FalkorDB/FalkorDB

22.6

Adjusted Score

22.6

Raw Score

100%

Time Factor

2026-08-27

Last Push

5.7K

Stars

Rust

Language

185.2K

Lines of Code

414

Files

2.1K

Pattern Hits

2026-08-29

Scan Date

0.35

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 143MEDIUM 711LOW 1254

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 2108 distinct pattern matches across 15 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 Separators598 hits · 1894 pts

Severity	File	Line	Snippet	Context
MEDIUM⚡	gen_prejit.sh	52	# ---------------------------------------------------------------------------	COMMENT
MEDIUM⚡	gen_prejit.sh	54	# ---------------------------------------------------------------------------	COMMENT
MEDIUM⚡	gen_prejit.sh	58	# ---------------------------------------------------------------------------	COMMENT
MEDIUM⚡	gen_prejit.sh	61	# ---------------------------------------------------------------------------	COMMENT
MEDIUM⚡	gen_prejit.sh	179	# ---------------------------------------------------------------------------	COMMENT
MEDIUM⚡	gen_prejit.sh	181	# ---------------------------------------------------------------------------	COMMENT
MEDIUM⚡	gen_prejit.sh	187	# ---------------------------------------------------------------------------	COMMENT
MEDIUM⚡	gen_prejit.sh	189	# ---------------------------------------------------------------------------	COMMENT
MEDIUM⚡	gen_prejit.sh	199	# ---------------------------------------------------------------------------	COMMENT
MEDIUM	gen_prejit.sh	210	# ---------------------------------------------------------------------------	COMMENT
MEDIUM	gen_prejit.sh	226	# ---------------------------------------------------------------------------	COMMENT
MEDIUM	gen_prejit.sh	228	# ---------------------------------------------------------------------------	COMMENT
MEDIUM	gen_prejit.sh	250	# ---------------------------------------------------------------------------	COMMENT
MEDIUM	gen_prejit.sh	252	# ---------------------------------------------------------------------------	COMMENT
MEDIUM	gen_prejit.sh	287	# ---------------------------------------------------------------------------	COMMENT
MEDIUM	gen_prejit.sh	289	# ---------------------------------------------------------------------------	COMMENT
MEDIUM	gen_prejit.sh	307	# ---------------------------------------------------------------------------	COMMENT
MEDIUM	gen_prejit.sh	310	# ---------------------------------------------------------------------------	COMMENT
MEDIUM	graph/src/threadpool.rs	15	//! BlockedClient <──────────── result	COMMENT
MEDIUM⚡	graph/src/lib.rs	42	//! ┌─────────────┐	COMMENT
MEDIUM⚡	graph/src/lib.rs	44	//! └─────────────┘	COMMENT
MEDIUM⚡	graph/src/lib.rs	47	//! ┌─────────────┐	COMMENT
MEDIUM⚡	graph/src/lib.rs	49	//! └─────────────┘	COMMENT
MEDIUM⚡	graph/src/lib.rs	52	//! ┌─────────────┐	COMMENT
MEDIUM⚡	graph/src/lib.rs	54	//! └─────────────┘	COMMENT
MEDIUM⚡	graph/src/graph/cow.rs	18	//! ┌──────────────────┐ ┌──────────────────┐	COMMENT
MEDIUM⚡	graph/src/graph/cow.rs	21	//! └──────────────────┘ └──────────────────┘	COMMENT
MEDIUM⚡	graph/src/graph/cow.rs	24	//! ┌──────────────────┐ ┌──────────────────┐	COMMENT
MEDIUM⚡	graph/src/graph/cow.rs	27	//! └──────────────────┘ └──────────────────┘	COMMENT
MEDIUM⚡	graph/src/graph/graph.rs	17	//! ┌──────────────────────────────────────────────────────────────────────┐	COMMENT
MEDIUM⚡	graph/src/graph/graph.rs	19	//! ├──────────────────────────┬───────────────────────────────────────────┤	COMMENT
MEDIUM⚡	graph/src/graph/graph.rs	22	//! ├──────────────────────────┼───────────────────────────────────────────┤	COMMENT
MEDIUM⚡	graph/src/graph/graph.rs	25	//! ├──────────────────────────┼───────────────────────────────────────────┤	COMMENT
MEDIUM⚡	graph/src/graph/graph.rs	28	//! ├──────────────────────────┼───────────────────────────────────────────┤	COMMENT
MEDIUM⚡	graph/src/graph/graph.rs	31	//! ├──────────────────────────┼───────────────────────────────────────────┤	COMMENT
MEDIUM⚡	graph/src/graph/graph.rs	35	//! ├──────────────────────────┼───────────────────────────────────────────┤	COMMENT
MEDIUM⚡	graph/src/graph/graph.rs	38	//! ├──────────────────────────┼───────────────────────────────────────────┤	COMMENT
MEDIUM⚡	graph/src/graph/graph.rs	41	//! ├──────────────────────────┼───────────────────────────────────────────┤	COMMENT
MEDIUM⚡	graph/src/graph/graph.rs	44	//! └──────────────────────────┴───────────────────────────────────────────┘	COMMENT
MEDIUM	graph/src/graph/graph.rs	3568	// ── Constraint management ─────────────────────────────────────────	COMMENT
MEDIUM⚡	graph/src/graph/attribute_store.rs	35	//! ┌────────────────────────────────────────────────────────────────────┐	COMMENT
MEDIUM⚡	graph/src/graph/attribute_store.rs	38	//! └───────────┬────────────────────────────────────────────────────────┘	COMMENT
MEDIUM⚡	graph/src/graph/attribute_store.rs	42	//! ┌────────────────────────────────────────────────────────────────────┐	COMMENT
MEDIUM⚡	graph/src/graph/attribute_store.rs	45	//! └───────────┬────────────────────────────────────────────────────────┘	COMMENT
MEDIUM⚡	graph/src/graph/attribute_store.rs	49	//! ┌────────────────────────────────────────────────────────────────────┐	COMMENT
MEDIUM⚡	graph/src/graph/attribute_store.rs	52	//! │ ┌─────0─────┬─────1─────┬─────2─────┬─────3─────┐ │	COMMENT
MEDIUM⚡	graph/src/graph/attribute_store.rs	55	//! │ └────┬──────┴────┬──────┴───────────┴────┬──────┘ │	COMMENT
MEDIUM⚡	graph/src/graph/attribute_store.rs	59	//! │ ┌────┬────┬────┬────┬────┬────┬────┬────┬────┬───────────────┐ │	COMMENT
MEDIUM⚡	graph/src/graph/attribute_store.rs	61	//! │ └────┴────┴────┴────┴─┬──┴────┴────┴────┴────┴───────────────┘ │	COMMENT
MEDIUM⚡	graph/src/graph/attribute_store.rs	67	//! │ ┌──────────┬──────────┬──────────┐ │	COMMENT
MEDIUM⚡	graph/src/graph/attribute_store.rs	69	//! │ └──────────┴──────────┴──────────┘ (holes recycled) │	COMMENT
MEDIUM⚡	graph/src/graph/attribute_store.rs	70	//! └────────────────────────────────────────────────────────────────────┘	COMMENT
MEDIUM	graph/src/graph/attribute_store.rs	84	//! root ──────────── path-copied root_len x 8 B	COMMENT
MEDIUM⚡	graph/src/graph/mod.rs	9	//! ┌──────────────────────────┐	COMMENT
MEDIUM⚡	graph/src/graph/mod.rs	13	//! └────────────┬──────────────┘	COMMENT
MEDIUM⚡	graph/src/graph/mod.rs	16	//! ┌──────────────────────────┐	COMMENT
MEDIUM⚡	graph/src/graph/mod.rs	19	//! └──┬──────────┬──────────┬──┘	COMMENT
MEDIUM⚡	graph/src/graph/mod.rs	21	//! ┌────────────┘ │ └────────────┐	COMMENT
MEDIUM⚡	graph/src/graph/mod.rs	23	//! ┌───────────────┐ ┌────────────────────┐ ┌─────────────────┐	COMMENT
MEDIUM⚡	graph/src/graph/mod.rs	29	//! └───────────────┘ └────────────────────┘ └─────────────────┘	COMMENT
538 more matches not shown…

Cross-Language Confusion143 hits · 771 pts

Severity	File	Line	Snippet	Context
HIGH	bench/src/falkorbench/queries.py	249	Q("algo.WCC", False, "CALL algo.WCC(null) YIELD node, componentId RETURN count(DISTINCT componentId)", cg	CODE
HIGH	bench/src/falkorbench/queries.py	282	Q("null handling", False, "RETURN null + 1, null = null, 3 IS NULL, coalesce(null, null, 3), toInteger(null)",	CODE
HIGH	bench/src/falkorbench/queries.py	284	Q("order by mixed types", False, "UNWIND [1, 'a', 2.5, true, null, [1], {a: 1}] AS x RETURN x ORDER BY x"),	CODE
HIGH⚡	bench/src/falkorbench/queries.py	346	Q("UDF echo scalars", False, "UNWIND range(0, 99) AS i RETURN count(bench.echo(i) + bench.echo(1.5)), bench.echo(	CODE
HIGH⚡	bench/src/falkorbench/queries.py	348	Q("UDF echo list+map", False, "UNWIND range(0, 99) AS i RETURN count(bench.echo([1, 'a', null, 2.5, [i]])[4][0] +	CODE
HIGH⚡	bench/src/falkorbench/queries.py	354	Q("equality matrix", False, "UNWIND [[1, 1.0], ['a', 'a'], [[1, 2], [1, 2]], [{a: 1}, {a: 1}], [true, false], [n	CODE
HIGH	bench/src/falkorbench/queries.py	487	Q("chained cmp null", False, "RETURN 1 < null < 3, null = null, 1 <= null >= 2"),	CODE
HIGH	bench/src/falkorbench/queries.py	489	Q("list null subscript", False, "RETURN [1, 2, 3][null]"),	CODE
HIGH	bench/src/falkorbench/queries.py	628	("merge null prop", "GRAPH.QUERY", "MERGE (n:Person {id: null}) RETURN n"),	CODE
HIGH⚡	tests/test_functions.py	76	query = f"RETURN {func}(null)"	CODE
HIGH⚡	tests/test_e2e.py	641	res = query("RETURN [null] = [null] AS res")	CODE
HIGH⚡	tests/test_e2e.py	644	res = query("RETURN [1] = [1, null] AS res")	CODE
HIGH⚡	tests/test_e2e.py	647	res = query("RETURN [1, 2] = [null, 'foo'] AS res")	CODE
HIGH⚡	tests/test_e2e.py	650	res = query("RETURN [1, 2] = [null, 2] AS res")	CODE
HIGH⚡	tests/test_e2e.py	653	res = query("RETURN [[1]] = [[1], [null]] AS res")	CODE
HIGH⚡	tests/test_e2e.py	656	res = query("RETURN [[1, 2], [1, 3]] = [[1, 2], [null, 'foo']] AS res")	CODE
HIGH⚡	tests/test_e2e.py	659	res = query("RETURN [[1, 2], ['foo', 'bar']] = [[1, 2], [null, 'bar']] AS res")	CODE
HIGH⚡	tests/test_e2e.py	1002	res = query("RETURN string.matchRegEx(null, null) AS name")	CODE
HIGH⚡	tests/test_e2e.py	1005	res = query("RETURN string.matchRegEx('foo bar', null) AS name")	CODE
HIGH⚡	tests/test_e2e.py	1008	res = query("RETURN string.matchRegEx(null, '.*') AS name")	CODE
HIGH⚡	tests/test_e2e.py	1609	res = query("RETURN any(x IN [1, 2, 3] WHERE null) AS res")	CODE
HIGH⚡	tests/test_e2e.py	1612	res = query("RETURN none(x IN [1, 2, 3] WHERE null) AS res")	CODE
HIGH⚡	tests/test_e2e.py	1615	res = query("RETURN single(x IN [1, 2, 3] WHERE null) AS res")	CODE
HIGH⚡	tests/test_e2e.py	1619	res = query("RETURN all(x IN [true, null] WHERE x) AS res")	CODE
HIGH⚡	tests/test_e2e.py	1622	res = query("RETURN any(x IN [false, null] WHERE x) AS res")	CODE
HIGH⚡	tests/test_e2e.py	1625	res = query("RETURN none(x IN [false, null] WHERE x) AS res")	CODE
HIGH⚡	tests/test_e2e.py	1628	res = query("RETURN single(x IN [true, null] WHERE x) AS res")	CODE
HIGH	tests/test_e2e.py	508	res = query("RETURN [1, 2, 3][1..null] AS r")	CODE
HIGH	tests/test_e2e.py	1086	res = query("RETURN exp(null) AS name")	CODE
HIGH	tests/test_e2e.py	1109	res = query("RETURN log(null) AS name")	CODE
HIGH	tests/test_e2e.py	1126	res = query("RETURN log10(null) AS name")	CODE
HIGH	tests/test_e2e.py	1158	res = query("RETURN pow(null, 3) AS name")	CODE
HIGH	tests/test_e2e.py	1161	res = query("RETURN pow(3, null) AS name")	CODE
HIGH	tests/test_e2e.py	1222	res = query("RETURN sqrt(null) AS result")	CODE
HIGH	tests/test_e2e.py	1517	q = "UNWIND [1, 2, 3, 4, 5] AS x RETURN percentileDisc(x, null) AS result"	CODE
HIGH	tests/flow/test_procedures.py	283	query = """CALL db.idx.fulltext.queryNodes('fruit', 'Orange \|\| Apple') YIELD node RETURN node"""	CODE
HIGH⚡	tests/flow/test_function_calls.py	1521	# atan2(1,null)	COMMENT
HIGH⚡	tests/flow/test_function_calls.py	1526	# atan2(null,2)	COMMENT
HIGH	tests/flow/test_function_calls.py	828	# all other toBoolean cases (boolean, strings, null, errors) are covered in TCK	COMMENT
HIGH	tests/flow/test_function_calls.py	1298	# sin(null)	COMMENT
HIGH	tests/flow/test_function_calls.py	1327	# cos(null)	COMMENT
HIGH	tests/flow/test_function_calls.py	1356	# tan(null)	COMMENT
HIGH	tests/flow/test_function_calls.py	1385	# cot(null)	COMMENT
HIGH	tests/flow/test_function_calls.py	1424	# asin(null)	COMMENT
HIGH	tests/flow/test_function_calls.py	1463	# acos(null)	COMMENT
HIGH	tests/flow/test_function_calls.py	1492	# atan(null)	COMMENT
HIGH⚡	tests/flow/test_function_calls.py	1522	query = """RETURN atan2(1,null)"""	CODE
HIGH⚡	tests/flow/test_function_calls.py	1527	query = """RETURN atan2(null,2)"""	CODE
HIGH	tests/flow/test_function_calls.py	1560	# degrees(null)	COMMENT
HIGH	tests/flow/test_function_calls.py	1589	# radians(null)	COMMENT
HIGH	tests/flow/test_function_calls.py	1629	# haversin(null)	COMMENT
HIGH⚡	tests/flow/test_function_calls.py	2639	query = """WITH NULL as string RETURN string.replaceRegEx(null, "bla")"""	CODE
HIGH⚡	tests/flow/test_function_calls.py	2645	query = """WITH NULL as string RETURN string.replaceRegEx("bla", null)"""	CODE
HIGH⚡	tests/flow/test_function_calls.py	2651	query = """WITH NULL as string RETURN string.replaceRegEx("bla", "bla", null)"""	CODE
HIGH	tests/flow/test_function_calls.py	125	query = "RETURN EXISTS(null)"	CODE
HIGH	tests/flow/test_function_calls.py	819	query = """RETURN sqrt(null)"""	CODE
HIGH	tests/flow/test_function_calls.py	872	query = """RETURN toBooleanOrNull(null)"""	CODE
HIGH	tests/flow/test_function_calls.py	922	query = """RETURN toFloatOrNull(null)"""	CODE
HIGH	tests/flow/test_function_calls.py	978	query = """RETURN toIntegerOrNull(null)"""	CODE
HIGH	tests/flow/test_function_calls.py	1045	query = """RETURN toStringOrNull(null)"""	CODE
83 more matches not shown…

Over-Commented Block616 hits · 600 pts

Severity	File	Line	Snippet	Context
LOW	Cargo.toml	61	# Drive GraphBLAS at GxB_JIT_ON (full JIT including compile-on-demand) so the	COMMENT
LOW	gen_prejit.sh	1	#!/usr/bin/env bash	COMMENT
LOW	gen_prejit.sh	21	#	COMMENT
LOW	gen_prejit.sh	41	#	COMMENT
LOW	gen_prejit.sh	81	export CXX="${BREW_LLVM}/bin/clang++"	COMMENT
LOW	gen_prejit.sh	201	# * FALKORDB_PREJIT_HARVEST=1 tells graphblas.sh to skip vendoring	COMMENT
LOW	gen_prejit.sh	241	(cd "${REPO_DIR}" && run_with_retry "pytest tck" \	COMMENT
LOW	redisearch.sh	1	#!/bin/bash	COMMENT
LOW	graphblas.sh	1	#!/bin/bash	COMMENT
LOW	graphblas.sh	21	# in ops not covered by the C-derived PreJIT set (e.g. GrB_transpose	COMMENT
LOW	graphblas.sh	41	#	COMMENT
LOW	graphblas.sh	81	# falls through to the runtime JIT for every op. Used by gen_prejit.sh.	COMMENT
LOW	graphblas.sh	121	-DOpenMP_CXX_LIB_NAMES=omp	COMMENT
LOW	graphblas.sh	141	# drops the stack-canary epilogue from	COMMENT
LOW	graphblas.sh	181	# --- vendor PreJIT kernels from build/graphblas/PreJIT/ --------------------	COMMENT
LOW	flow.sh	41	# Two execution modes, selected by FALKORDB_TEST_IMAGE:	COMMENT
LOW	flow.sh	61	MODULE_ARGS=(--module "$TARGET_DIR/$TARGET")	COMMENT
LOW	bench/pyproject.toml	1	# The benchmark harness is its own uv project rather than part of the repo's	COMMENT
LOW	bench/pmc_tool.c	1	// PMU counter tool for Apple Silicon using private kperf/kperfdata frameworks.	COMMENT
LOW	bench/pmc_tool.c	21	// hand before the exec to stay safe. Not exec'ing at all removes that whole	COMMENT
LOW	bench/src/falkorbench/metrics.py	41		COMMENT
LOW	bench/src/falkorbench/measure.py	101	if cal.usable:	COMMENT
LOW	bench/src/falkorbench/client.py	361	if c_compat and _skip_for_c(cmd):	COMMENT
LOW	bench/src/falkorbench/callgrind.py	81	TARGET_REL = 0.002	COMMENT
LOW	bench/src/falkorbench/callgrind.py	281	# Deterministic counts cannot go down when work is added; if this trips,	COMMENT
LOW	bench/src/falkorbench/queries.py	121	["GRAPH.CONSTRAINT", "CREATE", "{graph}", "MANDATORY", "RELATIONSHIP", "SIMILAR", "PROPERTIES", "1", "weight"],	COMMENT
LOW	bench/src/falkorbench/queries.py	221	Q("hash join", False, "MATCH (a:Person), (b:Person) WHERE a.id = 9999 - b.id RETURN count(*)", cg=True),	COMMENT
LOW	bench/src/falkorbench/queries.py	541	# Fused consecutive anonymous bidirectional traverses with cross-row	COMMENT
LOW	graph/build.rs	1	use std::fs;	COMMENT
LOW	graph/build.rs	201	// `#[distributed_slice]`s (COMMANDS_LIST, configs, info, ...). FalkorDB links	COMMENT
LOW	graph/src/locks.rs	1	//! The one thing this crate needs from its host's locks.	COMMENT
LOW	graph/src/locks.rs	21	//! match phase — and escalates on its first mutation: release read, take the	COMMENT
LOW	graph/src/threadpool.rs	1	//! Thread pool for parallel query execution.	COMMENT
LOW	graph/src/threadpool.rs	21	//! is idle picks up the next job, so a long-running job on one worker does	COMMENT
LOW	graph/src/lib.rs	1	#![allow(clippy::arc_with_non_send_sync)]	COMMENT
LOW	graph/src/lib.rs	21	// Inherent to floating-point comparison in filter/index code.	COMMENT
LOW	graph/src/lib.rs	41	//! ▼	COMMENT
LOW	graph/src/lib.rs	61	//! - [`graph`]: Graph data structures (sparse matrices, vectors, MVCC)	COMMENT
LOW	graph/src/identifier_limits.rs	1	//! Upper bound on the length of every name the engine accepts.	COMMENT
LOW	graph/src/entity_type.rs	1	//! Entity type discriminator for graph elements.	COMMENT
LOW	graph/src/planner/tree.rs	1	//! Tree construction macro for execution plans.	COMMENT
LOW	graph/src/planner/mod.rs	1	//! Query plan generation from bound AST.	COMMENT
LOW	graph/src/planner/mod.rs	61	///	COMMENT
LOW	graph/src/planner/mod.rs	181	/// `emit_relationship`: when false, anonymous edge optimization applies —	COMMENT
LOW	graph/src/planner/mod.rs	201	/// variables (edge + destination) bound to NULL.	COMMENT
LOW	graph/src/planner/mod.rs	221	/// lowered to `false` by the `reduce_var_len_path` optimizer pass.	COMMENT
LOW	graph/src/planner/mod.rs	721	pub struct Planner {	COMMENT
LOW	graph/src/planner/mod.rs	741	/// Variable the comprehension's collected list is bound to.	COMMENT
LOW	graph/src/planner/mod.rs	761	#[derive(Clone, Copy, PartialEq, Eq)]	COMMENT
LOW	graph/src/planner/mod.rs	821	scope_id,	COMMENT
LOW	graph/src/planner/mod.rs	921	///	COMMENT
LOW	graph/src/planner/mod.rs	1441	plan	COMMENT
LOW	graph/src/planner/mod.rs	2681	// Ensure every Apply node has exactly 2 children. The innermost Apply	COMMENT
LOW	graph/src/planner/binder.rs	1	//! Semantic analysis and name resolution for Cypher queries.	COMMENT
LOW	graph/src/planner/binder.rs	41	/// The binder performs semantic analysis on parsed Cypher queries.	COMMENT
LOW	graph/src/planner/binder.rs	1261	/// relationships). For each entity it:	COMMENT
LOW	graph/src/planner/binder.rs	1541	// If this node is ONLY an endpoint (not a bare pattern), skip validation	COMMENT
LOW	graph/src/planner/optimizer/fuse_optional_traverse.rs	1	//! Fuses `Optional` wrappers whose sub-plan is a single-hop `CondTraverse`	COMMENT
LOW	graph/src/planner/optimizer/fuse_optional_traverse.rs	21	//!	COMMENT
LOW	graph/src/planner/optimizer/reduce_count.rs	1	//! Count reduction optimization pass.	COMMENT
556 more matches not shown…

Hyper-Verbose Identifiers309 hits · 320 pts

Severity	File	Line	Snippet	Context
LOW	bench/tests/test_coverage.py	23	def test_only_the_requested_prefix_is_counted(self):	STRING
LOW	bench/tests/test_coverage.py	31	def test_totals_come_from_the_lines_columns_not_regions(self):	STRING
LOW⚡	bench/tests/test_coverage.py	43	def test_total_row_is_excluded(self):	CODE
LOW⚡	bench/tests/test_coverage.py	48	def test_wrapped_path_rows_are_skipped(self):	CODE
LOW⚡	bench/tests/test_coverage.py	55	def test_non_numeric_columns_do_not_raise(self):	CODE
LOW⚡	bench/tests/test_coverage.py	58	def test_empty_report_is_zero_not_a_crash(self):	CODE
LOW⚡	bench/tests/test_coverage.py	66	def test_small_files_are_excluded_and_order_is_worst_first(self):	CODE
LOW	bench/tests/test_coverage.py	81	def test_instrumentation_is_always_requested(self):	CODE
LOW	bench/tests/test_coverage.py	85	def test_linux_adds_the_duplicate_symbol_workaround_and_a_cxx(self):	CODE
LOW	bench/tests/test_coverage.py	100	def test_the_toolchain_copy_wins_over_a_system_one(self, tmp_path, monkeypatch):	CODE
LOW	bench/tests/test_coverage.py	123	def test_path_is_used_when_the_toolchain_has_none(self, tmp_path, monkeypatch):	CODE
LOW	bench/tests/test_coverage.py	135	def test_missing_everywhere_names_the_remedy(self, tmp_path, monkeypatch):	CODE
LOW	bench/tests/test_jemalloc_stats.py	44	def test_separated_row_reads_its_counters():	CODE
LOW	bench/tests/test_jemalloc_stats.py	53	def test_fused_rate_column_does_not_corrupt_nmalloc():	CODE
LOW	bench/tests/test_jemalloc_stats.py	69	def test_ndalloc_never_exceeds_nmalloc_on_a_fused_row():	CODE
LOW	bench/tests/test_jemalloc_stats.py	80	def test_large_table_has_its_own_column_layout():	CODE
LOW	bench/tests/test_jemalloc_stats.py	91	def test_non_data_lines_are_rejected():	CODE
LOW	bench/tests/test_jemalloc_stats.py	102	def test_missing_counter_column_yields_no_row():	CODE
LOW	bench/tests/test_metrics.py	19	def test_empty_cell_is_none_not_zero(self, tmp_path):	CODE
LOW⚡	bench/tests/test_metrics.py	31	def test_zero_is_preserved_as_a_measurement(self, tmp_path):	CODE
LOW⚡	bench/tests/test_metrics.py	35	def test_garbage_is_none_rather_than_an_exception(self, tmp_path):	CODE
LOW⚡	bench/tests/test_metrics.py	40	def test_rows_without_a_query_name_are_dropped(self, tmp_path):	CODE
LOW⚡	bench/tests/test_metrics.py	51	def test_a_failed_shard_costs_only_its_own_rows(self, tmp_path):	CODE
LOW⚡	bench/tests/test_metrics.py	56	def test_missing_pattern_is_empty_not_an_error(self):	CODE
LOW⚡	bench/tests/test_metrics.py	65	def test_non_positive_baseline_is_uncomparable(self):	CODE
LOW⚡	bench/tests/test_metrics.py	72	def test_absent_either_side_is_uncomparable(self):	CODE
LOW⚡	bench/tests/test_metrics.py	76	def test_missing_key_is_uncomparable(self):	CODE
LOW⚡	bench/tests/test_metrics.py	81	def test_false_when_every_row_lacks_the_metric(self):	CODE
LOW⚡	bench/tests/test_metrics.py	87	def test_true_when_any_row_has_it(self):	CODE
LOW⚡	bench/tests/test_metrics.py	92	def test_is_geometric_not_arithmetic(self):	CODE
LOW⚡	bench/tests/test_metrics.py	99	def test_non_positive_values_are_excluded(self):	CODE
LOW⚡	bench/tests/test_metrics.py	104	def test_offset_comes_from_the_control_row(self):	CODE
LOW⚡	bench/tests/test_metrics.py	111	def test_none_without_a_control_row_on_either_side(self):	CODE
LOW⚡	bench/tests/test_metrics.py	117	def test_none_when_the_control_row_has_no_timing(self):	CODE
LOW⚡	bench/tests/test_metrics.py	122	def test_none_on_a_non_positive_control(self):	CODE
LOW⚡	bench/tests/test_report.py	26	def test_missing_pr_side_is_fatal(self):	CODE
LOW⚡	bench/tests/test_report.py	33	def test_missing_base_side_is_fatal(self):	CODE
LOW⚡	bench/tests/test_report.py	37	def test_missing_c_side_costs_only_its_column(self):	CODE
LOW⚡	bench/tests/test_report.py	49	def test_ranks_on_instructions_when_available(self):	CODE
LOW⚡	bench/tests/test_report.py	55	def test_falls_back_to_allocated_bytes_never_wall_clock(self):	CODE
LOW⚡	bench/tests/test_report.py	63	def test_rows_below_the_alloc_floor_are_measured_but_not_ranked(self):	CODE
LOW⚡	bench/tests/test_report.py	71	def test_no_movers_says_so_explicitly(self):	CODE
LOW⚡	bench/tests/test_report.py	127	def test_movers_table_lists_only_what_moved(self):	CODE
LOW⚡	bench/tests/test_report.py	133	def test_missing_callgrind_output_is_fatal(self):	CODE
LOW⚡	bench/tests/test_report.py	139	def test_c_column_absent_says_why(self):	CODE
LOW⚡	bench/tests/test_report.py	146	def test_single_c_pass_is_n_a_not_a_number(self):	CODE
LOW⚡	bench/tests/test_report.py	212	def test_missing_files_are_silently_skipped(self):	CODE
LOW⚡	bench/tests/test_report.py	220	def test_marker_is_always_last(self):	CODE
LOW⚡	bench/tests/test_report.py	226	def test_each_required_measure_side_is_individually_fatal(side):	CODE
LOW	bench/tests/test_report.py	86	def test_control_row_normalisation_cancels_the_host_offset(self):	CODE
LOW	bench/tests/test_report.py	100	def test_a_genuine_outlier_survives_normalisation(self):	CODE
LOW	bench/tests/test_report.py	111	def test_no_wall_clock_section_without_a_control_row(self):	CODE
LOW	bench/tests/test_report.py	158	def test_c_error_replies_are_suppressed(self):	CODE
LOW	bench/tests/test_report.py	171	def test_disagreeing_c_passes_show_a_range(self):	CODE
LOW	bench/tests/test_report.py	181	def test_agreeing_c_passes_show_a_midpoint(self):	CODE
LOW	bench/tests/test_report.py	193	def test_provenance_table_and_metadata_key_handling(self, tmp_path):	CODE
LOW⚡	bench/tests/test_queries.py	19	def test_command_follows_the_write_flag(self):	CODE
LOW⚡	bench/tests/test_queries.py	23	def test_every_query_has_text(self):	CODE
LOW⚡	bench/tests/test_queries.py	27	def test_sized_write_queries_stay_last(self):	CODE
LOW⚡	bench/tests/test_queries.py	41	def test_reps_are_positive_when_set(self):	CODE
249 more matches not shown…

Unused Imports185 hits · 174 pts

Severity	File	Line	Context
LOW	bench/src/falkorbench/counters.py	22	CODE
LOW	bench/src/falkorbench/metrics.py	15	CODE
LOW	bench/src/falkorbench/measure.py	12	CODE
LOW	bench/src/falkorbench/client.py	15	CODE
LOW	bench/src/falkorbench/profile.py	20	CODE
LOW	bench/src/falkorbench/flow.py	14	CODE
LOW	bench/src/falkorbench/coverage.py	17	CODE
LOW	bench/src/falkorbench/callgrind.py	60	CODE
LOW	bench/src/falkorbench/cli.py	8	CODE
LOW	bench/src/falkorbench/compare.py	20	CODE
LOW	bench/src/falkorbench/report.py	17	CODE
LOW	tests/test_concurrency.py	3	CODE
LOW	tests/test_mvcc.py	2	CODE
LOW	tests/test_e2e.py	5	CODE
LOW	tests/test_e2e.py	8	CODE
LOW	tests/tck/falkor_utils/assertions.py	4	CODE
LOW	tests/tck/features/steps/Steps.py	3	CODE
LOW	tests/flow/test_parser.py	1	CODE
LOW	tests/flow/test_multi_pattern.py	1	CODE
LOW	tests/flow/test_graph_versioning.py	1	CODE
LOW	tests/flow/test_point.py	1	CODE
LOW	tests/flow/test_point.py	2	CODE
LOW	tests/flow/test_maxflow.py	1	CODE
LOW	tests/flow/test_slowlog.py	2	CODE
LOW	tests/flow/test_multi_label.py	1	CODE
LOW	tests/flow/test_multi_label.py	2	CODE
LOW	tests/flow/test_procedures.py	1	CODE
LOW	tests/flow/test_vecsim.py	1	CODE
LOW	tests/flow/test_vecsim.py	2	CODE
LOW	tests/flow/test_traversal_construction.py	1	CODE
LOW	tests/flow/test_traversal_construction.py	2	CODE
LOW	tests/flow/test_udf_cluster.py	1	CODE
LOW	tests/flow/test_function_calls.py	2	CODE
LOW	tests/flow/test_expiry.py	1	CODE
LOW	tests/flow/test_list.py	1	CODE
LOW	tests/flow/test_attr_id_space.py	3	CODE
LOW	tests/flow/test_query_mem_limit.py	1	CODE
LOW	tests/flow/test_results.py	1	CODE
LOW	tests/flow/test_multiple_edges.py	1	CODE
LOW	tests/flow/test_effects.py	4	CODE
LOW	tests/flow/test_effects.py	5	CODE
LOW	tests/flow/test_graph_create.py	1	CODE
LOW	tests/flow/test_maintain_record_order.py	1	CODE
LOW	tests/flow/test_all_shortest_paths.py	1	CODE
LOW	tests/flow/test_index_scans.py	1	CODE
LOW	tests/flow/test_index_scans.py	2	CODE
LOW	tests/flow/test_comprehension_functions.py	1	CODE
LOW	tests/flow/test_index_updates.py	3	CODE
LOW	tests/flow/test_index_updates.py	4	CODE
LOW	tests/flow/constraint_utils.py	2	CODE
LOW	tests/flow/test_entity_update.py	1	CODE
LOW	tests/flow/test_entity_update.py	2	CODE
LOW	tests/flow/test_execution_plan_print.py	1	CODE
LOW	tests/flow/test_timeout.py	2	CODE
LOW	tests/flow/test_timeout.py	3	CODE
LOW	tests/flow/test_optional_match.py	1	CODE
LOW	tests/flow/test_optional_match.py	3	CODE
LOW	tests/flow/test_self_pointing_node.py	1	CODE
LOW	tests/flow/test_varlength_traversal.py	18	CODE
LOW	tests/flow/test_identifier_limits.py	3	CODE
125 more matches not shown…

Self-Referential Comments52 hits · 154 pts

Severity	File	Line	Snippet	Context
MEDIUM	tests/test_e2e.py	756	# Define the possible values	COMMENT
MEDIUM	tests/flow/test_maxflow.py	1320	# Create a PIPE edge (registers the rel-type in the schema) between	COMMENT
MEDIUM	tests/flow/test_traversal_construction.py	12	# Create the graph	COMMENT
MEDIUM	tests/flow/test_index_scans.py	209	# Create a single node with a long string property, introduce a comma as part of the string.	COMMENT
MEDIUM	tests/flow/test_comprehension_functions.py	452	# Create a single relationship	COMMENT
MEDIUM	tests/flow/test_index_updates.py	149	# Create a new node with a single indexed property	COMMENT
MEDIUM	tests/flow/test_wcc.py	70	# Create an unlabeled graph with multiple connected components	COMMENT
MEDIUM	tests/flow/test_wcc.py	116	# Create an unlabeled graph with two relationship types	COMMENT
MEDIUM	tests/flow/test_wcc.py	214	# Create a graph with multiple labeled and unlabeled nodes	COMMENT
MEDIUM	tests/flow/test_wcc.py	274	# Create a complex graph with:	COMMENT
MEDIUM⚡	tests/flow/test_wcc.py	360	# Create a random graph	COMMENT
MEDIUM	tests/flow/test_rdb_load.py	34	# Create a graph with 30 nodes so virtual keys are generated	COMMENT
MEDIUM	tests/flow/test_cdlp.py	89	# Create a simple graph with three completely separate communities	COMMENT
MEDIUM	tests/flow/test_cdlp.py	181	# Create a graph with separate communities for each node label	COMMENT
MEDIUM	tests/flow/test_cdlp.py	326	# Create a graph with communities connected by different relationship types	COMMENT
MEDIUM	tests/flow/test_aggregation.py	184	# Create a few nodes	COMMENT
MEDIUM	tests/flow/test_encode_decode.py	173	# Create a multi-key graph.	COMMENT
MEDIUM	tests/flow/test_encode_decode.py	178	# Create a single-key graph.	COMMENT
MEDIUM	tests/flow/test_persistency.py	631	# Create a graph under a non-UTF-8 key name (raw command; the client's	COMMENT
MEDIUM	tests/flow/test_ro_query.py	43	# Create the graph	COMMENT
MEDIUM⚡	tests/flow/test_udf.py	621	# Define a helper function to check for query failure (expected behavior for miss-use)	STRING
MEDIUM	tests/flow/test_null_handling.py	12	# Create a single node.	COMMENT
MEDIUM	tests/flow/test_graph_merge.py	12	# Create a single node without any labels or properties.	COMMENT
MEDIUM	tests/flow/test_graph_merge.py	28	# Create a single node with two properties and no labels.	COMMENT
MEDIUM	tests/flow/test_graph_merge.py	44	# Create a single node with both label and property.	COMMENT
MEDIUM	tests/flow/test_graph_merge.py	60	# Create a single edge and additional two nodes.	COMMENT
MEDIUM	tests/flow/test_graph_merge.py	106	# Create a single edge and additional two nodes.	COMMENT
MEDIUM	tests/flow/test_graph_merge.py	231	# Create a new pattern	COMMENT
MEDIUM	tests/flow/test_graph_merge.py	325	# Create a new pattern with non-unique entities.	COMMENT
MEDIUM	tests/flow/test_query_validation.py	14	# Create a single graph.	COMMENT
MEDIUM⚡	tests/flow/test_pagerank.py	43	# Create a simple directed graph using a Cypher query	COMMENT
MEDIUM	tests/flow/test_pagerank.py	79	# Create a dictionary of node labels to scores	STRING
MEDIUM	tests/flow/test_pagerank.py	110	# Create a graph with both regular and special nodes	COMMENT
MEDIUM	tests/flow/test_relation_patterns.py	257	# Create a new graph of the form:	COMMENT
MEDIUM	tests/flow/test_msf.py	122	# Create an unlabeled graph with multiple connected components	COMMENT
MEDIUM	tests/flow/test_msf.py	166	# Create an unlabeled graph with multiple connected components	COMMENT
MEDIUM	tests/flow/test_msf.py	211	# Create an unlabeled graph with multiple connected components	COMMENT
MEDIUM	tests/flow/test_msf.py	253	# Create an unlabeled graph with multiple connected components	COMMENT
MEDIUM	tests/flow/test_msf.py	284	# Create an unlabeled graph with multiple connected components	COMMENT
MEDIUM	tests/flow/test_msf.py	315	# Create an unlabeled graph with two relationship types	COMMENT
MEDIUM	tests/flow/test_bulk_insertion.py	524	# Create the social graph with multi-labeled nodes	COMMENT
MEDIUM	tests/flow/test_bound_variables.py	53	# Create a full-text index.	COMMENT
MEDIUM	tests/flow/test_commands_registration.py	5	# Define the Lua script	COMMENT
MEDIUM	tests/flow/test_edge_index_updates.py	186	# Create a new edge with a single indexed property	COMMENT
MEDIUM	tests/flow/test_betweenness.py	89	# Create a small graph where we can reason about the betweenness centrality	COMMENT
MEDIUM	tests/flow/test_betweenness.py	100	# Create the entire graph with a single Cypher query	COMMENT
MEDIUM	tests/flow/test_betweenness.py	149	# Create a graph with multiple node labels	COMMENT
MEDIUM	tests/flow/test_betweenness.py	211	# Create a graph with multiple relationship types	COMMENT
MEDIUM	tests/flow/test_betweenness.py	278	# Create a complex graph with multiple node labels and relationship types	COMMENT
MEDIUM	tests/flow/test_path_filter.py	210	# Create a graph of the form:	COMMENT
MEDIUM	.github/workflows/release-tag.yml	112	# Create the Release up front: release-artifacts.yml uploads assets to it, and	COMMENT
MEDIUM	.github/workflows/agentics-maintenance.yml	24	# This file defines the generated agentic maintenance workflow for this repository.	COMMENT

Excessive Try-Catch Wrapping116 hits · 112 pts

Severity	File	Line	Snippet	Context
LOW	bench/src/falkorbench/measure.py	243	except Exception as e: # any other failure is still a failure	CODE
LOW	tests/test_concurrency.py	124	except Exception:	CODE
LOW	tests/test_concurrency.py	148	except Exception as e: # noqa: BLE001 - narrow check below	CODE
LOW	tests/test_concurrency.py	178	except Exception:	CODE
LOW	tests/common.py	43	except Exception as e:	CODE
LOW	tests/common.py	62	except Exception:	CODE
LOW⚡	tests/test_functions.py	73	except Exception as e:	CODE
LOW⚡	tests/test_functions.py	80	except Exception as e:	CODE
LOW	tests/test_functions.py	99	except Exception as e:	CODE
LOW	tests/test_functions.py	111	except Exception as e:	CODE
LOW	tests/test_functions.py	119	except Exception as e:	CODE
LOW	tests/tck/features/steps/Steps.py	66	except Exception as error:	CODE
LOW⚡	tests/flow/test_point.py	45	except Exception as e:	CODE
LOW⚡	tests/flow/test_point.py	54	except Exception as e:	CODE
LOW⚡	tests/flow/test_point.py	63	except Exception as e:	CODE
LOW⚡	tests/flow/test_point.py	72	except Exception as e:	CODE
MEDIUM	tests/flow/test_point.py	39	def test_point_values(self):	CODE
LOW	tests/flow/test_maxflow.py	143	except Exception:	CODE
LOW	tests/flow/test_maxflow.py	167	except Exception as e:	STRING
LOW	tests/flow/test_maxflow.py	198	except Exception as e:	STRING
LOW	tests/flow/test_maxflow.py	222	except Exception as e:	STRING
LOW	tests/flow/test_maxflow.py	874	except Exception as e:	STRING
LOW	tests/flow/test_maxflow.py	904	except Exception as e:	STRING
LOW	tests/flow/test_maxflow.py	931	except Exception as e:	STRING
LOW	tests/flow/test_maxflow.py	958	except Exception as e:	STRING
LOW	tests/flow/test_maxflow.py	998	except Exception as e:	STRING
LOW	tests/flow/test_maxflow.py	1164	except Exception as e:	STRING
LOW	tests/flow/test_maxflow.py	1188	except Exception as e:	STRING
LOW	tests/flow/test_maxflow.py	1212	except Exception as e:	STRING
LOW	tests/flow/test_maxflow.py	1240	except Exception as e:	STRING
LOW	tests/flow/test_vecsim.py	86	except Exception as e:	CODE
LOW	tests/flow/test_vecsim.py	96	except Exception as e:	CODE
LOW	tests/flow/test_vecsim.py	194	except Exception as e:	CODE
LOW	tests/flow/test_vecsim.py	202	except Exception as e:	CODE
LOW	tests/flow/test_vecsim.py	215	except Exception as e:	CODE
LOW	tests/flow/test_vecsim.py	222	except Exception as e:	CODE
LOW	tests/flow/test_udf_cluster.py	69	except Exception:	STRING
LOW	tests/flow/test_effects.py	1106	except Exception:	CODE
LOW	tests/flow/test_load_csv.py	179	except Exception as e:	CODE
LOW	tests/flow/test_load_csv.py	187	except Exception as e:	CODE
LOW	tests/flow/test_load_csv.py	199	except Exception as e:	CODE
LOW	tests/flow/test_load_csv.py	211	except Exception as e:	CODE
LOW	tests/flow/test_load_csv.py	243	except Exception:	CODE
LOW	tests/flow/test_load_csv.py	403	except Exception as e:	CODE
LOW	tests/flow/test_load_csv.py	447	except Exception:	CODE
LOW⚡	tests/flow/test_access_del_entity.py	173	except Exception as e:	CODE
LOW⚡	tests/flow/test_access_del_entity.py	186	except Exception as e:	CODE
LOW⚡	tests/flow/test_graph_copy.py	64	except Exception:	CODE
LOW⚡	tests/flow/test_graph_copy.py	70	except Exception:	CODE
LOW⚡	tests/flow/test_graph_copy.py	77	except Exception:	CODE
LOW⚡	tests/flow/test_graph_copy.py	86	except Exception:	CODE
MEDIUM	tests/flow/test_defrag.py	566	def loader():	CODE
LOW⚡	tests/flow/test_defrag.py	296	except Exception:	CODE
LOW⚡	tests/flow/test_defrag.py	471	except Exception: # noqa: BLE001	CODE
LOW	tests/flow/test_defrag.py	239	except Exception as e:	CODE
LOW	tests/flow/test_defrag.py	248	except Exception as e:	CODE
LOW	tests/flow/test_defrag.py	428	except Exception as e: # noqa: BLE001	CODE
LOW	tests/flow/test_defrag.py	455	except Exception: # noqa: BLE001	CODE
LOW	tests/flow/test_defrag.py	496	except Exception: # noqa: BLE001	CODE
LOW	tests/flow/test_defrag.py	575	except Exception as e: # noqa: BLE001	CODE
56 more matches not shown…

AI Slop Vocabulary25 hits · 76 pts

Severity	File	Line	Snippet	Context
MEDIUM	bench/pyproject.toml	1	# The benchmark harness is its own uv project rather than part of the repo's	COMMENT
MEDIUM	bench/pyproject.toml	63	# The harness prints aligned tables; f-strings in the print calls are the	COMMENT
MEDIUM	bench/src/falkorbench/metrics.py	44	# Wall-clock is never the gate — the harness says so everywhere else, and then	COMMENT
MEDIUM	bench/src/falkorbench/measure.py	117	# harness: `RETURN 1` came out at 0.3476 ms on the first run and 0.0636 ms on	COMMENT
MEDIUM	bench/src/falkorbench/client.py	378	# error replies to stderr and the pre-refactor harness inspected only	COMMENT
MEDIUM	bench/src/falkorbench/cli.py	86	# not build the graph", or the harness measures an empty database and reports	COMMENT
MEDIUM	bench/src/falkorbench/cli.py	204	# that changes what gets measured is the failure mode this harness exists	COMMENT
MEDIUM	bench/src/falkorbench/queries.py	82	# replaced with the graph key by the harness.	COMMENT
MEDIUM	bench/src/falkorbench/queries.py	137	# stderr and the old harness inspected only stdout, making its	COMMENT
MEDIUM	bench/src/falkorbench/queries.py	147	# CSV files the harness writes into IMPORT_DIR before starting the server	COMMENT
MEDIUM	bench/src/falkorbench/queries.py	600	# Each row is (name, redis command, query); the harness passes iff the reply	COMMENT
MEDIUM	bench/src/falkorbench/report.py	351	# the harness lockfile, so it identifies the exact toolchain behind the	COMMENT
MEDIUM⚡	tests/flow/test_index_scans.py	341	# Querying indexed properties using IN a constant array should utilize indexes.	COMMENT
MEDIUM⚡	tests/flow/test_index_scans.py	351	# Querying indexed properties using IN a generated array should utilize indexes.	COMMENT
MEDIUM⚡	tests/flow/test_index_scans.py	361	# Querying indexed properties using IN a non-constant array should not utilize indexes.	COMMENT
MEDIUM⚡	tests/flow/test_index_scans.py	911	# other types e.g. points within arrays won't utilize the index	COMMENT
MEDIUM	tests/flow/test_index_scans.py	528	# utilize, producing every entity which was indexed with a none indexable value	COMMENT
MEDIUM	tests/flow/test_index_scans.py	705	# issue query which has to potential to utilize an index	COMMENT
MEDIUM	tests/flow/test_index_scans.py	728	# issue query which not utilize an index	COMMENT
MEDIUM	tests/flow/test_udf.py	1217	# restart server (test harness utility)	STRING
MEDIUM	tests/flow/test_call_subquery.py	1366	# assert that we indeed utilize the index to find the node	STRING
MEDIUM	tests/flow/test_index_delete.py	247	# utilize the index for a scan, followed by a deletion of the indexed	COMMENT
MEDIUM	.github/dependabot.yml	49	# The benchmark harness is a separate uv project (bench/pyproject.toml +	COMMENT
MEDIUM	.github/workflows/benchmark-cov.yml	3	# Runs `bench/` — the per-query harness (317 queries) — for this PR, its base and	COMMENT
MEDIUM	.github/workflows/benchmark-cov.yml	519	# the harness to expand over the shards, not the shell.	COMMENT

Dead Code26 hits · 52 pts

Severity	File	Line	Context
MEDIUM	tests/flow/test_traversal_construction.py	238	CODE
MEDIUM	tests/flow/test_traversal_construction.py	240	CODE
MEDIUM	tests/flow/test_traversal_construction.py	241	CODE
MEDIUM	tests/flow/test_traversal_construction.py	242	CODE
MEDIUM	tests/flow/test_traversal_construction.py	243	CODE
MEDIUM	tests/flow/test_traversal_construction.py	244	CODE
MEDIUM	tests/flow/test_traversal_construction.py	246	CODE
MEDIUM	tests/flow/test_traversal_construction.py	247	CODE
MEDIUM	tests/flow/test_traversal_construction.py	248	CODE
MEDIUM	tests/flow/test_traversal_construction.py	249	CODE
MEDIUM	tests/flow/test_traversal_construction.py	250	CODE
MEDIUM	tests/flow/test_persistency.py	581	CODE
MEDIUM	tests/flow/test_persistency.py	588	CODE
MEDIUM	tests/flow/test_persistency.py	589	CODE
MEDIUM	tests/flow/test_persistency.py	591	CODE
MEDIUM	tests/flow/test_persistency.py	592	CODE
MEDIUM	tests/flow/test_persistency.py	595	CODE
MEDIUM	tests/flow/test_persistency.py	596	CODE
MEDIUM	tests/flow/test_persistency.py	598	CODE
MEDIUM	tests/flow/test_persistency.py	599	CODE
MEDIUM	tests/flow/test_persistency.py	602	CODE
MEDIUM	tests/flow/test_persistency.py	603	CODE
MEDIUM	tests/flow/test_persistency.py	604	CODE
MEDIUM	tests/flow/test_persistency.py	607	CODE
MEDIUM	tests/flow/test_persistency.py	615	CODE
MEDIUM	tests/flow/test_persistency.py	618	CODE

Deep Nesting28 hits · 24 pts

Severity	File	Line	Context
LOW	bench/src/falkorbench/metrics.py	106	CODE
LOW	bench/src/falkorbench/measure.py	211	CODE
LOW	bench/src/falkorbench/client.py	200	CODE
LOW	bench/src/falkorbench/callgrind.py	132	CODE
LOW	bench/src/falkorbench/compare.py	54	CODE
LOW	tests/test_functions.py	45	CODE
LOW	tests/test_functions.py	67	CODE
LOW	tests/record.py	79	CODE
LOW	tests/record.py	112	CODE
LOW	tests/test_e2e.py	46	CODE
LOW	tests/test_e2e.py	245	CODE
LOW	tests/test_e2e.py	954	CODE
LOW	tests/tck/falkor_utils/assertions.py	74	CODE
LOW	tests/tck/falkor_utils/assertions.py	128	CODE
LOW	tests/flow/test_stress.py	118	CODE
LOW	tests/flow/test_stress.py	141	CODE
LOW	tests/flow/test_effects.py	29	CODE
LOW	tests/flow/test_defrag.py	166	CODE
LOW	tests/flow/test_defrag.py	335	CODE
LOW	tests/flow/test_defrag.py	219	CODE
LOW	tests/flow/test_defrag.py	407	CODE
LOW	tests/flow/graph_utils.py	10	CODE
LOW	tests/flow/test_persistency.py	109	CODE
LOW	tests/flow/test_matrix_split.py	78	CODE
LOW	tests/flow/common.py	382	CODE
LOW	tests/flow/test_path_algorithms.py	895	CODE
LOW	tests/flow/test_filters.py	43	CODE
LOW	tests/flow/test_constraint.py	1024	CODE

Modern AI Meta-Vocabulary2 hits · 6 pts

Severity	File	Line	Snippet	Context
MEDIUM	tests/flow/common.py	56	# ──── Private container orchestration (CI path) ─────────────────────────────	COMMENT
MEDIUM	.github/workflows/agentics-maintenance.yml	24	# This file defines the generated agentic maintenance workflow for this repository.	COMMENT

AI Structural Patterns4 hits · 4 pts

Severity	File	Line	Context
LOW	tests/tck/falkor_utils/assertions.py	22	CODE
LOW	tests/tck/falkor_utils/assertions.py	37	CODE
LOW	tests/flow/constraint_utils.py	118	CODE
LOW	tests/flow/test_pending_queries_limit.py	54	CODE

Fake / Example Data2 hits · 2 pts

Severity	File	Line	Snippet	Context
LOW	tests/flow/test_graph_copy.py	341	dummy_id = "dummy"	CODE
LOW	tests/flow/test_graph_copy.py	345	dummy_graph = self.db.select_graph(dummy_id)	CODE

TODO Padding1 hit · 2 pts

Severity	File	Line	Snippet	Context
LOW	graph/src/runtime/ops/limit.rs	47	// TODO: implement size_hint for all operators	COMMENT

Slop Phrases1 hit · 2 pts

Severity	File	Line	Snippet	Context
LOW	tests/flow/test_udf.py	565	# make sure to include the 'KNOWS' relationship type	COMMENT

Analysis Overview

What These Metrics Mean

Score History

Severity Breakdown

Directory Score Breakdown

Pattern Findings