleed():	CODE
LOW⚡	turbovec-python/tests/test_pickle_copy.py	406	def test_llama_copy_does_not_bleed():	CODE
LOW⚡	turbovec-python/tests/test_pickle_copy.py	415	def test_agno_copy_does_not_bleed():	CODE
LOW⚡	turbovec-python/tests/test_pickle_copy.py	569	def test_agno_getstate_snapshot_isolated_from_update_metadata():	CODE
LOW⚡	turbovec-python/tests/test_pickle_copy.py	629	def test_unpickled_langchain_store_lock_serializes_writes():	CODE
LOW	turbovec-python/tests/test_pickle_copy.py	73	def test_id_map_to_bytes_round_trips_and_matches_file(tmp_path):	CODE
LOW	turbovec-python/tests/test_pickle_copy.py	93	def test_from_bytes_accepts_bytearray():	CODE
LOW	turbovec-python/tests/test_pickle_copy.py	100	def test_from_bytes_rejects_corrupt_and_wrong_type():	CODE
LOW	turbovec-python/tests/test_pickle_copy.py	273	def test_langchain_pickle_round_trips_data():	CODE
LOW	turbovec-python/tests/test_pickle_copy.py	288	def test_haystack_pickle_round_trips_data():	CODE
LOW	turbovec-python/tests/test_pickle_copy.py	304	def test_agno_pickle_round_trips_data():	CODE
LOW	turbovec-python/tests/test_pickle_copy.py	316	def test_agno_uncreated_store_pickles():	CODE
LOW	turbovec-python/tests/test_pickle_copy.py	346	def test_haystack_deepcopy_is_independent():	CODE
LOW	turbovec-python/tests/test_pickle_copy.py	357	def test_llama_deepcopy_is_independent():	CODE
LOW	turbovec-python/tests/test_pickle_copy.py	370	def test_agno_deepcopy_is_independent():	CODE
LOW	turbovec-python/tests/test_pickle_copy.py	468	def test_langchain_mode_survives_pickle_and_deepcopy(mode):	CODE
LOW	turbovec-python/tests/test_pickle_copy.py	482	def test_haystack_mode_survives_pickle_and_deepcopy(mode):	CODE
LOW	turbovec-python/tests/test_pickle_copy.py	504	def test_llama_mode_survives_pickle_and_deepcopy(mode):	CODE
LOW	turbovec-python/tests/test_pickle_copy.py	530	def test_agno_mode_survives_pickle_and_deepcopy(mode_name):	CODE
LOW	turbovec-python/tests/test_pickle_copy.py	603	def test_haystack_getstate_snapshot_isolated_from_update_by_filter():	CODE
LOW	turbovec-python/tests/test_pickle_copy.py	681	def test_spawned_child_searches_pickled_store(maker, child, expected):	CODE
LOW⚡	turbovec-python/tests/test_llama_index.py	72	def test_lazy_dim_locked_on_first_add():	CODE
LOW⚡	turbovec-python/tests/test_llama_index.py	79	def test_from_params_without_dim_is_lazy():	CODE
LOW⚡	turbovec-python/tests/test_llama_index.py	84	def test_persist_and_load_lazy_uncommitted_store(tmp_path):	CODE
LOW⚡	turbovec-python/tests/test_llama_index.py	127	def test_ref_doc_id_preserved_through_query():	CODE
647 more matches not shown…

Decorative Section Separators164 hits · 568 pts

Severity	File	Line	Snippet	Context
MEDIUM	turbovec/tests/from_parts.rs	47	// ─── happy path ─────────────────────────────────────────────────────────────	COMMENT
MEDIUM	turbovec/tests/from_parts.rs	130	// ─── every invariant → its named error ──────────────────────────────────────	COMMENT
MEDIUM	turbovec/tests/from_parts.rs	297	// ─── overflow-safe size math ────────────────────────────────────────────────	COMMENT
MEDIUM	turbovec/tests/from_parts.rs	315	// ─── value validation: parity with the .tv loader ───────────────────────────	COMMENT
MEDIUM	turbovec/tests/from_parts.rs	419	// ─── property: accepted ⇒ survives its own write → load round-trip ──────────	COMMENT
MEDIUM	turbovec/tests/from_parts.rs	549	// ─── error is a proper std::error::Error with a readable message ─────────────	COMMENT
MEDIUM	turbovec/examples/kernel_xtest.rs	96	// ─── Tiny deterministic PRNG (xoshiro256** seeded via splitmix64) ────────	COMMENT
MEDIUM	turbovec/src/encode.rs	859	// ─── Per-vector norm ─────────────────────────────────────────────────────────	COMMENT
MEDIUM	turbovec/src/encode.rs	990	// ─── Fused quantize + scale + pack (aarch64) ────────────────────────────────	COMMENT
MEDIUM	turbovec/src/encode.rs	1202	// ─── Fused quantize + scale + pack (x86_64) ─────────────────────────────────	COMMENT
MEDIUM	turbovec/src/encode.rs	1391	// ─── Fused quantize + scale + pack (fallback) ───────────────────────────────	COMMENT
MEDIUM⚡	turbovec-python/tests/test_pickle_copy.py	49	# ---------------------------------------------------------------------------	COMMENT
MEDIUM⚡	turbovec-python/tests/test_pickle_copy.py	51	# ---------------------------------------------------------------------------	COMMENT
MEDIUM⚡	turbovec-python/tests/test_pickle_copy.py	128	# ---------------------------------------------------------------------------	COMMENT
MEDIUM⚡	turbovec-python/tests/test_pickle_copy.py	130	# ---------------------------------------------------------------------------	COMMENT
MEDIUM⚡	turbovec-python/tests/test_pickle_copy.py	242	# ---------------------------------------------------------------------------	COMMENT
MEDIUM⚡	turbovec-python/tests/test_pickle_copy.py	245	# ---------------------------------------------------------------------------	COMMENT
MEDIUM⚡	turbovec-python/tests/test_pickle_copy.py	327	# ---------------------------------------------------------------------------	COMMENT
MEDIUM⚡	turbovec-python/tests/test_pickle_copy.py	329	# ---------------------------------------------------------------------------	COMMENT
MEDIUM⚡	turbovec-python/tests/test_pickle_copy.py	381	# ---------------------------------------------------------------------------	COMMENT
MEDIUM⚡	turbovec-python/tests/test_pickle_copy.py	384	# ---------------------------------------------------------------------------	COMMENT
MEDIUM⚡	turbovec-python/tests/test_pickle_copy.py	424	# ---------------------------------------------------------------------------	COMMENT
MEDIUM⚡	turbovec-python/tests/test_pickle_copy.py	432	# ---------------------------------------------------------------------------	COMMENT
MEDIUM⚡	turbovec-python/tests/test_pickle_copy.py	561	# ---------------------------------------------------------------------------	COMMENT
MEDIUM⚡	turbovec-python/tests/test_pickle_copy.py	566	# ---------------------------------------------------------------------------	COMMENT
MEDIUM⚡	turbovec-python/tests/test_pickle_copy.py	624	# ---------------------------------------------------------------------------	COMMENT
MEDIUM⚡	turbovec-python/tests/test_pickle_copy.py	626	# ---------------------------------------------------------------------------	COMMENT
MEDIUM	turbovec-python/tests/test_pickle_copy.py	652	# ---------------------------------------------------------------------------	COMMENT
MEDIUM	turbovec-python/tests/test_pickle_copy.py	655	# ---------------------------------------------------------------------------	COMMENT
MEDIUM	turbovec-python/tests/test_async_offload.py	98	# ---------------------------------------------------------------------------	COMMENT
MEDIUM	turbovec-python/tests/test_async_offload.py	100	# ---------------------------------------------------------------------------	COMMENT
MEDIUM	turbovec-python/tests/test_async_offload.py	263	# ---------------------------------------------------------------------------	COMMENT
MEDIUM	turbovec-python/tests/test_async_offload.py	265	# ---------------------------------------------------------------------------	COMMENT
MEDIUM	turbovec-python/tests/test_async_offload.py	327	# ---------------------------------------------------------------------------	COMMENT
MEDIUM	turbovec-python/tests/test_async_offload.py	329	# ---------------------------------------------------------------------------	COMMENT
MEDIUM⚡	turbovec-python/tests/test_agno.py	1753	# ---------------------------------------------------------------------------	COMMENT
MEDIUM⚡	turbovec-python/tests/test_agno.py	1755	# ---------------------------------------------------------------------------	COMMENT
MEDIUM⚡	turbovec-python/tests/test_object_model.py	56	# --------------------------------------------------------------------	COMMENT
MEDIUM⚡	turbovec-python/tests/test_object_model.py	58	# --------------------------------------------------------------------	COMMENT
MEDIUM⚡	turbovec-python/tests/test_object_model.py	94	# --------------------------------------------------------------------	COMMENT
MEDIUM⚡	turbovec-python/tests/test_object_model.py	96	# --------------------------------------------------------------------	COMMENT
MEDIUM⚡	turbovec-python/tests/test_object_model.py	168	# --------------------------------------------------------------------	COMMENT
MEDIUM⚡	turbovec-python/tests/test_object_model.py	170	# --------------------------------------------------------------------	COMMENT
MEDIUM⚡	turbovec-python/tests/test_object_model.py	202	# --------------------------------------------------------------------	COMMENT
MEDIUM⚡	turbovec-python/tests/test_object_model.py	246	# --------------------------------------------------------------------	COMMENT
MEDIUM⚡	turbovec-python/tests/test_object_model.py	248	# --------------------------------------------------------------------	COMMENT
MEDIUM⚡	turbovec-python/tests/test_object_model.py	316	# --------------------------------------------------------------------	COMMENT
MEDIUM⚡	turbovec-python/tests/test_object_model.py	318	# --------------------------------------------------------------------	COMMENT
MEDIUM	turbovec-python/tests/test_object_model.py	190	# --------------------------------------------------------------------	COMMENT
MEDIUM⚡	turbovec-python/tests/test_similarity_modes.py	428	# =====================================================================	COMMENT
MEDIUM⚡	turbovec-python/tests/test_similarity_modes.py	430	# =====================================================================	COMMENT
MEDIUM⚡	turbovec-python/tests/test_similarity_modes.py	582	# =====================================================================	COMMENT
MEDIUM⚡	turbovec-python/tests/test_similarity_modes.py	584	# =====================================================================	COMMENT
MEDIUM	turbovec-python/tests/test_similarity_modes.py	80	# =====================================================================	COMMENT
MEDIUM	turbovec-python/tests/test_similarity_modes.py	82	# =====================================================================	COMMENT
MEDIUM	turbovec-python/tests/test_similarity_modes.py	288	# =====================================================================	COMMENT
MEDIUM	turbovec-python/tests/test_similarity_modes.py	290	# =====================================================================	COMMENT
MEDIUM⚡	turbovec-python/tests/test_interruptible.py	45	# ---------------------------------------------------------------------------	COMMENT
MEDIUM⚡	turbovec-python/tests/test_interruptible.py	47	# ---------------------------------------------------------------------------	COMMENT
MEDIUM⚡	turbovec-python/tests/test_interruptible.py	120	# ---------------------------------------------------------------------------	COMMENT
104 more matches not shown…

Over-Commented Block466 hits · 396 pts

Severity	File	Line	Snippet	Context
LOW	deny.toml	1	# cargo-deny configuration — supply-chain gate for the Rust crate.	COMMENT
LOW	deny.toml	41	# legal/compliance concern rather than a security one, and an allow-list is the	COMMENT
LOW	turbovec/Cargo.toml	1	[package]	COMMENT
LOW	turbovec/Cargo.toml	41	rand = "0.8"	COMMENT
LOW	turbovec/Cargo.toml	61	# directly and production code no longer calls `inverse_cdf` at all, so the	COMMENT
LOW	turbovec/tests/warning_hook.rs	1	//! The post-commit durability shortfall (#365) must reach the caller	COMMENT
LOW	turbovec/tests/warning_hook.rs	41		COMMENT
LOW	turbovec/tests/adversarial_load_memory.rs	181	);	COMMENT
LOW	turbovec/tests/input_validation_reporting.rs	1	//! The invalid-coordinate scan reports which coordinate was bad, and	COMMENT
LOW	turbovec/tests/concurrent_search.rs	1	//! Integration tests for concurrent search on a shared `TurboQuantIndex`.	COMMENT
LOW	turbovec/tests/concurrent_search.rs	341	fn tied_scores_agree_across_search_paths() {	COMMENT
LOW	turbovec/tests/crate_api.rs	1	//! The crate's surface as a downstream dependency (#351).	COMMENT
LOW	turbovec/tests/crate_api.rs	181	/// a panic in any other test has its diagnostics swallowed. This repo	COMMENT
LOW	turbovec/tests/filtering.rs	1	//! Correctness tests for slot-mask filtering on `TurboQuantIndex` and the	COMMENT
LOW	turbovec/tests/filtering.rs	401	// correctness tests above would still pass if the block-skip guard	COMMENT
LOW	turbovec/tests/filtering.rs	501	assert!(allowed.contains(id));	COMMENT
LOW	turbovec/tests/filtering.rs	621	assert!(mask[slot as usize], "returned disallowed slot {slot}");	COMMENT
LOW	turbovec/tests/input_validation.rs	1	//! Input-validation tests for `TurboQuantIndex` and `IdMapIndex`.	COMMENT
LOW	turbovec/tests/adversarial_gen_reuse.rs	1	//! Deterministic reproducer: a v7 commit generation is reused after a	COMMENT
LOW	turbovec/tests/swap_remove.rs	1	//! Correctness of `TurboQuantIndex::swap_remove`.	COMMENT
LOW	turbovec/tests/kernel_correctness.rs	1	//! Correctness harness for the SIMD scoring kernels.	COMMENT
LOW	turbovec/tests/kernel_correctness.rs	341	}	COMMENT
LOW	turbovec/tests/allocation_hot_paths.rs	1	//! Allocation-shape gates for the two hot paths in issue #409.	COMMENT
LOW	turbovec/tests/lazy_init.rs	1	//! Tests for lazy index construction on `TurboQuantIndex` and `IdMapIndex`.	COMMENT
LOW	turbovec/tests/adversarial_durability.rs	1	//! Adversarial durability probes: a power-loss model coarser than the	COMMENT
LOW	turbovec/tests/codebook_determinism.rs	1	//! Golden pin for the Lloyd-Max codebook.	COMMENT
LOW	turbovec/tests/codebook_determinism.rs	21	//! exact-pinned for the same reason — `rand_chacha` at `=0.3.1`	COMMENT
LOW	turbovec/tests/explicit_calibration.rs	1	//! Explicit TQ+ calibration: `calibrate_2d` / `calibrate`.	COMMENT
LOW	turbovec/tests/explicit_calibration.rs	61		COMMENT
LOW	turbovec/tests/explicit_calibration.rs	241	let mut trickled = TurboQuantIndex::new(dim, 2).unwrap();	COMMENT
LOW	turbovec/tests/explicit_calibration.rs	281	// but no recovery. If this assertion ever fails upward, refit has	COMMENT
LOW	turbovec/tests/query_scale_invariance.rs	1	//! Ranking must be invariant to positive uniform scaling of the query (#335).	COMMENT
LOW	turbovec/tests/query_scale_invariance.rs	41	for (d, t) in tmp.iter().enumerate() {	COMMENT
LOW	turbovec/tests/query_scale_invariance.rs	101	// for those queries the top-k id set legitimately differs across	COMMENT
LOW	turbovec/tests/query_scale_invariance.rs	121	// other* while both satisfy the condition above. If that pair	COMMENT
LOW	turbovec/tests/recall_sanity.rs	1	//! Recall floor for the v5 block-Hadamard rotation.	COMMENT
LOW	turbovec/tests/rotation.rs	1	//! Correctness tests for the deterministic block-Hadamard rotation.	COMMENT
LOW	turbovec/tests/tmp_sweep.rs	1	//! Stale-temp sweep, driven through a real save (#299, #488).	COMMENT
LOW	turbovec/tests/tmp_sweep.rs	21	//! overlapping. Nothing here waits on the product's mutex; the tests	COMMENT
LOW	turbovec/tests/tmp_sweep.rs	101	/// Save through `sync()` — the v7 container — serialized like the rest.	COMMENT
LOW	turbovec/tests/tmp_sweep.rs	161	/// permanent no-op and a crash-looping writer's temps accumulated	COMMENT
LOW	turbovec/tests/tmp_sweep.rs	261	/// name 1-3 bytes short of NAME_MAX, because `tmp_sibling` walks back to	COMMENT
LOW	turbovec/tests/sync_v7.rs	541	);	COMMENT
LOW	turbovec/tests/bytes_io.rs	1	//! In-memory serialization API: `to_bytes` / `from_bytes` /	COMMENT
LOW	turbovec/tests/avx512_tail_simulation.rs	1	//! Differential simulation of the AVX-512BW paired-block kernel's	COMMENT
LOW	turbovec/tests/encode_fingerprint.rs	1	//! Absolute golden anchor for every stage that decides an encoded byte.	COMMENT
LOW	turbovec/tests/encode_fingerprint.rs	21	//! `inverse_cdf` moved `tqplus_shift`/`tqplus_scale` by ~5e-4	COMMENT
LOW	turbovec/tests/encode_fingerprint.rs	41	//! The six columns below pin all of it: not "this build agrees with	COMMENT
LOW	turbovec/tests/encode_fingerprint.rs	61	//!	COMMENT
LOW	turbovec/tests/encode_fingerprint.rs	221	/// caller could reasonably predict or work around.	COMMENT
LOW	turbovec/tests/encode_fingerprint.rs	241	#[test]	COMMENT
LOW	turbovec/tests/common/fingerprint.rs	1	//! The encode fingerprint: one six-column hash row per `(dim, bits)` cell.	COMMENT
LOW	turbovec/tests/common/fingerprint.rs	21	//! a `#[path]` module.	COMMENT
LOW	turbovec/tests/common/fingerprint.rs	161	let vectors = lcg_vectors(N, dim, cell_seed(dim, bits));	COMMENT
LOW	turbovec/examples/kernel_roofline.rs	1	//! What rate can this machine actually sustain on the search kernel's inner	COMMENT
LOW	turbovec/examples/probe_2bit_vnni.rs	1	//! P6 — price the x86 2-bit formulations: shipped vpermb-LUT against a	COMMENT
LOW	turbovec/examples/kernel_roofline_neon.rs	1	//! The aarch64 counterpart to `kernel_roofline`: what rate can this machine	COMMENT
LOW	turbovec/examples/kernel_roofline_neon.rs	141	println!("Real kernel, nq=100 dim=768 N=200k:");	COMMENT
LOW	turbovec/examples/kernel_roofline_neon.rs	221	sink = sink.wrapping_add(vaddvq_u16(*v) as u64);	COMMENT
LOW	turbovec/examples/kernel_roofline_neon.rs	241	/// `score = sum_d q[d] * C[code[d]]` is a plain dot product over the	COMMENT
406 more matches not shown…

Unused Imports47 hits · 40 pts

Severity	File	Line	Context
LOW	turbovec-python/python/turbovec/_interruptible.py	82	CODE
LOW	turbovec-python/python/turbovec/llama_index.py	18	CODE
LOW	turbovec-python/python/turbovec/_similarity.py	23	CODE
LOW	turbovec-python/python/turbovec/haystack.py	16	CODE
LOW	turbovec-python/python/turbovec/_persist.py	23	CODE
LOW	turbovec-python/python/turbovec/agno.py	24	CODE
LOW	turbovec-python/python/turbovec/agno.py	32	CODE
LOW	turbovec-python/python/turbovec/__init__.py	1	CODE
LOW	turbovec-python/python/turbovec/__init__.py	1	CODE
LOW	turbovec-python/python/turbovec/langchain.py	21	CODE
LOW	turbovec-python/python/turbovec/_dedup.py	20	CODE
LOW	turbovec-python/tests/test_rayon_env.py	12	CODE
LOW	turbovec-python/tests/test_pickle_copy.py	15	CODE
LOW	turbovec-python/tests/test_llama_index.py	1	CODE
LOW	turbovec-python/tests/test_version.py	2	CODE
LOW	turbovec-python/tests/test_argument_errors.py	11	CODE
LOW	turbovec-python/tests/test_dedup.py	2	CODE
LOW	turbovec-python/tests/test_haystack.py	2	CODE
LOW	turbovec-python/tests/test_security.py	9	CODE
LOW	turbovec-python/tests/test_gil_release.py	17	CODE
LOW	turbovec-python/tests/test_id_map.py	2	CODE
LOW	turbovec-python/tests/test_async_offload.py	27	CODE
LOW	turbovec-python/tests/test_agno.py	2	CODE
LOW	turbovec-python/tests/test_persist.py	2	CODE
LOW	turbovec-python/tests/test_langchain.py	1	CODE
LOW	turbovec-python/tests/test_remove_fast_path.py	57	CODE
LOW	turbovec-python/tests/test_object_model.py	13	CODE
LOW	turbovec-python/tests/test_object_model.py	18	CODE
LOW	turbovec-python/tests/test_object_model.py	19	CODE
LOW	turbovec-python/tests/test_object_model.py	20	CODE
LOW	turbovec-python/tests/test_index.py	7	CODE
LOW	turbovec-python/tests/test_similarity_modes.py	27	CODE
LOW	turbovec-python/tests/test_interruptible.py	21	CODE
LOW	turbovec-python/tests/test_fork_safety.py	26	CODE
LOW	turbovec-python/tests/test_store_thread_safety.py	26	CODE
LOW	turbovec-python/tests/test_filtering.py	2	CODE
LOW	benchmarks/hillclimb/cells_2bit.py	23	CODE
LOW	benchmarks/hillclimb/mt_roofline_nq1.py	15	CODE
LOW	benchmarks/hillclimb/sweep_paired.py	17	CODE
LOW	benchmarks/hillclimb/sweep_paired.py	19	CODE
LOW	benchmarks/hillclimb/sweep_2bit.py	15	CODE
LOW	benchmarks/hillclimb/cells.py	16	CODE
LOW	benchmarks/hillclimb/cells.py	19	CODE
LOW	.github/scripts/test_changelog_gate.py	18	CODE
LOW	.github/scripts/escape_hatch.py	35	CODE
LOW	.github/scripts/dep_floors.py	21	CODE
LOW	.github/scripts/changelog_gate.py	49	CODE

AI Slop Vocabulary9 hits · 28 pts

Severity	File	Line	Snippet	Context
MEDIUM	turbovec/tests/kernel_correctness.rs	23	/// which makes the self-query invariant below robust.	COMMENT
MEDIUM	turbovec-python/tests/test_fork_safety.py	39	# Self-contained harness executed in a fresh interpreter per scenario. It	COMMENT
MEDIUM	turbovec-python/tests/test_fork_safety.py	42	# Every child wait is bounded (select + SIGKILL) so the harness cannot hang	COMMENT
MEDIUM⚡	turbovec-python/tests/test_store_thread_safety.py	60	# Stress-harness core (threads + classified exceptions)	COMMENT
MEDIUM	benchmarks/hillclimb/whm_persist.py	70	# cell (the _st variants, or cells carried over from another harness).	COMMENT
MEDIUM	benchmarks/hillclimb/sweep_2bit.py	28	# Cells-grade precision on every point. The cells harness reproduces	COMMENT
MEDIUM	benchmarks/hillclimb/sweep_2bit.py	30	# sub-run processes; the first sweep harness used a fraction of that	COMMENT
MEDIUM	.github/workflows/pr-review.yml	265	# harness's record of the agent's final message. So the agent can veto	COMMENT
MEDIUM	.github/workflows/pr-review.yml	355	# the harness after the session ends, so its shape cannot be forged	COMMENT

Cross-File Repetition4 hits · 20 pts

Severity	File	Snippet	Context
HIGH	benchmarks/suite/speed_sync_d1536_2bit_arm_st.py	a file already in v7 sync form, index bound to it, no pending ops.	STRING
HIGH	benchmarks/suite/speed_sync_d1536_2bit_x86_mt.py	a file already in v7 sync form, index bound to it, no pending ops.	STRING
HIGH	benchmarks/suite/speed_sync_d1536_2bit_arm_mt.py	a file already in v7 sync form, index bound to it, no pending ops.	STRING
HIGH	benchmarks/suite/speed_sync_d1536_2bit_x86_st.py	a file already in v7 sync form, index bound to it, no pending ops.	STRING

Deep Nesting18 hits · 16 pts

Severity	File	Line	Context
LOW	turbovec-python/python/turbovec/llama_index.py	335	CODE
LOW	turbovec-python/python/turbovec/llama_index.py	786	CODE
LOW	turbovec-python/python/turbovec/haystack.py	499	CODE
LOW	turbovec-python/python/turbovec/haystack.py	578	CODE
LOW	turbovec-python/python/turbovec/_persist.py	217	CODE
LOW	turbovec-python/python/turbovec/agno.py	471	CODE
LOW	turbovec-python/python/turbovec/agno.py	1129	CODE
LOW	turbovec-python/python/turbovec/langchain.py	357	CODE
LOW	turbovec-python/python/turbovec/langchain.py	563	CODE
LOW	turbovec-python/tests/test_fork_safety.py	570	CODE
LOW	turbovec-python/tests/test_store_thread_safety.py	85	CODE
LOW	turbovec-python/tests/test_store_thread_safety.py	890	CODE
LOW	turbovec-python/tests/test_store_thread_safety.py	112	CODE
LOW	turbovec-python/tests/test_store_thread_safety.py	113	CODE
LOW	benchmarks/create_diagrams.py	55	CODE
LOW	benchmarks/hillclimb/whm_mutate.py	48	CODE
LOW	benchmarks/hillclimb/sweep_paired.py	30	CODE
LOW	.github/scripts/changelog_gate.py	113	CODE

Structural Annotation Overuse5 hits · 9 pts

Severity	File	Line	Snippet	Context
LOW⚡	turbovec/src/pack.rs	67	// Step 1: Extract packed nibble bytes per vector per group	COMMENT
LOW⚡	turbovec/src/pack.rs	70	// Step 2: Pack into platform-specific layout	COMMENT
LOW	benchmarks/hillclimb/LOG_search.md	5586	### Step 1: reachable from stable Rust	COMMENT
LOW	benchmarks/hillclimb/LOG_search.md	5598	### Step 2: 6.36x the issue rate, and the denominator took two tries	COMMENT
LOW	benchmarks/hillclimb/LOG_search.md	5624	### Step 3: the tile-load cost is real and almost entirely amortizable	COMMENT

Modern Structural Boilerplate9 hits · 9 pts

Severity	File	Line	Snippet	Context
LOW	turbovec-python/python/turbovec/llama_index.py	1210	__all__ = ["TurboQuantVectorStore"]	CODE
LOW	turbovec-python/python/turbovec/_similarity.py	53	__all__ = [	CODE
LOW	turbovec-python/python/turbovec/haystack.py	1081	__all__ = ["TurboQuantDocumentStore"]	CODE
LOW	turbovec-python/python/turbovec/_persist.py	524	__all__ = ["check_persisted_handles", "check_schema_version", "check_sidecar_keysets"]	CODE
LOW	turbovec-python/python/turbovec/agno.py	1129	def update_metadata(self, content_id: str, metadata: Dict[str, Any]) -> None:	CODE
LOW	turbovec-python/python/turbovec/agno.py	1368	__all__ = ["TurboQuantVectorDb"]	CODE
LOW	turbovec-python/python/turbovec/__init__.py	24	__all__ = ["BATCH_CHUNK_SIZE", "IdMapIndex", "TurboQuantIndex", "__version__"]	CODE
LOW	turbovec-python/python/turbovec/langchain.py	994	__all__ = ["TurboQuantVectorStore"]	CODE
LOW	turbovec-python/python/turbovec/_dedup.py	71	__all__ = ["DuplicatePolicy", "resolve_duplicates"]	CODE

Modern AI Meta-Vocabulary2 hits · 8 pts

Severity	File	Line	Snippet	Context
MEDIUM	turbovec-python/tests/test_llama_index.py	1330	# store into a LlamaIndex pipeline (RAG, query engine, etc.), so it	COMMENT
MEDIUM⚡	turbovec-python/tests/test_langchain.py	574	# Tier 4: dim is inferred from the embedding model, no explicit param.	COMMENT

Cross-Language Confusion1 hit · 8 pts

Severity	File	Line	Snippet	Context
HIGH	turbovec-python/tests/test_persist.py	448	# them to null, serde_json/JSON.parse reject the file). Both now fail	COMMENT

Excessive Try-Catch Wrapping5 hits · 6 pts

Severity	File	Line	Snippet	Context
LOW⚡	turbovec-python/tests/test_pickle_copy.py	638	except Exception as exc: # pragma: no cover - failure path	CODE
MEDIUM	turbovec-python/tests/test_persist.py	103	def save_loop(index, payload):	CODE
LOW	turbovec-python/tests/test_persist.py	108	except Exception: # noqa: BLE001 — recorded for the assert	CODE
LOW	turbovec-python/tests/test_fork_safety.py	272	except Exception:	CODE
LOW	benchmarks/hillclimb/faiss_nq1.py	39	except Exception as e:	CODE

Verbosity Indicators2 hits · 4 pts

Severity	File	Line	Snippet	Context
LOW⚡	turbovec/src/pack.rs	67	// Step 1: Extract packed nibble bytes per vector per group	COMMENT
LOW⚡	turbovec/src/pack.rs	70	// Step 2: Pack into platform-specific layout	COMMENT

AI Structural Patterns2 hits · 2 pts

Severity	File	Line	Snippet	Context
LOW	turbovec-python/python/turbovec/agno.py	143		CODE
LOW	turbovec-python/tests/test_llama_index.py	1403		CODE

Analysis Overview

What These Metrics Mean

Score History

Severity Breakdown

Directory Score Breakdown

Pattern Findings