surrealdb/surrealdb

4.4

Adjusted Score

4.4

Raw Score

100%

Time Factor

2026-07-06

Last Push

32.7K

Stars

Rust

Language

572.4K

Lines of Code

1.9K

Files

2.0K

Pattern Hits

2026-07-14

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 16HIGH 6MEDIUM 181LOW 1768

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 1971 distinct pattern matches across 17 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.

Over-Commented Block1658 hits · 1626 pts

Severity	File	Line	Snippet	Context
LOW	Cargo.toml	361		COMMENT
LOW	Cargo.toml	381	bool_assert_comparison = "allow"	COMMENT
LOW	Cargo.toml	401	# https://rust-lang.github.io/rust-clippy/master/#disallowed_methods	COMMENT
LOW	Cargo.toml	421	implicit_clone = "warn"	COMMENT
LOW	Cargo.toml	441	# https://rust-lang.github.io/rust-clippy/master/#mutex_atomic	COMMENT
LOW	Cargo.toml	461	redundant_clone = "warn"	COMMENT
LOW	Cargo.toml	481	# SurrealDB relies on async functions in the AST parser and executor to avoid stack overflows.	COMMENT
LOW	deny.toml	1	# See all available configuration options at:	COMMENT
LOW	deny.toml	21	# The lint level for when a crate version requirement is set to `*`.	COMMENT
LOW	deny.toml	41	allow-registry = ["https://github.com/rust-lang/crates.io-index"]	COMMENT
LOW	deny.toml	61	# - for RUSTSEC-2024-0436, paste is now unmaintained and archived, but we only use paste in tests	COMMENT
LOW	Makefile.ci.toml	21	# Adjacent-pair upgrade chain for language upgrade tests. Each consecutive	COMMENT
LOW	Makefile.ci.toml	641		COMMENT
LOW	language-tests/src/cmd/bench/run.rs	61	}	COMMENT
LOW	language-tests/src/cmd/bench/run.rs	901	}	COMMENT
LOW	language-tests/src/cmd/bench/run.rs	961	}	COMMENT
LOW	language-tests/src/cmd/bench/stats/univariate/sample.rs	1	use std::{mem, ops};	COMMENT
LOW	language-tests/src/cmd/bench/stats/univariate/sample.rs	161	/// Returns the variance of the sample	COMMENT
LOW	…tests/src/cmd/bench/stats/univariate/outliers/tukey.rs	1	//! Tukey's method	COMMENT
LOW	…tests/src/cmd/bench/stats/univariate/outliers/tukey.rs	21	//!	COMMENT
LOW	…e-tests/src/cmd/bench/stats/univariate/outliers/mod.rs	1	//! Classification of outliers	COMMENT
LOW	language-tests/src/cmd/upgrade/mod.rs	21	/// only when the requirement itself has no prerelease.	COMMENT
LOW	language-tests/src/cmd/run/provisioner.rs	61	// Enable a temporary directory so TEMPFILES queries route to the	COMMENT
LOW	language-tests/src/cmd/run/provisioner.rs	141	ds.bootstrap().await?;	COMMENT
LOW	language-tests/src/cmd/run/provisioner.rs	161	/// the `delr` key cap and the tombstone build-up of wiping on every test.	COMMENT
LOW	language-tests/src/tests/schema/mod.rs	81	#[serde(rename_all = "kebab-case")]	COMMENT
LOW	language-tests/src/tests/schema/mod.rs	121	pub timeout: BoolOr<TestDuration>,	COMMENT
LOW	language-tests/src/tests/schema/mod.rs	381	{	COMMENT
LOW	language-tests/src/tests/schema/mod.rs	881	#[serde(rename_all = "kebab-case")]	COMMENT
LOW	language-tests/src/tests/schema/mod.rs	901	/// single file. The key is a short variant name (shown in the run label and	COMMENT
LOW	language-tests/src/tests/schema/mod.rs	921	#[serde(default = "default_duration::<100000>")]	COMMENT
LOW	surrealdb/token/src/lib.rs	1	//! SurrealQL token lexer definitions	COMMENT
LOW	surrealdb/token/src/base.rs	21	pub enum BaseTokenKind {	COMMENT
LOW	surrealdb/token/src/base.rs	161	#[regex(r#"r'([^'\\]\|\\.)*'"#)]	COMMENT
LOW	surrealdb/token/src/base.rs	181	#[regex(r"(?&bracket_ident)")]	COMMENT
LOW	surrealdb/token/src/base.rs	201	Decimal,	COMMENT
LOW	surrealdb/token/src/base.rs	301	#[regex(r"(?i)CREATE")]	COMMENT
LOW	surrealdb/token/src/base.rs	321	#[regex(r"(?i)DIMENSION")]	COMMENT
LOW	surrealdb/token/src/base.rs	361	KwExpunge,	COMMENT
LOW	surrealdb/token/src/base.rs	461	#[regex(r"(?i)ML")]	COMMENT
LOW	surrealdb/token/src/base.rs	541	KwRefresh,	COMMENT
LOW	surrealdb/token/src/base.rs	601	#[regex(r"(?i)TABLE")]	COMMENT
LOW	surrealdb/token/src/datetime.rs	1	use logos::Logos;	COMMENT
LOW	surrealdb/token/src/record_id_key.rs	21	OpenBracket,	COMMENT
LOW	surrealdb/token/src/js_function.rs	21	TemplateOpen,	COMMENT
LOW	surrealdb/types/tests/error_types.rs	921	// Round-trip	COMMENT
LOW	surrealdb/types/tests/error_types.rs	1081	fn test_error_wire_not_allowed_auth_not_allowed_iam() {	COMMENT
LOW	surrealdb/types/tests/error_types.rs	1621	// "message": "Already connected",	COMMENT
LOW	surrealdb/types/derive/src/lib.rs	21	mod kind;	COMMENT
LOW	surrealdb/types/derive/src/lib.rs	41	/// - `#[surreal(crate = "path")]` - Specify a custom path to the types crate (e.g.,	COMMENT
LOW	surrealdb/types/derive/src/lib.rs	61	///	COMMENT
LOW	surrealdb/types/derive/src/lib.rs	81	/// #[derive(SurrealValue)]	COMMENT
LOW	surrealdb/types/derive/src/lib.rs	101	///	COMMENT
LOW	surrealdb/types/derive/src/lib.rs	121	/// types. For example, if type `A` contains `B` and `B` contains `A`, each	COMMENT
LOW	surrealdb/types/derive/src/lib.rs	161	/// - Escape hatches: `(expr)` for arbitrary Rust expressions	COMMENT
LOW	surrealdb/types/derive/src/lib.rs	181	/// });	COMMENT
LOW	surrealdb/types/derive/src/lib.rs	201	/// write_sql!(f, fmt, "format string", arg1, arg2, ...)	COMMENT
LOW	surrealdb/types/derive/src/lib.rs	221	/// let fmt = SqlFormat::SingleLine;	COMMENT
LOW	surrealdb/types/derive/src/kind.rs	281	/// - Literals: `true`, `false`, `42`, `"hello"`	COMMENT
LOW	surrealdb/types/src/error.rs	41	// -----------------------------------------------------------------------------	COMMENT
1598 more matches not shown…

Decorative Section Separators142 hits · 412 pts

Severity	File	Line	Snippet	Context
MEDIUM⚡	deny.toml	4	# --------------------------------------------------	COMMENT
MEDIUM⚡	deny.toml	6	# --------------------------------------------------	COMMENT
MEDIUM⚡	deny.toml	14	# --------------------------------------------------	COMMENT
MEDIUM⚡	deny.toml	16	# --------------------------------------------------	COMMENT
MEDIUM	deny.toml	30	# --------------------------------------------------	COMMENT
MEDIUM	deny.toml	32	# --------------------------------------------------	COMMENT
MEDIUM	deny.toml	43	# --------------------------------------------------	COMMENT
MEDIUM	deny.toml	45	# --------------------------------------------------	COMMENT
MEDIUM	deny.toml	82	# --------------------------------------------------	COMMENT
MEDIUM	deny.toml	84	# --------------------------------------------------	COMMENT
MEDIUM	Makefile.ci.toml	33	# --------------------------------------------------	COMMENT
MEDIUM	Makefile.ci.toml	35	# --------------------------------------------------	COMMENT
MEDIUM⚡	Makefile.ci.toml	817	# --------------------------------------------------	STRING
MEDIUM⚡	Makefile.ci.toml	819	# --------------------------------------------------	STRING
MEDIUM	Makefile.ci.toml	267	# --------------------------------------------------	STRING
MEDIUM	Makefile.ci.toml	269	# --------------------------------------------------	STRING
MEDIUM	Makefile.ci.toml	415	# --------------------------------------------------	STRING
MEDIUM	Makefile.ci.toml	417	# --------------------------------------------------	STRING
MEDIUM	Makefile.ci.toml	519	# --------------------------------------------------	STRING
MEDIUM	Makefile.ci.toml	521	# --------------------------------------------------	STRING
MEDIUM	Makefile.ci.toml	575	# --------------------------------------------------	STRING
MEDIUM	Makefile.ci.toml	577	# --------------------------------------------------	STRING
MEDIUM	Makefile.ci.toml	642	# --------------------------------------------------	STRING
MEDIUM	Makefile.ci.toml	644	# --------------------------------------------------	STRING
MEDIUM	Makefile.ci.toml	696	# --------------------------------------------------	STRING
MEDIUM	Makefile.ci.toml	698	# --------------------------------------------------	STRING
MEDIUM	Makefile.ci.toml	725	# --------------------------------------------------	STRING
MEDIUM	Makefile.ci.toml	727	# --------------------------------------------------	STRING
MEDIUM	Makefile.ci.toml	753	# --------------------------------------------------	STRING
MEDIUM	Makefile.ci.toml	755	# --------------------------------------------------	STRING
MEDIUM	Makefile.ci.toml	932	# --------------------------------------------------	STRING
MEDIUM	Makefile.ci.toml	934	# --------------------------------------------------	STRING
MEDIUM	Makefile.ci.toml	1009	# --------------------------------------------------	STRING
MEDIUM	Makefile.ci.toml	1011	# --------------------------------------------------	STRING
MEDIUM	.rustfmt.toml	9	# -----------------------------------	COMMENT
MEDIUM	.rustfmt.toml	11	# -----------------------------------	COMMENT
MEDIUM	surrealdb/types/tests/surreal_value/collections.rs	5	// ──────────────────────────────────────────────────────────────	COMMENT
MEDIUM	surrealdb/types/tests/surreal_value/collections.rs	7	// ──────────────────────────────────────────────────────────────	COMMENT
MEDIUM	surrealdb/types/tests/surreal_value/collections.rs	111	// ──────────────────────────────────────────────────────────────	COMMENT
MEDIUM	surrealdb/types/tests/surreal_value/collections.rs	113	// ──────────────────────────────────────────────────────────────	COMMENT
MEDIUM	surrealdb/types/tests/surreal_value/collections.rs	221	// ──────────────────────────────────────────────────────────────	COMMENT
MEDIUM	surrealdb/types/tests/surreal_value/collections.rs	223	// ──────────────────────────────────────────────────────────────	COMMENT
MEDIUM	surrealdb/types/tests/surreal_value/collections.rs	317	// ──────────────────────────────────────────────────────────────	COMMENT
MEDIUM	surrealdb/types/tests/surreal_value/collections.rs	319	// ──────────────────────────────────────────────────────────────	COMMENT
MEDIUM	surrealdb/types/tests/surreal_value/collections.rs	449	// ──────────────────────────────────────────────────────────────	COMMENT
MEDIUM	surrealdb/types/tests/surreal_value/collections.rs	453	// ──────────────────────────────────────────────────────────────	COMMENT
MEDIUM	surrealdb/types/tests/surreal_value/collections.rs	548	// ──────────────────────────────────────────────────────────────	COMMENT
MEDIUM	surrealdb/types/tests/surreal_value/collections.rs	552	// ──────────────────────────────────────────────────────────────	COMMENT
MEDIUM	surrealdb/types/tests/surreal_value/collections.rs	658	// ──────────────────────────────────────────────────────────────	COMMENT
MEDIUM	surrealdb/types/tests/surreal_value/collections.rs	661	// ──────────────────────────────────────────────────────────────	COMMENT
MEDIUM	surrealdb/core/src/catalog/record.rs	306	// ─────────	COMMENT
MEDIUM⚡	surrealdb/core/src/key/graph/mod.rs	9	//! ┌─────────────────────┬─ ─ ─ ─ ─ ─ ─ ─ ─ ┐	COMMENT
MEDIUM⚡	surrealdb/core/src/key/graph/mod.rs	11	//! ┌────┴─────┐ etl ┌────────────┐ etr ┌──────────┐	COMMENT
MEDIUM⚡	surrealdb/core/src/key/graph/mod.rs	12	//! │ left │───────▶│ rid (edge) │───────▶│ right │	COMMENT
MEDIUM⚡	surrealdb/core/src/key/graph/mod.rs	13	//! └──────────┘ in └────────────┘ out └────┬─────┘	COMMENT
MEDIUM⚡	surrealdb/core/src/key/graph/mod.rs	15	//! └ ─ ─ ─ ─ ─ ─ ─ ─ ─ ─┴───────────────────┘	COMMENT
MEDIUM⚡	surrealdb/core/src/exec/index.rs	14	//! ┌─────────────────────────────────────────────────────────────────┐	COMMENT
MEDIUM⚡	surrealdb/core/src/exec/index.rs	16	//! ├─────────────────────────────────────────────────────────────────┤	COMMENT
MEDIUM⚡	surrealdb/core/src/exec/index.rs	19	//! └─────────────────────────────────────────────────────────────────┘	COMMENT
MEDIUM⚡	surrealdb/core/src/exec/index.rs	22	//! ┌─────────────────────────────────────────────────────────────────┐	COMMENT
82 more matches not shown…

Hallucination Indicators16 hits · 175 pts

Severity	File	Line	Snippet	Context
CRITICAL	language-tests/src/cmd/graphql.rs	50	let Some(variables) = case.config.parsed.graphql.variables.as_ref() else {	CODE
CRITICAL	language-tests/src/cmd/graphql.rs	72	if let Some(operation) = case.config.parsed.graphql.operation.as_ref() {	CODE
CRITICAL	language-tests/src/cmd/bench/run.rs	338	let datasets = run.case.test.config.parsed.bench.datasets.clone();	CODE
CRITICAL	language-tests/src/cmd/bench/run.rs	842	operation: run.case.test.config.parsed.graphql.operation.clone(),	CODE
CRITICAL⚡	language-tests/src/cmd/upgrade/mod.rs	180	.with_filter(\|x\| no_results \|\| x.test.config.parsed.test.results.is_some())	CODE
CRITICAL⚡	language-tests/src/cmd/upgrade/mod.rs	189	if let Some(ver_req) = x.test.config.parsed.test.version.as_ref()	CODE
CRITICAL⚡	language-tests/src/cmd/upgrade/mod.rs	195	if let Some(ver_req) = x.test.config.parsed.test.importing_version.as_ref()	CODE
CRITICAL	language-tests/src/cmd/run/mod.rs	109	set_builder.with_filter(\|x\| x.test.config.parsed.test.results.is_none())	CODE
CRITICAL	language-tests/src/tests/report/update.rs	21	let mut doc = self.case.test.config.toml.clone().unwrap_or_default();	CODE
CRITICAL	language-tests/src/tests/report/update.rs	33	if let Some(slice) = self.case.test.config.range.clone() {	CODE
CRITICAL	surrealdb/src/lib.rs	186	self.surreal.inner.waiter.0.send(Some(WaitFor::Connection)).ok();	CODE
CRITICAL	surrealdb/src/method/use_db.rs	53	self.client.inner.waiter.0.send(Some(WaitFor::Database)).ok();	CODE
CRITICAL	surrealml/core/src/execution/compute.rs	100	let mut buffer = Vec::with_capacity(self.surml_file.header.keys.store.len());	CODE
CRITICAL	surrealml/core/src/execution/compute.rs	211	if self.surml_file.header.output.normaliser.is_none() {	CODE
CRITICAL	surrealml/core/src/execution/compute.rs	216	let output_normaliser = match self.surml_file.header.output.normaliser.as_ref() {	CODE
CRITICAL	.github/workflows/community-pr-label.yml	52	const author = context.payload.pull_request.user.login.toLowerCase();	CODE

AI Slop Vocabulary22 hits · 68 pts

Severity	File	Line	Snippet	Context
MEDIUM⚡	Makefile.ci.toml	810	# Generate coverage report, excluding the harness code	STRING
MEDIUM	surrealdb/core/src/kvs/rocksdb/tests.rs	604	// divisible by 64), but pairing them keeps the test robust	COMMENT
MEDIUM	surrealdb/core/src/iam/jwks.rs	209	// default, we could allow users to leverage this. This will most likely	COMMENT
MEDIUM	surrealdb/core/src/iam/verify.rs	76	// Now that the audience claim is validated by default, we could allow users to leverage this.	COMMENT
MEDIUM	surrealdb/core/src/graphql/cache.rs	211	// today, but pinning it here keeps the fingerprint robust against future	COMMENT
MEDIUM	…realdb/core/src/exec/pre_decode_filter/wire_literal.rs	174	// `full_wire.len() - utf8.len()` is robust against future	COMMENT
MEDIUM	surrealdb/core/src/doc/alter.rs	175	// Rebuild the record id from the coerced value using the robust	COMMENT
MEDIUM	surrealdb/mcp/src/tools/mod.rs	394	/// formatted SQL so the test stays robust against display tweaks.	COMMENT
MEDIUM	surrealdb/parser/src/parse/special.rs	783	// The last is the least robust and relies on the fact the `()` `{}` and `[]` are also part	COMMENT
MEDIUM	surrealdb/ast/examples/working_with_ast.rs	47	// Essentially creating a linked list of nodes.	COMMENT
MEDIUM	surrealdb/src/opt/auth.rs	209	/// seamless long-term sessions while maintaining security.	COMMENT
MEDIUM	surrealdb/src/opt/auth.rs	282	/// tokens when the current access token expires. This enables seamless user	COMMENT
MEDIUM⚡	scripts/bench/measure.sh	4	# and print a machine-readable summary of the harness's statistics (time, median,	COMMENT
MEDIUM⚡	scripts/bench/measure.sh	21	# The comparison block is produced by the harness itself	COMMENT
MEDIUM	scripts/bench/measure.sh	71	# Pull the verdict + the time/median/change lines straight from the harness output.	COMMENT
MEDIUM	scripts/bench/measure.sh	85	# since the harness prints Rust Duration debug formatting, e.g. "1.2ms"/"850µs").	COMMENT
MEDIUM	scripts/bench/profile.sh	6	# How: the bench harness prints `__BENCH_MEASURE_START__` on stderr (when	COMMENT
MEDIUM	scripts/bench/profile.sh	83	# BENCH_MARKERS makes the harness emit the measured-region sentinels on stderr.	COMMENT
MEDIUM	.github/workflows/release.yml	4	# For comprehensive documentation, see doc/RELEASING.md	COMMENT
MEDIUM	.github/workflows/language-bench-quick.yml	10	# job runs read-only against that store: the harness `fetch_latest`es the `main`	COMMENT
MEDIUM	.github/workflows/language-bench-quick.yml	108	# Read-only against the shared store (NO --save): the harness fetches the	COMMENT
MEDIUM	.github/workflows/ci.yml	545	# Both workspaces are cached: `language-tests` for the test harness,	COMMENT

Fake / Example Data47 hits · 59 pts

Severity	File	Line	Snippet	Context
LOW	surrealdb/core/tests/function.rs	1082	"Lehem ipsum dolor sit amet, dicta latine an eam."	CODE
LOW	surrealdb/core/tests/function.rs	1185	"Lorem ipsum dolor sit amet, dicta latine an eam."	CODE
LOW	surrealdb/core/tests/function.rs	1185	"Lorem ipsum dolor sit amet, dicta latine an eam."	CODE
LOW	surrealdb/core/tests/function.rs	1271	"Lehem ipsum dolor sit amet, dicta latine an eam."	CODE
LOW⚡	surrealdb/core/benches/statements.rs	56	"CREATE person SET name = 'Test', age = 30, email = 'test@example.com', scores = [90, 80, 70], address = {{ street: '1	CODE
LOW⚡	surrealdb/core/benches/statements.rs	65	"Lorem ipsum dolor sit amet, consectetur adipiscing elit.".repeat(10_000)	CODE
LOW⚡	surrealdb/core/benches/statements.rs	65	"Lorem ipsum dolor sit amet, consectetur adipiscing elit.".repeat(10_000)	CODE
LOW	surrealdb/core/src/idx/ft/fulltext.rs	1292	"Lorem ipsum dolor sit amet, consectetur adipiscing elit. Pellentesque elementum dignissim ultricies. Fusce rhoncus	CODE
LOW	surrealdb/core/src/idx/ft/fulltext.rs	1292	"Lorem ipsum dolor sit amet, consectetur adipiscing elit. Pellentesque elementum dignissim ultricies. Fusce rhoncus	CODE
LOW	surrealdb/core/src/expr/statements/insert.rs	275	// INSERT INTO person (id, name) VALUES (1, 'John Doe')	COMMENT
LOW	surrealdb/core/src/expr/statements/insert.rs	278	// v: { name: 'John Doe' }	COMMENT
LOW	surrealdb/core/src/iam/signup.rs	64	/// ("email".to_string(), "user@example.com".into()),	COMMENT
LOW	surrealdb/core/src/iam/signup.rs	145	/// ("email".to_string(), "user@example.com".into()),	COMMENT
LOW	surrealdb/core/src/iam/signin.rs	223	/// ("email".to_string(), "user@example.com".into()),	COMMENT
LOW	surrealdb/core/src/graphql/auth.rs	35	/// authentication variables (e.g., `{ email: "user@example.com", pass: "secret" }`).	COMMENT
LOW	surrealdb/tests/api_integration/basic.rs	370	SET name = 'John Doe'	CODE
LOW⚡	surrealdb/tests/api_integration/basic.rs	381	assert_eq!(name, "John Doe");	CODE
LOW⚡	surrealdb/tests/api_integration/basic.rs	389	let _ = db.query("CREATE user:john SET name = 'John Doe'").await.unwrap().check().unwrap();	CODE
LOW⚡	surrealdb/tests/api_integration/basic.rs	394	assert_eq!(name, "John Doe");	CODE
LOW⚡	surrealdb/tests/api_integration/basic.rs	417	.bind(("name", "John Doe".to_string()))	CODE
LOW⚡	surrealdb/tests/api_integration/basic.rs	423	assert_eq!(record.name, "John Doe");	CODE
LOW⚡	surrealdb/tests/api_integration/basic.rs	432	assert_eq!(record.name, "John Doe");	CODE
LOW⚡	surrealdb/tests/api_integration/basic.rs	436	name: "John Doe".to_owned(),	CODE
LOW⚡	surrealdb/tests/api_integration/basic.rs	443	assert_eq!(record.name, "John Doe");	CODE
LOW	surrealdb/tests/api_integration/basic.rs	522	name: "John Doe".to_owned(),	CODE
LOW	surrealdb/tests/api_integration/basic.rs	529	name: "John Doe".to_owned(),	CODE
LOW	surrealdb/tests/api_integration/basic.rs	543	name: "John Doe".to_owned(),	CODE
LOW	surrealdb/tests/api_integration/basic.rs	551	name: "Jane Doe".to_owned(),	CODE
LOW	surrealdb/tests/api_integration/basic.rs	581	name: "John Doe".to_owned(),	CODE
LOW	surrealdb/tests/api_integration/basic.rs	591	name: "John Doe".to_owned(),	CODE
LOW⚡	surrealdb/tests/api_integration/basic.rs	1112	name: "Jane Doe".to_owned(),	CODE
LOW⚡	surrealdb/tests/api_integration/basic.rs	1116	assert_eq!(user.unwrap().name, "Jane Doe");	CODE
LOW⚡	surrealdb/tests/api_integration/basic.rs	1120	name: "John Doe".to_owned(),	CODE
LOW⚡	surrealdb/tests/api_integration/basic.rs	1124	assert_eq!(user.unwrap().name, "John Doe");	CODE
LOW⚡	surrealdb/tests/api_integration/basic.rs	1126	assert_eq!(user.unwrap().name, "John Doe");	CODE
LOW	surrealdb/src/method/query.rs	231	/// .bind(("name", "John Doe"))	COMMENT
LOW	surrealdb/src/method/query.rs	252	/// name: "John Doe",	COMMENT
LOW	surrealdb/src/method/query.rs	854	title: "Lorem Ipsum".to_owned(),	CODE
LOW	surrealdb/src/method/query.rs	882	title: "Lorem Ipsum".to_owned(),	CODE
LOW	surrealdb/src/method/query.rs	883	body: "Lorem Ipsum Lorem Ipsum".to_owned(),	CODE
LOW	surrealdb/src/method/query.rs	918	title: "Lorem Ipsum".to_owned(),	CODE
LOW	surrealdb/src/method/query.rs	919	body: "Lorem Ipsum Lorem Ipsum".to_owned(),	CODE
LOW	surrealdb/src/method/tests/mod.rs	88	DB.query("CREATE user:john SET name = $name").bind(("name", "John Doe")).await.unwrap();	CODE
LOW	surrealdb/src/method/tests/mod.rs	93	name: "John Doe".to_owned(),	CODE
LOW	tests/graphql_integration.rs	2311	CREATE author:a1 SET name = "Jane Doe";	CODE
LOW	tests/graphql_integration.rs	2348	assert_eq!(author["name"], "Jane Doe");	CODE
LOW	tests/graphql_integration.rs	2387	assert_eq!(wrote_in[0]["in"]["name"], "Jane Doe");	CODE

Structural Annotation Overuse23 hits · 45 pts

Severity	File	Line	Snippet	Context
LOW	surrealdb/core/tests/index.rs	494	// Step 1: Create a shared datastore and set up 3 namespaces × 3 databases = 9 isolated	COMMENT
LOW⚡	surrealdb/core/tests/index.rs	506	// Step 2: Start a background index compaction loop that continuously triggers compaction	COMMENT
LOW⚡	surrealdb/core/tests/index.rs	511	// Step 3: For each session (namespace/database pair), define multiple indexes of different	COMMENT
LOW	surrealdb/core/tests/index.rs	543	// Step 4: For each of the 9 sessions, spawn 6 concurrent write tasks (3 for `user` records	COMMENT
LOW⚡	surrealdb/core/tests/index.rs	590	// Step 5: Let the concurrent writes and index compaction run together for 10 seconds,	COMMENT
LOW⚡	surrealdb/core/tests/index.rs	595	// Step 6: Await all write tasks and the compaction loop, propagating any errors.	COMMENT
LOW⚡	surrealdb/core/tests/index.rs	601	// Step 7: Verify that the background compaction loop exited cleanly. This stress test	COMMENT
LOW⚡	surrealdb/core/src/kvs/tests/tx_cache_test.rs	85	// Step 1: Populate the cache with an empty index list	COMMENT
LOW⚡	surrealdb/core/src/kvs/tests/tx_cache_test.rs	89	// Step 2: Add an index via put_tb_index	COMMENT
LOW	surrealdb/core/src/kvs/tests/tx_cache_test.rs	101	// Step 3: Query all indexes again — this must see the new index	COMMENT
LOW⚡	surrealdb/core/src/kvs/tests/tx_cache_test.rs	168	// Step 1: Populate the cache with an empty field list	COMMENT
LOW⚡	surrealdb/core/src/kvs/tests/tx_cache_test.rs	172	// Step 2: Add a field via put_tb_field	COMMENT
LOW⚡	surrealdb/core/src/kvs/tests/tx_cache_test.rs	180	// Step 3: Query all fields again — this must see the new field	COMMENT
LOW	surrealdb/core/src/catalog/compat/README.md	69	### Step 1: Run the generator	COMMENT
LOW	surrealdb/core/src/catalog/compat/README.md	77	### Step 2: Copy the output	COMMENT
LOW	surrealdb/core/src/catalog/compat/README.md	91	### Step 3: Update the hash check	COMMENT
LOW	surrealdb/core/src/catalog/compat/README.md	102	### Step 4: Verify tests pass	COMMENT
LOW	surrealdb/core/src/catalog/compat/README.md	114	### Step 1: Update the fixtures used in the generator (if needed)	COMMENT
LOW⚡	surrealdb/core/src/catalog/compat/README.md	128	### Step 2: Generate and save the bytes	COMMENT
LOW⚡	surrealdb/core/src/catalog/compat/README.md	136	### Step 3: Add the module	COMMENT
LOW⚡	surrealdb/core/src/catalog/compat/README.md	143	### Step 4: Add tests	COMMENT
LOW⚡	surrealdb/core/src/catalog/compat/README.md	152	### Step 5: Add hash protection	COMMENT
LOW	surrealdb/core/src/val/record_id.rs	237	// NOTE: This method dictates how coversion between values and record id keys	COMMENT

Verbosity Indicators15 hits · 30 pts

Severity	File	Line	Snippet	Context
LOW	surrealdb/core/tests/index.rs	494	// Step 1: Create a shared datastore and set up 3 namespaces × 3 databases = 9 isolated	COMMENT
LOW⚡	surrealdb/core/tests/index.rs	506	// Step 2: Start a background index compaction loop that continuously triggers compaction	COMMENT
LOW⚡	surrealdb/core/tests/index.rs	511	// Step 3: For each session (namespace/database pair), define multiple indexes of different	COMMENT
LOW	surrealdb/core/tests/index.rs	543	// Step 4: For each of the 9 sessions, spawn 6 concurrent write tasks (3 for `user` records	COMMENT
LOW⚡	surrealdb/core/tests/index.rs	590	// Step 5: Let the concurrent writes and index compaction run together for 10 seconds,	COMMENT
LOW⚡	surrealdb/core/tests/index.rs	595	// Step 6: Await all write tasks and the compaction loop, propagating any errors.	COMMENT
LOW⚡	surrealdb/core/tests/index.rs	601	// Step 7: Verify that the background compaction loop exited cleanly. This stress test	COMMENT
LOW	surrealdb/core/src/idx/trees/hnsw/index.rs	729	// If there is a filter, we need to check if the record is truthy	COMMENT
LOW⚡	surrealdb/core/src/kvs/tests/tx_cache_test.rs	85	// Step 1: Populate the cache with an empty index list	COMMENT
LOW⚡	surrealdb/core/src/kvs/tests/tx_cache_test.rs	89	// Step 2: Add an index via put_tb_index	COMMENT
LOW	surrealdb/core/src/kvs/tests/tx_cache_test.rs	101	// Step 3: Query all indexes again — this must see the new index	COMMENT
LOW⚡	surrealdb/core/src/kvs/tests/tx_cache_test.rs	168	// Step 1: Populate the cache with an empty field list	COMMENT
LOW⚡	surrealdb/core/src/kvs/tests/tx_cache_test.rs	172	// Step 2: Add a field via put_tb_field	COMMENT
LOW⚡	surrealdb/core/src/kvs/tests/tx_cache_test.rs	180	// Step 3: Query all fields again — this must see the new field	COMMENT
LOW	surrealdb/core/src/syn/parser/stmt/mod.rs	306	// ANALYZE is not a reserved keyword, so we need to check if it's an identifier	COMMENT

Cross-File Repetition6 hits · 30 pts

Severity	File	Snippet	Context
HIGH	surrealml/tests/scripts/build_assets.py	checks to see if a directory exists and deletes it if it does. :param dir_path: the path to the directory.	STRING
HIGH	surrealml/tests/scripts/local_build.py	checks to see if a directory exists and deletes it if it does. :param dir_path: the path to the directory.	STRING
HIGH	surrealml/tests/model_builder/utils.py	checks to see if a directory exists and deletes it if it does. :param dir_path: the path to the directory.	STRING
HIGH	surrealml/tests/scripts/build_assets.py	checks to see if a file exists and deletes it if it does. :param file_path: the path to the file.	STRING
HIGH	surrealml/tests/scripts/local_build.py	checks to see if a file exists and deletes it if it does. :param file_path: the path to the file.	STRING
HIGH	surrealml/tests/model_builder/utils.py	checks to see if a file exists and deletes it if it does. :param file_path: the path to the file.	STRING

Self-Referential Comments7 hits · 21 pts

Severity	File	Line	Snippet	Context
MEDIUM	.github/workflows/crud-bench.yml	388	# Create a fallback report if analysis failed	COMMENT
MEDIUM	.github/workflows/bench.yml	77	# # Create a summary of the comparison	COMMENT
MEDIUM	.github/workflows/bench.yml	201	# Create a summary of the comparison	COMMENT
MEDIUM	.github/scripts/bump-nightly-version.sh	73	# Create a branch for the PR	COMMENT
MEDIUM	.github/scripts/bump-release-version.sh	94	# Create a branch for the PR	COMMENT
MEDIUM	.github/actions/publish-crate/action.yml	53	# Create a temporary branch in case the git ref is not a branch	COMMENT
MEDIUM	.github/actions/publish-crate/action.yml	71	# Create a temporary branch in case the git ref is not a branch	COMMENT

Excessive Try-Catch Wrapping11 hits · 16 pts

Severity	File	Line	Snippet	Context
MEDIUM	surrealml/tests/unit_tests/test_surml_file.py	25	print(f"Error: surmlcache : {e.strerror}")	CODE
MEDIUM	surrealml/tests/unit_tests/engine/test_torch.py	24	print(f"Error: surmlcache : {e.strerror}")	CODE
MEDIUM	surrealml/tests/unit_tests/engine/test_sklearn.py	25	print(f"Error: surmlcache : {e.strerror}")	CODE
LOW	.github/scripts/quiet_system.py	34	except Exception as e:	CODE
LOW	.github/scripts/quiet_system.py	53	except Exception as e:	CODE
LOW	.github/scripts/quiet_system.py	76	except Exception as e:	CODE
MEDIUM	.github/scripts/analyze_benchmark.py	20	print("Error: Python 3.9 or higher is required for secure path validation", file=sys.stderr)	CODE
LOW	.github/scripts/analyze_benchmark.py	114	except Exception:	CODE
LOW	.github/scripts/analyze_benchmark.py	135	except Exception as e:	CODE
LOW	.github/scripts/analyze_benchmark.py	569	except Exception as e:	CODE
MEDIUM	.github/scripts/analyze_benchmark.py	570	print(f"Error during analysis: {e}", file=sys.stderr)	CODE

Modern AI Meta-Vocabulary5 hits · 12 pts

Severity	File	Line	Snippet	Context
MEDIUM	docker/DOCKER.md	135	The same behavior can be acomplished without Docker Compose by providing the `-u` or `--user` argument to [`docker run`]	CODE
MEDIUM	surrealdb/server/src/cli/module/init_cmd.rs	157	// Rust scaffold	COMMENT
MEDIUM	.github/workflows/release.yml	141	# This orchestration job runs against a different branch than the code it	COMMENT
MEDIUM	.github/workflows/release.yml	636	# This orchestration job runs against a different branch than the code it	COMMENT
MEDIUM	surrealism/runtime/src/config.rs	10	/// which scaffold to generate) and `build` (to choose which toolchain to	COMMENT

Redundant / Tautological Comments6 hits · 8 pts

Severity	File	Line	Snippet	Context
LOW	surrealml/tests/model_builder/utils.py	19	# Check if the package is installed	COMMENT
LOW	.github/workflows/ci.yml	674	# Check if any job failed (skipped is ok for conditional jobs)	COMMENT
LOW	.github/scripts/bump-nightly-version.sh	102	# Check if PR already exists	COMMENT
LOW	.github/scripts/bump-release-version.sh	123	# Check if PR already exists	COMMENT
LOW	.github/scripts/analyze_benchmark.py	472	# Check if this key_type has any operations	COMMENT
LOW	.github/actions/publish-crate/action.yml	78	# Check if the failure was because everything is already published	COMMENT

Example Usage Blocks3 hits · 5 pts

Severity	File	Line	Snippet	Context
LOW	surrealdb/types/src/sql.rs	21	/// Example usage:	COMMENT
LOW⚡	scripts/bench/measure.sh	11	# Usage:	COMMENT
LOW	scripts/bench/profile.sh	15	# Usage:	COMMENT

Deep Nesting4 hits · 4 pts

Severity	File	Line	Context
LOW	.github/scripts/quiet_system.py	80	CODE
LOW	.github/scripts/analyze_benchmark.py	92	CODE
LOW	.github/scripts/analyze_benchmark.py	143	CODE
LOW	.github/scripts/analyze_benchmark.py	304	CODE

Slop Phrases2 hits · 3 pts

Severity	File	Line	Snippet	Context
LOW	surrealdb/parser/src/parse/stmt/define.rs	755	// Don't forget to update the expectation strings inside the macro if you ever	COMMENT
LOW	surrealdb/parser/src/parse/stmt/alter.rs	1354	// Don't forget to update the expectation strings inside the macro if	COMMENT

Hyper-Verbose Identifiers3 hits · 3 pts

Severity	File	Line	Snippet	Context
LOW	surrealml/tests/scripts/local_build.py	36	def find_and_move_rust_surrealml_file(start_path: os.path, destination_path: os.path, new_name: str) -> None:	CODE
LOW	surrealml/tests/scripts/ci_local_build.py	11	def find_and_move_rust_surrealml_file(start_path: os.path, destination_path: os.path, new_name: str) -> None:	CODE
LOW	.github/scripts/analyze_benchmark.py	62	def _validate_and_resolve_input_path(file_path: Path, base_dir: Path) -> Optional[Path]:	CODE

Unused Imports1 hit · 1 pts

Severity	File	Line	Snippet	Context
LOW	surrealml/tests/unit_tests/test_rust_adapter.py	3		CODE

Analysis Overview

What These Metrics Mean

Score History

Severity Breakdown

Directory Score Breakdown

Pattern Findings