3.1

Adjusted Signal

3.1

Raw Pattern Score

100%

Time Factor

2026-10-31

Last Push

5.6K

Stars

Rust

Language

230.0K

Lines of Code

1.4K

Files

490

Pattern Hits

2026-10-31

Scan Date

0.01

HC Hit Rate

Risk Review · Payload v1

Use each vector to guide manual verification of the underlying findings.

Payload schema: 1.0.0 · Engine: 2.0.0 · Scoring: heuristic-density-v1 · Scan date: 2026-10-31.

Cognitive Ownership Risk 7.6/100 · LOW

Can maintainers explain intent, assumptions, and trade-offs? 351 finding(s).

Hallucinated Dependency & Supply Chain Risk 0.7/100 · LOW

Are imports declared and package/API names verified? 34 finding(s).

Agent Over-Engineering Ratio 8.1/100 · LOW

Are wrappers, guards, and repeated structures necessary? 171 finding(s).

PR Review Velocity Impact 14.5/100 · LOW

Which changes need focused human review? 490 finding(s).

What These Metrics Mean

Adjusted Signal: Legacy pattern score normalized per 1,000 scanned lines and multiplied by the repository-level time factor. It is not an estimate of AI authorship.
Raw Pattern Score: Sum of severity- and context-weighted pattern findings before applying the time factor.
Time Factor: A coarse multiplier based on repository last-push metadata. It does not identify when individual code was written.
Pattern Hits: Count of configured pattern findings. Review each location and surrounding code before acting.
HC Hit Rate: High- and critical-severity findings per scanned file. Severity is a configured detector weight, not proof of a vulnerability or authorship.
Lines / Files: Scan coverage denominators used by the legacy normalized score.

Pattern-Signal History

This chart tracks the legacy adjusted pattern score across scan runs. Changes can reflect source changes, scan coverage, or detector/scoring versions; they do not measure AI adoption or prove that a team refactored code. Compare runs only when their scoring versions are compatible. The dashed line tracks the raw pattern-hit count.

Severity Breakdown

Groups findings by configured severity weight. Severity is not a confidence estimate, security rating, or proof that a package is missing. Verify imports against the project's manifests and inspect each finding in its local design context.

CRITICAL 0HIGH 12MEDIUM 85LOW 393

Directory Score Breakdown

This horizontal bar chart shows where configured pattern scores accumulate across directories. Treat the bars as locations to inspect, not as evidence of authorship or code quality. Use the file-level findings to decide whether a directory needs a focused ownership, dependency, complexity, or review check.

Pattern Findings

The scanner identified 490 distinct pattern matches across 15 syntactic categories. Each entry below represents a discrete location in the source code where the engine recorded a detector match to inspect in context. 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 configured finding weight (CRITICAL / HIGH / MEDIUM / LOW). The Context column identifies whether the match occurred inside executable code, an inline comment, or a string literal — legacy comment-context matches receive a ×1.5 score weight. The ⚡ bolt icon marks clustered matches: three or more patterns within a 10-line window, each receiving an additional ×1.5 density multiplier under the legacy scoring model.

Decorative Section Separators83 hits · 262 pts

Severity	File	Line	Snippet	Context
MEDIUM	pgdog-postgres-types/src/array.rs	462	// ── Text decode ──────────────────────────────────────────────────	COMMENT
MEDIUM	pgdog-postgres-types/src/array.rs	567	// ── Text roundtrip ───────────────────────────────────────────────	COMMENT
MEDIUM	pgdog-postgres-types/src/array.rs	597	// ── Cross-format encode ──────────────────────────────────────────	COMMENT
MEDIUM	pgdog-postgres-types/src/array.rs	634	// ── Binary roundtrip ─────────────────────────────────────────────	COMMENT
MEDIUM	pgdog-postgres-types/src/array.rs	661	// ── Rejection / validation ───────────────────────────────────────	COMMENT
MEDIUM	pgdog-postgres-types/src/array.rs	761	// ── Equality ─────────────────────────────────────────────────────	COMMENT
MEDIUM	pgdog-postgres-types/src/array.rs	771	// ── Datum integration ────────────────────────────────────────────	COMMENT
MEDIUM⚡	integration/pgdog.toml	241	# ------------------------------------------------------------------------------	COMMENT
MEDIUM⚡	integration/pgdog.toml	250	# ------------------------------------------------------------------------------	COMMENT
MEDIUM⚡	integration/pgdog.toml	260	# ------------------------------------------------------------------------------	COMMENT
MEDIUM⚡	integration/pgdog.toml	270	# ------------------------------------------------------------------------------	COMMENT
MEDIUM⚡	integration/pgdog.toml	280	# ------------------------------------------------------------------------------	COMMENT
MEDIUM⚡	integration/pgdog.toml	290	# ------------------------------------------------------------------------------	COMMENT
MEDIUM⚡	integration/pgdog.toml	299	# ------------------------------------------------------------------------------	COMMENT
MEDIUM	integration/pgdog.toml	1	# ------------------------------------------------------------------------------	COMMENT
MEDIUM	integration/pgdog.toml	50	# ------------------------------------------------------------------------------	COMMENT
MEDIUM	integration/pgdog.toml	63	# ------------------------------------------------------------------------------	COMMENT
MEDIUM	integration/pgdog.toml	131	# ------------------------------------------------------------------------------	COMMENT
MEDIUM	integration/pgdog.toml	205	# ------------------------------------------------------------------------------	COMMENT
MEDIUM	integration/pgdog.toml	318	# ------------------------------------------------------------------------------	COMMENT
MEDIUM	integration/pgdog.toml	337	# ------------------------------------------------------------------------------	COMMENT
MEDIUM	integration/pgdog.toml	364	# ------------------------------------------------------------------------------	COMMENT
MEDIUM	integration/pgdog.toml	389	# ------------------------------------------------------------------------------	COMMENT
MEDIUM	integration/pgdog.toml	406	# ------------------------------------------------------------------------------	COMMENT
MEDIUM	integration/pgdog.toml	425	# ------------------------------------------------------------------------------	COMMENT
MEDIUM	integration/pgdog.toml	458	# ------------------------------------------------------------------------------	COMMENT
MEDIUM	integration/pgdog.toml	482	# ------------------------------------------------------------------------------	COMMENT
MEDIUM	integration/pgdog.toml	489	# ------------------------------------------------------------------------------	COMMENT
MEDIUM	integration/pgdog.toml	546	# ------------------------------------------------------------------------------	COMMENT
MEDIUM	integration/rust/tests/integration/cancel.rs	127	// ── Cancel connection 1 ────────────────────────────────────────────────	COMMENT
MEDIUM	integration/rust/tests/integration/cancel.rs	145	// ── Cancel connection 2 ────────────────────────────────────────────────	COMMENT
MEDIUM	pgdog/src/net/messages/replication/logical/update.rs	127	// ── partial_new ───────────────────────────────────────────────────────	COMMENT
MEDIUM	pgdog/src/frontend/router/sharding/mapping.rs	153	// ── helpers ──────────────────────────────────────────────────────────────	COMMENT
MEDIUM	pgdog/src/frontend/router/sharding/mapping.rs	382	// ── construction ─────────────────────────────────────────────────────────	COMMENT
MEDIUM	pgdog/src/frontend/router/sharding/mapping.rs	399	// ── list mapping ─────────────────────────────────────────────────────────	COMMENT
MEDIUM	pgdog/src/frontend/router/sharding/mapping.rs	448	// ── range mapping ─────────────────────────────────────────────────────────	COMMENT
MEDIUM	pgdog/src/frontend/router/sharding/mapping.rs	540	// ── resolution order ─────────────────────────────────────────────────────	COMMENT
MEDIUM	pgdog/src/auth/vault.rs	328	// ── static_client_password(): config-level error cases ─────────────────────	COMMENT
MEDIUM	pgdog/src/auth/vault.rs	343	// ── static_client_password(): cache behaviour ───────────────────────────────	COMMENT
MEDIUM	pgdog/src/auth/vault.rs	402	// ── static_client_password(): HTTP responses ────────────────────────────────	COMMENT
MEDIUM	pgdog/src/auth/vault.rs	502	// ── login(): parameter validation ─────────────────────────────────────────	COMMENT
MEDIUM	pgdog/src/auth/vault.rs	569	// ── login(): HTTP responses ────────────────────────────────────────────────	COMMENT
MEDIUM	pgdog/src/auth/vault.rs	612	// ── vault_token(): cache behaviour ────────────────────────────────────────	COMMENT
MEDIUM	pgdog/src/auth/vault.rs	627	// ── client(): namespace header ─────────────────────────────────────────────	COMMENT
MEDIUM	pgdog/src/auth/vault.rs	652	// ── resolve_passwords() ────────────────────────────────────────────────────	COMMENT
MEDIUM	pgdog/src/backend/auth/rds_iam.rs	172	// ── AssumeRolePlan::new (cross-account RDS IAM) ──────────────────────────	COMMENT
MEDIUM	pgdog/src/backend/auth/rds_iam.rs	204	// ── infer_region_from_rds_host ───────────────────────────────────────────	COMMENT
MEDIUM	pgdog/src/backend/auth/rds_iam.rs	237	// ── resolve_region ───────────────────────────────────────────────────────	COMMENT
MEDIUM	pgdog/src/backend/auth/vault.rs	198	// ── credentials(): config-level error cases ───────────────────────────────	COMMENT
MEDIUM	pgdog/src/backend/auth/vault.rs	224	// ── credentials(): HTTP responses ─────────────────────────────────────────	COMMENT
MEDIUM	pgdog/src/backend/auth/vault.rs	319	// ── static_backend_credentials(): config-level error cases ────────────────	COMMENT
MEDIUM	pgdog/src/backend/auth/vault.rs	347	// ── static_backend_credentials(): HTTP responses ───────────────────────────	COMMENT
MEDIUM	…g/src/backend/replication/logical/subscriber/stream.rs	510	// ── Routing helpers ────────────────────────────────────────────────────────────	COMMENT
MEDIUM	…g/src/backend/replication/logical/subscriber/stream.rs	521	// ── Shape-cache helpers ──────────────────────────────────────────────────────	COMMENT
MEDIUM	…g/src/backend/replication/logical/subscriber/stream.rs	733	// ── FULL identity path ──────────────────────────────────────────────	COMMENT
MEDIUM	…g/src/backend/replication/logical/subscriber/stream.rs	774	// ── DEFAULT / INDEX path ────────────────────────────────────────────	COMMENT
MEDIUM	…og/src/backend/replication/logical/subscriber/tests.rs	516	// ── State machine tests ─────────────────────────────────────────────	COMMENT
MEDIUM	…og/src/backend/replication/logical/subscriber/tests.rs	602	// ── Relation handling tests ─────────────────────────────────────────	COMMENT
MEDIUM	…og/src/backend/replication/logical/subscriber/tests.rs	758	// ── Data flow tests ─────────────────────────────────────────────────	COMMENT
MEDIUM	…og/src/backend/replication/logical/subscriber/tests.rs	1141	// ── CopyData round-trip tests ───────────────────────────────────────	COMMENT
23 more matches not shown…

Over-Commented Block246 hits · 234 pts

Severity	File	Line	Snippet	Context
LOW	cli.sh	1	#!/bin/bash	COMMENT
LOW	example.pgdog.toml	1	#:schema ./.schema/pgdog.schema.json	COMMENT
LOW	example.pgdog.toml	21	host = "0.0.0.0"	COMMENT
LOW	example.pgdog.toml	41	# client until they disconnect.	COMMENT
LOW	example.pgdog.toml	61	# How long to wait for a health check to complete before banning a database.	COMMENT
LOW	example.pgdog.toml	81	# - round_robin	COMMENT
LOW	example.pgdog.toml	101	# 'replica'`, or a `/* pgdog_role: replica */` comment. Useful for migrating an	COMMENT
LOW	example.pgdog.toml	121	# NOTE: if any user sets `server_auth = "rds_iam"` in users.toml,	COMMENT
LOW	example.pgdog.toml	141	# Default: disabled	COMMENT
LOW	example.pgdog.toml	161	# Default: text	COMMENT
LOW	example.pgdog.toml	181	log_dedup_threshold = 0	COMMENT
LOW	example.pgdog.toml	201	# Default: unlimited	COMMENT
LOW	example.pgdog.toml	221	# cache used for query routing and sharding.	COMMENT
LOW	example.pgdog.toml	241	# How long to wait for Postgres server connections to be created by the pool before	COMMENT
LOW	example.pgdog.toml	261	#	COMMENT
LOW	example.pgdog.toml	281	client_idle_timeout = 60_000	COMMENT
LOW	example.pgdog.toml	301	# Default: disabled	COMMENT
LOW	example.pgdog.toml	321	user = "admin"	COMMENT
LOW	example.pgdog.toml	341	#	COMMENT
LOW	example.pgdog.toml	461	# [multi_tenant]	COMMENT
LOW	example.pgdog.toml	481	# sets `server_auth = "vault_dynamic"` or `"vault_static"`, or configures	COMMENT
LOW	example.users.toml	21	# Example: backend authentication with Azure Workload Identity token generation.	COMMENT
LOW	example.users.toml	41	# Example: backend authentication with a HashiCorp Vault static role.	COMMENT
LOW	pgdog-config/src/core.rs	221	///	COMMENT
LOW	pgdog-config/src/core.rs	241	pub databases: Vec<Database>,	COMMENT
LOW	pgdog-config/src/core.rs	261	#[serde(default)]	COMMENT
LOW	pgdog-config/src/core.rs	281		COMMENT
LOW	pgdog-config/src/pooling.rs	61	/// <https://docs.pgdog.dev/configuration/pgdog.toml/general/#pooler_mode>	COMMENT
LOW	pgdog-config/src/database.rs	41	}	COMMENT
LOW	pgdog-config/src/database.rs	121	}	COMMENT
LOW	pgdog-config/src/database.rs	141	///	COMMENT
LOW	pgdog-config/src/database.rs	161	///	COMMENT
LOW	pgdog-config/src/database.rs	181	pub min_pool_size: Option<usize>,	COMMENT
LOW	pgdog-config/src/database.rs	201	///	COMMENT
LOW	pgdog-config/src/users.rs	21	pub struct Plugin {	COMMENT
LOW	pgdog-config/src/users.rs	261	}	COMMENT
LOW	pgdog-config/src/users.rs	281	/// Name of the user. Clients that connect to PgDog will need to use this username.	COMMENT
LOW	pgdog-config/src/users.rs	301	#[serde(default)]	COMMENT
LOW	pgdog-config/src/users.rs	321	///	COMMENT
LOW	pgdog-config/src/users.rs	341	/// e.g. `database/creds/my-role` for `server_auth = "vault_dynamic"` or	COMMENT
LOW	pgdog-config/src/users.rs	361	/// Lock timeout.	COMMENT
LOW	pgdog-config/src/users.rs	381	/// Sharding target database for replication.	COMMENT
LOW	pgdog-config/src/users.rs	401	pub two_phase_commit_auto: Option<bool>,	COMMENT
LOW	pgdog-config/src/users.rs	501	#[serde(default = "Admin::name")]	COMMENT
LOW	pgdog-config/src/memory.rs	1	use schemars::JsonSchema;	COMMENT
LOW	pgdog-config/src/auth.rs	1	use schemars::JsonSchema;	COMMENT
LOW	pgdog-config/src/sharding.rs	21	///	COMMENT
LOW	pgdog-config/src/sharding.rs	41	pub schema: Option<String>,	COMMENT
LOW	pgdog-config/src/sharding.rs	61	/// Path to a JSON file containing centroid vectors. This is useful when centroids are large (1000+ dimensions).	COMMENT
LOW	pgdog-config/src/sharding.rs	81	/// The hash function to use for sharding.	COMMENT
LOW	pgdog-config/src/sharding.rs	101	///	COMMENT
LOW	pgdog-config/src/sharding.rs	121	/// Note: With `shard`, the query must return a number between 0 and	COMMENT
LOW	pgdog-config/src/sharding.rs	161	/// A single value-to-shard routing rule within a table's `mapping`.	COMMENT
LOW	pgdog-config/src/sharding.rs	181		COMMENT
LOW	pgdog-config/src/sharding.rs	221	/// Variable-length text.	COMMENT
LOW	pgdog-config/src/sharding.rs	281	}	COMMENT
LOW	pgdog-config/src/sharding.rs	481	pub enum QueryParserEngine {	COMMENT
LOW	pgdog-config/src/otel.rs	21	/// to the configured URL.	COMMENT
LOW	pgdog-config/src/otel.rs	41	///	COMMENT
LOW	pgdog-config/src/otel.rs	61	/// Datadog API key. Convenience shorthand that adds a `DD-API-KEY` header	COMMENT
186 more matches not shown…

Hyper-Verbose Identifiers66 hits · 62 pts

Severity	File	Line	Snippet	Context
LOW	integration/python/test_prepared.py	26	def test_prepare_execute_parallel():	CODE
LOW	integration/python/test_asyncpg.py	300	async def test_execute_many_cross_shard(conns):	CODE
LOW	integration/python/test_asyncpg.py	366	async def test_timestamp_sorting_binary_format():	CODE
LOW	integration/python/test_asyncpg.py	543	async def test_schema_sharding_transactions():	STRING
LOW	integration/python/test_asyncpg.py	584	async def test_schema_sharding_default():	STRING
LOW	integration/python/test_asyncpg.py	605	async def test_schema_sharding_set_shard_allows_omnisharded_write():	STRING
LOW	integration/python/test_asyncpg.py	637	async def test_schema_sharding_search_path():	STRING
LOW	integration/python/test_asyncpg.py	668	async def test_pgdog_role_selection():	STRING
LOW	integration/python/test_asyncpg.py	697	async def test_omni_time_function_unnamed_statement():	STRING
LOW	integration/python/test_numeric_binary.py	9	async def test_numeric_binary_format():	CODE
LOW	integration/python/test_numeric_binary.py	114	async def test_numeric_sorting_binary():	STRING
LOW	integration/python/test_numeric_binary.py	175	async def test_numeric_aggregates_binary():	STRING
LOW	integration/python/test_numeric_sorting.py	11	async def setup_sharded_numeric_table(conn):	CODE
LOW	integration/python/test_numeric_sorting.py	23	async def test_numeric_cross_shard_sorting():	STRING
LOW	integration/python/test_numeric_sorting.py	79	async def test_numeric_precision_and_edge_cases():	CODE
LOW	integration/python/test_numeric_sorting.py	135	async def test_numeric_arithmetic_operations():	CODE
LOW	integration/python/test_qualified_advisory_locks.py	8	def test_qualified_advisory_lock_keeps_session_ownership(extended):	CODE
LOW	integration/python/test_sqlalchemy.py	92	async def schema_sharding_startup_param():	CODE
LOW	integration/python/test_sqlalchemy.py	232	async def test_connection_pool_stress(engines):	CODE
LOW	integration/python/test_sqlalchemy.py	575	async def test_schema_sharding_with_startup_param_and_set_after_query(	STRING
LOW	integration/python/test_copy_cancel_slots.py	29	def test_cancel_copy_data_removes_replication_slots(blocked_copy):	CODE
LOW	integration/python/test_psycopg.py	34	def test_admin_pgcli_detection():	CODE
LOW	integration/python/test_psycopg.py	115	def test_postgres_variants_parameter_limits(count, expect_error_keywords):	CODE
LOW	integration/python/test_psycopg.py	164	def test_pipeline_listen_then_query():	CODE
LOW	integration/python/test_psycopg.py	181	def test_pipeline_many_queries():	CODE
LOW	integration/python/test_psycopg.py	204	def test_pipeline_executemany():	CODE
LOW	integration/python/test_psycopg.py	234	def test_pipeline_transaction():	CODE
LOW	integration/python/test_psycopg.py	258	def test_pipeline_fetch_after_exit():	CODE
LOW	integration/python/test_psycopg.py	304	def test_pipeline_query_then_nonpipeline():	CODE
LOW	integration/python/test_psycopg.py	326	def test_pipeline_error_recovery():	CODE
LOW	integration/python/test_psycopg.py	350	def test_pipeline_multiple_errors():	CODE
LOW	integration/python/test_psycopg.py	372	def test_server_cursor_with_shard_pin():	CODE
LOW	integration/python/test_psycopg.py	388	def test_describe_portal_with_shard_pin():	CODE
LOW	integration/python/test_idle_in_transaction.py	100	async def test_idle_in_transaction_timeout():	CODE
LOW	integration/python/test_idle_in_transaction.py	107	async def _disconnect_mid_transaction():	CODE
LOW	integration/python/test_idle_in_transaction.py	144	async def test_disconnect_mid_transaction_rolls_back():	CODE
LOW	integration/python/test_float_binary.py	129	async def test_float_special_values(conns):	CODE
LOW	integration/python/test_float_binary.py	165	async def test_float_vs_numeric_difference(conns):	CODE
LOW	integration/python/test_float_binary.py	205	async def test_float_binary_roundtrip(conns):	CODE
LOW	integration/python/test_session_mode.py	29	async def async_session_conn_no_search_path():	CODE
LOW	integration/python/test_session_mode.py	40	def test_session_simple_queries():	CODE
LOW	integration/python/test_session_mode.py	87	def test_session_transactions():	CODE
LOW	integration/python/test_session_mode.py	125	def test_session_transaction_set_local():	CODE
LOW	integration/python/test_session_mode.py	138	def test_session_search_path_visible():	CODE
LOW	integration/python/test_session_mode.py	150	def test_session_multiple_statements_in_transaction():	CODE
LOW	integration/python/test_session_mode.py	200	def test_no_search_path_cross_shard_insert_blocked():	CODE
LOW	integration/python/test_session_mode.py	212	def test_no_search_path_cross_shard_update_blocked():	CODE
LOW	integration/python/test_session_mode.py	223	async def test_async_session_simple_queries():	CODE
LOW	integration/python/test_session_mode.py	233	async def test_async_session_ddl_and_dml():	CODE
LOW	integration/python/test_session_mode.py	269	async def test_async_session_transactions():	CODE
LOW	integration/python/test_session_mode.py	306	async def test_async_session_transaction_set_local():	CODE
LOW	integration/python/test_session_mode.py	318	async def test_async_session_search_path_visible():	CODE
LOW	integration/python/test_session_mode.py	328	async def test_async_session_multiple_statements_in_transaction():	CODE
LOW	integration/python/test_session_mode.py	351	async def test_no_search_path_session_mode():	CODE
LOW	integration/python/test_session_mode.py	361	async def test_unrecognized_aggregate_function_works_on_schema_based_sharding():	CODE
LOW	integration/python/test_psycopg2.py	102	def test_transaction_reads_explicit(conn_reads, conn_writes):	CODE
LOW	integration/python/alembic/env.py	15	def _patch_dialect_initialize_wrapper(	CODE
LOW	integration/python/alembic/test_migration.py	27	def conservative_read_write_strategy():	CODE
LOW	integration/python/alembic/test_migration.py	65	def test_alembic_migration_on_schema_shard(schema):	CODE
LOW	integration/complex/rds_iam/test_rds_iam.py	26	def test_generate_rds_iam_token(rds_iam_token):	CODE
6 more matches not shown…

Empty Error Handlers11 hits · 55 pts

Severity	File	Line	Snippet	Context
HIGH	integration/python/test_asyncpg.py	50	except asyncpg.exceptions.UndefinedTableError:	CODE
HIGH	integration/python/test_asyncpg.py	131	except asyncpg.exceptions.DuplicateTableError:	CODE
HIGH	integration/python/test_asyncpg.py	185	except asyncpg.exceptions.UndefinedTableError:	CODE
HIGH	integration/python/test_asyncpg.py	375	except asyncpg.exceptions.UndefinedTableError:	CODE
HIGH	integration/python/test_asyncpg.py	99	except asyncpg.exceptions.UndefinedColumnError:	CODE
HIGH	integration/python/test_asyncpg.py	111	except asyncpg.exceptions.UndefinedColumnError:	CODE
HIGH	integration/python/test_psycopg.py	129	except psycopg.Error:	CODE
HIGH	integration/python/test_float_binary.py	38	except asyncpg.exceptions.UndefinedTableError:	CODE
HIGH	integration/python/test_session_mode.py	294	except Exception:	CODE
HIGH	integration/complex/cancel_query/run.py	55	except Exception:	CODE
HIGH	integration/server/shutdown/clients.py	77	except psycopg.OperationalError:	CODE

Fake / Example Data25 hits · 24 pts

Severity	File	Line	Snippet	Context
LOW⚡	integration/load_balancer/test_lb_asyncpy.py	30	""", 1, "test@test.com", datetime.now(), json.dumps({"banned": False}))	STRING
LOW⚡	integration/load_balancer/test_lb_asyncpy.py	35	assert row[1] == "test@test.com"	STRING
LOW⚡	integration/load_balancer/test_lb_asyncpy.py	41	assert row[0][1] == "test@test.com"	STRING
LOW	integration/python/test_sqlalchemy.py	129	Sharded(id=1, value="test@test.com"),	CODE
LOW	integration/rust/tests/integration/distinct.rs	14	for email in ["test@test.com", "apples@test.com"] {	CODE
LOW	integration/rust/tests/integration/distinct.rs	52	vec!["apples@test.com".to_string(), "test@test.com".to_string()]	CODE
LOW	integration/schema_sync/ecommerce_schema.sql	971	('admin@example.com', 'admin', '$2a$10$abcdefghijklmnopqrstuv', 'Admin', 'User', '+1234567892', '1980-01-01', 'active',	CODE
LOW	…ntend/client/query_engine/test/rewrite_insert_split.rs	46	Parameter::new("test@test.com".as_bytes()),	CODE
LOW	…ntend/client/query_engine/test/rewrite_insert_split.rs	63	("1".as_bytes(), "test@test.com".as_bytes()),	CODE
LOW	…ntend/client/query_engine/test/rewrite_insert_split.rs	91	Parameter::new("test@test.com".as_bytes()),	CODE
LOW	…ntend/client/query_engine/test/rewrite_insert_split.rs	102	("1".as_bytes(), "test@test.com".as_bytes()),	CODE
LOW	…ntend/client/query_engine/test/rewrite_insert_split.rs	123	"INSERT INTO test (id, email) VALUES (1, 'test@test.com'), (2, 'test2@test.com') RETURNING *",	CODE
LOW	…ntend/client/query_engine/test/rewrite_insert_split.rs	131	ProtocolMessage::Query(query) if query.query() == "INSERT INTO test (id, email) VALUES (1, 'test@test.com') RETU	CODE
LOW	pgdog/src/frontend/router/parser/column.rs	141	let result = parse("INSERT INTO my_table (id, email) VALUES (1, 'test@test.com')").unwrap();	CODE
LOW	pgdog/src/frontend/router/parser/query/explain.rs	174	&[b"11", b"test@test.com"],	CODE
LOW	pgdog/src/frontend/router/parser/query/explain.rs	273	&[b"1", b"test@test.com"],	CODE
LOW	pgdog/src/frontend/router/parser/query/test/mod.rs	271	["11".as_bytes(), "test@test.com".as_bytes()]	CODE
LOW	…/src/frontend/router/parser/query/test/test_special.rs	153	&[Parameter::new(b"5"), Parameter::new(b"test@test.com")],	CODE
LOW	pgdog/src/frontend/router/parser/query/test/test_dml.rs	18	&[Parameter::new(b"11"), Parameter::new(b"test@test.com")],	CODE
LOW	pgdog/src/frontend/router/parser/query/test/test_dml.rs	80	&[Parameter::new(b"1"), Parameter::new(b"test@test.com")],	CODE
LOW	…ntend/router/parser/query/test/test_schema_sharding.rs	242	Query::new("INSERT INTO shard_0.sharded (id, email) VALUES (999, 'test@test.com')").into(),	CODE
LOW	…dog/src/backend/replication/logical/subscriber/copy.rs	469	let email = Data::Column(Bytes::copy_from_slice("test@test.com".as_bytes()));	CODE
LOW	pgdog/src/backend/pool/connection/buffer.rs	343	let emails = ["test@test.com", "admin@test.com"];	CODE
LOW	pgdog/src/backend/pool/connection/buffer.rs	674	for email in ["test@test.com", "apples@test.com", "domain@test.com"] {	CODE
LOW	pgdog/src/backend/pool/connection/buffer.rs	708	for email in ["test@test.com", "apples@test.com", "domain@test.com"] {	CODE

Verbosity Indicators9 hits · 17 pts

Severity	File	Line	Snippet	Context
LOW⚡	integration/copy_data/commit_sync/run.sh	81	# Step 1: load source schema + data, and create the destination table empty on each shard.	COMMENT
LOW⚡	integration/copy_data/commit_sync/run.sh	88	# Step 2: start toxiproxy and create one proxy per shard (one severable link each).	COMMENT
LOW	integration/copy_data/commit_sync/run.sh	101	# Step 3: size the toxic to let every data byte through and sever only the trailing	COMMENT
LOW	integration/copy_data/commit_sync/run.sh	118	# Step 4: sever shard 2 at its CopyDone, run data-sync in the background, then heal it while	COMMENT
LOW	integration/copy_data/commit_sync/run.sh	145	# Step 5: the retry must recover. data-sync should exit cleanly and every shard should	COMMENT
LOW	pgdog/src/frontend/client/mod.rs	316	// Get the password. We always need it because we need to check if	COMMENT
LOW⚡	pgdog/src/backend/pool/taken.rs	214	// Step 1: take A.	COMMENT
LOW⚡	pgdog/src/backend/pool/taken.rs	218	// Step 3: F retakes with B before A's deferred check-in fires.	COMMENT
LOW⚡	pgdog/src/backend/pool/taken.rs	223	// Step 4: deferred check-in for A. Must NOT touch F's entry,	COMMENT

Deep Nesting16 hits · 16 pts

Severity	File	Line	Context
LOW	integration/copy_data/loader/loader.py	132	CODE
LOW	integration/copy_data/loader/loader.py	188	CODE
LOW	integration/copy_data/loader/loader.py	237	CODE
LOW	integration/copy_data/loader/loader.py	292	CODE
LOW	integration/copy_data/loader/loader.py	357	CODE
LOW	integration/python/test_numeric_binary.py	9	CODE
LOW	integration/python/test_sqlalchemy.py	232	CODE
LOW	integration/python/test_sqlalchemy.py	280	CODE
LOW	integration/python/test_timestamp_infinity.py	20	CODE
LOW	integration/python/test_psycopg.py	115	CODE
LOW	integration/python/test_float_binary.py	249	CODE
LOW	integration/logical/gutenberg.py	25	CODE
LOW	integration/two_pc/crash_recovery.py	240	CODE
LOW	integration/sql/lib.py	242	CODE
LOW	integration/sql/lib.py	281	CODE
LOW	integration/sql/lib.py	361	CODE

Structural Annotation Overuse8 hits · 16 pts

Severity	File	Line	Snippet	Context
LOW⚡	integration/copy_data/commit_sync/run.sh	81	# Step 1: load source schema + data, and create the destination table empty on each shard.	COMMENT
LOW⚡	integration/copy_data/commit_sync/run.sh	88	# Step 2: start toxiproxy and create one proxy per shard (one severable link each).	COMMENT
LOW	integration/copy_data/commit_sync/run.sh	101	# Step 3: size the toxic to let every data byte through and sever only the trailing	COMMENT
LOW	integration/copy_data/commit_sync/run.sh	118	# Step 4: sever shard 2 at its CopyDone, run data-sync in the background, then heal it while	COMMENT
LOW	integration/copy_data/commit_sync/run.sh	145	# Step 5: the retry must recover. data-sync should exit cleanly and every shard should	COMMENT
LOW⚡	pgdog/src/backend/pool/taken.rs	214	// Step 1: take A.	COMMENT
LOW⚡	pgdog/src/backend/pool/taken.rs	218	// Step 3: F retakes with B before A's deferred check-in fires.	COMMENT
LOW⚡	pgdog/src/backend/pool/taken.rs	223	// Step 4: deferred check-in for A. Must NOT touch F's entry,	COMMENT

Unused Imports9 hits · 9 pts

Severity	File	Line	Context
LOW	integration/copy_data/loader/loader.py	11	CODE
LOW	integration/copy_data/loader/loader.py	15	CODE
LOW	integration/python/test_numeric_binary.py	1	CODE
LOW	integration/python/test_numeric_binary.py	5	CODE
LOW	integration/python/test_numeric_sorting.py	5	CODE
LOW	integration/python/test_sqlalchemy.py	1	CODE
LOW	integration/python/test_float_binary.py	3	CODE
LOW	integration/two_pc/crash_recovery.py	4	CODE
LOW	integration/sql/lib.py	1	CODE

Excessive Try-Catch Wrapping10 hits · 9 pts

Severity	File	Line	Snippet	Context
LOW	integration/load_balancer/test_lb_asyncpy.py	77	except Exception as e:	STRING
LOW	integration/python/test_asyncpg.py	35	except Exception as e:	CODE
LOW	integration/python/test_asyncpg.py	320	except Exception as e:	CODE
LOW	integration/python/test_asyncpg.py	599	except Exception as e:	STRING
LOW	integration/python/test_sqlalchemy.py	544	except Exception as e:	STRING
LOW	integration/python/test_idle_in_transaction.py	72	except Exception as e:	CODE
LOW	integration/python/test_session_mode.py	294	except Exception:	CODE
LOW	integration/complex/cancel_query/run.py	55	except Exception:	CODE
LOW	integration/two_pc/crash_recovery.py	306	except Exception as error:	STRING
MEDIUM	integration/two_pc/crash_recovery.py	302	def main() -> int:	CODE

Synthetic Comment Markers1 hit · 8 pts

Severity	File	Line	Snippet	Context
HIGH	pgdog/src/net/decoder.rs	12	/// Expected result column formats, as requested by [`Bind`] sent by client.	COMMENT

Example Usage Blocks3 hits · 4 pts

Severity	File	Line	Snippet	Context
LOW	benches/resharding/copy_data/run.sh	11	# Usage:	COMMENT
LOW	benches/resharding/replication/run.sh	12	# Usage:	COMMENT
LOW	benches/resharding/toxi/setup.sh	24	# Usage:	COMMENT

AI Slop Vocabulary1 hit · 3 pts

Severity	File	Line	Snippet	Context
MEDIUM	.cargo/config.toml	36	# Test-harness threads: libtest/nextest run #[tokio::test] bodies on	COMMENT

TODO Padding1 hit · 2 pts

Severity	File	Line	Snippet	Context
LOW	…dog/src/backend/replication/logical/subscriber/copy.rs	248	// TODO: implement complete 2pc to copy data to minimize chances of partial commits even more	COMMENT

Modern Structural Boilerplate1 hit · 1 pts

Severity	File	Line	Snippet	Context
LOW	integration/sql/lib.py	455	__all__ = [	CODE

pgdogdev/pgdog

Open-Source Code Quality, Security and Technical Debt Review