4.1

Adjusted Signal

4.1

Raw Pattern Score

100%

Time Factor

2026-10-31

Last Push

6.9K

Stars

C++

Language

868.7K

Lines of Code

2.7K

Files

2.7K

Pattern Hits

2026-10-31

Scan Date

0.02

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 14.1/100 · LOW

Can maintainers explain intent, assumptions, and trade-offs? 2333 finding(s).

Hallucinated Dependency & Supply Chain Risk 1.6/100 · LOW

Are imports declared and package/API names verified? 90 finding(s).

Agent Over-Engineering Ratio 5.8/100 · LOW

Are wrappers, guards, and repeated structures necessary? 667 finding(s).

PR Review Velocity Impact 18.3/100 · LOW

Which changes need focused human review? 2682 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 4HIGH 62MEDIUM 239LOW 2377

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 2682 distinct pattern matches across 22 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.

Over-Commented Block1430 hits · 1332 pts

Severity	File	Line	Snippet	Context
LOW	codecov.yml	1	# Codecov configuration for ProxySQL.	COMMENT
LOW	.aider.conf.yml	1	##########################################################	COMMENT
LOW	.aider.conf.yml	21	#model: xxx	COMMENT
LOW	.aider.conf.yml	41		COMMENT
LOW	.aider.conf.yml	61		COMMENT
LOW	.aider.conf.yml	81	#weak-model: xxx	COMMENT
LOW	.aider.conf.yml	101	## Enable caching of prompts (default: False)	COMMENT
LOW	.aider.conf.yml	121		COMMENT
LOW	.aider.conf.yml	141	#light-mode: false	COMMENT
LOW	.aider.conf.yml	161	## Set the color for assistant output (default: #0088ff)	COMMENT
LOW	.aider.conf.yml	181		COMMENT
LOW	.aider.conf.yml	201	#auto-commits: true	COMMENT
LOW	.aider.conf.yml	221	## Enable/disable git pre-commit hooks with --no-verify (default: False)	COMMENT
LOW	.aider.conf.yml	241		COMMENT
LOW	.aider.conf.yml	261		COMMENT
LOW	.aider.conf.yml	281	#analytics-posthog-project-api-key: xxx	COMMENT
LOW	.aider.conf.yml	301	## Show the version number and exit	COMMENT
LOW	.aider.conf.yml	321		COMMENT
LOW	.aider.conf.yml	341	#voice-language: en	COMMENT
LOW	.aider.conf.yml	361	#read: xxx	COMMENT
LOW	.aider.conf.yml	381	#verbose: false	COMMENT
LOW	.aider.conf.yml	401	## Enable/disable fancy input with history and completion (default: True)	COMMENT
LOW	.aider.conf.yml	421		COMMENT
LOW	.aider.conf.yml	441	#mini: false	COMMENT
LOW	tools/eventslog_reader_sample.cpp	1	#include <iostream>	COMMENT
LOW	…ages/proxysql/deb-compliant/entrypoint/entrypoint.bash	41	build_target="$PROXYSQL_BUILD_TYPE"	COMMENT
LOW	…ages/proxysql/deb-compliant/entrypoint/entrypoint.bash	121	' ./proxysql.ctl > ./proxysql.ctl.new && mv ./proxysql.ctl.new ./proxysql.ctl	COMMENT
LOW	test/sqlite_history_convert.cpp	1	#include <pthread.h>	COMMENT
LOW	…infra-dbdeployer-mariadb10-binlog/docker/entrypoint.sh	21	TLS_CERT="${TLS_DIR}/server-cert.pem"	COMMENT
LOW	…fra-dbdeployer-pgsql17-repl/bin/toxiproxy-bootstrap.sh	1	#!/usr/bin/env bash	COMMENT
LOW	…fra-dbdeployer-pgsql17-repl/bin/docker-proxy-post.bash	1	#!/bin/bash	COMMENT
LOW	…fra-dbdeployer-pgsql17-repl/bin/docker-proxy-post.bash	41	done	COMMENT
LOW	test/infra/common/env.sh	1	#!/bin/bash	COMMENT
LOW	test/infra/common/env.sh	141	# e.g.: "basic-t admin_various_.* reg_test_3[5-7]\d\d-.*"	COMMENT
LOW	test/infra/control/run-tests-isolated.bash	1	#!/bin/bash	COMMENT
LOW	test/infra/control/run-tests-isolated.bash	261	GROUP_TEST_COUNT="$(printf '%s\n' "${TEST_SELECTION}" \| sed -n '1s/^#STATS total=$[0-9]$ excluded=$[0-9]$$/\1/	COMMENT
LOW	test/infra/control/run-tests-isolated.bash	381	# ci-builds.yml explicitly deletes test/deps/ from the cached workspace after	COMMENT
LOW	test/infra/control/run-tests-isolated.bash	461	set -e	COMMENT
LOW	test/infra/control/run-tests-isolated.bash	501	if [ -d \"/gcov\" ] && [ \"\$(ls -A /gcov 2>/dev/null)\" ]; then	COMMENT
LOW	test/infra/control/run-tests-isolated.bash	561	-d . -o \"\${coverage_file}\" >> \"\${coverage_log}\" 2>&1	COMMENT
LOW	test/infra/control/destroy-multi-group.bash	1	#!/bin/bash	COMMENT
LOW	test/infra/control/start-proxysql-isolated.bash	61	echo ">>> Preparing ProxySQL data directory: ${PROXY_DATA_DIR}"	COMMENT
LOW	test/infra/control/start-proxysql-isolated.bash	201	echo ">>> Mounting duckdb plugin .so into ProxySQL container"	COMMENT
LOW	test/infra/control/validate_fork_pr_builds.py	41	# CI-builds-fork.yml. Refresh this together with that pin. It was four	COMMENT
LOW	test/infra/control/validate_fork_pr_builds.py	321	builds = reusable.get("jobs", {}).get("builds")	COMMENT
LOW	test/infra/control/check_all_nodes.bash	1	#!/usr/bin/env bash	COMMENT
LOW	test/infra/control/run-multi-group.bash	1	#!/bin/bash	COMMENT
LOW	test/infra/control/verify-package-install.bash	1	#!/bin/bash	COMMENT
LOW	test/infra/control/run-unit-tests-asan-coverage.bash	1	#!/usr/bin/env bash	COMMENT
LOW	test/infra/control/run-unit-tests-asan-coverage.bash	21	# * lib/, src/, and test/tap/tests/unit/ have been built with	COMMENT
LOW	test/infra/control/run-unit-tests-asan-coverage.bash	61		COMMENT
LOW	…infra/docker-pgsql16-single/bin/docker-pgsql-post.bash	1	#!/bin/bash	COMMENT
LOW	test/afl_digest_test/afl_mysql_query_digest.cpp	1	#pragma GCC optimize("O0")	COMMENT
LOW	test/afl_digest_test/c_tokenizer.cpp	1241	// generic space removal operations	COMMENT
LOW	test/afl_digest_test/c_tokenizer.cpp	1361	* @param shared_st Shared state used to continue the query processing.	COMMENT
LOW	test/afl_digest_test/c_tokenizer.cpp	1481	* @param stage_3_st The state from previous execution of 'stage 2' to be updated.	COMMENT
LOW	test/afl_digest_test/c_tokenizer.cpp	1501	//	COMMENT
LOW	test/afl_digest_test/c_tokenizer.cpp	1741		COMMENT
LOW	test/afl_digest_test/c_tokenizer.cpp	1881	// Since literal number processing requires the copy of the literal into the output buffer, processing	COMMENT
LOW	test/afl_digest_test/c_tokenizer.cpp	1901	}	COMMENT
1370 more matches not shown…

Decorative Section Separators139 hits · 426 pts

Severity	File	Line	Snippet	Context
MEDIUM	…infra-dbdeployer-mariadb10-binlog/docker/entrypoint.sh	24	# ---------------------------------------------------------------------------	COMMENT
MEDIUM	…infra-dbdeployer-mariadb10-binlog/docker/entrypoint.sh	36	# ---------------------------------------------------------------------------	COMMENT
MEDIUM⚡	…fra/infra-dbdeployer-pgsql17-repl/docker/entrypoint.sh	15	# ---------------------------------------------------------------------------	COMMENT
MEDIUM⚡	…fra/infra-dbdeployer-pgsql17-repl/docker/entrypoint.sh	17	# ---------------------------------------------------------------------------	COMMENT
MEDIUM⚡	…fra/infra-dbdeployer-pgsql17-repl/docker/entrypoint.sh	25	# ---------------------------------------------------------------------------	COMMENT
MEDIUM⚡	…fra/infra-dbdeployer-pgsql17-repl/docker/entrypoint.sh	29	# ---------------------------------------------------------------------------	COMMENT
MEDIUM	…fra/infra-dbdeployer-pgsql17-repl/docker/entrypoint.sh	49	# ---------------------------------------------------------------------------	COMMENT
MEDIUM	…fra/infra-dbdeployer-pgsql17-repl/docker/entrypoint.sh	53	# ---------------------------------------------------------------------------	COMMENT
MEDIUM	…fra/infra-dbdeployer-pgsql17-repl/docker/entrypoint.sh	87	# ---------------------------------------------------------------------------	COMMENT
MEDIUM	…fra/infra-dbdeployer-pgsql17-repl/docker/entrypoint.sh	89	# ---------------------------------------------------------------------------	COMMENT
MEDIUM	…fra/infra-dbdeployer-pgsql17-repl/docker/entrypoint.sh	102	# ---------------------------------------------------------------------------	COMMENT
MEDIUM	…fra/infra-dbdeployer-pgsql17-repl/docker/entrypoint.sh	106	# ---------------------------------------------------------------------------	COMMENT
MEDIUM	…fra/infra-dbdeployer-pgsql17-repl/docker/entrypoint.sh	126	# ---------------------------------------------------------------------------	COMMENT
MEDIUM	…fra/infra-dbdeployer-pgsql17-repl/docker/entrypoint.sh	130	# ---------------------------------------------------------------------------	COMMENT
MEDIUM	…fra/infra-dbdeployer-pgsql17-repl/docker/entrypoint.sh	166	# ---------------------------------------------------------------------------	COMMENT
MEDIUM	…fra/infra-dbdeployer-pgsql17-repl/docker/entrypoint.sh	169	# ---------------------------------------------------------------------------	COMMENT
MEDIUM	…fra/infra-dbdeployer-pgsql17-repl/docker/entrypoint.sh	184	# ---------------------------------------------------------------------------	COMMENT
MEDIUM	…fra/infra-dbdeployer-pgsql17-repl/docker/entrypoint.sh	186	# ---------------------------------------------------------------------------	COMMENT
MEDIUM	test/repl/proxysql_repl_tests/exec_shun_test.sh	58	#-------------------------------------------------------------------------------	COMMENT
MEDIUM	test/repl/proxysql_repl_tests/exec_shun_test.sh	69	#-------------------------------------------------------------------------------	COMMENT
MEDIUM	test/repl/proxysql_repl_tests/exec_shun_test.sh	86	#-------------------------------------------------------------------------------	COMMENT
MEDIUM⚡	test/repl/proxysql_repl_tests/exec_shun_test.sh	98	#-------------------------------------------------------------------------------	COMMENT
MEDIUM⚡	test/repl/proxysql_repl_tests/exec_shun_test.sh	104	#-------------------------------------------------------------------------------	COMMENT
MEDIUM⚡	test/repl/proxysql_repl_tests/exec_shun_test.sh	110	#-------------------------------------------------------------------------------	COMMENT
MEDIUM	test/repl/proxysql_repl_tests/exec_shun_test.sh	170	#-------------------------------------------------------------------------------	COMMENT
MEDIUM	test/repl/proxysql_repl_tests/exec_shun_test.sh	187	#-------------------------------------------------------------------------------	COMMENT
MEDIUM	test/repl/proxysql_repl_tests/exec_shun_test.sh	207	#-------------------------------------------------------------------------------	COMMENT
MEDIUM	test/repl/proxysql_repl_tests/exec_repl_test.sh	65	#-------------------------------------------------------------------------------	COMMENT
MEDIUM	test/repl/proxysql_repl_tests/exec_repl_test.sh	76	#-------------------------------------------------------------------------------	COMMENT
MEDIUM	test/repl/proxysql_repl_tests/exec_repl_test.sh	93	#-------------------------------------------------------------------------------	COMMENT
MEDIUM	test/repl/proxysql_repl_tests/exec_repl_test.sh	105	#-------------------------------------------------------------------------------	COMMENT
MEDIUM	test/repl/proxysql_repl_tests/exec_repl_test.sh	122	#-------------------------------------------------------------------------------	COMMENT
MEDIUM	test/repl/proxysql_repl_tests/exec_repl_test.sh	143	#-------------------------------------------------------------------------------	COMMENT
MEDIUM	test/repl/proxysql_repl_tests/exec_repl_test.sh	206	#-------------------------------------------------------------------------------	COMMENT
MEDIUM	test/repl/proxysql_repl_tests/exec_repl_test.sh	222	#-------------------------------------------------------------------------------	COMMENT
MEDIUM	test/repl/proxysql_repl_tests/exec_repl_test.sh	238	#-------------------------------------------------------------------------------	COMMENT
MEDIUM	test/repl/proxysql_repl_tests/stress_repl_test.sh	65	#-------------------------------------------------------------------------------	COMMENT
MEDIUM	test/repl/proxysql_repl_tests/stress_repl_test.sh	76	#-------------------------------------------------------------------------------	COMMENT
MEDIUM	test/repl/proxysql_repl_tests/stress_repl_test.sh	93	#-------------------------------------------------------------------------------	COMMENT
MEDIUM	test/repl/proxysql_repl_tests/stress_repl_test.sh	105	#-------------------------------------------------------------------------------	COMMENT
MEDIUM	test/repl/proxysql_repl_tests/stress_repl_test.sh	122	#-------------------------------------------------------------------------------	COMMENT
MEDIUM	test/repl/proxysql_repl_tests/stress_repl_test.sh	142	#-------------------------------------------------------------------------------	COMMENT
MEDIUM	test/repl/proxysql_repl_tests/stress_repl_test.sh	205	#-------------------------------------------------------------------------------	COMMENT
MEDIUM	test/repl/proxysql_repl_tests/stress_repl_test.sh	221	#-------------------------------------------------------------------------------	COMMENT
MEDIUM	test/repl/proxysql_repl_tests/stress_repl_test.sh	237	#-------------------------------------------------------------------------------	COMMENT
MEDIUM	test/repl/proxysql_repl_tests/stress_all_repl_tests.sh	30	#-------------------------------------------------------------------------------	COMMENT
MEDIUM	test/repl/proxysql_repl_tests/exec_all_repl_tests.sh	30	#-------------------------------------------------------------------------------	COMMENT
MEDIUM	test/repl/proxysql_repl_tests/bin/debezium-check.bash	9	#-------------------------------------------------------------------------------	COMMENT
MEDIUM⚡	scripts/test_external_live.sh	16	# ============================================================================	COMMENT
MEDIUM⚡	scripts/test_external_live.sh	18	# ============================================================================	COMMENT
MEDIUM	scripts/test_external_live.sh	61	# ============================================================================	COMMENT
MEDIUM	scripts/test_external_live.sh	63	# ============================================================================	COMMENT
MEDIUM	scripts/test_external_live.sh	92	# ============================================================================	COMMENT
MEDIUM	scripts/test_external_live.sh	94	# ============================================================================	COMMENT
MEDIUM	scripts/test_external_live.sh	151	# ============================================================================	COMMENT
MEDIUM	scripts/test_external_live.sh	153	# ============================================================================	COMMENT
MEDIUM	scripts/mcp/test_mcp_fts.sh	40	# ============================================================================	COMMENT
MEDIUM	scripts/mcp/test_mcp_fts.sh	42	# ============================================================================	COMMENT
MEDIUM	scripts/mcp/test_mcp_fts.sh	97	# ============================================================================	COMMENT
MEDIUM	scripts/mcp/test_mcp_fts.sh	99	# ============================================================================	COMMENT
79 more matches not shown…

Hyper-Verbose Identifiers408 hits · 400 pts

Severity	File	Line	Snippet	Context
LOW	tools/pgsql_user_sync/proxysql_pgsql_user_sync.py	406	def _validate_snapshot_username(username: str) -> None:	CODE
LOW⚡	tools/pgsql_user_sync/tests/test_pgsql_user_sync.py	904	def test_requirements_pin_supported_driver_majors(self):	CODE
LOW⚡	tools/pgsql_user_sync/tests/test_pgsql_user_sync.py	909	def test_tap_assets_have_a_build_dependency_and_clean_output(self):	CODE
LOW⚡	tools/pgsql_user_sync/tests/test_pgsql_user_sync.py	918	def test_tap_wrappers_do_not_install_dependencies_or_require_staging_locally(self):	CODE
LOW	tools/pgsql_user_sync/tests/test_pgsql_user_sync.py	858	def test_source_function_has_security_boundaries(self):	CODE
LOW	tools/pgsql_user_sync/tests/test_pgsql_user_sync.py	878	def test_source_function_requires_runtime_reader_secret_and_current_database(self):	CODE
LOW	tools/pgsql_user_sync/tests/test_pgsql_user_sync.py	886	def test_example_configuration_is_loadable_with_protected_permissions(self):	CODE
LOW	tools/pgsql_user_sync/tests/test_pgsql_user_sync.py	930	def test_readme_documents_scheduler_and_cluster_safety(self):	CODE
LOW⚡	tools/pgsql_user_sync/tests/test_pgsql_user_sync.py	108	def test_rejects_world_readable_config(self):	STRING
LOW⚡	tools/pgsql_user_sync/tests/test_pgsql_user_sync.py	113	def test_rejects_symlinked_config_before_reading_target(self):	STRING
LOW⚡	tools/pgsql_user_sync/tests/test_pgsql_user_sync.py	121	def test_group_read_requires_root_owner_and_owner_only_is_allowed(self):	STRING
LOW⚡	tools/pgsql_user_sync/tests/test_pgsql_user_sync.py	409	def test_missing_action_is_configurable(self):	STRING
LOW⚡	tools/pgsql_user_sync/tests/test_pgsql_user_sync.py	418	def test_aborts_for_unmanaged_main_runtime_drift(self):	STRING
LOW⚡	tools/pgsql_user_sync/tests/test_pgsql_user_sync.py	425	def test_unmanaged_conflict_requires_adoption(self):	STRING
LOW⚡	tools/pgsql_user_sync/tests/test_pgsql_user_sync.py	437	def test_cross_profile_conflict_aborts(self):	STRING
LOW⚡	tools/pgsql_user_sync/tests/test_pgsql_user_sync.py	444	def test_duplicate_admin_rows_are_rejected(self):	STRING
LOW⚡	tools/pgsql_user_sync/tests/test_pgsql_user_sync.py	452	def test_ownership_helpers_validate_and_normalize(self):	STRING
LOW⚡	tools/pgsql_user_sync/tests/test_pgsql_user_sync.py	466	def test_unchanged_rows_need_no_action_or_load(self):	STRING
LOW⚡	tools/pgsql_user_sync/tests/test_pgsql_user_sync.py	474	def test_managed_runtime_drift_requires_load(self):	STRING
LOW⚡	tools/pgsql_user_sync/tests/test_pgsql_user_sync.py	482	def test_inactive_main_row_is_expected_absent_from_runtime(self):	STRING
LOW⚡	tools/pgsql_user_sync/tests/test_pgsql_user_sync.py	488	def test_runtime_backend_half_with_frontend_disabled_is_not_drift(self):	STRING
LOW⚡	tools/pgsql_user_sync/tests/test_pgsql_user_sync.py	497	def test_unmanaged_runtime_backend_half_with_frontend_disabled_is_not_drift(self):	STRING
LOW⚡	tools/pgsql_user_sync/tests/test_pgsql_user_sync.py	740	def test_source_failure_is_secret_safe(self):	STRING
LOW⚡	tools/pgsql_user_sync/tests/test_pgsql_user_sync.py	748	def test_dry_run_does_not_write_load_or_save(self):	STRING
LOW⚡	tools/pgsql_user_sync/tests/test_pgsql_user_sync.py	758	def test_write_failure_never_loads_runtime(self):	STRING
LOW⚡	tools/pgsql_user_sync/tests/test_pgsql_user_sync.py	766	def test_loads_on_actions_and_saves_only_after_load(self):	STRING
LOW⚡	tools/pgsql_user_sync/tests/test_pgsql_user_sync.py	774	def test_loads_runtime_drift_without_actions(self):	STRING
LOW⚡	tools/pgsql_user_sync/tests/test_pgsql_user_sync.py	783	def test_runtime_backend_half_skips_load_on_a_repeated_run(self):	STRING
LOW⚡	tools/pgsql_user_sync/tests/test_pgsql_user_sync.py	793	def test_save_failure_reports_partial_after_successful_load(self):	STRING
LOW⚡	tools/pgsql_user_sync/tests/test_pgsql_user_sync.py	802	def test_exclusive_lock_reports_contention(self):	STRING
LOW⚡	tools/pgsql_user_sync/tests/test_pgsql_user_sync.py	811	def test_exclusive_lock_rejects_symlinked_target(self):	STRING
LOW⚡	tools/pgsql_user_sync/tests/test_pgsql_user_sync.py	821	def test_summary_has_non_negative_duration(self):	STRING
LOW⚡	tools/pgsql_user_sync/tests/test_pgsql_user_sync.py	829	def test_partial_summary_returns_nonzero_after_printing(self):	STRING
LOW	tools/pgsql_user_sync/tests/test_pgsql_user_sync.py	61	def test_defaults_and_cli_hostgroup_override(self):	STRING
LOW	tools/pgsql_user_sync/tests/test_pgsql_user_sync.py	71	def test_cli_overrides_take_precedence(self):	STRING
LOW	tools/pgsql_user_sync/tests/test_pgsql_user_sync.py	143	def test_config_owner_must_be_root_or_the_service_user(self):	STRING
LOW	tools/pgsql_user_sync/tests/test_pgsql_user_sync.py	168	def test_fdopen_failure_does_not_close_a_transferred_descriptor(self):	STRING
LOW	tools/pgsql_user_sync/tests/test_pgsql_user_sync.py	181	def test_rejects_group_write_even_when_root_owned(self):	STRING
LOW	tools/pgsql_user_sync/tests/test_pgsql_user_sync.py	188	def test_rejects_invalid_profile_and_function(self):	STRING
LOW	tools/pgsql_user_sync/tests/test_pgsql_user_sync.py	228	def test_rejects_each_invalid_configuration_value(self):	STRING
LOW	tools/pgsql_user_sync/tests/test_pgsql_user_sync.py	274	def test_parse_args_supports_overrides(self):	STRING
LOW	tools/pgsql_user_sync/tests/test_pgsql_user_sync.py	316	def test_rejects_invalid_verifiers_without_leaking_value(self):	STRING
LOW	tools/pgsql_user_sync/tests/test_pgsql_user_sync.py	330	def test_rejects_duplicate_without_leaking_verifier(self):	STRING
LOW	tools/pgsql_user_sync/tests/test_pgsql_user_sync.py	336	def test_empty_snapshot_requires_opt_in(self):	STRING
LOW	tools/pgsql_user_sync/tests/test_pgsql_user_sync.py	375	def test_create_uses_configured_hostgroup(self):	STRING
LOW	tools/pgsql_user_sync/tests/test_pgsql_user_sync.py	388	def test_managed_update_changes_only_password_active_and_ownership(self):	STRING
LOW	tools/pgsql_user_sync/tests/test_pgsql_user_sync.py	577	def test_source_composes_schema_and_function_as_identifiers(self):	STRING
LOW	tools/pgsql_user_sync/tests/test_pgsql_user_sync.py	591	def test_admin_fetches_exact_projection_from_both_tables(self):	STRING
LOW	tools/pgsql_user_sync/tests/test_pgsql_user_sync.py	607	def test_admin_normalizes_integer_fields_returned_as_postgresql_text(self):	STRING
LOW	tools/pgsql_user_sync/tests/test_pgsql_user_sync.py	623	def test_admin_update_uses_bound_parameters(self):	STRING
LOW	tools/pgsql_user_sync/tests/test_pgsql_user_sync.py	632	def test_admin_create_and_disable_use_explicit_columns_and_bound_keys(self):	STRING
LOW	tools/pgsql_user_sync/tests/test_pgsql_user_sync.py	647	def test_admin_runtime_commands_use_postgresql_users(self):	STRING
LOW	tools/pgsql_user_sync/tests/test_pgsql_user_sync.py	656	def test_drivers_are_imported_only_when_default_connectors_are_used(self):	STRING
LOW	test/infra/control/test_maketest_schedule.py	19	def test_only_nightly_and_manual_triggers(self):	CODE
LOW	test/infra/control/test_maketest_schedule.py	27	def test_builds_are_independent_of_the_pr_producer(self):	CODE
LOW	test/infra/control/test_maketest_schedule.py	41	def test_container_build_accepts_runner_owned_checkout(self):	CODE
LOW	test/infra/control/test_maketest_schedule.py	71	def test_build_exit_status_logs_and_cleanup(self):	CODE
LOW	test/infra/control/test_unit_runner_timeout.py	71	def test_timeout_kills_term_resistant_process_group_and_continues(self):	CODE
LOW	test/infra/control/test_unit_runner_timeout.py	89	def test_timeout_kills_descendant_after_parent_accepts_term_and_continues(self):	CODE
LOW	test/infra/control/test_unit_runner_timeout.py	120	def test_zero_exit_sanitizer_report_is_failure(self):	CODE
348 more matches not shown…

Structural Annotation Overuse167 hits · 280 pts

Severity	File	Line	Snippet	Context
LOW	test/infra/README.md	76	### Step 1: Global Setup	COMMENT
LOW⚡	test/infra/README.md	92	### Step 2: Start ProxySQL & Backends	COMMENT
LOW⚡	test/infra/README.md	99	### Step 3: Run TAP Tests	COMMENT
LOW⚡	test/infra/README.md	106	### Step 4: Teardown	COMMENT
LOW	test/infra/SKILL.md	29	### Step 1: Environment Setup	COMMENT
LOW	test/infra/SKILL.md	43	### Step 2: Start Infrastructure	COMMENT
LOW	test/infra/SKILL.md	56	### Step 3: Start ProxySQL	COMMENT
LOW	test/infra/SKILL.md	68	### Step 4: Configure ProxySQL Backend	COMMENT
LOW	test/infra/SKILL.md	82	### Step 5: Run Tests	COMMENT
LOW⚡	…/tests/pgsql-transaction_variable_state_tracking-t.cpp	1291	// Step 1: Simple query BEGIN - verify it succeeded	COMMENT
LOW⚡	…/tests/pgsql-transaction_variable_state_tracking-t.cpp	1301	// Step 2: Enter pipeline mode and SET	COMMENT
LOW⚡	…/tests/pgsql-transaction_variable_state_tracking-t.cpp	1430	// Step 2: Simple query SET	COMMENT
LOW⚡	…/tests/pgsql-transaction_variable_state_tracking-t.cpp	1433	// Step 3: Re-enter pipeline mode and COMMIT	COMMENT
LOW⚡	…/tests/pgsql-transaction_variable_state_tracking-t.cpp	2894	// Step 1: Set a variable to create marker state	COMMENT
LOW⚡	…/tests/pgsql-transaction_variable_state_tracking-t.cpp	2899	// Step 2: Enter pipeline mode	COMMENT
LOW⚡	…/tests/pgsql-transaction_variable_state_tracking-t.cpp	2905	// Step 3: Send RESET ALL (may be rejected due to startup mismatch)	COMMENT
LOW⚡	…/tests/pgsql-transaction_variable_state_tracking-t.cpp	2912	// Step 4: Send a subsequent query - this tests the pipeline reset fix	COMMENT
LOW⚡	…/tests/pgsql-transaction_variable_state_tracking-t.cpp	2919	// Step 5: Sync	COMMENT
LOW⚡	…/tests/pgsql-transaction_variable_state_tracking-t.cpp	2926	// Step 6: Consume results with proper loop (like working tests)	COMMENT
LOW⚡	…/tests/pgsql-transaction_variable_state_tracking-t.cpp	2981	// Step 1: Set a marker value	COMMENT
LOW⚡	…/tests/pgsql-transaction_variable_state_tracking-t.cpp	2984	// Step 2: Enter pipeline mode	COMMENT
LOW⚡	…/tests/pgsql-transaction_variable_state_tracking-t.cpp	2990	// Step 3: Send RESET DateStyle	COMMENT
LOW⚡	…/tests/pgsql-transaction_variable_state_tracking-t.cpp	2997	// Step 4: Send subsequent query	COMMENT
LOW⚡	…/tests/pgsql-transaction_variable_state_tracking-t.cpp	3004	// Step 5: Sync	COMMENT
LOW⚡	…/tests/pgsql-transaction_variable_state_tracking-t.cpp	3011	// Step 6: Consume results with proper loop	COMMENT
LOW	…/tests/pgsql-transaction_variable_state_tracking-t.cpp	1366	// Step 3: Simple query ROLLBACK	COMMENT
LOW	…/tests/pgsql-transaction_variable_state_tracking-t.cpp	1393	// Step 1: Enter pipeline mode and BEGIN	COMMENT
LOW	…/tests/pgsql-transaction_variable_state_tracking-t.cpp	1489	// Step 1: Simple query BEGIN and first SET	COMMENT
LOW	…/tests/pgsql-transaction_variable_state_tracking-t.cpp	1508	// Step 2: Enter pipeline mode for second SET and COMMIT	COMMENT
LOW	…/tests/pgsql-transaction_variable_state_tracking-t.cpp	1603	// Step 1: Enter pipeline mode, BEGIN, SET, then exit	COMMENT
LOW	…/tests/pgsql-transaction_variable_state_tracking-t.cpp	1674	// Step 2: Simple query ROLLBACK	COMMENT
LOW	…/tests/pgsql-transaction_variable_state_tracking-t.cpp	1937	// Step 1: Get original value and seed pool with marked connections	COMMENT
LOW	…/tests/pgsql-transaction_variable_state_tracking-t.cpp	1969	// Step 2: Create connections with startup parameter -15 (different from marker '3')	COMMENT
LOW	test/tap/tests/test_filtered_set_statements-t.cpp	51	// NOTE: This variable has been temporarily ignored. Check issues #3442 and #3441.	COMMENT
LOW⚡	test/tap/tests/pgsql-test_malformed_packet-t.cpp	642	// Step 6: Send the malformed packet on the authenticated connection	COMMENT
LOW⚡	test/tap/tests/pgsql-test_malformed_packet-t.cpp	649	// Step 7: Wait for a response to the packet.	COMMENT
LOW⚡	…pgsql-reg_test_5300_threshold_resultset_deadlock-t.cpp	178	// Step 1: Prepare statement (backend operation)	COMMENT
LOW⚡	…pgsql-reg_test_5300_threshold_resultset_deadlock-t.cpp	183	// Step 2: Initial Describe to verify statement exists (backend operation)	COMMENT
LOW⚡	…pgsql-reg_test_5300_threshold_resultset_deadlock-t.cpp	187	// Step 3: Send flood of Close Statement messages (NO backend routing)	COMMENT
LOW⚡	…pgsql-reg_test_5300_threshold_resultset_deadlock-t.cpp	199	// Step 4: Send Describe (backend operation - REQUIRES backend connection)	COMMENT
LOW⚡	…pgsql-reg_test_5300_threshold_resultset_deadlock-t.cpp	208	// Step 5: Send Sync to complete extended query frame	COMMENT
LOW⚡	…pgsql-reg_test_5300_threshold_resultset_deadlock-t.cpp	212	// Step 6: Wait for completion	COMMENT
LOW⚡	…pgsql-reg_test_5300_threshold_resultset_deadlock-t.cpp	261	// Step 3: Send flood of Close Statement messages (NO backend routing)	COMMENT
LOW⚡	…pgsql-reg_test_5300_threshold_resultset_deadlock-t.cpp	270	// Step 4: Send Bind (backend operation)	COMMENT
LOW⚡	…pgsql-reg_test_5300_threshold_resultset_deadlock-t.cpp	276	// Step 5: Send Execute (backend operation - DEADLOCK TRIGGER)	COMMENT
LOW⚡	…pgsql-reg_test_5300_threshold_resultset_deadlock-t.cpp	282	// Step 6: Send Sync to complete extended query frame	COMMENT
LOW⚡	…pgsql-reg_test_5300_threshold_resultset_deadlock-t.cpp	286	// Step 7: Wait for completion	COMMENT
LOW⚡	…t/tap/tests/test_binlog_dump_multi_backend_crash-t.cpp	57	// Step 0: Connect to ProxySQL admin	COMMENT
LOW⚡	…t/tap/tests/test_binlog_dump_multi_backend_crash-t.cpp	67	// Step 1: Connect to MySQL backend directly, check binlog, set wait_timeout	COMMENT
LOW	…t/tap/tests/test_binlog_dump_multi_backend_crash-t.cpp	95	// Step 2: Discover hostgroup topology	COMMENT
LOW	…t/tap/tests/test_binlog_dump_multi_backend_crash-t.cpp	163	// Step 3: Connect to ProxySQL and create backends in both hostgroups	COMMENT
LOW	…t/tap/tests/test_binlog_dump_multi_backend_crash-t.cpp	229	// Step 4: Send COM_BINLOG_DUMP via mariadb_rpl	COMMENT
LOW	…t/tap/tests/test_binlog_dump_multi_backend_crash-t.cpp	273	// Step 5: Wait for the idle backend (reader_hg) to be closed by MySQL	COMMENT
LOW	…t/tap/tests/test_binlog_dump_multi_backend_crash-t.cpp	292	// Step 6: Verify ProxySQL did not crash	COMMENT
LOW	…/tap/tests/pgsql-admin_metacmds_describe_queries-t.cpp	368	// Step 1: Execute first describe query (sets describe_mode=true, saves table name)	COMMENT
LOW	…/tap/tests/pgsql-admin_metacmds_describe_queries-t.cpp	383	// Step 2: Execute second describe query (uses saved table name)	COMMENT
LOW⚡	…/tap/tests/pgsql-admin_metacmds_describe_queries-t.cpp	396	// Step 3: Execute NON-DESCRIBE query (should reset describe_mode=false)	COMMENT
LOW⚡	…/tap/tests/pgsql-admin_metacmds_describe_queries-t.cpp	405	// Step 4: Execute new describe query with different table	COMMENT
LOW	…/tap/tests/pgsql-admin_metacmds_describe_queries-t.cpp	423	// Step 5: Verify pg_attribute works with new table	COMMENT
LOW	test/tap/tests/mcp_stats_refresh-t.cpp	252	// Step 1: Get initial connection count via MCP stats	COMMENT
107 more matches not shown…

Verbosity Indicators121 hits · 203 pts

Severity	File	Line	Snippet	Context
LOW⚡	…/tests/pgsql-transaction_variable_state_tracking-t.cpp	1291	// Step 1: Simple query BEGIN - verify it succeeded	COMMENT
LOW⚡	…/tests/pgsql-transaction_variable_state_tracking-t.cpp	1301	// Step 2: Enter pipeline mode and SET	COMMENT
LOW⚡	…/tests/pgsql-transaction_variable_state_tracking-t.cpp	1430	// Step 2: Simple query SET	COMMENT
LOW⚡	…/tests/pgsql-transaction_variable_state_tracking-t.cpp	1433	// Step 3: Re-enter pipeline mode and COMMIT	COMMENT
LOW⚡	…/tests/pgsql-transaction_variable_state_tracking-t.cpp	2894	// Step 1: Set a variable to create marker state	COMMENT
LOW⚡	…/tests/pgsql-transaction_variable_state_tracking-t.cpp	2899	// Step 2: Enter pipeline mode	COMMENT
LOW⚡	…/tests/pgsql-transaction_variable_state_tracking-t.cpp	2905	// Step 3: Send RESET ALL (may be rejected due to startup mismatch)	COMMENT
LOW⚡	…/tests/pgsql-transaction_variable_state_tracking-t.cpp	2912	// Step 4: Send a subsequent query - this tests the pipeline reset fix	COMMENT
LOW⚡	…/tests/pgsql-transaction_variable_state_tracking-t.cpp	2919	// Step 5: Sync	COMMENT
LOW⚡	…/tests/pgsql-transaction_variable_state_tracking-t.cpp	2926	// Step 6: Consume results with proper loop (like working tests)	COMMENT
LOW⚡	…/tests/pgsql-transaction_variable_state_tracking-t.cpp	2981	// Step 1: Set a marker value	COMMENT
LOW⚡	…/tests/pgsql-transaction_variable_state_tracking-t.cpp	2984	// Step 2: Enter pipeline mode	COMMENT
LOW⚡	…/tests/pgsql-transaction_variable_state_tracking-t.cpp	2990	// Step 3: Send RESET DateStyle	COMMENT
LOW⚡	…/tests/pgsql-transaction_variable_state_tracking-t.cpp	2997	// Step 4: Send subsequent query	COMMENT
LOW⚡	…/tests/pgsql-transaction_variable_state_tracking-t.cpp	3004	// Step 5: Sync	COMMENT
LOW⚡	…/tests/pgsql-transaction_variable_state_tracking-t.cpp	3011	// Step 6: Consume results with proper loop	COMMENT
LOW	…/tests/pgsql-transaction_variable_state_tracking-t.cpp	1366	// Step 3: Simple query ROLLBACK	COMMENT
LOW	…/tests/pgsql-transaction_variable_state_tracking-t.cpp	1393	// Step 1: Enter pipeline mode and BEGIN	COMMENT
LOW	…/tests/pgsql-transaction_variable_state_tracking-t.cpp	1489	// Step 1: Simple query BEGIN and first SET	COMMENT
LOW	…/tests/pgsql-transaction_variable_state_tracking-t.cpp	1508	// Step 2: Enter pipeline mode for second SET and COMMIT	COMMENT
LOW	…/tests/pgsql-transaction_variable_state_tracking-t.cpp	1603	// Step 1: Enter pipeline mode, BEGIN, SET, then exit	COMMENT
LOW	…/tests/pgsql-transaction_variable_state_tracking-t.cpp	1674	// Step 2: Simple query ROLLBACK	COMMENT
LOW	…/tests/pgsql-transaction_variable_state_tracking-t.cpp	1937	// Step 1: Get original value and seed pool with marked connections	COMMENT
LOW	…/tests/pgsql-transaction_variable_state_tracking-t.cpp	1969	// Step 2: Create connections with startup parameter -15 (different from marker '3')	COMMENT
LOW⚡	test/tap/tests/pgsql-test_malformed_packet-t.cpp	642	// Step 6: Send the malformed packet on the authenticated connection	COMMENT
LOW⚡	test/tap/tests/pgsql-test_malformed_packet-t.cpp	649	// Step 7: Wait for a response to the packet.	COMMENT
LOW⚡	…pgsql-reg_test_5300_threshold_resultset_deadlock-t.cpp	178	// Step 1: Prepare statement (backend operation)	COMMENT
LOW⚡	…pgsql-reg_test_5300_threshold_resultset_deadlock-t.cpp	183	// Step 2: Initial Describe to verify statement exists (backend operation)	COMMENT
LOW⚡	…pgsql-reg_test_5300_threshold_resultset_deadlock-t.cpp	187	// Step 3: Send flood of Close Statement messages (NO backend routing)	COMMENT
LOW⚡	…pgsql-reg_test_5300_threshold_resultset_deadlock-t.cpp	199	// Step 4: Send Describe (backend operation - REQUIRES backend connection)	COMMENT
LOW⚡	…pgsql-reg_test_5300_threshold_resultset_deadlock-t.cpp	208	// Step 5: Send Sync to complete extended query frame	COMMENT
LOW⚡	…pgsql-reg_test_5300_threshold_resultset_deadlock-t.cpp	212	// Step 6: Wait for completion	COMMENT
LOW⚡	…pgsql-reg_test_5300_threshold_resultset_deadlock-t.cpp	261	// Step 3: Send flood of Close Statement messages (NO backend routing)	COMMENT
LOW⚡	…pgsql-reg_test_5300_threshold_resultset_deadlock-t.cpp	270	// Step 4: Send Bind (backend operation)	COMMENT
LOW⚡	…pgsql-reg_test_5300_threshold_resultset_deadlock-t.cpp	276	// Step 5: Send Execute (backend operation - DEADLOCK TRIGGER)	COMMENT
LOW⚡	…pgsql-reg_test_5300_threshold_resultset_deadlock-t.cpp	282	// Step 6: Send Sync to complete extended query frame	COMMENT
LOW⚡	…pgsql-reg_test_5300_threshold_resultset_deadlock-t.cpp	286	// Step 7: Wait for completion	COMMENT
LOW⚡	…t/tap/tests/test_binlog_dump_multi_backend_crash-t.cpp	57	// Step 0: Connect to ProxySQL admin	COMMENT
LOW⚡	…t/tap/tests/test_binlog_dump_multi_backend_crash-t.cpp	67	// Step 1: Connect to MySQL backend directly, check binlog, set wait_timeout	COMMENT
LOW	…t/tap/tests/test_binlog_dump_multi_backend_crash-t.cpp	95	// Step 2: Discover hostgroup topology	COMMENT
LOW	…t/tap/tests/test_binlog_dump_multi_backend_crash-t.cpp	163	// Step 3: Connect to ProxySQL and create backends in both hostgroups	COMMENT
LOW	…t/tap/tests/test_binlog_dump_multi_backend_crash-t.cpp	229	// Step 4: Send COM_BINLOG_DUMP via mariadb_rpl	COMMENT
LOW	…t/tap/tests/test_binlog_dump_multi_backend_crash-t.cpp	273	// Step 5: Wait for the idle backend (reader_hg) to be closed by MySQL	COMMENT
LOW	…t/tap/tests/test_binlog_dump_multi_backend_crash-t.cpp	292	// Step 6: Verify ProxySQL did not crash	COMMENT
LOW	…/tap/tests/pgsql-admin_metacmds_describe_queries-t.cpp	368	// Step 1: Execute first describe query (sets describe_mode=true, saves table name)	COMMENT
LOW	…/tap/tests/pgsql-admin_metacmds_describe_queries-t.cpp	383	// Step 2: Execute second describe query (uses saved table name)	COMMENT
LOW⚡	…/tap/tests/pgsql-admin_metacmds_describe_queries-t.cpp	396	// Step 3: Execute NON-DESCRIBE query (should reset describe_mode=false)	COMMENT
LOW⚡	…/tap/tests/pgsql-admin_metacmds_describe_queries-t.cpp	405	// Step 4: Execute new describe query with different table	COMMENT
LOW	…/tap/tests/pgsql-admin_metacmds_describe_queries-t.cpp	423	// Step 5: Verify pg_attribute works with new table	COMMENT
LOW	test/tap/tests/mcp_stats_refresh-t.cpp	252	// Step 1: Get initial connection count via MCP stats	COMMENT
LOW	test/tap/tests/mcp_stats_refresh-t.cpp	294	// Step 2: Create several new MySQL connections to the frontend port	COMMENT
LOW	test/tap/tests/mcp_stats_refresh-t.cpp	312	// Step 3: Query connection count again	COMMENT
LOW	test/tap/tests/mcp_stats_refresh-t.cpp	331	// Step 4: Verify count increased	COMMENT
LOW	test/tap/tests/pgsql-test_dns_cache-t.cpp	225	// Step 1: IP literal must NOT cause DNS work	COMMENT
LOW	test/tap/tests/pgsql-test_dns_cache-t.cpp	240	// Step 2: Resolvable hostname populates record_updated	COMMENT
LOW	test/tap/tests/pgsql-test_dns_cache-t.cpp	261	// Step 3: Client connect through proxy hits the cache	COMMENT
LOW	test/tap/tests/pgsql-test_dns_cache-t.cpp	279	// Step 4: Whitespace around hostname is trimmed before resolution	COMMENT
LOW	test/tap/tests/pgsql-test_dns_cache-t.cpp	292	// Step 5: Unresolvable hostname — lookup is queried but produces nothing	COMMENT
LOW	test/tap/tests/pgsql-test_dns_cache-t.cpp	325	// Step 6: Removing servers drops orphaned cache records	COMMENT
LOW	test/tap/tests/pgsql-test_dns_cache-t.cpp	352	// Step 7: Disabled cache (refresh_interval=0) flatlines counters	COMMENT
61 more matches not shown…

Modern AI Meta-Vocabulary48 hits · 142 pts

Severity	File	Line	Snippet	Context
MEDIUM	.aider.conf.yml	48	## Specify a file with context window and costs for unknown models	COMMENT
MEDIUM	test/infra/control/start-proxysql-isolated.bash	157	# Same pattern for the genai plugin (post-carve-out, GenAI/MCP/RAG/LLM	COMMENT
MEDIUM	test/tap/tests/test_mcp_rag_metrics-t.sh	2	# TAP integration test for authenticated RAG requests, metrics, and logging.	COMMENT
MEDIUM	test/tap/tests/test_mcp_rag_metrics-t.sh	38	echo "msg: # === MCP RAG Metrics Test Suite ==="	CODE
MEDIUM	test/tap/tests/rag_stats_testing/prepare_test_db.sh	2	# Seed the RAG database opened by the ProxySQL process using Python stdlib.	COMMENT
MEDIUM	…/tap/tests/rag_stats_testing/test_rag_tool_counters.sh	2	# Verify RAG tool counters by measuring deltas without clearing shared stats.	COMMENT
MEDIUM	test/tap/tests/rag_stats_testing/test_rag_search_log.sh	2	# Verify RAG search logging with run-unique rows and no global table reset.	COMMENT
MEDIUM	plugins/genai/include/MySQL_Tool_Handler.h	60	// Query guardrails	COMMENT
MEDIUM	plugins/genai/include/Query_Tool_Handler.h	80	// Query guardrails	COMMENT
MEDIUM	…powers/plans/2026-07-08-pgsql-sp1-tap-coverage-gaps.md	59	## Task 1: Wire-level auth-challenge test scaffold + cleartext case	COMMENT
MEDIUM	…uperpowers/plans/2026-07-08-pgsql-sp3-driver-matrix.md	52	## Task 1: Multi-language runner image + CLI/subprocess scaffolding	COMMENT
MEDIUM	…uperpowers/plans/2026-06-14-pgsql-native-scram-plus.md	228	# Task 2: libscram scaffolding — ScramState fields, init, free, setter	COMMENT
MEDIUM	…s/superpowers/plans/2026-05-03-genai-features-batch.md	759	## Task 8: RAG — Add content_hash Column (Feature D, Part 1)	COMMENT
MEDIUM	…s/superpowers/plans/2026-05-03-genai-features-batch.md	835	## Task 9: RAG — Hash-Based Update Detection (Feature D, Part 2)	COMMENT
MEDIUM	…s/superpowers/plans/2026-05-03-genai-features-batch.md	919	## Task 10: RAG — Delete Detection (Feature D, Part 3)	COMMENT
MEDIUM	…powers/plans/2026-04-16-step0-protocolx-cherry-pick.md	369	## Task 6: Cherry-pick Batch 5 — mysqlx reference-plugin scaffold	COMMENT
MEDIUM	…powers/specs/2026-05-03-genai-features-batch-design.md	170	## Feature D: RAG Incremental Sync	COMMENT
MEDIUM	…powers/specs/2026-05-03-genai-features-batch-design.md	247	#### MCP RAG tool compatibility	COMMENT
MEDIUM	scripts/mcp/test_rag.sh	3	# test_rag.sh - Test RAG functionality via MCP endpoint	COMMENT
MEDIUM	scripts/mcp/test_rag.sh	134	# Test specific RAG tools	COMMENT
MEDIUM	scripts/mcp/test_rag.sh	160	# Test RAG admin stats	COMMENT
MEDIUM	…veryAgent/ClaudeCode_Headless/headless_db_discovery.sh	49	TIMEOUT=3600 # 1 hour default (multi-agent discovery takes longer)	CODE
MEDIUM	doc/rag-documentation.md	1	# RAG (Retrieval-Augmented Generation) in ProxySQL	COMMENT
MEDIUM	doc/rag-documentation.md	122	# Test RAG functionality via MCP endpoint	COMMENT
MEDIUM	doc/rag-documentation.md	125	# Test RAG database schema	COMMENT
MEDIUM	doc/rag-examples.md	1	# RAG Tool Examples	COMMENT
MEDIUM	doc/rag-examples.md	18	### List all RAG tools	COMMENT
MEDIUM	doc/rag-doxygen-documentation-summary.md	1	# RAG Subsystem Doxygen Documentation Summary	COMMENT
MEDIUM	doc/RELEASE_NOTES_WORKFLOW.md	8	# 1. Run the orchestration script	COMMENT
MEDIUM	doc/rag-doxygen-documentation.md	1	# RAG Subsystem Doxygen Documentation	COMMENT
MEDIUM	doc/GH-Actions/README.md	444	# 2. Sparse-checkout just the CI orchestration + group definitions.	COMMENT
MEDIUM	doc/VECTOR_FEATURES/EXTERNAL_LLM_SETUP.md	55	# Start llama-server with embedding model	COMMENT
MEDIUM	doc/RAG/rag_system_prompt.md	1	# Agent System Prompt: ProxySQL RAG Orchestrator	COMMENT
MEDIUM	doc/RAG/RAG_COMPLETION_SUMMARY.md	1	# RAG Implementation Completion Summary	COMMENT
MEDIUM	doc/RAG/sql-examples.md	1	# ProxySQL RAG Index — SQL Examples (FTS, Vectors, Hybrid)	COMMENT
MEDIUM	doc/RAG/architecture-runtime-retrieval.md	1	# ProxySQL RAG Engine — Runtime Retrieval Architecture (v0 Blueprint)	COMMENT
MEDIUM	doc/RAG/architecture-runtime-retrieval.md	15	## 1. The runtime role of ProxySQL in a RAG system	COMMENT
MEDIUM	doc/RAG/RAG_FILE_SUMMARY.md	1	# RAG Implementation File Summary	COMMENT
MEDIUM	doc/RAG/architecture-data-model.md	1	# ProxySQL RAG Index — Data Model & Ingestion Architecture (v0 Blueprint)	COMMENT
MEDIUM	doc/RAG/chunking-and-embedding-guide.md	1	# RAG Source Configuration Guide: `chunking_json` and `embedding_json`	COMMENT
MEDIUM	doc/RAG/ingest-usage-guide.md	1	# RAG Ingestion Tool - Usage Guide (MySQL Protocol Version)	COMMENT
MEDIUM	doc/RAG/ingest-usage-guide.md	18	# 2. Initialize the RAG database schema	COMMENT
MEDIUM	doc/RAG/ingest-usage-guide.md	35	### Step 1: Initialize the RAG Database	COMMENT
MEDIUM	doc/RAG/RAG_IMPLEMENTATION_COMPLETE.md	1	# ProxySQL RAG Subsystem Implementation - Complete	COMMENT
MEDIUM	doc/RAG/RAG_IMPLEMENTATION_COMPLETE.md	9	### 1. RAG Tool Handler	COMMENT
MEDIUM	doc/RAG/mcp-tools.md	1	# MCP Tooling for ProxySQL RAG Engine (v0 Blueprint)	COMMENT
MEDIUM	doc/RAG/embeddings-design.md	1	# ProxySQL RAG Index — Embeddings & Vector Retrieval Design (Chunk-Level) (v0→v1 Blueprint)	COMMENT
MEDIUM	doc/plugin-chassis/FILE_CHANGES.md	162	## G. Chassis: test scaffolding	COMMENT

Cross-Language Confusion19 hits · 111 pts

Severity	File	Line	Snippet	Context
HIGH⚡	tools/pgsql_user_sync/tests/test_pgsql_user_sync.py	459	'{"proxysql_pgsql_user_sync": null}',	STRING
HIGH	test/infra/control/test_ci_engine_ref.py	73	for contents in ['{', '[]', '{"schema":"2"}', '{"schema":null}', '{"schema":true}', '{"schema":2.5}']:	CODE
HIGH⚡	test/infra/control/validate_fork_pr_builds.py	79	``inputs.trusted && a \|\| b`` or ``(inputs.trusted && a) \|\| b``, where	STRING
HIGH⚡	test/infra/control/validate_fork_pr_builds.py	79	``inputs.trusted && a \|\| b`` or ``(inputs.trusted && a) \|\| b``, where	STRING
HIGH⚡	test/infra/control/validate_fork_pr_builds.py	83	``inputs.trusted && failure() && !cancelled() && (a \|\| b)`` -- so only	STRING
HIGH⚡	test/infra/control/validate_fork_pr_builds.py	83	``inputs.trusted && failure() && !cancelled() && (a \|\| b)`` -- so only	STRING
HIGH⚡	…/infra/control/test_dependency_artifact_publication.py	173	self.assertIn('inputs.source_ref \|\| github.event.pull_request.head.sha \|\| github.sha', plan)	CODE
HIGH⚡	test/infra/control/test_validate_fork_pr_builds.py	115	docs[2]['jobs']['finalize']={'if':'${{ inputs.trusted && always() }}','steps':[{'uses':'actions/upload-artifact@	CODE
HIGH⚡	test/infra/control/test_validate_fork_pr_builds.py	126	"${{ inputs.trusted && failure() \|\| cancelled() }}",	CODE
HIGH⚡	test/infra/control/test_validate_fork_pr_builds.py	127	"${{ (inputs.trusted && failure()) \|\| cancelled() }}",	CODE
HIGH⚡	test/infra/control/test_validate_fork_pr_builds.py	136	"${{ inputs.trusted && (a \|\| b) && (c \|\| d) }}",	CODE
HIGH⚡	test/infra/control/test_validate_fork_pr_builds.py	137	"${{ inputs.trusted && always() }}",	CODE
HIGH⚡	test/infra/control/test_validate_fork_pr_builds.py	150	'(!github.event.workflow_run \|\| github.event.workflow_run.head_repository.full_name == github.repository) }}	CODE
HIGH⚡	test/infra/control/test_validate_fork_pr_builds.py	271	"${{ inputs.trusted && failure() \|\| cancelled() }}",	CODE
HIGH⚡	test/infra/control/test_validate_fork_pr_builds.py	272	"${{ (inputs.trusted && failure()) \|\| cancelled() }}",	CODE
HIGH	test/infra/control/test_validate_fork_pr_builds.py	17	"${{ inputs.trusted && failure() && !cancelled() "	CODE
HIGH	test/infra/control/test_validate_fork_pr_builds.py	27	"if": "${{ !github.event.workflow_run \|\| github.event.workflow_run.head_repository.full_name == github.r	CODE
HIGH	test/infra/control/test_validate_fork_pr_builds.py	90	{"name": "Upload handoff (src)", "if": "${{ inputs.trusted && success() }}", "uses": "actions/upload	CODE
HIGH	test/infra/control/test_ci_skip_label.py	119	base = '${{ github.workflow }}-${{ github.event.pull_request.number \|\| github.ref_name }}'	CODE

Excessive Try-Catch Wrapping98 hits · 111 pts

Severity	File	Line	Snippet	Context
LOW	tools/pgsql_user_sync/proxysql_pgsql_user_sync.py	701	except Exception:	CODE
LOW	tools/pgsql_user_sync/proxysql_pgsql_user_sync.py	752	except Exception:	CODE
LOW	tools/pgsql_user_sync/proxysql_pgsql_user_sync.py	800	except Exception:	CODE
LOW	tools/pgsql_user_sync/proxysql_pgsql_user_sync.py	825	except Exception:	CODE
LOW	tools/pgsql_user_sync/proxysql_pgsql_user_sync.py	863	except Exception:	CODE
LOW	tools/pgsql_user_sync/proxysql_pgsql_user_sync.py	872	except Exception:	CODE
LOW⚡	tools/pgsql_user_sync/proxysql_pgsql_user_sync.py	887	except Exception:	CODE
LOW⚡	tools/pgsql_user_sync/proxysql_pgsql_user_sync.py	895	except Exception:	CODE
LOW⚡	tools/pgsql_user_sync/proxysql_pgsql_user_sync.py	903	except Exception:	CODE
LOW⚡	tools/pgsql_user_sync/proxysql_pgsql_user_sync.py	909	except Exception:	CODE
LOW⚡	tools/pgsql_user_sync/proxysql_pgsql_user_sync.py	915	except Exception:	CODE
MEDIUM	tools/pgsql_user_sync/proxysql_pgsql_user_sync.py	729	def fetch_snapshot(self) -> list[tuple[str, str]]:	CODE
LOW	test/infra/control/test_startup_tls_ownership.py	89	except Exception:	CODE
LOW	test/tap/tests/test_sqlite3_from_unixtime-t.py	24	except Exception as e:	CODE
LOW	test/tap/tests/pgsql-user-sync-t.py	174	except Exception:	CODE
LOW	test/tap/tests/pgsql-user-sync-t.py	187	except Exception:	CODE
LOW	test/tap/tests/pgsql-user-sync-t.py	289	except Exception as error:	CODE
LOW	…g_test_3992_fast_forward_malformed_packet-pymysql-t.py	29	except Exception as e:	CODE
LOW	test/tap/groups/test_6197_prepare_outcome.py	96	except Exception as exc:	STRING
MEDIUM	test/tap/groups/test_6197_prepare_outcome.py	77	def serve():	CODE
LOW	test/tap/noise/noise_stats_poller.py	39	except Exception as e:	CODE
MEDIUM	test/tap/noise/noise_stats_poller.py	40	print(f"Error in noise poller: {e}", file=sys.stderr)	CODE
LOW	test/scripts/mysqlx/behavioral_validation.py	90	except Exception as e:	CODE
LOW	test/scripts/mysqlx/behavioral_validation.py	102	except Exception:	CODE
LOW⚡	test/scripts/mysqlx/behavioral_validation.py	127	except Exception as e:	CODE
LOW⚡	test/scripts/mysqlx/behavioral_validation.py	135	except Exception as e:	CODE
LOW⚡	test/scripts/mysqlx/behavioral_validation.py	142	except Exception:	CODE
LOW	test/scripts/mysqlx/behavioral_validation.py	230	except Exception as e:	CODE
LOW	test/scripts/mysqlx/behavioral_validation.py	244	except Exception as e:	CODE
LOW	test/scripts/mysqlx/stress.py	94	except Exception as e:	CODE
LOW	test/scripts/mysqlx/stress.py	105	except Exception:	CODE
LOW	test/scripts/mysqlx/stress.py	141	except Exception:	CODE
MEDIUM	test/scripts/mysqlx/stress.py	101	def find_proxysql_pid() -> Optional[int]:	CODE
MEDIUM	test/scripts/mysqlx/stress.py	129	def fetch_route_stats(args) -> List[dict]:	CODE
LOW	test/scripts/bin/proxysql-tester.py	214	except Exception as e:	CODE
LOW	test/scripts/bin/proxysql-tester.py	262	except Exception as e:	CODE
LOW⚡	test/scripts/bin/proxysql-tester.py	1347	except Exception as e:	STRING
LOW	test/scripts/bin/proxysql-tester.py	702	except Exception as e:	STRING
LOW	test/scripts/bin/proxysql-tester.py	803	except Exception as e:	STRING
LOW	test/scripts/bin/proxysql-tester.py	836	except Exception as e:	STRING
LOW	test/scripts/bin/proxysql-tester.py	899	except Exception as e:	STRING
LOW	test/scripts/bin/proxysql-tester.py	941	except Exception as log_error:	STRING
LOW	test/scripts/bin/proxysql-tester.py	973	except Exception as e:	STRING
LOW	test/scripts/bin/proxysql-tester.py	1210	except Exception as e:	STRING
LOW	test/scripts/bin/proxysql-tester.py	1420	except Exception as e:	STRING
LOW	test/scripts/lib/utils.py	49	except Exception:	CODE
LOW	test/scripts/lib/utils.py	67	except Exception as e:	CODE
LOW	test/scripts/lib/utils.py	99	except Exception as e:	CODE
LOW	test/pg-compat/behaviors/transactions.py	63	except Exception:	CODE
LOW	scripts/stats_scrapper.py	78	except Exception as err:	CODE
MEDIUM	scripts/stackexchange_posts.py	113	print(f"Error retrieving parent posts: {e}")	STRING
MEDIUM	scripts/stackexchange_posts.py	148	print(f"Error retrieving child posts (chunk {i//chunk_size + 1}): {e}")	STRING
MEDIUM	scripts/stackexchange_posts.py	168	print(f"Error checking existing posts: {e}")	CODE
LOW	scripts/stackexchange_posts.py	389	except Exception as e:	CODE
LOW	scripts/kill_idle_backend_conns.py	78	except Exception as err:	CODE
LOW	scripts/copy_stackexchange_Posts_mysql_to_sqlite3.py	75	except Exception as e:	CODE
LOW	scripts/copy_stackexchange_Posts_mysql_to_sqlite3.py	84	except Exception as e:	CODE
LOW	scripts/copy_stackexchange_Posts_mysql_to_sqlite3.py	122	except Exception as e:	CODE
MEDIUM	scripts/copy_stackexchange_Posts_mysql_to_sqlite3.py	125	print(f"Error inserting row {rows+1}: {e}")	CODE
LOW	scripts/copy_stackexchange_Posts_mysql_to_sqlite3.py	171	except Exception as e:	CODE
38 more matches not shown…

Empty Error Handlers21 hits · 105 pts

Severity	File	Line	Snippet	Context
HIGH	scenarios.py	64	except:	CODE
HIGH	tools/pgsql_user_sync/proxysql_pgsql_user_sync.py	701	except Exception:	CODE
HIGH	test/infra/control/test_unit_runner_timeout.py	65	except ProcessLookupError:	CODE
HIGH	test/infra/control/test_unit_runner_timeout.py	117	except ProcessLookupError:	CODE
HIGH	test/infra/control/test_startup_tls_ownership.py	82	except OSError:	CODE
HIGH	test/tap/groups/lint_group_coverage.py	137	except OSError:	CODE
HIGH	test/scripts/mysqlx/behavioral_validation.py	102	except Exception:	CODE
HIGH	test/scripts/mysqlx/behavioral_validation.py	142	except Exception:	CODE
HIGH	test/scripts/mysqlx/stress.py	119	except FileNotFoundError:	CODE
HIGH	test/scripts/mysqlx/stress.py	124	except (FileNotFoundError, PermissionError):	CODE
HIGH	test/scripts/bin/proxysql-tester.py	498	except:	CODE
HIGH	test/scripts/bin/proxysql-tester.py	511	except:	CODE
HIGH	test/scripts/bin/proxysql-tester.py	525	except:	CODE
HIGH	test/scripts/bin/proxysql-tester.py	539	except:	CODE
HIGH	test/pg-compat/behaviors/transactions.py	63	except Exception:	CODE
HIGH	scripts/nlp_search_demo.py	79	except:	CODE
HIGH	scripts/lint/normalize-clang-tidy.py	52	except Exception:	CODE
HIGH	scripts/lint/normalize-clang-tidy.py	58	except Exception:	CODE
HIGH	…coveryAgent/ClaudeCode_Headless/two_phase_discovery.py	247	except:	CODE
HIGH	…coveryAgent/ClaudeCode_Headless/two_phase_discovery.py	251	except:	CODE
HIGH	scripts/release-tools/orchestrate_release.py	48	except:	CODE

AI Slop Vocabulary31 hits · 90 pts

Severity	File	Line	Snippet	Context
MEDIUM	…infra/infra-dbdeployer-pgsql17-repl/docker-compose.yml	16	# name so downstream SP-2 tasks (harness/ProxySQL) resolve the backend.	COMMENT
MEDIUM	…infra/infra-dbdeployer-pgsql17-repl/docker-compose.yml	29	# that name so downstream SP-2 tasks (harness/ProxySQL) resolve it.	COMMENT
MEDIUM	test/infra/control/run-tests-isolated.bash	519	# Basename matching is robust to GCOV_PREFIX_STRIP and	COMMENT
MEDIUM	test/tap/tests/test_mysqlx_soak_stress-t.sh	8	# over time. The harness has its own pass/fail logic (error rate <	COMMENT
MEDIUM	test/tap/tests/test_mysqlx_soak_stress-t.sh	18	# exit. Without it a missing harness file or a Python exception	COMMENT
MEDIUM	test/tap/tests/test_mysqlx_soak_behavioral-t.sh	4	# behavioral_validation.py harness (issues #5677, #5678).	COMMENT
MEDIUM	test/tap/tests/test_mysqlx_soak_behavioral-t.sh	7	# harness. Expects the proxysql.${INFRA_ID} container to be up with	COMMENT
MEDIUM	test/tap/tests/test_mysqlx_soak_behavioral-t.sh	24	# exit. Without it a missing harness file or a Python exception	COMMENT
MEDIUM	test/tap/tests/pgsql-set_statement_test-t.cpp	419	// Use a longer timeout and more robust result consumption	COMMENT
MEDIUM	test/tap/groups/mysqlx-soak/setup-infras.bash	19	# The harness scripts (behavioral_validation.py, stress.py) are then	COMMENT
MEDIUM	test/tap/groups/mysqlx-soak/setup-infras.bash	106	# surfaced in soak as 100% error rate in the stress harness and as	COMMENT
MEDIUM	test/tap/groups/mysqlx-soak/env.sh	2	# MySQL 8.4 backend. This group runs operational harness scripts —	COMMENT
MEDIUM	test/tap/groups/mysqlx-soak/env.sh	8	# isolated docker harness so the plugin is exercised end-to-end the	COMMENT
MEDIUM	test/tap/groups/mysqlx-soak/env.sh	20	# No ProxySQL cluster needed for this harness; a single primary node	COMMENT
MEDIUM	test/tap/groups/mysqlx-soak/env.sh	26	# tells the plugin to bind on. Matches the harness's --proxysql-port	COMMENT
MEDIUM	test/tap/groups/pg-compat/env.sh	5	# SP-2 tasks (Toxiproxy, ProxySQL config, pytest harness) consume THESE vars.	COMMENT
MEDIUM	test/scripts/mysqlx/stress.py	202	# this harness, we just count the churn intent in the	COMMENT
MEDIUM	test/pg-compat/conftest.py	19	# client_encoding pinned to UTF8 for the same reason harness/targets.py	COMMENT
MEDIUM	test/pg-compat/xfail.toml	22	# Format (see harness/xfail.py for the loader):	COMMENT
MEDIUM	test/pg-compat/xfail.toml	36	# test -- typically because the harness neutralizes it (e.g. by pinning a	COMMENT
MEDIUM	test/pg-compat/harness/targets.py	31	# psycopg is imported so callers can ``from harness import targets`` and reach	COMMENT
MEDIUM	test/pg-compat/behaviors/connect.py	14	# harness/targets.py's encoding rationale (backend DBs default to	COMMENT
MEDIUM	plugins/genai/src/tool_handlers/RAG_Tool_Handler.cpp	1722	// This is a basic validation - in production, more robust validation should be used	COMMENT
MEDIUM	…veryAgent/ClaudeCode_Headless/headless_db_discovery.sh	8	# comprehensive database discovery using 4 collaborating agents:	COMMENT
MEDIUM⚡	scripts/release-tools/orchestrate_release.py	41	"""Generate comprehensive prompt for LLM."""	STRING
MEDIUM	lib/PgSQL_Connection.cpp	3116	// but copying keeps us robust against the dangling-pointer rule).	COMMENT
MEDIUM⚡	lib/Chart_bundle_js.cpp	1	char * Chart_bundle_js_c = (char ) "/!\n * Chart.js\n * http://chartjs.org/\n * Version: 2.7.1\n \n Copyright 2017	CODE
MEDIUM⚡	lib/Chart_bundle_js.cpp	1	char * Chart_bundle_js_c = (char ) "/!\n * Chart.js\n * http://chartjs.org/\n * Version: 2.7.1\n \n Copyright 2017	CODE
LOW⚡	lib/Chart_bundle_js.cpp	1	char * Chart_bundle_js_c = (char ) "/!\n * Chart.js\n * http://chartjs.org/\n * Version: 2.7.1\n \n Copyright 2017	CODE
MEDIUM⚡	lib/Chart_bundle_js.cpp	1	char * Chart_bundle_js_c = (char ) "/!\n * Chart.js\n * http://chartjs.org/\n * Version: 2.7.1\n \n Copyright 2017	CODE
MEDIUM⚡	lib/Chart_bundle_js.cpp	1	char * Chart_bundle_js_c = (char ) "/!\n * Chart.js\n * http://chartjs.org/\n * Version: 2.7.1\n \n Copyright 2017	CODE

Synthetic Comment Markers11 hits · 58 pts

Severity	File	Line	Snippet	Context
HIGH	plugins/mysql_router/src/metadata_client.cpp	270	// least as strict as requested.	COMMENT
HIGH	doc/AI-DOCUMENTATION-FRAMEWORK.md	33	> ⚠️ Important Notice: This documentation was generated by AI and may contain inaccuracies.	CODE
HIGH	doc/AI-DOCUMENTATION-FRAMEWORK.md	45	├── ai-generated/ # AI-generated exploration guides	CODE
HIGH	doc/LLM_Bridge/README.md	267	\| Machine learning is a subset of artificial intelligence \| Generated by llama3.2 \| 0 \| openai \|	CODE
HIGH	doc/ai-generated/DOCUMENTATION-INDEX.md	3	> ⚠️ Important Notice: This documentation was generated by AI and may contain inaccuracies.	CODE
HIGH	doc/ai-generated/architecture/VISUAL-GUIDE.md	3	> ⚠️ Important Notice: This documentation was generated by AI and may contain inaccuracies.	CODE
HIGH	doc/ai-generated/architecture/PROJECT-LAYOUT.md	3	> ⚠️ Important Notice: This documentation was generated by AI and may contain inaccuracies.	CODE
HIGH	doc/ai-generated/architecture/TEST-PIPELINE.md	3	> ⚠️ Important Notice: This documentation was generated by AI and may contain inaccuracies.	CODE
HIGH	doc/ai-generated/architecture/ARCHITECTURE-OVERVIEW.md	3	> ⚠️ Important Notice: This documentation was generated by AI and may contain inaccuracies.	CODE
HIGH	doc/ai-generated/architecture/RELEASE-PIPELINE.md	3	> ⚠️ Important Notice: This documentation was generated by AI and may contain inaccuracies.	CODE
HIGH	…ai-generated/architecture/ENHANCEMENT-OPPORTUNITIES.md	3	> ⚠️ Important Notice: This documentation was generated by AI and may contain inaccuracies.	CODE

Deep Nesting61 hits · 57 pts

Severity	File	Line	Context
LOW	tools/pgsql_user_sync/proxysql_pgsql_user_sync.py	836	CODE
LOW	test/infra/control/test_clickhouse_build.py	27	CODE
LOW	test/infra/control/test_clickhouse_build.py	82	CODE
LOW	test/infra/control/test_startup_tls_ownership.py	23	CODE
LOW	test/infra/control/test_check_ci_tier_fanout.py	97	CODE
LOW	test/infra/control/test_check_ci_tier_fanout.py	215	CODE
LOW	test/infra/control/test_check_ci_tier_fanout.py	267	CODE
LOW	test/infra/control/test_check_ci_tier_fanout.py	297	CODE
LOW	test/infra/control/test_check_ci_tier_fanout.py	372	CODE
LOW	test/infra/control/test_check_ci_tier_fanout.py	385	CODE
LOW	…/infra/control/test_dependency_artifact_autopublish.py	18	CODE
LOW	test/infra/control/ci_tier_conditions.py	59	CODE
LOW	test/infra/control/validate_fork_pr_builds.py	74	CODE
LOW	test/infra/control/test_dependency_artifact_tsan.py	126	CODE
LOW	test/infra/control/test_validate_fork_pr_builds.py	155	CODE
LOW	test/infra/control/test_ci_skip_label.py	54	CODE
LOW	test/infra/control/test_ci_skip_label.py	78	CODE
LOW	test/infra/control/check_ci_tier_fanout.py	113	CODE
LOW	test/tap/groups/check_groups.py	36	CODE
LOW	test/tap/groups/check_groups.py	66	CODE
LOW	test/tap/groups/test_6197_prepare_outcome.py	70	CODE
LOW	test/tap/groups/test_6197_prepare_outcome.py	77	CODE
LOW	test/tap/groups/lint_group_coverage.py	90	CODE
LOW	test/tap/groups/lint_group_coverage.py	127	CODE
LOW	test/tap/groups/test_ai_group_shards.py	112	CODE
LOW	test/tap/groups/test_ai_group_shards.py	145	CODE
LOW	test/scripts/mysqlx/stress.py	109	CODE
LOW	test/scripts/bin/proxysql-tester.py	266	CODE
LOW	test/scripts/bin/proxysql-tester.py	331	CODE
LOW	test/scripts/bin/proxysql-tester.py	370	CODE
LOW	test/scripts/bin/proxysql-tester.py	1001	CODE
LOW	test/scripts/bin/proxysql-tester.py	1065	CODE
LOW	test/scripts/bin/proxysql-tester.py	1351	CODE
LOW	test/scripts/bin/proxysql-tester.py	551	CODE
LOW	scripts/stackexchange_posts.py	118	CODE
LOW	scripts/stackexchange_posts.py	231	CODE
LOW	scripts/nlp_search_demo.py	463	CODE
LOW	scripts/nlp_search_demo.py	46	CODE
LOW	scripts/nlp_search_demo.py	228	CODE
LOW	scripts/nlp_search_demo.py	422	CODE
LOW	scripts/copy_stackexchange_Posts_mysql_to_sqlite3.py	61	CODE
LOW	scripts/lint/normalize-clang-tidy.py	73	CODE
LOW	scripts/mcp/proxysql_mcp_stdio_bridge.py	239	CODE
LOW	…mcp/DiscoveryAgent/FastAPI_deprecated_POC/agent_app.py	398	CODE
LOW	…veryAgent/ClaudeCode_Headless/headless_db_discovery.py	118	CODE
LOW	scripts/release-tools/parse_commits_legacy.py	35	CODE
LOW	scripts/release-tools/generate_changelog.py	84	CODE
LOW	scripts/release-tools/categorize_commits.py	85	CODE
LOW	scripts/release-tools/generate_release_notes.py	28	CODE
LOW	scripts/release-tools/generate_release_notes.py	76	CODE
LOW	scripts/release-tools/generate_release_notes.py	140	CODE
LOW	scripts/release-tools/generate_release_notes.py	202	CODE
LOW	scripts/release-tools/generate_release_notes.py	273	CODE
LOW	scripts/release-tools/generate_structured_notes.py	83	CODE
LOW	deps/artifacts/bundles.py	40	CODE
LOW	deps/artifacts/bundles.py	96	CODE
LOW	deps/artifacts/bundles.py	137	CODE
LOW	deps/artifacts/manage.py	33	CODE
LOW	deps/artifacts/manage.py	80	CODE
LOW	deps/artifacts/identity.py	144	CODE
1 more matches not shown…

Magic Placeholder Names9 hits · 55 pts

Severity	File	Line	Snippet	Context
HIGH	doc/VECTOR_FEATURES/EXTERNAL_LLM_SETUP.md	117	SET ai_nl2sql_provider_key='sk-your-api-key';	CODE
HIGH⚡	doc/VECTOR_FEATURES/EXTERNAL_LLM_SETUP.md	147	SET ai_nl2sql_provider_key='your-api-key';	CODE
HIGH⚡	doc/VECTOR_FEATURES/EXTERNAL_LLM_SETUP.md	156	SET ai_nl2sql_provider_key='sk-ant-your-api-key';	CODE
HIGH⚡	doc/VECTOR_FEATURES/EXTERNAL_LLM_SETUP.md	166	SET ai_nl2sql_provider_key='your-api-key';	CODE
HIGH⚡	doc/RAG/embedding-test-plan.md	17	export OPENAI_API_KEY="your-api-key-here"	CODE
HIGH	doc/RAG/chunking-and-embedding-guide.md	235	"api_key": "sk-your-api-key",	CODE
HIGH	doc/RAG/ingest-usage-guide.md	321	"api_key": "sk-your-api-key",	CODE
HIGH	doc/LLM_Bridge/API.md	98	SET genai_llm_provider_key='sk-your-api-key';	CODE
HIGH	doc/LLM_Bridge/README.md	79	SET genai-llm_provider_key='your-api-key'; -- Empty for local endpoints	CODE

Redundant / Tautological Comments34 hits · 49 pts

Severity	File	Line	Snippet	Context
LOW	.aider.conf.yml	92	## Check if model accepts settings like reasoning_effort/thinking_tokens (default: True)	COMMENT
LOW	test/infra/control/cluster_init.bash	42	# Check if already initialized	COMMENT
LOW	test/infra/control/run-multi-group.bash	231	# Check if we should stop due to previous failure	COMMENT
LOW	test/tap/groups/ai/pre-cleanup.bash	30	# Check if ProxySQL container is running	COMMENT
LOW⚡	test/scripts/bin/proxysql-tester.py	1359	# Check if connection_warming is supported	STRING
LOW	test/scripts/bin/proxysql-tester.py	643	# Check if any tests belong to this group	STRING
LOW	test/legacy_python_tests/docker_fleet.py	294	# Check if anything at all is returned	COMMENT
LOW	scripts/verify_vector_features.sh	32	# Check if it's not a stub	COMMENT
LOW	scripts/mcp/test_mcp_fts.sh	166	# Check if MCP server is accessible	COMMENT
LOW	scripts/mcp/test_mcp_fts.sh	955	# Check if snippet is present in results	COMMENT
LOW⚡	scripts/mcp/setup_test_db.sh	75	# Check if Docker is available	COMMENT
LOW⚡	scripts/mcp/setup_test_db.sh	77	# Check if user can run docker	COMMENT
LOW⚡	scripts/mcp/setup_test_db.sh	84	# Check if mysql client can connect locally	COMMENT
LOW	scripts/mcp/setup_test_db.sh	233	# Check if container already exists	COMMENT
LOW	scripts/mcp/setup_test_db.sh	637	# Check if command was provided	COMMENT
LOW	scripts/mcp/test_rag.sh	122	# Check if response contains tools	COMMENT
LOW	scripts/mcp/test_nl2sql_e2e.sh	105	# Check if expected pattern exists	COMMENT
LOW	scripts/mcp/test_nl2sql_tools.sh	108	# Check if MCP server is accessible	COMMENT
LOW	scripts/mcp/test_nl2sql_tools.sh	222	# Check if expected pattern exists	COMMENT
LOW	scripts/mcp/configure_mcp.sh	75	# Check if ProxySQL admin is accessible	COMMENT
LOW	scripts/mcp/configure_mcp.sh	88	# Check if MySQL is accessible	COMMENT
LOW	scripts/mcp/test_mcp_tools.sh	111	# Check if MCP server is accessible	COMMENT
LOW	scripts/mcp/test_mcp_tools.sh	164	# Check if a tool is discovered on an endpoint	COMMENT
LOW	scripts/mcp/test_mcp_tools.sh	480	# Check if tool should be skipped	COMMENT
LOW	scripts/mcp/test_mcp_tools.sh	565	# Check if tool is discovered	COMMENT
LOW	scripts/mcp/test_mcp_tools.sh	571	# Check if tool should be skipped	COMMENT
LOW	scripts/mcp/demo_agent_claude.sh	59	# Check if catalog exists	COMMENT
LOW	…coveryAgent/ClaudeCode_Headless/two_phase_discovery.py	186	# Check if claude command is available	STRING
LOW	…veryAgent/ClaudeCode_Headless/headless_db_discovery.py	189	# Check if output is empty	COMMENT
LOW	…veryAgent/ClaudeCode_Headless/headless_db_discovery.py	206	# Check if output file is empty	COMMENT
LOW	…veryAgent/ClaudeCode_Headless/headless_db_discovery.sh	220	# Check if file is empty (no output)	COMMENT
LOW	doc/vector-search-test/test_vector_tables.sh	36	# Check if result matches expected pattern	COMMENT
LOW	doc/vector-search-test/test_similarity_search.sh	36	# Check if result matches expected pattern	COMMENT
LOW	doc/vector-search-test/test_data_insertion.sh	36	# Check if result matches expected pattern	COMMENT

Unused Imports48 hits · 46 pts

Severity	File	Line	Context
LOW	scenarios.py	19	CODE
LOW	test/infra/control/test_check_ci_tier_fanout.py	1	CODE
LOW	test/infra/control/test_validate_fork_pr_builds.py	11	CODE
LOW	test/tap/groups/check_groups.py	30	CODE
LOW	test/scripts/bin/proxysql-tester.py	13	CODE
LOW	test/scripts/bin/proxysql-tester.py	15	CODE
LOW	test/scripts/bin/proxysql-tester.py	24	CODE
LOW	test/scripts/lib/utils.py	9	CODE
LOW	…cy_python_tests/replication_topology_awareness_test.py	1	CODE
LOW	…cy_python_tests/replication_topology_awareness_test.py	2	CODE
LOW	…cy_python_tests/replication_topology_awareness_test.py	3	CODE
LOW	…cy_python_tests/replication_topology_awareness_test.py	4	CODE
LOW	…cy_python_tests/replication_topology_awareness_test.py	5	CODE
LOW	…cy_python_tests/replication_topology_awareness_test.py	7	CODE
LOW	test/legacy_python_tests/proxysql_base_test.py	1	CODE
LOW	test/legacy_python_tests/proxysql_base_test.py	2	CODE
LOW	test/legacy_python_tests/proxysql_base_test.py	7	CODE
LOW	test/legacy_python_tests/proxysql_base_test.py	8	CODE
LOW	test/legacy_python_tests/proxysql_base_test.py	9	CODE
LOW	test/legacy_python_tests/one_backend_test.py	1	CODE
LOW	test/legacy_python_tests/config_file_parsing_test.py	1	CODE
LOW	test/legacy_python_tests/authentication_test.py	1	CODE
LOW	test/legacy_python_tests/authentication_test.py	3	CODE
LOW	test/pg-compat/harness/targets.py	33	CODE
LOW	scripts/stackexchange_posts.py	14	CODE
LOW	scripts/stackexchange_posts.py	18	CODE
LOW	scripts/stackexchange_posts.py	21	CODE
LOW	scripts/nlp_search_demo.py	15	CODE
LOW	scripts/nlp_search_demo.py	17	CODE
LOW	scripts/nlp_search_demo.py	18	CODE
LOW	scripts/nlp_search_demo.py	19	CODE
LOW	scripts/nlp_search_demo.py	19	CODE
LOW	scripts/lint/clang_tidy_utils.py	5	CODE
LOW	scripts/lint/clang_tidy_utils.py	11	CODE
LOW	scripts/lint/clang_tidy_utils.py	11	CODE
LOW	scripts/lint/clang_tidy_utils.py	11	CODE
LOW	scripts/lint/run_tap_tests.py	3	CODE
LOW	…mcp/DiscoveryAgent/FastAPI_deprecated_POC/agent_app.py	8	CODE
LOW	…coveryAgent/ClaudeCode_Headless/two_phase_discovery.py	14	CODE
LOW	scripts/mcp/DiscoveryAgent/Rich/discover_cli.py	38	CODE
LOW	scripts/release-tools/parse_commits_legacy.py	2	CODE
LOW	scripts/release-tools/gen_changelog_legacy.py	4	CODE
LOW	scripts/release-tools/generate_changelog.py	16	CODE
LOW	scripts/release-tools/collect_pr_data.py	14	CODE
LOW	scripts/release-tools/orchestrate_release.py	17	CODE
LOW	scripts/release-tools/generate_structured_notes.py	12	CODE
LOW	scripts/release-tools/fetch_prs_legacy.py	5	CODE
LOW	deps/artifacts/manage.py	22	CODE

Hallucination Indicators4 hits · 40 pts

Severity	File	Line	Snippet	Context
CRITICAL	lib/PgSQL_Monitor.cpp	1517	sqlite_bind_text(stmt, 1, state.task.op_st.srv_info.addr.c_str());	CODE
CRITICAL	lib/PgSQL_Monitor.cpp	1562	sqlite_bind_text(stmt, 1, state.task.op_st.srv_info.addr.c_str());	CODE
CRITICAL	lib/PgSQL_Monitor.cpp	1611	sqlite_bind_text(stmt, 1, state.task.op_st.srv_info.addr.c_str());	CODE
CRITICAL	lib/PgSQL_Monitor.cpp	1667	sqlite_bind_text(stmt, 1, state.task.op_st.srv_info.addr.c_str());	CODE

Example Usage Blocks18 hits · 28 pts

Severity	File	Line	Snippet	Context
LOW	test/infra/control/run-tests-isolated.bash	7	# Usage:	COMMENT
LOW	test/infra/control/destroy-multi-group.bash	5	# Usage:	COMMENT
LOW	test/infra/control/run-multi-group.bash	5	# Usage:	COMMENT
LOW	test/infra/control/verify-package-install.bash	11	# Usage:	COMMENT
LOW	scripts/add_threat_patterns.sh	14	# Usage:	COMMENT
LOW⚡	scripts/test_external_live.sh	10	# Usage:	COMMENT
LOW	scripts/mcp/stress_test.sh	5	# Usage:	COMMENT
LOW	scripts/mcp/test_mcp_fts.sh	13	# Usage:	COMMENT
LOW	scripts/mcp/setup_test_db.sh	5	# Usage:	COMMENT
LOW	scripts/mcp/test_rag.sh	5	# Usage:	COMMENT
LOW	scripts/mcp/test_mcp_fts_detailed.sh	15	# Usage:	COMMENT
LOW⚡	scripts/mcp/test_nl2sql_e2e.sh	13	# Usage:	COMMENT
LOW	scripts/mcp/test_nl2sql_tools.sh	13	# Usage:	COMMENT
LOW	scripts/mcp/test_catalog.sh	5	# Usage:	COMMENT
LOW	scripts/mcp/configure_mcp.sh	5	# Usage:	COMMENT
LOW	scripts/mcp/test_mcp_tools.sh	5	# Usage:	COMMENT
LOW	…p/DiscoveryAgent/ClaudeCode_Headless/static_harvest.sh	8	# Usage:	COMMENT
LOW	…veryAgent/ClaudeCode_Headless/headless_db_discovery.sh	11	# Usage:	COMMENT

Cross-Language Confusion (JS/TS)2 hits · 10 pts

Severity	File	Line	Snippet	Context
HIGH	test/tap/tests/mysql_router/innodb_cluster_teardown.js	10	print('removeRouterMetadata: ' + error.message);	CODE
HIGH	test/tap/tests/mysql_router/innodb_cluster_teardown.js	14	print('teardown: ' + error.message);	CODE

Fake / Example Data8 hits · 8 pts

Severity	File	Line	Snippet	Context
LOW	test/tap/tests/test_ssl_fast_forward-3.cpp	22	const std::string lorem = "Lorem ipsum dolor sit amet, consectetur adipiscing elit, sed do eiusmod tempor incididunt ut	CODE
LOW	test/tap/tests/test_ssl_fast_forward-3.cpp	22	const std::string lorem = "Lorem ipsum dolor sit amet, consectetur adipiscing elit, sed do eiusmod tempor incididunt ut	CODE
LOW	test/tap/tests/test_ssl_large_query-2-t.cpp	38	const std::string lorem = "Lorem ipsum dolor sit amet, consectetur adipiscing elit, sed do eiusmod tempor incididunt ut	CODE
LOW	test/tap/tests/test_ssl_large_query-2-t.cpp	38	const std::string lorem = "Lorem ipsum dolor sit amet, consectetur adipiscing elit, sed do eiusmod tempor incididunt ut	CODE
LOW	…/tap/tests/unit/mysql_set_variable_tracking_unit-t.cpp	38	{"unknown_variable", "1"}, {"placeholder", "1"}, {"unique_checks", "sometimes"},	CODE
LOW	test/tap/tests/unit/mysqlx_tls_unit-t.cpp	110	for (int i = 0; i < 9; i++) ok(false, "placeholder");	CODE
LOW	include/proxysql_structs.h	1918	{ SQL_NAME_LAST_LOW_WM, SETTING_VARIABLE, false, false, true, false, (char )"placeholder", (char )"placehold	CODE
LOW	include/proxysql_structs.h	2019	{ PGSQL_NAME_LAST_LOW_WM, session_status___NONE, "placeholder", "placeholder", "0" , 0, nullptr, nullptr }, // th	CODE

Self-Referential Comments2 hits · 6 pts

Severity	File	Line	Snippet	Context
MEDIUM	scripts/mcp/test_mcp_fts.sh	790	# Create a second table	COMMENT
MEDIUM	scripts/mcp/test_mcp_fts.sh	914	# Create a document with special characters	COMMENT

TODO Padding2 hits · 3 pts

Severity	File	Line	Snippet	Context
LOW	lib/ProxySQL_Config.cpp	1509	// TODO: Add validation to mysql_replication_hostgroups similar to mysql_servers	COMMENT
LOW	lib/ProxySQL_Config.cpp	2274	// TODO: Add validation to pgsql_replication_hostgroups similar to pgsql_servers	COMMENT

Modern Structural Boilerplate1 hit · 1 pts

Severity	File	Line	Snippet	Context
LOW	tools/pgsql_user_sync/proxysql_pgsql_user_sync.py	1018	__all__ = [	CODE

sysown/proxysql

Open-Source Code Quality, Security and Technical Debt Review