GreptimeTeam/greptimedb

3.7

Adjusted Score

3.7

Raw Score

100%

Time Factor

2026-07-14

Last Push

6.5K

Stars

Rust

Language

879.7K

Lines of Code

2.9K

Files

2.9K

Pattern Hits

2026-07-14

Scan Date

0.00

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 9HIGH 2MEDIUM 68LOW 2786

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 2865 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 Block2613 hits · 2598 pts

Severity	File	Line	Snippet	Context
LOW	cliff.toml	121	# skip_tags = ""	COMMENT
LOW	licenserc.toml	1	# Copyright 2023 Greptime Team	COMMENT
LOW	licenserc-enterprise.toml	1	# License-header config for GreptimeDB Enterprise Edition source files.	COMMENT
LOW	config/frontend.example.toml	1	## The default timezone of the server.	COMMENT
LOW	config/frontend.example.toml	21	## Maximum total memory for all concurrent write request bodies and messages (HTTP, gRPC, Flight).	COMMENT
LOW	config/frontend.example.toml	41	addr = "127.0.0.1:4000"	COMMENT
LOW	config/frontend.example.toml	61	experimental_enable_prometheus_native_histogram = false	COMMENT
LOW	config/frontend.example.toml	81	flight_compression = "arrow_ipc"	COMMENT
LOW	config/frontend.example.toml	101	## Watch for Certificate and key file change and auto reload.	COMMENT
LOW	config/frontend.example.toml	141	[mysql]	COMMENT
LOW	config/frontend.example.toml	221		COMMENT
LOW	config/frontend.example.toml	321	## Default to false.	COMMENT
LOW	config/frontend.example.toml	361	## The tokio console address.	COMMENT
LOW	config/flownode.example.toml	1	## The flownode identifier and should be unique in the cluster.	COMMENT
LOW	config/flownode.example.toml	21	## Flow wait for available frontend timeout,	COMMENT
LOW	config/flownode.example.toml	41	## Client Certificate file path.	COMMENT
LOW	config/flownode.example.toml	121	max_log_files = 720	COMMENT
LOW	config/flownode.example.toml	141	## The tokio console address.	COMMENT
LOW	config/standalone.example.toml	1	## The default timezone of the server.	COMMENT
LOW	config/standalone.example.toml	21	## Maximum total memory for all concurrent write request bodies and messages (HTTP, gRPC, Flight).	COMMENT
LOW	config/standalone.example.toml	41	## Enable telemetry to collect anonymous usage data. Enabled by default.	COMMENT
LOW	config/standalone.example.toml	61	## HTTP CORS support, it's turned on by default	COMMENT
LOW	config/standalone.example.toml	81	## The address to bind the gRPC server.	COMMENT
LOW	config/standalone.example.toml	121	# MySQL server TLS options.	COMMENT
LOW	config/standalone.example.toml	201	with_metric_engine = true	COMMENT
LOW	config/standalone.example.toml	221	## The directory to store the WAL files.	COMMENT
LOW	config/standalone.example.toml	261	## The Kafka broker endpoints.	COMMENT
LOW	config/standalone.example.toml	281		COMMENT
LOW	config/standalone.example.toml	301	## The max size of a single producer batch.	COMMENT
LOW	config/standalone.example.toml	321	# The Kafka SASL configuration.	COMMENT
LOW	config/standalone.example.toml	361	## The number of flow worker in flownode.	COMMENT
LOW	config/standalone.example.toml	381	# root = "data"	COMMENT
LOW	config/standalone.example.toml	401	# scope = "test"	COMMENT
LOW	config/standalone.example.toml	421	## The working home directory.	COMMENT
LOW	config/standalone.example.toml	441		COMMENT
LOW	config/standalone.example.toml	461	## @toml2docs:none-default	COMMENT
LOW	config/standalone.example.toml	481	## @toml2docs:none-default	COMMENT
LOW	config/standalone.example.toml	521	## To skip the ssl verification	COMMENT
LOW	config/standalone.example.toml	561	manifest_checkpoint_distance = 10	COMMENT
LOW	config/standalone.example.toml	581	## @toml2docs:none-default="0"	COMMENT
LOW	config/standalone.example.toml	601	## If not set, it's default to 1/8 of OS memory with a max limitation of 512MB.	COMMENT
LOW	config/standalone.example.toml	621	## If not set, it's default to 1/16 of OS memory with a max limitation of 512MB.	COMMENT
LOW	config/standalone.example.toml	661	## Buffer size for SST writing.	COMMENT
LOW	config/standalone.example.toml	681		COMMENT
LOW	config/standalone.example.toml	701	## The default name for this directory is `index_intermediate` for backward compatibility.	COMMENT
LOW	config/standalone.example.toml	741	## Whether to apply the index on query	COMMENT
LOW	config/standalone.example.toml	761	create_on_flush = "auto"	COMMENT
LOW	config/standalone.example.toml	781		COMMENT
LOW	config/standalone.example.toml	841	## The OTLP tracing export protocol. Can be `grpc`/`http`.	COMMENT
LOW	config/standalone.example.toml	861		COMMENT
LOW	config/standalone.example.toml	881	[memory]	COMMENT
LOW	config/datanode.example.toml	41	[grpc]	COMMENT
LOW	config/datanode.example.toml	81	## The number of threads to execute the runtime for global read operations.	COMMENT
LOW	config/datanode.example.toml	121	## - `kafka`: it's remote wal that data is stored in Kafka.	COMMENT
LOW	config/datanode.example.toml	161		COMMENT
LOW	config/datanode.example.toml	181		COMMENT
LOW	config/datanode.example.toml	201	## as the system will skip over missing entries instead of treating	COMMENT
LOW	config/datanode.example.toml	221	# client_key_path = "/path/to/key"	COMMENT
LOW	config/datanode.example.toml	241	# access_key_secret = "123456"	COMMENT
LOW	config/datanode.example.toml	261	# credential = "base64-credential"	COMMENT
2553 more matches not shown…

Decorative Section Separators48 hits · 206 pts

Severity	File	Line	Snippet	Context
MEDIUM⚡	src/meta-srv/src/selector/weighted_choose.rs	57	/// ─────────────────────────────────▶	COMMENT
MEDIUM⚡	src/meta-srv/src/selector/weighted_choose.rs	60	/// ┌─────────────────┬─────────┬──────────────────────┬─────┬─────────────────┐	COMMENT
MEDIUM⚡	src/meta-srv/src/selector/weighted_choose.rs	62	/// └─────────────────┴─────────┴──────────────────────┴─────┴─────────────────┘	COMMENT
MEDIUM⚡	src/metric-engine/src/lib.rs	29	//! ┌───────────────┐ ┌───────────────┐ ┌───────────────┐	COMMENT
MEDIUM⚡	src/metric-engine/src/lib.rs	32	//! └───────────────┘ └───────────────┘ └───────────────┘	COMMENT
MEDIUM⚡	src/metric-engine/src/lib.rs	35	//! └───────────────┼───────────────────┘	COMMENT
MEDIUM⚡	src/metric-engine/src/lib.rs	37	//! ┌─────────┴────────┐	COMMENT
MEDIUM⚡	src/metric-engine/src/lib.rs	40	//! │ ┌─────────────┤	COMMENT
MEDIUM⚡	src/metric-engine/src/lib.rs	43	//! └────▲─────────────┘	COMMENT
MEDIUM⚡	src/metric-engine/src/lib.rs	46	//! ┌─────┴───────────────┐	COMMENT
MEDIUM⚡	src/metric-engine/src/lib.rs	50	//! └─────────────────────┘	COMMENT
MEDIUM	src/store-api/src/storage/descriptors.rs	45	/// ┌────────────────────────────────────┬──────────┬──────────────────┐	COMMENT
MEDIUM	src/store-api/src/storage/descriptors.rs	47	/// └────────────────────────────────────┴──────────┴──────────────────┘	COMMENT
MEDIUM	src/mito2/src/read/pruner.rs	970	// ── Corner case: fast-skip across multiple row groups ─────────────	COMMENT
MEDIUM⚡	src/mito2/src/sst/index/inverted_index/creator.rs	377	/// ┌──────┐	COMMENT
MEDIUM⚡	src/mito2/src/sst/index/inverted_index/creator.rs	378	/// ┌─────────────┐ │ PIPE │	COMMENT
MEDIUM⚡	src/mito2/src/sst/index/inverted_index/creator.rs	380	/// │ IndexWriter ├──────────────────►│ tx │	COMMENT
MEDIUM⚡	src/mito2/src/sst/index/inverted_index/creator.rs	382	/// └─────────────┘ │ │	COMMENT
MEDIUM⚡	src/mito2/src/sst/index/inverted_index/creator.rs	383	/// ┌─────────────────┤ rx │	COMMENT
MEDIUM⚡	src/mito2/src/sst/index/inverted_index/creator.rs	384	/// ┌─────────────┐ │ read as blob └──────┘	COMMENT
MEDIUM⚡	src/mito2/src/sst/index/inverted_index/creator.rs	387	/// │ │ │ copy to file ┌──────┐	COMMENT
MEDIUM⚡	src/mito2/src/sst/index/inverted_index/creator.rs	388	/// └─────────────┘ └────────────────►│ File │	COMMENT
MEDIUM⚡	src/mito2/src/sst/index/inverted_index/creator.rs	389	/// └──────┘	COMMENT
MEDIUM⚡	src/mito2/src/sst/index/bloom_filter/creator.rs	398	/// ┌──────┐	COMMENT
MEDIUM⚡	src/mito2/src/sst/index/bloom_filter/creator.rs	399	/// ┌─────────────┐ │ PIPE │	COMMENT
MEDIUM⚡	src/mito2/src/sst/index/bloom_filter/creator.rs	401	/// │ IndexWriter ├──────────────────►│ tx │	COMMENT
MEDIUM⚡	src/mito2/src/sst/index/bloom_filter/creator.rs	403	/// └─────────────┘ │ │	COMMENT
MEDIUM⚡	src/mito2/src/sst/index/bloom_filter/creator.rs	404	/// ┌─────────────────┤ rx │	COMMENT
MEDIUM⚡	src/mito2/src/sst/index/bloom_filter/creator.rs	405	/// ┌─────────────┐ │ read as blob └──────┘	COMMENT
MEDIUM⚡	src/mito2/src/sst/index/bloom_filter/creator.rs	408	/// │ │ │ copy to file ┌──────┐	COMMENT
MEDIUM⚡	src/mito2/src/sst/index/bloom_filter/creator.rs	409	/// └─────────────┘ └────────────────►│ File │	COMMENT
MEDIUM⚡	src/mito2/src/sst/index/bloom_filter/creator.rs	410	/// └──────┘	COMMENT
MEDIUM	src/partition/src/multi_dim.rs	478	/// ─────────┼──────────┼────────────► b	COMMENT
MEDIUM⚡	src/partition/src/multi_dim.rs	516	/// 200 │ ┌─────────┤	COMMENT
MEDIUM⚡	src/partition/src/multi_dim.rs	520	/// 100 │ ======┴─────────┘	COMMENT
MEDIUM⚡	src/partition/src/multi_dim.rs	522	/// └──────────────────────────►b	COMMENT
MEDIUM	src/partition/src/multi_dim.rs	723	/// ────────────────────────────────┼──► host	COMMENT
MEDIUM	src/servers/src/http/result/table_result.rs	168	let expected_payload = r#"┌─host────────┬─ts────────────┬─cpu─┬─memory─┐	CODE
MEDIUM⚡	src/promql/src/range_array.rs	34	/// │ ┌─────┬─────┬─────┬─────┐	COMMENT
MEDIUM⚡	src/promql/src/range_array.rs	36	/// Arrays │ └─────┴─────┴─────┴─────┘ (Fixed to i64)	COMMENT
MEDIUM⚡	src/promql/src/range_array.rs	38	/// Arrow's │ ┌────────────────────────────┐	COMMENT
MEDIUM⚡	src/promql/src/range_array.rs	40	/// Array │ └────────────────────────────┘(Any Type)	COMMENT
MEDIUM⚡	src/promql/src/range_array.rs	48	/// ┌───────────────┼───────────────┐	COMMENT
MEDIUM⚡	src/promql/src/range_array.rs	50	/// └───────────────┼───────────────┘	COMMENT
MEDIUM⚡	src/promql/src/range_array.rs	57	/// ┌───────┬───────┬───────┐ ┌───────┐	COMMENT
MEDIUM⚡	src/promql/src/range_array.rs	59	/// └───────┴───────┴───────┘ │ ├───────┤	COMMENT
MEDIUM⚡	src/promql/src/range_array.rs	61	/// ┌───┬───┬───┬───┬───┐ │ ├───────┤	COMMENT
MEDIUM⚡	src/promql/src/range_array.rs	63	/// └───┴───┴───┴───┴───┘ └───────┘	COMMENT

Verbosity Indicators52 hits · 97 pts

Severity	File	Line	Snippet	Context
LOW⚡	tests-integration/src/tests/gc.rs	135	// Step 1: Create table with append_mode to easily generate multiple files	COMMENT
LOW⚡	tests-integration/src/tests/gc.rs	145	// Step 2: Generate SST files by inserting data and flushing multiple times	COMMENT
LOW	tests-integration/src/tests/gc.rs	171	// Step 3: Get table information	COMMENT
LOW	tests-integration/src/tests/gc.rs	188	// Step 4: Trigger compaction to create garbage SST files	COMMENT
LOW⚡	tests-integration/src/tests/gc.rs	203	// Step 5: Get table route information for GC procedure	COMMENT
LOW⚡	tests-integration/src/tests/gc.rs	207	// Step 6: Create and execute BatchGcProcedure	COMMENT
LOW	tests-integration/src/tests/gc.rs	231	// Step 7: Verify GC results	COMMENT
LOW⚡	tests-integration/src/tests/gc/admin.rs	46	// Step 1: Create table with append_mode to easily generate multiple files	COMMENT
LOW⚡	tests-integration/src/tests/gc/admin.rs	56	// Step 2: Generate SST files by inserting data and flushing multiple times	COMMENT
LOW⚡	tests-integration/src/tests/gc/admin.rs	102	// Step 4: Use ADMIN GC_TABLE to clean up garbage files	COMMENT
LOW⚡	tests-integration/src/tests/gc/admin.rs	107	// Step 5: Verify GC results	COMMENT
LOW⚡	tests-integration/src/tests/gc/admin.rs	166	// Step 1: Create table with append_mode to easily generate multiple files	COMMENT
LOW⚡	tests-integration/src/tests/gc/admin.rs	176	// Step 2: Generate SST files by inserting data and flushing multiple times	COMMENT
LOW⚡	tests-integration/src/tests/gc/admin.rs	240	// Step 5: Use ADMIN GC_REGIONS to clean up garbage files for the specific region	COMMENT
LOW⚡	tests-integration/src/tests/gc/admin.rs	245	// Step 6: Verify GC results	COMMENT
LOW	tests-integration/src/tests/gc/admin.rs	90	// Step 3: Trigger compaction to create garbage SST files	COMMENT
LOW	tests-integration/src/tests/gc/admin.rs	210	// Step 3: Trigger compaction to create garbage SST files	COMMENT
LOW	tests-integration/src/tests/gc/admin.rs	222	// Step 4: Get region id from information_schema	COMMENT
LOW	src/meta-srv/src/gc/handler.rs	294	// Step 2: Run GC for all regions on this datanode in a single batch	COMMENT
LOW	src/meta-srv/src/gc/handler.rs	393	// Step 3: Process the combined GC report and update table reports	COMMENT
LOW⚡	src/metric-engine/benches/bench_tsid_generator.rs	231	// Step 1: Compute label name hash for non-null labels	COMMENT
LOW⚡	src/metric-engine/benches/bench_tsid_generator.rs	240	// Step 2: Use label name hash and hash values	COMMENT
LOW⚡	src/common/meta/src/sequence.rs	636	// Step 1: Establish a low value in storage	COMMENT
LOW⚡	src/common/meta/src/sequence.rs	643	// Step 2: Create sequence with much larger initial	COMMENT
LOW⚡	src/common/meta/src/sequence.rs	653	// Step 3: Verify subsequent sequences continue from updated storage	COMMENT
LOW	src/common/meta/src/ddl/utils.rs	240	/// For partial success, we need to check if the errors are retryable.	COMMENT
LOW⚡	src/common/meta/src/election/rds/mysql.rs	1516	// Step 2: As a leader, renew the lease.	COMMENT
LOW⚡	src/common/meta/src/election/rds/mysql.rs	1525	// Step 3: Something wrong, the leader lease expired.	COMMENT
LOW⚡	src/common/meta/src/election/rds/mysql.rs	1737	// Step 1: As a follower, the leader exists and the lease is not expired. Do nothing.	COMMENT
LOW⚡	src/common/meta/src/election/rds/mysql.rs	1740	// Step 2: As a follower, the leader exists but the lease expired. Re-elect itself.	COMMENT
LOW	src/common/meta/src/election/rds/mysql.rs	1496	// Step 1: No leader exists, campaign and elected.	COMMENT
LOW	src/common/meta/src/election/rds/mysql.rs	1546	// Step 4: Re-elect itself.	COMMENT
LOW	src/common/meta/src/election/rds/mysql.rs	1566	// Step 5: Something wrong, the leader key is deleted by other followers.	COMMENT
LOW	src/common/meta/src/election/rds/mysql.rs	1593	// Step 6: Re-elect itself.	COMMENT
LOW	src/common/meta/src/election/rds/mysql.rs	1613	// Step 7: Something wrong, the leader key changed by others.	COMMENT
LOW⚡	src/common/meta/src/election/rds/postgres.rs	1547	// Step 1: As a follower, the leader exists and the lease is not expired.	COMMENT
LOW⚡	src/common/meta/src/election/rds/postgres.rs	1550	// Step 2: As a follower, the leader exists but the lease expired.	COMMENT
LOW⚡	src/common/meta/src/election/rds/postgres.rs	1554	// Step 3: As a follower, the leader does not exist.	COMMENT
LOW⚡	src/common/meta/src/election/rds/postgres.rs	1561	// Step 4: Follower thinks it's the leader but failed to acquire the lock.	COMMENT
LOW	src/common/meta/src/election/rds/postgres.rs	1250	// Step 1: No leader exists, campaign and elected.	COMMENT
LOW	src/common/meta/src/election/rds/postgres.rs	1283	// Step 2: As a leader, renew the lease.	COMMENT
LOW	src/common/meta/src/election/rds/postgres.rs	1305	// Step 3: Something wrong, the leader lease expired.	COMMENT
LOW	src/common/meta/src/election/rds/postgres.rs	1337	// Step 4: Re-campaign and elected.	COMMENT
LOW	src/common/meta/src/election/rds/postgres.rs	1370	// Step 5: Something wrong, the leader key is deleted by other followers.	COMMENT
LOW	src/common/meta/src/election/rds/postgres.rs	1396	// Step 6: Re-campaign and elected.	COMMENT
LOW	src/common/meta/src/election/rds/postgres.rs	1429	// Step 7: Something wrong, the leader key changed by others.	COMMENT
LOW	src/mito2/src/gc.rs	701	// Step 2: Concurrently list all parquet files in the region root directory	COMMENT
LOW	src/mito2/src/gc.rs	1048	// Step 3: Filter files to determine which ones can be deleted	COMMENT
LOW	src/mito2/src/sst/parquet/row_selection.rs	163	// Step 1: Convert segment IDs to row ranges within row groups	COMMENT
LOW	src/mito2/src/sst/parquet/row_selection.rs	179	// Step 2: Group ranges by row group ID and create row selections	COMMENT
LOW⚡	src/mito2/src/sst/parquet/row_selection.rs	234	// Step 1: Group row IDs by their row group	COMMENT
LOW⚡	src/mito2/src/sst/parquet/row_selection.rs	238	// Step 2: Create row selections for each row group	COMMENT

Structural Annotation Overuse51 hits · 95 pts

Severity	File	Line	Snippet	Context
LOW⚡	tests-integration/src/tests/gc.rs	135	// Step 1: Create table with append_mode to easily generate multiple files	COMMENT
LOW⚡	tests-integration/src/tests/gc.rs	145	// Step 2: Generate SST files by inserting data and flushing multiple times	COMMENT
LOW	tests-integration/src/tests/gc.rs	171	// Step 3: Get table information	COMMENT
LOW	tests-integration/src/tests/gc.rs	188	// Step 4: Trigger compaction to create garbage SST files	COMMENT
LOW⚡	tests-integration/src/tests/gc.rs	203	// Step 5: Get table route information for GC procedure	COMMENT
LOW⚡	tests-integration/src/tests/gc.rs	207	// Step 6: Create and execute BatchGcProcedure	COMMENT
LOW	tests-integration/src/tests/gc.rs	231	// Step 7: Verify GC results	COMMENT
LOW⚡	tests-integration/src/tests/gc/admin.rs	46	// Step 1: Create table with append_mode to easily generate multiple files	COMMENT
LOW⚡	tests-integration/src/tests/gc/admin.rs	56	// Step 2: Generate SST files by inserting data and flushing multiple times	COMMENT
LOW⚡	tests-integration/src/tests/gc/admin.rs	102	// Step 4: Use ADMIN GC_TABLE to clean up garbage files	COMMENT
LOW⚡	tests-integration/src/tests/gc/admin.rs	107	// Step 5: Verify GC results	COMMENT
LOW⚡	tests-integration/src/tests/gc/admin.rs	166	// Step 1: Create table with append_mode to easily generate multiple files	COMMENT
LOW⚡	tests-integration/src/tests/gc/admin.rs	176	// Step 2: Generate SST files by inserting data and flushing multiple times	COMMENT
LOW⚡	tests-integration/src/tests/gc/admin.rs	240	// Step 5: Use ADMIN GC_REGIONS to clean up garbage files for the specific region	COMMENT
LOW⚡	tests-integration/src/tests/gc/admin.rs	245	// Step 6: Verify GC results	COMMENT
LOW	tests-integration/src/tests/gc/admin.rs	90	// Step 3: Trigger compaction to create garbage SST files	COMMENT
LOW	tests-integration/src/tests/gc/admin.rs	210	// Step 3: Trigger compaction to create garbage SST files	COMMENT
LOW	tests-integration/src/tests/gc/admin.rs	222	// Step 4: Get region id from information_schema	COMMENT
LOW	src/meta-srv/src/gc/handler.rs	294	// Step 2: Run GC for all regions on this datanode in a single batch	COMMENT
LOW	src/meta-srv/src/gc/handler.rs	393	// Step 3: Process the combined GC report and update table reports	COMMENT
LOW⚡	src/metric-engine/benches/bench_tsid_generator.rs	231	// Step 1: Compute label name hash for non-null labels	COMMENT
LOW⚡	src/metric-engine/benches/bench_tsid_generator.rs	240	// Step 2: Use label name hash and hash values	COMMENT
LOW⚡	src/common/meta/src/sequence.rs	636	// Step 1: Establish a low value in storage	COMMENT
LOW⚡	src/common/meta/src/sequence.rs	643	// Step 2: Create sequence with much larger initial	COMMENT
LOW⚡	src/common/meta/src/sequence.rs	653	// Step 3: Verify subsequent sequences continue from updated storage	COMMENT
LOW⚡	src/common/meta/src/election/rds/mysql.rs	1516	// Step 2: As a leader, renew the lease.	COMMENT
LOW⚡	src/common/meta/src/election/rds/mysql.rs	1525	// Step 3: Something wrong, the leader lease expired.	COMMENT
LOW⚡	src/common/meta/src/election/rds/mysql.rs	1737	// Step 1: As a follower, the leader exists and the lease is not expired. Do nothing.	COMMENT
LOW⚡	src/common/meta/src/election/rds/mysql.rs	1740	// Step 2: As a follower, the leader exists but the lease expired. Re-elect itself.	COMMENT
LOW	src/common/meta/src/election/rds/mysql.rs	1496	// Step 1: No leader exists, campaign and elected.	COMMENT
LOW	src/common/meta/src/election/rds/mysql.rs	1546	// Step 4: Re-elect itself.	COMMENT
LOW	src/common/meta/src/election/rds/mysql.rs	1566	// Step 5: Something wrong, the leader key is deleted by other followers.	COMMENT
LOW	src/common/meta/src/election/rds/mysql.rs	1593	// Step 6: Re-elect itself.	COMMENT
LOW	src/common/meta/src/election/rds/mysql.rs	1613	// Step 7: Something wrong, the leader key changed by others.	COMMENT
LOW⚡	src/common/meta/src/election/rds/postgres.rs	1547	// Step 1: As a follower, the leader exists and the lease is not expired.	COMMENT
LOW⚡	src/common/meta/src/election/rds/postgres.rs	1550	// Step 2: As a follower, the leader exists but the lease expired.	COMMENT
LOW⚡	src/common/meta/src/election/rds/postgres.rs	1554	// Step 3: As a follower, the leader does not exist.	COMMENT
LOW⚡	src/common/meta/src/election/rds/postgres.rs	1561	// Step 4: Follower thinks it's the leader but failed to acquire the lock.	COMMENT
LOW	src/common/meta/src/election/rds/postgres.rs	1250	// Step 1: No leader exists, campaign and elected.	COMMENT
LOW	src/common/meta/src/election/rds/postgres.rs	1283	// Step 2: As a leader, renew the lease.	COMMENT
LOW	src/common/meta/src/election/rds/postgres.rs	1305	// Step 3: Something wrong, the leader lease expired.	COMMENT
LOW	src/common/meta/src/election/rds/postgres.rs	1337	// Step 4: Re-campaign and elected.	COMMENT
LOW	src/common/meta/src/election/rds/postgres.rs	1370	// Step 5: Something wrong, the leader key is deleted by other followers.	COMMENT
LOW	src/common/meta/src/election/rds/postgres.rs	1396	// Step 6: Re-campaign and elected.	COMMENT
LOW	src/common/meta/src/election/rds/postgres.rs	1429	// Step 7: Something wrong, the leader key changed by others.	COMMENT
LOW	src/mito2/src/gc.rs	701	// Step 2: Concurrently list all parquet files in the region root directory	COMMENT
LOW	src/mito2/src/gc.rs	1048	// Step 3: Filter files to determine which ones can be deleted	COMMENT
LOW	src/mito2/src/sst/parquet/row_selection.rs	163	// Step 1: Convert segment IDs to row ranges within row groups	COMMENT
LOW	src/mito2/src/sst/parquet/row_selection.rs	179	// Step 2: Group ranges by row group ID and create row selections	COMMENT
LOW⚡	src/mito2/src/sst/parquet/row_selection.rs	234	// Step 1: Group row IDs by their row group	COMMENT
LOW⚡	src/mito2/src/sst/parquet/row_selection.rs	238	// Step 2: Create row selections for each row group	COMMENT

Hallucination Indicators9 hits · 90 pts

Severity	File	Line	Snippet	Context
CRITICAL	tests/cases/standalone/common/function/matches_term.sql	165	(1, '[2026/04/09/ 13:56:11.031]2026-04-09 13:56:11.031 - [ trace_id=340a6a44b0bd8e37bb7697ss7da61ff0 span_id=085ff5t	CODE
CRITICAL	src/common/meta/src/ddl/alter_table.rs	129	let alter_kind = self.data.task.alter_table.kind.as_ref().unwrap();	CODE
CRITICAL	src/common/meta/src/ddl/alter_table.rs	271	let alter_kind = self.data.task.alter_table.kind.as_ref().unwrap();	CODE
CRITICAL	src/common/meta/src/ddl/alter_table.rs	323	let alter_kind = self.data.task.alter_table.kind.as_ref().unwrap();	CODE
CRITICAL	src/common/meta/src/ddl/alter_table/region_request.rs	32	let alter_kind = self.data.task.alter_table.kind.as_ref().unwrap();	CODE
CRITICAL	src/index/src/fulltext_index/tokenizer.rs	215	let text = "[2026/04/09/ 13:56:11.031]2026-04-09 13:56:11.031 - [ trace_id=340a6a44b0bd8e37bb7697ss7da61ff0 span	CODE
CRITICAL	src/mito2/src/read/pruner.rs	100	let file_index = index.index - self.pruner.inner.stream_ctx.input.num_memtables();	CODE
CRITICAL	src/mito2/src/read/pruner.rs	177	.then(\|\| index.index - self.pruner.inner.stream_ctx.input.num_memtables())	CODE
CRITICAL	src/flow/src/server.rs	309	self.flownode_server.inner.flow_service.dual_engine.clone()	CODE

Self-Referential Comments9 hits · 33 pts

Severity	File	Line	Snippet	Context
MEDIUM	.github/workflows/check-git-deps.yml	40	# Create a temporary directory for cloning	COMMENT
MEDIUM	.github/scripts/deploy-greptimedb.sh	15	# Create a cluster with 1 control-plane node and 5 workers.	COMMENT
MEDIUM	.github/scripts/update-homebrew-greptme-version.sh	32	# Create a Pull Request.	COMMENT
MEDIUM	.github/scripts/update-helm-charts-version.sh	36	# Create a Pull Request.	COMMENT
MEDIUM	.github/scripts/update-dev-builder-version.sh	27	# Create a Pull Request.	COMMENT
MEDIUM⚡	src/servers/tests/ssl/gen-certs.sh	3	# Create the self-signed CA certificate.	COMMENT
MEDIUM⚡	src/servers/tests/ssl/gen-certs.sh	11	# Create the server private key.	COMMENT
MEDIUM⚡	src/servers/tests/ssl/gen-certs.sh	14	# Create the server certificate signing request.	COMMENT
MEDIUM⚡	src/servers/tests/ssl/gen-certs.sh	17	# Create the server certificate.	COMMENT

Hyper-Verbose Identifiers28 hits · 32 pts

Severity	File	Line	Snippet	Context
LOW	…perf/test_query_regression_runner_compaction_toctou.py	36	def test_quiesces_each_target_before_storage_inspection_and_read_bench(self) -> None:	CODE
LOW	tests/perf/query_regression_runner.py	477	def discover_region_via_frontend(target: RunTarget, table: dict[str, Any], http_timeout: float) -> dict[str, Any]:	CODE
LOW	tests/perf/query_regression_runner.py	837	def enforce_storage_thresholds(storage: dict[str, Any] \| None, base: dict[str, Any] \| None, candidate: dict[str, Any] \|	CODE
LOW	tests/perf/query_regression_runner.py	892	def planned_storage_thresholds(storage: dict[str, Any] \| None) -> list[dict[str, Any]]:	CODE
LOW	tests/perf/query_regression_runner.py	1039	def write_frontend_prom_config(target: RunTarget, remote: dict[str, Any]) -> Path:	CODE
LOW	tests/perf/query_regression_runner.py	1104	def summarize_remote_write_chunks(chunks: list[dict[str, Any]]) -> dict[str, Any]:	CODE
LOW	tests/perf/query_regression_runner.py	1115	def flush_remote_physical_table(target: RunTarget, db: str, physical_table: str, args: argparse.Namespace, *, dry_run: b	CODE
LOW	tests/perf/query_regression_runner.py	1125	def run_remote_write_ingestion(generator: Path \| None, target: RunTarget, remote: dict[str, Any], args: argparse.Namespa	CODE
LOW	tests/perf/query_regression_runner.py	1182	def expected_remote_write_rows(remote: dict[str, Any]) -> int:	CODE
LOW	tests/perf/query_regression_runner.py	1231	def run_remote_write_scenario(args: argparse.Namespace, case: dict[str, Any], case_path: Path, targets: list[RunTarget],	CODE
LOW	…development-docker-image/tests/test_binary_platform.py	54	def test_matching_architectures(self):	CODE
LOW	…development-docker-image/tests/test_binary_platform.py	58	def test_rejects_bad_executable_elf_and_platform(self):	CODE
LOW	…development-docker-image/tests/test_binary_platform.py	78	def test_rejects_wrong_architecture_and_symlink(self):	CODE
LOW	…development-docker-image/tests/test_binary_platform.py	87	def test_cli_success_and_failures(self):	CODE
LOW⚡	…db-development-docker-image/tests/test_image_config.py	34	def test_parse_supported_bounded_dotenv(self):	CODE
LOW⚡	…db-development-docker-image/tests/test_image_config.py	38	def test_parser_does_not_validate_values(self):	CODE
LOW⚡	…db-development-docker-image/tests/test_image_config.py	41	def test_parser_rejects_unmatched_and_unsupported_syntax(self):	CODE
LOW⚡	…db-development-docker-image/tests/test_image_config.py	47	def test_validation_and_reference(self):	CODE
LOW⚡	…db-development-docker-image/tests/test_image_config.py	57	def test_atomic_update_preserves_mode_and_canonicalizes_duplicates(self):	CODE
LOW⚡	…db-development-docker-image/tests/test_image_config.py	67	def test_update_rejects_symlink(self):	CODE
LOW⚡	…db-development-docker-image/tests/test_image_config.py	77	def test_update_clears_omitted_registry_and_uses_private_new_file_mode(self):	CODE
LOW	…db-development-docker-image/tests/test_image_config.py	88	def test_failed_replace_keeps_original_and_removes_temporary_file(self):	CODE
LOW	scripts/check-super-imports.py	41	def check_file_for_super_import(file_path):	CODE
LOW⚡	scripts/fix-udeps.py	33	def extract_unused_dependencies(report):	CODE
LOW	scripts/fix-udeps.py	161	def remove_dependency_from_toml(file_path, dep_name, dep_type):	CODE
LOW⚡	scripts/fix-udeps.py	207	def process_unused_dependencies(unused_deps):	CODE
LOW	cyborg/bin/follow-up-docs-issue.ts	107	function checkPullRequestOpenedEvent(event: PullRequestOpenedEvent): boolean {	CODE
LOW	cyborg/bin/follow-up-docs-issue.ts	112	function checkPullRequestEditedEvent(event: PullRequestEditedEvent): boolean {	CODE

Redundant / Tautological Comments13 hits · 22 pts

Severity	File	Line	Snippet	Context
LOW	grafana/scripts/check.sh	14	# Check if any invalid panels were found	COMMENT
LOW	docs/how-to/memory-profile-scripts/scripts/dump.sh	21	# Check if PID is provided as an argument	COMMENT
LOW	docs/how-to/memory-profile-scripts/scripts/dump.sh	38	# Check if ps command was successful and returned a number	COMMENT
LOW⚡	…to/memory-profile-scripts/scripts/gen_from_collapse.sh	7	# Check if flamegraph.pl exists	COMMENT
LOW⚡	…to/memory-profile-scripts/scripts/gen_from_collapse.sh	13	# Check if directory argument is provided	COMMENT
LOW⚡	…to/memory-profile-scripts/scripts/gen_from_collapse.sh	21	# Check if the provided argument is a directory	COMMENT
LOW	scripts/install.sh	127	# Check if files already exist and prompt for override	COMMENT
LOW	.github/workflows/check-git-deps.yml	60	# Check if commit exists	COMMENT
LOW	.github/workflows/check-git-deps.yml	62	# Check if commit is on main branch	COMMENT
LOW	.github/scripts/copy-image.sh	10	# Check if necessary variables are set.	COMMENT
LOW	.github/scripts/copy-image.sh	23	# Check if docker is installed.	COMMENT
LOW	.github/scripts/upload-artifacts-to-s3.sh	11	# Check if necessary variables are set.	COMMENT
LOW	.github/scripts/upload-artifacts-to-s3.sh	92	# Check if jq is installed.	COMMENT

AI Slop Vocabulary7 hits · 21 pts

Severity	File	Line	Snippet	Context
MEDIUM	src/frontend/src/instance/jaeger.rs	492	// to utilize them through DataFrame APIs. To address this limitation, we create a new session	COMMENT
MEDIUM	src/index/src/inverted_index/create/sort_create.rs	52	/// Caller may leverage this behavior to create indexes with no data.	COMMENT
MEDIUM	src/mito2/src/compaction/run.rs	589	/// 3. Size efficiency - prefers merges that utilize available space effectively	COMMENT
MEDIUM	src/query/src/dist_plan/analyzer/fallback.rs	17	//! This is a temporary solution, and will be removed once we have a more robust plan rewriter	COMMENT
MEDIUM	src/query/src/dist_plan/analyzer/fallback.rs	35	/// This is a temporary solution, and will be removed once we have a more robust plan rewriter	COMMENT
MEDIUM	src/servers/src/repeated_field.rs	23	// This code is to leverage the pooling mechanism to avoid frequent heap allocation/de-allocation when decoding deeply n	COMMENT
MEDIUM	src/flow/src/adapter.rs	594	// burst mode, so that if we miss a tick, we will run immediately to fully utilize the cpu	COMMENT

Excessive Try-Catch Wrapping9 hits · 16 pts

Severity	File	Line	Snippet	Context
LOW	tests/perf/query_regression_runner.py	264	except Exception as e: # noqa: BLE001 - report HTTP/query failures as JSON	CODE
LOW	tests/perf/query_regression_runner.py	293	except Exception as e: # noqa: BLE001 - diagnostic loop	CODE
LOW	tests/perf/query_regression_runner.py	1320	except Exception as e: # noqa: BLE001 - write machine-readable failure report	CODE
LOW	tests/perf/query_regression_runner.py	1400	except Exception as e: # noqa: BLE001 - write machine-readable failure report	CODE
MEDIUM⚡	scripts/fix-udeps.py	26	print(f"Error: Report file '{report_path}' not found.")	CODE
MEDIUM⚡	scripts/fix-udeps.py	29	print(f"Error: Invalid JSON in report file: {e}")	CODE
LOW⚡	scripts/fix-udeps.py	202	except Exception as e:	CODE
MEDIUM⚡	scripts/fix-udeps.py	203	print(f"Error processing {file_path}: {e}")	CODE
MEDIUM	scripts/fix-udeps.py	21	def load_udeps_report(report_path):	CODE

Fake / Example Data6 hits · 8 pts

Severity	File	Line	Snippet	Context
LOW	…ts/cases/standalone/common/join/using_clause_joins.sql	14	(101, 'John Doe', 'NYC', 1000), (102, 'Jane Smith', 'LA', 2000), (103, 'Bob Wilson', 'Chicago', 3000);	CODE
LOW	…ses/standalone/common/function/string/like_pattern.sql	30	('John Doe', 'john@example.com', 1000),	CODE
LOW⚡	src/index/benches/tokenizer_bench.rs	96	"The quick brown fox jumps over the lazy dog. Lorem ipsum dolor sit amet, consectetur adipiscing elit. Sed d	CODE
LOW⚡	src/index/benches/tokenizer_bench.rs	96	"The quick brown fox jumps over the lazy dog. Lorem ipsum dolor sit amet, consectetur adipiscing elit. Sed d	CODE
LOW⚡	src/index/benches/tokenizer_bench.rs	100	"Lorem ipsum dolor sit amet, consectetur adipiscing elit, sed do eiusmod tempor incididunt ut labore et dolo	CODE
LOW⚡	src/index/benches/tokenizer_bench.rs	100	"Lorem ipsum dolor sit amet, consectetur adipiscing elit, sed do eiusmod tempor incididunt ut labore et dolo	CODE

Deep Nesting8 hits · 8 pts

Severity	File	Line	Context
LOW	tests/perf/query_regression_runner.py	285	CODE
LOW	tests/perf/query_regression_runner.py	446	CODE
LOW	tests/perf/query_regression_runner.py	703	CODE
LOW	tests/perf/query_regression_runner.py	766	CODE
LOW	tests/perf/query_regression_runner.py	1295	CODE
LOW	scripts/check-snafu.py	20	CODE
LOW	scripts/fix-udeps.py	161	CODE
LOW	src/common/datasource/tests/orc/write.py	55	CODE

Synthetic Comment Markers1 hit · 8 pts

Severity	File	Line	Snippet	Context
HIGH	CONTRIBUTING.md	112	### Why fully AI-generated PRs without understanding are not helpful	COMMENT

AI Response Leakage1 hit · 8 pts

Severity	File	Line	Snippet	Context
HIGH	src/meta-srv/src/handler.rs	498	// In this implementation, we pre-occupy the message_id of 0,	COMMENT

Unused Imports7 hits · 7 pts

Severity	File	Line	Context
LOW	tests/perf/query_regression_runner.py	18	CODE
LOW	.github/scripts/query-regression-summary.py	18	CODE
LOW	.github/scripts/query-regression-run.py	18	CODE
LOW	.github/scripts/query-regression-pr-metadata.py	18	CODE
LOW	.github/scripts/run-compat.py	27	CODE
LOW	.github/scripts/run-compat.py	35	CODE
LOW	src/common/datasource/tests/orc/write.py	15	CODE

Example Usage Blocks2 hits · 3 pts

Severity	File	Line	Snippet	Context
LOW	.github/scripts/copy-image.sh	44	# Usage example:	COMMENT
LOW	.github/scripts/upload-artifacts-to-s3.sh	122	# Usage example:	COMMENT

TODO Padding1 hit · 1 pts

Severity	File	Line	Snippet	Context
LOW	src/datanode/src/datanode.rs	530	object_store_manager.default_object_store().clone(), // TODO: implement custom storage for file engine	CODE

Analysis Overview

What These Metrics Mean

Score History

Severity Breakdown

Directory Score Breakdown

Pattern Findings