FastLED/FastLED

11.4

Adjusted Score

11.4

Raw Score

100%

Time Factor

2026-07-13

Last Push

7.4K

Stars

C++

Language

857.0K

Lines of Code

3.7K

Files

8.2K

Pattern Hits

2026-07-14

Scan Date

0.02

HC Hit Rate

What These Metrics Mean

Adjusted Score: Primary synthetic code indicator. Raw score normalised per 1,000 lines of code and multiplied by the temporal discount factor. This is the definitive comparative metric — use it to rank repositories by AI authorship density.
Raw Score: The unmodified sum of all severity-weighted, context-multiplied pattern match scores before temporal discounting. Reflects the absolute signal strength independent of when the repository was last active.
Time Factor: The temporal discount multiplier (0–100%) applied to the raw score. Repositories last updated before ChatGPT's launch (Nov 2022) receive a 5% factor. Full signal is only assigned to repositories active in the post-adoption era (Jan 2024+).
Pattern Hits: Total count of individual pattern matches across all files and categories. A high hit count with a low score may indicate a very large codebase with isolated AI snippets; a low count with a high score indicates dense, concentrated AI signatures.
HC Hit Rate: High+Critical pattern hits per file, averaged across the repository. This orthogonal signal catches repositories where a few files are densely packed with high-severity AI tells — a strong indicator even when the normalised score appears moderate due to codebase size.
Lines of Code / Files: Total lines and files analysed. The scanner examines 94 file extensions. These denominators are used to normalise the score, enabling fair comparison between repositories of vastly different sizes.

Score History

This chart maps the temporal evolution of the adjusted synthetic code score across successive scan runs. An upward trajectory indicates ongoing incorporation of AI-generated code or expanding LLM-assisted scaffolding; a stable or declining trajectory may reflect active human refactoring, code removal, or the adoption of stricter authorship policies. The dashed secondary line (right axis) independently tracks total raw pattern hit count, which can diverge from the normalised score when codebase size changes significantly between scans.

Severity Breakdown

Classifies detected patterns by their diagnostic confidence and structural impact. CRITICAL patterns (coefficient 10) represent definitive synthetic signatures — hallucinated imports, explicit LLM attribution metadata — virtually never produced by human authors. HIGH (5) indicates strong structural tells such as cross-file repetition or cross-linguistic idioms. MEDIUM (2) covers recognisable conversational padding and AI-specific vocabulary. LOW (1) captures subtle indicators like tautological comments and generic boilerplate that require density to carry independent signal.

CRITICAL 0HIGH 85MEDIUM 583LOW 7499

Directory Score Breakdown

This horizontal bar chart decomposes the repository's raw synthetic code score by top-level directory, allowing you to pinpoint precisely which modules or components carry the highest AI authorship density. Directories with disproportionately high scores relative to their size warrant targeted manual review: concentrated AI signatures often trace back to mass-generated configuration layers, auto-ported test suites, LLM-scaffolded boilerplate classes, or entire subsystems authored under heavy copilot assistance. Use this view to prioritise your human code-review effort.

Pattern Findings

The scanner identified 8167 distinct pattern matches across 22 syntactic categories. Each entry below represents a discrete location in the source code where the engine recorded a statistically significant AI authorship indicator. Expand any category row to inspect the individual file paths, line numbers, code snippets, and the lexical context (CODE, COMMENT, or STRING) in which each match was detected.

Reading the findings table: The Severity column indicates the diagnostic confidence level (CRITICAL / HIGH / MEDIUM / LOW). The Context column identifies whether the match occurred inside executable code, an inline comment, or a string literal — comment-context matches receive a ×1.5 weight because LLMs systematically over-annotate. The ⚡ bolt icon marks clustered matches: three or more patterns within a 10-line window, each receiving an additional ×1.5 density multiplier as dense clusters constitute far stronger evidence of synthetic authorship than isolated hits.

Over-Commented Block5162 hits · 4871 pts

Severity	File	Line	Snippet	Context
LOW	pyproject.toml	1	[project]	COMMENT
LOW	pyproject.toml	21	# deploy fixes needed for current hardware validation runs	COMMENT
LOW	pyproject.toml	41	# post-2.3.0 Teensy deploy/serial fixes needed while	COMMENT
LOW	pyproject.toml	61	# the resolution path in 2.2.23 (#516).	COMMENT
LOW	pyproject.toml	81	# `symbol_analysis` split (FastLED/fbuild#474). The	COMMENT
LOW	pyproject.toml	101	# parent-dir creation (FastLED/fbuild#410), a	COMMENT
LOW	pyproject.toml	121	# unblock flipping FASTLED_USE_FBUILD_CI=1	COMMENT
LOW	pyproject.toml	161	"fpvgcc",	COMMENT
LOW	pyproject.toml	181	# compile load. Bumping to >=1.11.17 captures both fixes; the	COMMENT
LOW	pyproject.toml	201	# `deps = gcc` mode records `#deps 0` for every cached object and	COMMENT
LOW	test.py	21	)	COMMENT
LOW	STRUCTURE_VALIDATION.md	161	```cpp	COMMENT
LOW	GEMINI.md	1	# READ CLAUDE.md for repo information	COMMENT
LOW	ci/optimization_report.py	1	import argparse	COMMENT
LOW	ci/check_backend_flag_drift.py	61	return f	COMMENT
LOW	ci/rpc_client.py	681	response_data = {}	COMMENT
LOW	ci/run-clang-format.py	161	# Hopefully, this is the correct thing to do.	COMMENT
LOW	ci/boards.py	881	# (src/platforms/esp/32/drivers/parlio/parlio_peripheral_esp.cpp.hpp:46-48).	COMMENT
LOW	ci/boards.py	1161	platform_packages="framework-arduinopico@https://github.com/earlephilhower/arduino-pico/releases/download/4.5.3/rp20	COMMENT
LOW	ci/boards.py	1181	# Preferred name for the LPC845 canary board target (FastLED #3220).	COMMENT
LOW	ci/build_example.toml	1	# ================================================================================================	COMMENT
LOW	ci/build_example.toml	161	# No additional args currently needed - all flags come from [all] and [build_modes.quick] sections	COMMENT
LOW	ci/autoresearch/phases.py	901	try:	COMMENT
LOW	ci/autoresearch/phases.py	961	#	COMMENT
LOW	ci/autoresearch/phases.py	1021	# surface only) when FL_PLATFORM_HAS_LARGE_MEMORY == 0. The previous	COMMENT
LOW	ci/autoresearch/gpio.py	421	# ============================================================	COMMENT
LOW	ci/autoresearch/args.py	101		COMMENT
LOW	ci/lint/check_size_thresholds.py	41	# FROZEN SIZE THRESHOLDS — single source of truth.	COMMENT
LOW	ci/lint/check_size_thresholds.py	61	# - band-aid (#NNNN) — value was raised to clear CI; real ceiling is lower	COMMENT
LOW	ci/tools/_noexcept_check_fl_tu.cpp	1	// Minimal translation unit for clang-query analysis of FastLED-owned fl/ code.	COMMENT
LOW	ci/tools/_noexcept_check_platforms_tu.cpp	1	// Minimal translation unit for clang-query analysis of all platform code	COMMENT
LOW	ci/tools/_noexcept_check_third_party_tu.cpp	1	// Minimal translation unit for clang-query analysis of third_party/ code.	COMMENT
LOW	ci/util/serial_interface.py	181	# makes the next _run_in_thread fail with "cannot schedule new	COMMENT
LOW	ci/util/output_formatter.py	41	# Matches lines like "1.29 Ok: 1" and "1.29 Fail: 0"	COMMENT
LOW	ci/util/build_lock.py	21	from typing import Generator, Optional	COMMENT
LOW	ci/util/test_runner.py	1741		COMMENT
LOW	ci/util/port_utils.py	41	}	COMMENT
LOW	ci/util/port_utils.py	61	# autoresearch needs for default-port selection.	COMMENT
LOW	ci/lint_platformio/check_no_internal_platformio.py	41	# * Backend comparison harness (ci/check_backend_flag_drift.py — when	COMMENT
LOW	ci/lint_platformio/check_no_internal_platformio.py	101		COMMENT
LOW	ci/meson/compile.py	221	if "meson-quick" in str(build_dir):	COMMENT
LOW	ci/meson/wasm_cross_file.ini	1	# ============================================================================	COMMENT
LOW	ci/lint_cpp_rs/Cargo.toml	21	# crashes, none of the full-DWARF compile-time tax.	COMMENT
LOW	ci/lint_cpp_rs/src/checkers/singleton_elision.rs	1	// SingletonElisionChecker — flag file-scope / namespace-scope variables	COMMENT
LOW	ci/lint_cpp_rs/src/checkers/singleton_elision.rs	21	// (author-visible, code-review visible, per-decl explicit), plus a short	COMMENT
LOW	ci/lint_cpp_rs/src/checkers/singleton_elision.rs	81	// Track whether the previous non-blank line contained a	COMMENT
LOW	ci/lint_cpp_rs/src/checkers/singleton_elision.rs	241	// parens contain more than a single value (which could be an	COMMENT
LOW	ci/lint_cpp_rs/src/checkers/singleton_elision.rs	261	// genuinely cannot move to `Singleton<T>` (public API surface,	COMMENT
LOW	ci/lint_cpp_rs/src/checkers/public_settings.rs	1	// PublicSettingsPatternChecker — Tier-2 port from	COMMENT
LOW	ci/lint_cpp_rs/src/checkers/unity_build.rs	1	// UnityBuildChecker — Tier-3 port from ci/lint_cpp/test_unity_build.py	COMMENT
LOW	ci/lint_cpp_rs/src/checkers/bare_legacy.rs	401	}	COMMENT
LOW	ci/lint_cpp/run_all_checkers.py	381	scope = "third_party"	COMMENT
LOW	ci/lint_cpp/run_all_checkers.py	921	# The Python per-file run_checkers() pass is run on the foreground thread	COMMENT
LOW	ci/lint_cpp/ast_cache.py	41	# IMPORTANT: clang-query parses each TU's TRANSITIVE include closure -	COMMENT
LOW	ci/compiler/pio.py	161	# Make the staged source roots available as include roots so sketch-relative	COMMENT
LOW	ci/compiler/pio.py	201	# Non-fatal: continue without optimization artifacts if path resolution fails	COMMENT
LOW	ci/compiler/sketch_filter.py	21	// exclude:	COMMENT
LOW	ci/compiler/build_config.py	181	f"Warning: Failed to get metadata for build_info.json (exit code {metadata_proc.returncode})"	COMMENT
LOW	tests/test_container_helpers.h	1	/// @file test_container_helpers.h	COMMENT
LOW	tests/test_container_helpers.h	21	/// FL_TEST_CASE("Tier 2-4: Associative container iterator tests") {	COMMENT
5102 more matches not shown…

Decorative Section Separators359 hits · 1239 pts

Severity	File	Line	Snippet	Context
MEDIUM⚡	ci/wasm_build.py	489	# ============================================================================	COMMENT
MEDIUM⚡	ci/wasm_build.py	491	# ============================================================================	COMMENT
MEDIUM	ci/wasm_build.py	98	# ============================================================================	COMMENT
MEDIUM	ci/wasm_build.py	100	# ============================================================================	COMMENT
MEDIUM	ci/wasm_build.py	639	# ============================================================================	COMMENT
MEDIUM	ci/wasm_build.py	641	# ============================================================================	COMMENT
MEDIUM	ci/debug_attached.py	105	# ============================================================	COMMENT
MEDIUM	ci/debug_attached.py	107	# ============================================================	COMMENT
MEDIUM	ci/debug_attached.py	1299	# ============================================================	COMMENT
MEDIUM	ci/debug_attached.py	1301	# ============================================================	COMMENT
MEDIUM⚡	ci/debug_attached.py	1316	# ============================================================	COMMENT
MEDIUM⚡	ci/debug_attached.py	1318	# ============================================================	COMMENT
MEDIUM⚡	ci/debug_attached.py	1327	# ============================================================	COMMENT
MEDIUM⚡	ci/debug_attached.py	1329	# ============================================================	COMMENT
MEDIUM⚡	ci/debug_attached.py	1339	# ============================================================	COMMENT
MEDIUM⚡	ci/debug_attached.py	1341	# ============================================================	COMMENT
MEDIUM	ci/check_backend_flag_drift.py	64	# ---------------------------------------------------------------------------	COMMENT
MEDIUM	ci/check_backend_flag_drift.py	66	# ---------------------------------------------------------------------------	COMMENT
MEDIUM	ci/check_backend_flag_drift.py	392	# ---------------------------------------------------------------------------	COMMENT
MEDIUM	ci/check_backend_flag_drift.py	394	# ---------------------------------------------------------------------------	COMMENT
MEDIUM	ci/check_backend_flag_drift.py	426	# ---------------------------------------------------------------------------	COMMENT
MEDIUM	ci/check_backend_flag_drift.py	428	# ---------------------------------------------------------------------------	COMMENT
MEDIUM	ci/check_backend_flag_drift.py	484	# ---------------------------------------------------------------------------	COMMENT
MEDIUM	ci/check_backend_flag_drift.py	486	# ---------------------------------------------------------------------------	COMMENT
MEDIUM⚡	ci/ci-iwyu.py	83	# ---------------------------------------------------------------------------	COMMENT
MEDIUM⚡	ci/ci-iwyu.py	85	# ---------------------------------------------------------------------------	COMMENT
MEDIUM⚡	ci/ci-iwyu.py	416	# ---------------------------------------------------------------------------	COMMENT
MEDIUM⚡	ci/ci-iwyu.py	418	# ---------------------------------------------------------------------------	COMMENT
MEDIUM⚡	ci/ci-iwyu.py	729	# ---------------------------------------------------------------------------	COMMENT
MEDIUM⚡	ci/ci-iwyu.py	731	# ---------------------------------------------------------------------------	COMMENT
MEDIUM	ci/ci-iwyu.py	25	# ---------------------------------------------------------------------------	COMMENT
MEDIUM	ci/ci-iwyu.py	27	# ---------------------------------------------------------------------------	COMMENT
MEDIUM	ci/ci-iwyu.py	42	# ---------------------------------------------------------------------------	COMMENT
MEDIUM	ci/ci-iwyu.py	44	# ---------------------------------------------------------------------------	COMMENT
MEDIUM	ci/ci-iwyu.py	148	# ---------------------------------------------------------------------------	COMMENT
MEDIUM	ci/ci-iwyu.py	150	# ---------------------------------------------------------------------------	COMMENT
MEDIUM	ci/ci-iwyu.py	317	# ---------------------------------------------------------------------------	COMMENT
MEDIUM	ci/ci-iwyu.py	319	# ---------------------------------------------------------------------------	COMMENT
MEDIUM	ci/ci-iwyu.py	366	# ---------------------------------------------------------------------------	COMMENT
MEDIUM	ci/ci-iwyu.py	368	# ---------------------------------------------------------------------------	COMMENT
MEDIUM	ci/test_led_timing_conversion.py	19	# ============================================================================	COMMENT
MEDIUM	ci/test_led_timing_conversion.py	21	# ============================================================================	COMMENT
MEDIUM⚡	ci/test_rpc_edge_cases.py	35	# =============================================================================	COMMENT
MEDIUM⚡	ci/test_rpc_edge_cases.py	37	# =============================================================================	COMMENT
MEDIUM⚡	ci/inspect_binary.py	269	# ========================================================================	COMMENT
MEDIUM⚡	ci/inspect_binary.py	271	# ========================================================================	COMMENT
MEDIUM⚡	ci/inspect_binary.py	297	# ========================================================================	COMMENT
MEDIUM⚡	ci/inspect_binary.py	299	# ========================================================================	COMMENT
MEDIUM⚡	ci/inspect_binary.py	324	# ========================================================================	COMMENT
MEDIUM⚡	ci/inspect_binary.py	326	# ========================================================================	COMMENT
MEDIUM	ci/build_example.toml	1	# ================================================================================================	COMMENT
MEDIUM	ci/build_example.toml	3	# ================================================================================================	COMMENT
MEDIUM	ci/build_example.toml	50	# ================================================================================================	COMMENT
MEDIUM	ci/build_example.toml	52	# ================================================================================================	COMMENT
MEDIUM	ci/build_example.toml	138	# ================================================================================================	COMMENT
MEDIUM	ci/build_example.toml	140	# ================================================================================================	COMMENT
MEDIUM	ci/build_example.toml	165	# ================================================================================================	COMMENT
MEDIUM	ci/build_example.toml	167	# ================================================================================================	COMMENT
MEDIUM	ci/build_example.toml	180	# ================================================================================================	COMMENT
MEDIUM	ci/build_example.toml	182	# ================================================================================================	COMMENT
299 more matches not shown…

Excessive Try-Catch Wrapping600 hits · 732 pts

Severity	File	Line	Snippet	Context
LOW	test.py	218	except Exception:	CODE
LOW	test.py	222	except Exception:	CODE
LOW	test.py	242	except Exception:	CODE
LOW	test.py	271	except Exception as e:	CODE
LOW	test.py	372	except Exception:	CODE
MEDIUM	test.py	508	ts_print("Error: --run requires a platform/board (e.g., esp32s3, uno)")	CODE
MEDIUM	test.py	522	ts_print(f"Error: Unknown platform '{platform}'")	CODE
LOW	test.py	585	except Exception:	CODE
LOW	test.py	663	except Exception as e:	CODE
MEDIUM	test.py	580	def _discover_counts() -> None:	CODE
MEDIUM	mcp_server.py	93	print("Error: MCP library not found.")	CODE
MEDIUM	mcp_server.py	2893	print(f"Error running MCP server: {e}")	CODE
LOW	mcp_server.py	591	except Exception as e:	CODE
LOW	mcp_server.py	735	except Exception:	CODE
LOW	mcp_server.py	1327	except Exception as e:	CODE
LOW	mcp_server.py	1339	except Exception as e:	CODE
LOW	mcp_server.py	1378	except Exception as e:	CODE
LOW	mcp_server.py	1381	except Exception as e:	CODE
LOW	mcp_server.py	1414	except Exception as e:	CODE
LOW	mcp_server.py	1616	except Exception:	CODE
LOW	mcp_server.py	1676	except Exception as e:	CODE
LOW	mcp_server.py	1708	except Exception as e:	CODE
LOW	mcp_server.py	2235	except Exception as e:	CODE
LOW	mcp_server.py	2272	except Exception as e:	CODE
LOW	mcp_server.py	2291	except Exception as e:	CODE
LOW	mcp_server.py	2336	except Exception as e:	CODE
LOW	mcp_server.py	2442	except Exception as e:	CODE
LOW	mcp_server.py	2445	except Exception as e:	CODE
LOW	mcp_server.py	2604	except Exception as e:	CODE
LOW	mcp_server.py	2802	except Exception as e:	CODE
LOW	mcp_server.py	2855	except Exception as e:	CODE
LOW	mcp_server.py	2881	except Exception as e:	CODE
LOW	mcp_server.py	2892	except Exception as e:	CODE
LOW	ci/ci-compile-pio-ci-working.py	412	except Exception as e:	CODE
LOW	ci/ci-compile-pio-ci-working.py	458	except Exception as e:	CODE
LOW	ci/ci-compile-pio-ci-working.py	489	except Exception as e:	CODE
LOW	ci/early_exit_cache.py	517	except Exception:	CODE
LOW	ci/early_exit_cache.py	581	except Exception:	CODE
LOW	ci/early_exit_cache.py	612	except Exception:	CODE
LOW	ci/early_exit_cache.py	645	except Exception:	CODE
LOW	ci/early_exit_cache.py	674	except Exception:	CODE
LOW	ci/early_exit_cache.py	723	except Exception:	CODE
LOW	ci/wasm_compile.py	66	except Exception as e:	CODE
LOW	ci/decode_esp32_backtrace.py	76	except Exception as e:	CODE
MEDIUM	ci/decode_esp32_backtrace.py	140	print("Error: Could not find addr2line tool", file=sys.stderr)	CODE
MEDIUM	ci/decode_esp32_backtrace.py	146	print(f"Error: ELF file not found: {elf_file}", file=sys.stderr)	CODE
MEDIUM	ci/decode_esp32_backtrace.py	170	print(f"Error running addr2line: {e}", file=sys.stderr)	CODE
MEDIUM	ci/decode_esp32_backtrace.py	237	print("Error: No addresses provided and stdin is empty", file=sys.stderr)	STRING
MEDIUM	ci/decode_esp32_backtrace.py	248	print("Error: No addresses found in crash log", file=sys.stderr)	STRING
LOW	ci/test_all_lint_caches_stress.py	77	except Exception as e:	CODE
LOW	ci/test_all_lint_caches_stress.py	106	except Exception as e:	CODE
LOW	ci/test_all_lint_caches_stress.py	319	except Exception as e:	CODE
LOW	ci/test_all_lint_caches_stress.py	375	except Exception as e:	CODE
LOW	ci/test_all_lint_caches_stress.py	436	except Exception as e:	CODE
LOW	ci/autoresearch_loop.py	254	except Exception as e:	CODE
LOW	ci/wasm_compile_native.py	380	except Exception as e:	STRING
MEDIUM	ci/wasm_compile_native.py	424	print(f"Error: Source file not found: {source_file}", file=sys.stderr)	STRING
MEDIUM	ci/inspect_elf.py	70	print(f"Error: No build_info*.json found in {board_dir}")	CODE
LOW	ci/inspect_elf.py	87	except Exception as e:	CODE
MEDIUM	ci/inspect_elf.py	88	print(f"Error while dumping symbol sizes: {e}")	CODE
540 more matches not shown…

Hyper-Verbose Identifiers748 hits · 727 pts

Severity	File	Line	Snippet	Context
LOW	test.py	176	def _get_run_platform_backends() -> dict[str, list[str]]:	CODE
LOW	test.py	198	def _release_held_build_locks() -> None:	CODE
LOW	mcp_server.py	2347	async def validate_arduino_includes(	CODE
LOW	ci/ci-compile-pio-ci-working.py	231	def choose_board_interactively(boards: list[str]) -> list[str]:	CODE
LOW	ci/decode_esp32_backtrace.py	173	def extract_addresses_from_crash_log(log: str) -> list[str]:	CODE
LOW	ci/test_all_lint_caches_stress.py	122	def test_python_lint_cache_rapid_changes(test: CacheLintStressTest) -> None:	CODE
LOW	ci/test_all_lint_caches_stress.py	165	def test_javascript_lint_cache(test: CacheLintStressTest) -> None:	CODE
LOW	ci/test_all_lint_caches_stress.py	194	def test_cpp_lint_cache_rapid_changes(test: CacheLintStressTest) -> None:	CODE
LOW	ci/test_all_lint_caches_stress.py	222	def test_all_caches_consistency(test: CacheLintStressTest) -> None:	CODE
LOW	ci/test_all_lint_caches_stress.py	289	def test_manifest_completeness(test: CacheLintStressTest) -> None:	CODE
LOW	ci/test_all_lint_caches_stress.py	323	def test_cache_performance_all_caches(test: CacheLintStressTest) -> None:	CODE
LOW	ci/test_all_lint_caches_stress.py	379	def test_concurrent_cache_access(test: CacheLintStressTest) -> None:	CODE
LOW	ci/test_iwyu_integration.py	45	def test_ci_iwyu_script_exists(self):	CODE
LOW	ci/test_iwyu_integration.py	51	def test_iwyu_mapping_files_exist(self):	CODE
LOW	ci/wasm_compile_native.py	78	def create_wrapper_for_example(example_name: str, output_path: Path) -> Path:	CODE
LOW	ci/ci-cppcheck.py	41	def find_platformio_project_dir(build_root: Path, board_name: str) -> Path \| None:	CODE
LOW	ci/ci-cppcheck.py	84	def find_platformio_ini_in_tree(base_dir: Path) -> Path \| None:	CODE
LOW	ci/ci-cppcheck.py	105	def _load_src_files_from_compile_db(compile_db: Path, project_root: Path) -> list[str]:	CODE
LOW	ci/ci-cppcheck.py	144	def run_static_analysis_against_compile_db(compile_db: Path, project_root: Path) -> int:	CODE
LOW	ci/iwyu_wrapper.py	71	def get_compiler_include_paths(compiler_path: str) -> list[str]:	CODE
LOW	ci/bloat.py	174	def assert_fbuild_has_symbols() -> None:	CODE
LOW	ci/run_tests.py	118	def _dump_post_mortem_stack_trace(	CODE
LOW⚡	ci/wasm_build.py	416	def _recover_stale_wasm_build(build_dir: Path) -> bool:	CODE
LOW	ci/wasm_build.py	72	def _normalize_meson_private_paths(build_dir: Path) -> None:	CODE
LOW	ci/wasm_build.py	207	def _compute_js_glue_fingerprint() -> str:	CODE
LOW	ci/wasm_build.py	237	def _js_glue_fingerprint_matches(build_dir: Path) -> bool:	CODE
LOW	ci/wasm_build.py	248	def _get_emcc_version_signature() -> str:	CODE
LOW	ci/wasm_build.py	277	def _compute_link_environment_fingerprint(mode: str) -> str:	CODE
LOW	ci/wasm_build.py	290	def _link_environment_fingerprint_matches(build_dir: Path, mode: str) -> bool:	CODE
LOW	ci/wasm_build.py	312	def _src_file_list_hash_reset_for_tests() -> None:	CODE
LOW	ci/wasm_build.py	316	def _compute_src_file_list_hash() -> str:	CODE
LOW	ci/wasm_build.py	389	def _save_library_fingerprint(build_dir: Path) -> None:	CODE
LOW	ci/wasm_build.py	512	def _ensure_emscripten_wasm_ld_patch() -> None:	CODE
LOW	ci/wasm_build.py	963	def _parse_clang_from_verbose(stderr_text: str) -> list[str] \| None:	CODE
LOW	ci/wasm_build.py	1217	def _parse_wasm_ld_from_verbose(stderr_text: str) -> list[str] \| None:	CODE
LOW	ci/standardized_smoke_sketches.py	75	def load_smoke_sketches_detailed(	CODE
LOW	ci/wasm_build_library.py	353	def ensure_unity_files_generated(unity_chunks: int, verbose: bool = False) -> int:	CODE
LOW	ci/check_backend_flag_drift.py	233	def _split_fbuild_combined_flags(cc_flags: list[str]) -> SplitFlags:	CODE
LOW	ci/test_hash_fingerprint_stress.py	122	def test_file_modification_during_processing(results: StressTestResults) -> None:	CODE
LOW	ci/test_hash_fingerprint_stress.py	240	def test_cross_process_pending_fingerprint(results: StressTestResults) -> None:	CODE
LOW	ci/test_hash_fingerprint_stress.py	283	def test_invalidate_on_failure(results: StressTestResults) -> None:	CODE
LOW	ci/test_hash_fingerprint_stress.py	351	def test_cache_corruption_recovery(results: StressTestResults) -> None:	CODE
LOW	ci/test_hash_fingerprint_stress.py	388	def test_large_file_set_performance(results: StressTestResults) -> None:	CODE
LOW	ci/test_hash_fingerprint_stress.py	436	def test_race_condition_rapid_operations(results: StressTestResults) -> None:	CODE
LOW	ci/test_hash_fingerprint_stress.py	471	def test_timestamp_file_optional(results: StressTestResults) -> None:	CODE
LOW	ci/wasm_audio_url_test.py	56	def install_playwright_browsers():	CODE
LOW	ci/wasm_flags.py	72	def _lib_dwarf_prefix_map_flags(config: dict[str, Any], mode: str) -> list[str]:	CODE
LOW	ci/wasm_flags.py	81	def get_lib_compile_flags_dict(mode: str = "quick") -> dict[str, list[str]]:	CODE
LOW	ci/wasm_flags.py	114	def get_sketch_compile_flags_dict(mode: str = "quick") -> dict[str, list[str]]:	CODE
LOW	ci/wasm_audio_drag_drop_test.py	84	def install_playwright_browsers():	CODE
LOW	ci/wasm_audio_drag_drop_test.py	147	async def enable_vibe_reactive_checkbox(page) -> bool:	CODE
LOW⚡	ci/demo_symbol_analysis.py	43	def load_and_summarize_results(board_name: str):	CODE
LOW	ci/esbuild_frontend.py	112	def _frontend_dependency_hash() -> str:	CODE
LOW	ci/esbuild_frontend.py	124	def ensure_frontend_dependencies() -> None:	CODE
LOW	ci/esbuild_frontend.py	146	def _has_required_static_dist_assets(dist_dir: Path) -> bool:	CODE
LOW	ci/run-clang-format.py	127	def run_clang_format_diff_wrapper(args: Any, file: str) -> tuple[list[str], list[str]]:	CODE
LOW	ci/python_lint_cache.py	40	def check_python_files_changed() -> bool:	CODE
LOW⚡	ci/ci-iwyu.py	421	def _load_src_files_from_compile_db(compile_db: Path, project_root: Path) -> list[str]:	CODE
LOW	ci/ci-iwyu.py	460	def run_iwyu_against_compile_db(	CODE
LOW	ci/ci-iwyu.py	560	def find_platformio_project_dir(board_dir: Path) -> Path \| None:	CODE
688 more matches not shown…

Structural Annotation Overuse197 hits · 371 pts

Severity	File	Line	Snippet	Context
LOW⚡	ci/wasm_build.py	422	# Step 1: Clean stale ninja outputs	COMMENT
LOW⚡	ci/wasm_build.py	437	# Step 2: Delete .ninja_deps to force full dependency re-scan	COMMENT
LOW⚡	ci/wasm_build.py	446	# Step 3: Clear metadata caches	COMMENT
LOW⚡	ci/wasm_build.py	1735	# Step 1: Configure meson	COMMENT
LOW⚡	ci/wasm_build.py	1739	# Step 2: Build library via ninja (skipped if source fingerprint matches)	COMMENT
LOW⚡	ci/wasm_build.py	1753	# Step 3: Create wrapper and compile sketch (per-sketch cache)	COMMENT
LOW⚡	ci/wasm_build.py	1761	# Step 4: Link (per-sketch cache, copy to output)	COMMENT
LOW	ci/wasm_build.py	461	# Step 4: Force Meson reconfiguration	COMMENT
LOW	ci/wasm_build.py	1807	# Step 5: Copy templates and generate manifest	COMMENT
LOW⚡	ci/wasm_build_library.py	562	# Step 1: Create build directories (including LTO cache and unity)	COMMENT
LOW⚡	ci/wasm_build_library.py	568	# Step 2: Ensure PCH is built	COMMENT
LOW⚡	ci/wasm_build_library.py	579	# Step 3: Get tool commands	COMMENT
LOW⚡	ci/wasm_build_library.py	589	# Step 4: Load build flags	COMMENT
LOW⚡	ci/wasm_build_library.py	597	# Step 5: Load metadata from previous build	COMMENT
LOW⚡	ci/wasm_build_library.py	600	# Step 6: Discover all source files (or unity files if enabled)	COMMENT
LOW⚡	ci/wasm_build_library.py	610	# Step 7: Fast-path check - if flags haven't changed, PCH is same, and archive exists, we're done	COMMENT
LOW⚡	ci/wasm_build_library.py	761	# Step 11: Partial linking optimization (combine all objects into one)	COMMENT
LOW⚡	ci/wasm_build_library.py	810	# Step 12: Create thin archive from partial object (single file, much faster)	COMMENT
LOW⚡	ci/wasm_build_library.py	817	# Step 13: Save metadata for future builds	COMMENT
LOW	ci/wasm_build_library.py	632	# Step 8: Determine which sources need compilation (detailed check)	COMMENT
LOW	ci/wasm_build_library.py	687	# Step 9: Compile sources in parallel	COMMENT
LOW	ci/wasm_build_library.py	741	# Step 10: Collect all object files	COMMENT
LOW⚡	ci/clean-worktrees.py	177	# Step 1: plain git worktree remove --force	COMMENT
LOW⚡	ci/clean-worktrees.py	182	# Step 2: clear read-only attrs, retry	COMMENT
LOW	ci/clean-worktrees.py	204	# Step 3: clud trash as last-resort quarantine	COMMENT
LOW⚡	ci/profile_runner.py	370	# Step 1: Generate profiler	COMMENT
LOW⚡	ci/profile_runner.py	374	# Step 2: Build profiler	COMMENT
LOW⚡	ci/profile_runner.py	378	# Step 3: Run benchmarks	COMMENT
LOW⚡	ci/profile_runner.py	382	# Step 4: Analyze results	COMMENT
LOW⚡	ci/profile_runner.py	386	# Step 5: Optional callgrind analysis	COMMENT
LOW	ci/boards.py	906	framework="arduino", # IMPORTANT: Do not add "espidf" - see comment above	CODE
LOW⚡	ci/autoresearch/ble.py	59	# Step 1: Connect to device via serial RPC	COMMENT
LOW⚡	ci/autoresearch/ble.py	67	# Step 2: Start BLE on device via serial RPC	COMMENT
LOW⚡	ci/autoresearch/ble.py	111	# Step 4: Send ping over BLE	COMMENT
LOW⚡	ci/autoresearch/ble.py	180	# Step 6: Clean up — stop BLE via serial	COMMENT
LOW	ci/autoresearch/ble.py	90	# Step 3: Connect to device via BLE	COMMENT
LOW	ci/autoresearch/ble.py	124	# Step 5: Read response	COMMENT
LOW	ci/autoresearch/ota.py	78	# Step 1: Start OTA on device	COMMENT
LOW⚡	ci/autoresearch/ota.py	102	# Step 2: Connect host to ESP32 WiFi AP	COMMENT
LOW⚡	ci/autoresearch/ota.py	108	# Step 3: Run HTTP tests	COMMENT
LOW⚡	ci/lint/clang_tidy/noexcept_platforms.py	49	# Step 1: Find clang-query	COMMENT
LOW⚡	ci/lint/clang_tidy/noexcept_platforms.py	76	# Step 2: AST query for functions missing noexcept	COMMENT
LOW⚡	ci/lint/clang_tidy/noexcept_platforms.py	146	# Step 3: Insert FL_NO_EXCEPT into function signatures	COMMENT
LOW⚡	ci/lint/clang_tidy/noexcept_platforms.py	256	# Step 4: Apply fixes to files	COMMENT
LOW⚡	ci/tools/add_fl_noexcept.py	48	# Step 1: Use clang-query to find functions missing noexcept (AST-accurate)	COMMENT
LOW⚡	ci/tools/add_fl_noexcept.py	122	# Step 2: Insert FL_NO_EXCEPT at the correct position	COMMENT
LOW	ci/tools/add_fl_noexcept.py	260	# Step 1: Get AST-accurate list	COMMENT
LOW	ci/tools/add_fl_noexcept.py	275	# Step 2: Process each file	COMMENT
LOW	ci/meson/runner_helpers.py	111	# Step 1: Clean stale ninja deps using ninja -t cleandead	COMMENT
LOW⚡	ci/meson/runner_helpers.py	132	# Step 2: Delete .ninja_deps to force full dependency re-scan	COMMENT
LOW⚡	ci/meson/runner_helpers.py	141	# Step 3: Clear metadata caches	COMMENT
LOW⚡	ci/meson/runner_helpers.py	159	# Step 4: Clean build artifacts (stale .obj files referencing old headers)	COMMENT
LOW⚡	ci/meson/runner_helpers.py	162	# Step 5: Force Meson reconfiguration	COMMENT
LOW	ci/meson/compile.py	515	# WARNING: The milestone detection below (is_key_milestone) requires quiet=False!	COMMENT
LOW	ci/runners/avr8js_runner.py	105	# Step 1: Show what we're compiling	COMMENT
LOW	ci/runners/avr8js_runner.py	146	# Step 2: Locate compiled firmware	COMMENT
LOW	ci/runners/avr8js_runner.py	166	# Step 3: Run in avr8js Docker	COMMENT
LOW⚡	ci/compiler/platformio_cache.py	1013	# Step 1: Collect all URLs from platformio.ini	COMMENT
LOW⚡	ci/compiler/platformio_cache.py	1019	# Step 2: Deduplicate URLs	COMMENT
LOW⚡	ci/compiler/platformio_cache.py	1023	# Step 3: Download and process all unique URLs	COMMENT
137 more matches not shown…

Verbosity Indicators145 hits · 288 pts

Severity	File	Line	Snippet	Context
LOW⚡	ci/wasm_build.py	422	# Step 1: Clean stale ninja outputs	COMMENT
LOW⚡	ci/wasm_build.py	437	# Step 2: Delete .ninja_deps to force full dependency re-scan	COMMENT
LOW⚡	ci/wasm_build.py	446	# Step 3: Clear metadata caches	COMMENT
LOW⚡	ci/wasm_build.py	1735	# Step 1: Configure meson	COMMENT
LOW⚡	ci/wasm_build.py	1739	# Step 2: Build library via ninja (skipped if source fingerprint matches)	COMMENT
LOW⚡	ci/wasm_build.py	1753	# Step 3: Create wrapper and compile sketch (per-sketch cache)	COMMENT
LOW⚡	ci/wasm_build.py	1761	# Step 4: Link (per-sketch cache, copy to output)	COMMENT
LOW	ci/wasm_build.py	461	# Step 4: Force Meson reconfiguration	COMMENT
LOW	ci/wasm_build.py	1807	# Step 5: Copy templates and generate manifest	COMMENT
LOW⚡	ci/wasm_build_library.py	562	# Step 1: Create build directories (including LTO cache and unity)	COMMENT
LOW⚡	ci/wasm_build_library.py	568	# Step 2: Ensure PCH is built	COMMENT
LOW⚡	ci/wasm_build_library.py	579	# Step 3: Get tool commands	COMMENT
LOW⚡	ci/wasm_build_library.py	589	# Step 4: Load build flags	COMMENT
LOW⚡	ci/wasm_build_library.py	597	# Step 5: Load metadata from previous build	COMMENT
LOW⚡	ci/wasm_build_library.py	600	# Step 6: Discover all source files (or unity files if enabled)	COMMENT
LOW⚡	ci/wasm_build_library.py	610	# Step 7: Fast-path check - if flags haven't changed, PCH is same, and archive exists, we're done	COMMENT
LOW⚡	ci/wasm_build_library.py	761	# Step 11: Partial linking optimization (combine all objects into one)	COMMENT
LOW⚡	ci/wasm_build_library.py	810	# Step 12: Create thin archive from partial object (single file, much faster)	COMMENT
LOW⚡	ci/wasm_build_library.py	817	# Step 13: Save metadata for future builds	COMMENT
LOW	ci/wasm_build_library.py	632	# Step 8: Determine which sources need compilation (detailed check)	COMMENT
LOW	ci/wasm_build_library.py	687	# Step 9: Compile sources in parallel	COMMENT
LOW	ci/wasm_build_library.py	741	# Step 10: Collect all object files	COMMENT
LOW⚡	ci/clean-worktrees.py	177	# Step 1: plain git worktree remove --force	COMMENT
LOW⚡	ci/clean-worktrees.py	182	# Step 2: clear read-only attrs, retry	COMMENT
LOW	ci/clean-worktrees.py	204	# Step 3: clud trash as last-resort quarantine	COMMENT
LOW⚡	ci/profile_runner.py	370	# Step 1: Generate profiler	COMMENT
LOW⚡	ci/profile_runner.py	374	# Step 2: Build profiler	COMMENT
LOW⚡	ci/profile_runner.py	378	# Step 3: Run benchmarks	COMMENT
LOW⚡	ci/profile_runner.py	382	# Step 4: Analyze results	COMMENT
LOW⚡	ci/profile_runner.py	386	# Step 5: Optional callgrind analysis	COMMENT
LOW⚡	ci/autoresearch/ble.py	59	# Step 1: Connect to device via serial RPC	COMMENT
LOW⚡	ci/autoresearch/ble.py	67	# Step 2: Start BLE on device via serial RPC	COMMENT
LOW⚡	ci/autoresearch/ble.py	111	# Step 4: Send ping over BLE	COMMENT
LOW⚡	ci/autoresearch/ble.py	180	# Step 6: Clean up — stop BLE via serial	COMMENT
LOW	ci/autoresearch/ble.py	90	# Step 3: Connect to device via BLE	COMMENT
LOW	ci/autoresearch/ble.py	124	# Step 5: Read response	COMMENT
LOW	ci/autoresearch/ota.py	78	# Step 1: Start OTA on device	COMMENT
LOW⚡	ci/autoresearch/ota.py	102	# Step 2: Connect host to ESP32 WiFi AP	COMMENT
LOW⚡	ci/autoresearch/ota.py	108	# Step 3: Run HTTP tests	COMMENT
LOW⚡	ci/lint/clang_tidy/noexcept_platforms.py	49	# Step 1: Find clang-query	COMMENT
LOW⚡	ci/lint/clang_tidy/noexcept_platforms.py	76	# Step 2: AST query for functions missing noexcept	COMMENT
LOW⚡	ci/lint/clang_tidy/noexcept_platforms.py	146	# Step 3: Insert FL_NO_EXCEPT into function signatures	COMMENT
LOW⚡	ci/lint/clang_tidy/noexcept_platforms.py	256	# Step 4: Apply fixes to files	COMMENT
LOW⚡	ci/tools/add_fl_noexcept.py	48	# Step 1: Use clang-query to find functions missing noexcept (AST-accurate)	COMMENT
LOW⚡	ci/tools/add_fl_noexcept.py	122	# Step 2: Insert FL_NO_EXCEPT at the correct position	COMMENT
LOW	ci/tools/add_fl_noexcept.py	260	# Step 1: Get AST-accurate list	COMMENT
LOW	ci/tools/add_fl_noexcept.py	275	# Step 2: Process each file	COMMENT
LOW	ci/meson/runner_helpers.py	111	# Step 1: Clean stale ninja deps using ninja -t cleandead	COMMENT
LOW⚡	ci/meson/runner_helpers.py	132	# Step 2: Delete .ninja_deps to force full dependency re-scan	COMMENT
LOW⚡	ci/meson/runner_helpers.py	141	# Step 3: Clear metadata caches	COMMENT
LOW⚡	ci/meson/runner_helpers.py	159	# Step 4: Clean build artifacts (stale .obj files referencing old headers)	COMMENT
LOW⚡	ci/meson/runner_helpers.py	162	# Step 5: Force Meson reconfiguration	COMMENT
LOW	ci/runners/avr8js_runner.py	105	# Step 1: Show what we're compiling	COMMENT
LOW	ci/runners/avr8js_runner.py	146	# Step 2: Locate compiled firmware	COMMENT
LOW	ci/runners/avr8js_runner.py	166	# Step 3: Run in avr8js Docker	COMMENT
LOW⚡	ci/compiler/platformio_cache.py	1013	# Step 1: Collect all URLs from platformio.ini	COMMENT
LOW⚡	ci/compiler/platformio_cache.py	1019	# Step 2: Deduplicate URLs	COMMENT
LOW⚡	ci/compiler/platformio_cache.py	1023	# Step 3: Download and process all unique URLs	COMMENT
LOW⚡	ci/compiler/platformio_cache.py	1026	# Step 4: Replace all URLs in platformio.ini with resolved local paths	COMMENT
LOW⚡	ci/compiler/platformio_ini.py	2205	# Step 5: Process each unique artifact and collect URL replacements	COMMENT
85 more matches not shown…

Deep Nesting309 hits · 276 pts

Severity	File	Line	Context
LOW	test.py	198	CODE
LOW	test.py	293	CODE
LOW	mcp_server.py	544	CODE
LOW	mcp_server.py	1257	CODE
LOW	mcp_server.py	1464	CODE
LOW	mcp_server.py	1738	CODE
LOW	mcp_server.py	1933	CODE
LOW	mcp_server.py	2347	CODE
LOW	ci/ci-compile-pio-ci-working.py	231	CODE
LOW	ci/ci-compile-pio-ci-working.py	271	CODE
LOW	ci/ci-compile-pio-ci-working.py	423	CODE
LOW	ci/ci-compile-pio-ci-working.py	464	CODE
LOW	ci/scan_singleton_elision.py	63	CODE
LOW	ci/scan_singleton_elision.py	214	CODE
LOW	ci/early_exit_cache.py	45	CODE
LOW	ci/early_exit_cache.py	91	CODE
LOW	ci/early_exit_cache.py	432	CODE
LOW	ci/decode_esp32_backtrace.py	32	CODE
LOW	ci/test_all_lint_caches_stress.py	248	CODE
LOW	ci/test_all_lint_caches_stress.py	289	CODE
LOW	ci/autoresearch_loop.py	93	CODE
LOW	ci/iwyu_wrapper.py	71	CODE
LOW	ci/inspect_obj.py	28	CODE
LOW	ci/run_tests.py	70	CODE
LOW	ci/run_tests.py	182	CODE
LOW	ci/run_tests.py	252	CODE
LOW	ci/run_tests.py	358	CODE
LOW	ci/wasm_build.py	121	CODE
LOW	ci/wasm_build.py	416	CODE
LOW	ci/wasm_build.py	644	CODE
LOW	ci/wasm_build.py	735	CODE
LOW	ci/wasm_build.py	963	CODE
LOW	ci/wasm_build.py	1115	CODE
LOW	ci/wasm_build.py	1217	CODE
LOW	ci/wasm_build.py	1606	CODE
LOW	ci/wasm_build.py	1646	CODE
LOW	ci/wasm_build.py	1715	CODE
LOW	ci/wasm_build.py	138	CODE
LOW	ci/debug_attached.py	374	CODE
LOW	ci/debug_attached.py	1145	CODE
LOW	ci/compile_pch.py	130	CODE
LOW	ci/compile_pch.py	181	CODE
LOW	ci/compile_pch.py	254	CODE
LOW	ci/wasm_build_library.py	529	CODE
LOW	ci/check_backend_flag_drift.py	169	CODE
LOW	ci/test_hash_fingerprint_stress.py	436	CODE
LOW	ci/wasm_audio_url_test.py	119	CODE
LOW	ci/rpc_schema_validator.py	75	CODE
LOW	ci/wasm_audio_drag_drop_test.py	178	CODE
LOW	ci/ci-compile.py	39	CODE
LOW	ci/ci-compile.py	107	CODE
LOW	ci/replace_extern_c.py	35	CODE
LOW	ci/autoresearch_agent.py	159	CODE
LOW	ci/autoresearch_agent.py	313	CODE
LOW	ci/rpc_client.py	313	CODE
LOW	ci/rpc_client.py	429	CODE
LOW	ci/rpc_client.py	585	CODE
LOW	ci/run-clang-format.py	48	CODE
LOW	ci/run-clang-format.py	67	CODE
LOW	ci/run-clang-format.py	233	CODE
249 more matches not shown…

Redundant / Tautological Comments169 hits · 254 pts

Severity	File	Line	Snippet	Context
LOW	tidy.sh	46	# Check if IWYU is available	COMMENT
LOW	test.py	140	# Check if we already warned about these exact dumps	COMMENT
LOW	test.py	559	# Check if we need to use sequential execution to avoid resource conflicts	COMMENT
LOW	mcp_server.py	1557	# Check if it has a .ino file	COMMENT
LOW	mcp_server.py	1580	# Check if key files exist	COMMENT
LOW	mcp_server.py	1686	# Check if tests passed by looking for common failure indicators	COMMENT
LOW	mcp_server.py	2042	# Check if ELF file exists	COMMENT
LOW	mcp_server.py	2111	# Check if FastLED-related	COMMENT
LOW	mcp_server.py	2132	# Check if large symbol	COMMENT
LOW	mcp_server.py	2426	# Check if this is an approved include	COMMENT
LOW	mcp_server.py	2508	# Check if this is a background agent and refuse to run	COMMENT
LOW	mcp_server.py	2536	# Check if fastled command is available	COMMENT
LOW	mcp_server.py	2550	# Check if Docker is available (optional)	COMMENT
LOW	mcp_server.py	2558	# Check if playwright is available	COMMENT
LOW	mcp_server.py	2729	# Check if FastLED initialized	COMMENT
LOW	ci/wasm_compile.py	48	# Check if sketch is filtered out for WASM platform	COMMENT
LOW	ci/decode_esp32_backtrace.py	231	# Check if addresses provided on command line	STRING
LOW	ci/wasm_compile_native.py	128	# Check if any input is newer than output	STRING
LOW	ci/wasm_compile_native.py	182	# Check if compilation is needed	STRING
LOW	ci/wasm_compile_native.py	312	# Check if linking is needed (incremental linking)	STRING
LOW	ci/ci-cppcheck.py	76	# Check if this platformio.ini is for our board by looking at the path	COMMENT
LOW	ci/ci-cppcheck.py	97	# Check if there's a platformio.ini directly in the base directory	COMMENT
LOW	ci/inspect_obj.py	93	# Check if object file was provided and exists	COMMENT
LOW	ci/run_tests.py	192	# Check if this directory has actual executable test files	COMMENT
LOW	ci/wasm_build.py	653	# Check if source file list changed since last configure	COMMENT
LOW	ci/wasm_build.py	726	# Write file list hash marker for future staleness detection	COMMENT
LOW	ci/wasm_build.py	893	# Check if header unit BMI is up-to-date	COMMENT
LOW	ci/wasm_build.py	1134	# Check if recompilation needed (mtime check against wrapper, .ino, extra .cpp, and library)	COMMENT
LOW	ci/wasm_build.py	1465	# Check if linking needed (compare inputs vs cached output)	COMMENT
LOW	ci/debug_attached.py	942	# Check if all expect patterns were found	COMMENT
LOW	ci/js_lint_cache.py	104	# Check if linting is needed	COMMENT
LOW⚡	ci/wasm_build_library.py	183	# Check if flags changed	COMMENT
LOW⚡	ci/wasm_build_library.py	187	# Check if PCH changed	COMMENT
LOW⚡	ci/wasm_build_library.py	194	# Check if source file changed	COMMENT
LOW⚡	ci/wasm_build_library.py	200	# Check if any header dependency changed	COMMENT
LOW⚡	ci/wasm_build_library.py	617	# Check if PCH was rebuilt (would invalidate all objects)	COMMENT
LOW⚡	ci/wasm_build_library.py	766	# Check if partial object needs to be regenerated	COMMENT
LOW⚡	ci/wasm_build_library.py	769	# Check if any input object is newer	COMMENT
LOW	ci/wasm_audio_drag_drop_test.py	523	# Check if we've seen the key diagnostic messages	COMMENT
LOW	ci/cpp_lint_cache.py	142	# Check if linting is needed	COMMENT
LOW	ci/ci-compile.py	253	# Check if we're compiling Esp32C3_SPI_ISR and auto-enable validation	COMMENT
LOW	ci/ci-compile.py	354	# Check if compilation stopped early due to max_failures	COMMENT
LOW	ci/replace_extern_c.py	87	# Check if compiler_control.h is already included	COMMENT
LOW	ci/autoresearch_agent.py	342	# Check if using streaming mode	COMMENT
LOW	ci/rpc_client.py	515	# Check if response ID matches request ID (JSON-RPC 2.0 correlation)	COMMENT
LOW	ci/rpc_client.py	522	# Check if match_key is present	COMMENT
LOW	ci/rpc_client.py	641	# Check if response ID matches expected ID (JSON-RPC 2.0 correlation)	COMMENT
LOW	ci/rpc_client.py	683	# Check if this is an ACK for async function (skip and continue waiting)	COMMENT
LOW	ci/python_lint_cache.py	108	# Check if pyright is needed	COMMENT
LOW	ci/wasm_compile_pch.py	288	# Check if any dependencies have changed (NEW: dependency tracking)	COMMENT
LOW	ci/wasm_compile_pch.py	460	# Check if rebuild is needed	COMMENT
LOW	ci/boards.py	113	# Check if framework is set, warn and auto-set to arduino if missing (except for native/stub platforms)	COMMENT
LOW	ci/boards.py	175	# Check if define contains any problematic patterns	COMMENT
LOW	ci/fix_has_include.py	87	# Check if any line is NOT a definition	COMMENT
LOW	ci/autoresearch/net.py	376	# Display results	COMMENT
LOW	ci/autoresearch/net.py	725	# Display results	COMMENT
LOW	ci/autoresearch/decode.py	236	# Display results	COMMENT
LOW	ci/autoresearch/decode.py	313	# Read file and base64-encode into JSON-RPC payload	COMMENT
LOW	ci/lint/stage_impls.py	119	# Print output for failed files	COMMENT
LOW	ci/lint/stage_impls.py	178	# Check if linting is needed	COMMENT
109 more matches not shown…

Unused Imports224 hits · 218 pts

Severity	File	Line	Context
LOW	build.py	14	CODE
LOW	test.py	5	CODE
LOW	mcp_server.py	76	CODE
LOW	mcp_server.py	79	CODE
LOW	mcp_server.py	79	CODE
LOW	mcp_server.py	79	CODE
LOW	ci/scan_singleton_elision.py	18	CODE
LOW	ci/early_exit_cache.py	16	CODE
LOW	ci/test_iwyu_integration.py	9	CODE
LOW	ci/bloat.py	55	CODE
LOW	ci/check_backend_flag_drift.py	39	CODE
LOW	ci/ci-compile.py	1	CODE
LOW	ci/esbuild_frontend.py	1	CODE
LOW	ci/rpc_client.py	35	CODE
LOW	ci/run-clang-format.py	12	CODE
LOW	ci/run-clang-format.py	12	CODE
LOW	ci/clean-worktrees.py	20	CODE
LOW	ci/bin_bloat_attribute.py	9	CODE
LOW	ci/github_project_drift_sync.py	25	CODE
LOW	ci/github_project_sync.py	13	CODE
LOW	ci/bin_bloat_analysis.py	10	CODE
LOW	ci/fix_has_include.py	26	CODE
LOW	ci/fix_has_include.py	26	CODE
LOW	ci/autoresearch/runner.py	11	CODE
LOW	ci/autoresearch/ble.py	11	CODE
LOW	ci/autoresearch/ble.py	25	CODE
LOW	ci/autoresearch/test_lpc_pin_toggle_rx.py	34	CODE
LOW	ci/autoresearch/test_lpc_pin_toggle_rx.py	37	CODE
LOW	ci/autoresearch/test_lpc_pin_toggle_rx.py	39	CODE
LOW	ci/autoresearch/test_lpc_pin_toggle_rx.py	41	CODE
LOW	ci/autoresearch/test_lpc_pin_toggle_rx.py	42	CODE
LOW	ci/autoresearch/test_flexio_rx_squarewave.py	26	CODE
LOW	ci/autoresearch/test_flexio_rx_squarewave.py	29	CODE
LOW	ci/autoresearch/test_flexio_rx_squarewave.py	31	CODE
LOW	ci/autoresearch/test_flexio_rx_squarewave.py	33	CODE
LOW	ci/autoresearch/test_flexio_rx_objectfled.py	24	CODE
LOW	ci/autoresearch/test_flexio_rx_objectfled.py	27	CODE
LOW	ci/autoresearch/test_flexio_rx_objectfled.py	29	CODE
LOW	ci/autoresearch/test_flexio_rx_objectfled.py	31	CODE
LOW	ci/autoresearch/build_driver.py	3	CODE
LOW	ci/autoresearch/net.py	22	CODE
LOW	ci/autoresearch/__init__.py	16	CODE
LOW	ci/autoresearch/__init__.py	17	CODE
LOW	ci/autoresearch/__init__.py	17	CODE
LOW	ci/autoresearch/__init__.py	17	CODE
LOW	ci/autoresearch/__init__.py	17	CODE
LOW	ci/autoresearch/__init__.py	23	CODE
LOW	ci/autoresearch/__init__.py	23	CODE
LOW	ci/autoresearch/__init__.py	24	CODE
LOW	ci/autoresearch/__init__.py	24	CODE
LOW	ci/autoresearch/__init__.py	24	CODE
LOW	ci/autoresearch/__init__.py	25	CODE
LOW	ci/autoresearch/__init__.py	25	CODE
LOW	ci/autoresearch/debug_object_fled_small.py	14	CODE
LOW	ci/autoresearch/debug_object_fled_small.py	18	CODE
LOW	ci/autoresearch/driver_sweep.py	29	CODE
LOW	ci/autoresearch/phases.py	7	CODE
LOW	ci/autoresearch/phases.py	9	CODE
LOW	ci/autoresearch/phases.py	34	CODE
LOW	ci/autoresearch/phases.py	59	CODE
164 more matches not shown…

Docstring Block Structure42 hits · 210 pts

Severity	File	Line	Snippet	Context
HIGH	ci/early_exit_cache.py	285	Check if full test suite result is cached (stdlib only, no ci.* imports). Verifies that: 1. Full run cache fi	STRING
HIGH	ci/standardized_smoke_sketches.py	78	Parse the manifest and return entries with line-number metadata. Comments (``#`` to end of line) and blank lines ar	STRING
HIGH	ci/compiled_size.py	22	Find build_info.json for a board, with optional example-specific search. Args: board: Board name ex	STRING
HIGH	ci/autoresearch_agent.py	138	Send JSON-RPC command and wait for response. Args: function: RPC function name (e.g., "configure",	STRING
HIGH	ci/rpc_client.py	363	Send JSON-RPC command and wait for response with mandatory ID correlation (async). Args: function:	STRING
HIGH	ci/rpc_client.py	437	Send RPC and wait for response containing specific key with mandatory ID correlation (async). Useful when devic	STRING
HIGH	ci/rpc_client.py	586	Wait for and parse JSON-RPC response with mandatory ID matching (async). Args: timeout: Maximum tim	STRING
HIGH	ci/autoresearch/staging.py	39	Stage ``.build/pio/<board>/`` and write a synthesised ``platformio.ini``. Args: board_name: PlatformIO env	STRING
HIGH	ci/fingerprint/config.py	110	Get a predefined cache configuration by name. Args: name: Cache name (e.g., "cpp_lint", "python_test",	STRING
HIGH	ci/fingerprint/rules.py	163	Get glob patterns for files monitored by a specific cache. This defines what files each cache should t	STRING
HIGH	ci/fingerprint/core.py	124	Compute MD5 hash of file content. Args: file_path: Path to file to hash Returns:	STRING
HIGH	ci/fingerprint/core.py	147	Determine if a source file has changed since the last known modification time. Two-layer verification	STRING
HIGH	ci/util/check_files.py	162	Read file content, using cache to avoid redundant I/O. Args: file_path: Path to the file to read	STRING
HIGH	ci/util/json_rpc_handler.py	96	Parse JSON-RPC commands from CLI argument. Supports three formats: 1. JSON string: '{"method":"ping","params":[	STRING
HIGH	ci/util/github_url_converter.py	13	Convert a GitHub URL to a downloadable zip URL if possible. Args: url: GitHub URL (can be git, https,	STRING
HIGH	ci/util/sketch_resolver.py	24	Resolve sketch argument to examples directory path. Handles various input formats and performs disambiguation when	STRING
HIGH	ci/util/sketch_resolver.py	104	Parse timeout string with optional suffix into seconds. Supported formats: - Plain number: "120" -> 120 sec	STRING
HIGH	ci/util/pio_package_messages.py	86	Create PackageRequest from dictionary. Args: data: Dictionary with request fields Returns:	STRING
HIGH	ci/util/pio_package_messages.py	158	Create DaemonStatus from dictionary. Args: data: Dictionary with status fields Returns:	STRING
HIGH	ci/util/pio_package_messages.py	219	Convert string to BuildCommand. Args: value: Command string Returns: BuildComm	STRING
HIGH	ci/util/pio_package_messages.py	302	Create BuildRequest from dictionary. Args: data: Dictionary with request fields Returns:	STRING
HIGH	ci/util/pio_package_messages.py	373	Create BuildStatus from dictionary. Args: data: Dictionary with status fields Returns:	STRING
HIGH	ci/util/bin_2_elf.py	14	Run a command using subprocess and capture the output. Args: command (list or str): Command to run.	STRING
HIGH	ci/util/build_lock.py	211	Acquire the lock, waiting up to timeout seconds. Args: timeout: Maximum time to wait for l	STRING
HIGH	ci/util/build_lock.py	335	Context manager for acquiring libfastled build lock. Usage: with libfastled_build_lock():	STRING
HIGH	ci/util/elf.py	11	Run a command using subprocess and capture the output. Args: command (list): Command to run. s	STRING
HIGH	ci/util/meson_example_runner.py	118	Compile FastLED examples using Meson. Args: build_dir: Meson build directory examples: List of	STRING
HIGH	ci/util/meson_example_runner.py	258	Run compiled FastLED examples using Meson test runner. Args: build_dir: Meson build directory	STRING
HIGH	ci/util/meson_example_runner.py	396	Complete Meson example build and execution workflow. Args: source_dir: Project root directory	STRING
HIGH	ci/util/dependency_loader.py	50	Get file patterns (globs) for a given operation. Args: operation: Operation name (e.g., "p	STRING
HIGH	ci/util/dependency_loader.py	86	Get full operation definition. Args: operation: Operation name Returns:	STRING
HIGH	ci/util/pyserial_monitor.py	133	Stream lines from serial port (blocking iterator). This method reads lines from the serial port and yields them	STRING
HIGH	ci/util/pyserial_monitor.py	197	Write data to serial port. Args: data: String or bytes to write to serial port Returns:	STRING
HIGH	ci/meson/build_config.py	106	Set up Meson build directory. Args: source_dir: Project root directory containing meson.build	STRING
HIGH	ci/compiler/board_example_utils.py	101	Resolve example name to path, ensuring it exists. Args: example: Example name (e.g., "Blink" or "examples/B	STRING
HIGH	ci/compiler/board_example_utils.py	148	Get the path to the .ino file for an example. Args: example: Example name (e.g., "Blink" or "Fx/FxWave2d")	STRING
HIGH	ci/compiler/board_example_utils.py	221	Filter examples based on board capabilities. Args: board: Board configuration examples: List of exa	STRING
HIGH	ci/compiler/compiler.py	50	Build a list of examples with proper resource management. Args: examples: List of example names or	STRING
HIGH	ci/compiler/platformio_ini.py	936	Static factory method to parse a platformio.ini file and return a PlatformIOIni instance. Args:	STRING
HIGH	ci/compiler/platformio_ini.py	968	Parse platformio.ini content from a string and return a fully formed instance. Args: conte	STRING
HIGH	ci/compiler/sketch_filter.py	178	Parse @filter block from .ino file. Supports both YAML-style (multi-line) and one-liner syntax. Colon after @fi	STRING
HIGH	ci/compiler/toolchain.py	235	Load build flags from build_flags.toml via ci.wasm_flags. Args: mode: Build mode (debug, fast_debug	STRING

AI Slop Vocabulary56 hits · 147 pts

Severity	File	Line	Snippet	Context
MEDIUM	pyproject.toml	144	# up the lite-SCons extra_scripts harness work (FastLED/fbuild#553	COMMENT
MEDIUM	mcp_server.py	1481	# Use the comprehensive bash lint script	COMMENT
MEDIUM	ci/autoresearch_loop.py	102	"""Run comprehensive autoresearch loop across all configurations.	STRING
LOW	ci/debug_attached.py	833	# SerialMonitor exceptions are simpler - just pass	COMMENT
MEDIUM	ci/test_led_timing_conversion.py	356	"""Verify we're testing a comprehensive set of chipsets."""	STRING
MEDIUM	ci/boards.py	854	# the IDF libs from source with comprehensive heap poisoning + end-of-	COMMENT
MEDIUM	ci/autoresearch/phases.py	270	# SPI+DMA harness (#3456) — LPC845 only. LPC804 has no DMA peripheral	COMMENT
MEDIUM	ci/autoresearch/phases.py	918	# harness buffer (2 KB) push static RAM to 94% and the first RPC	COMMENT
MEDIUM	ci/autoresearch/phases.py	1022	# standalone examples/AutoResearchLpc/ harness was retired by FastLED #3030	COMMENT
MEDIUM	ci/autoresearch/phases.py	1739	# BEFORE the gpio_only_mode early-return so the harness actually runs the	COMMENT
MEDIUM	ci/lint/__init__.py	1	"""Lint module for FastLED comprehensive linting."""	STRING
MEDIUM	ci/tools/gh/gh_healthcheck.py	320	"""Print comprehensive health report.	STRING
MEDIUM⚡	ci/util/symbol_analysis.py	180	"""Analyze ALL symbols in ELF file using both nm and readelf for comprehensive coverage"""	STRING
MEDIUM	ci/util/symbol_analysis.py	567	"""Generate a comprehensive report with optional call graph analysis"""	STRING
MEDIUM	ci/util/symbol_analysis.py	890	# Use comprehensive symbol analysis by default, basic only if requested	COMMENT
LOW⚡	ci/util/git_historian.py	272	# Timeout or other error - just use whatever results we have	COMMENT
MEDIUM⚡	ci/tests/test_platformio_url_resolution.py	1176	# MOCK - Configure CLI to return comprehensive platform data	COMMENT
MEDIUM	ci/lint_platformio/check_no_internal_platformio.py	41	# * Backend comparison harness (ci/check_backend_flag_drift.py — when	COMMENT
MEDIUM	ci/lint_platformio/check_no_internal_platformio.py	51	# The backend-comparison harness (planned, may not exist yet on master)	COMMENT
MEDIUM	ci/lint_platformio/check_no_internal_platformio.py	67	# Claude harness configuration (not part of the build/CI surface). Match	COMMENT
LOW	ci/perf/compile_perf.py	162	# Otherwise just return the filename	COMMENT
MEDIUM	ci/compiler/packages.py	134	"""Platform specification with comprehensive validation"""	STRING
MEDIUM	ci/compiler/packages.py	315	"""Package containing platforms and tools with comprehensive validation"""	STRING
MEDIUM	ci/compiler/packages.py	437	"""Enhanced parser with comprehensive validation and error handling"""	STRING
LOW	tests/test_helpers.py	38	# For other files, just use basename	COMMENT
MEDIUM	tests/fl/audio/audio_reactive.cpp	609	// constants — checking total energy is more robust.	COMMENT
MEDIUM	tests/fl/audio/detector/vocal.hpp	1057	// The margin is what matters for robust detection. If both drift equally	COMMENT
MEDIUM	tests/fl/chipsets/encoders/ws2812.hpp	132	// Test with a larger number of LEDs to ensure iteration is robust	COMMENT
MEDIUM	examples/AutoResearch/AutoResearchLowMemory.h	100	// FastLED #3468: channels-API SCT+DMA clockless AutoResearch harness.	COMMENT
MEDIUM	examples/AutoResearch/AutoResearchLowMemory.h	111	// FastLED #3456: LPC845 SPI+DMA async AutoResearch harness (Phase 1 of	COMMENT
MEDIUM	examples/AutoResearch/AutoResearchLowMemory.h	127	// #3453 follow-up: LPC845 async UART TX harness (DMA + ISR chunk chain) and	COMMENT
MEDIUM	examples/AutoResearch/AutoResearchLowMemory.h	459	// FastLED #3456: SPI+DMA async AutoResearch harness. Binds	COMMENT
MEDIUM	examples/AutoResearch/AutoResearchLowMemory.h	466	// #3453/#3611: UART DMA AutoResearch harness. Binds either the raw	COMMENT
MEDIUM	examples/Json/JsonSketch.h	5	/// emphasizing clean syntax, type safety, default values, and robust	COMMENT
MEDIUM	src/fastled_progmem.h	18	/// Wrapper definitions to allow seamless use of PROGMEM in environments that have it	COMMENT
MEDIUM	…sp/32/drivers/rmt_rx/rmt_rx_5/rmt_rx_channel_5.cpp.hpp	579	// Peekable wait() telemetry (FastLED#3586): harness tests run with logs	COMMENT
MEDIUM	…/platforms/esp/32/drivers/rmt/rmt_5/network_detector.h	33	/// // WiFi is enabled - use robust configuration	COMMENT
MEDIUM⚡	src/platforms/wasm/compiler/build_flags.toml	127	# Includes address/undefined behavior sanitizers and comprehensive debug info generation.	COMMENT
MEDIUM⚡	src/platforms/wasm/compiler/build_flags.toml	409	# These flags catch common programming errors and enforce coding best practices.	COMMENT
MEDIUM⚡	src/platforms/wasm/compiler/build_flags.toml	119	"-Wall", # Enable comprehensive warnings for library code	CODE
MEDIUM	…platforms/wasm/compiler/modules/audio/audio_manager.ts	600	// Can be changed to return AUDIO_WORKLET when file loading is more robust	COMMENT
MEDIUM	src/platforms/neopixelbus/clockless.h	10	/// to leverage the extensive platform support and advanced features	COMMENT
MEDIUM	src/platforms/adafruit/clockless.h	10	/// to leverage the proven reliability and platform-specific optimizations	COMMENT
MEDIUM	src/platforms/arm/lpc/clockless_arm_lpc_plu.h	29	// * NXP video, "Part II: Creative ways to leverage the LPC804 MCU's	COMMENT
MEDIUM	src/platforms/arm/common/m0clockless.h	62	// Cortex-M0+, M3, M4, M7: C++ version can leverage faster hardware	COMMENT
MEDIUM	…s/arm/teensy/teensy4_common/rx_flexpwm_channel.cpp.hpp	238	(void)low_ns; // HIGH-only classification is more robust to TX/RX skew	CODE
MEDIUM	src/fl/fx/2d/wave.h	221	/// When enabled, creates a seamless horizontal loop effect.	COMMENT
MEDIUM	src/fl/stl/unordered_map_basic.h	25	// captures the part that's purely arithmetic with no leverage threshold.	COMMENT
MEDIUM	src/fl/stl/noexcept.h	5	// so it is disabled everywhere until a robust cross-platform solution is found.	COMMENT
MEDIUM	src/fl/stl/bit_cast.h	4	// Bit cast is a safe version of reinterpret_cast that is robust against strict aliasing rules	COMMENT
MEDIUM	src/fl/stl/not_null.h	228	// Allows seamless integration with existing APIs expecting raw pointers	COMMENT
MEDIUM	src/fl/math/filter/filter.h	95	// output than pure median, still robust to outliers.	COMMENT
MEDIUM	src/fl/math/filter/filter.h	586	// float robust = atm.value();	COMMENT
MEDIUM	src/fl/audio/detector/tempo_analyzer.cpp.hpp	77	// itself survives unchanged so beat sync is seamless on audio re-entry.	COMMENT
MEDIUM	src/third_party/stb/stb_vorbis.h	67	// 1.10 - 2017-03-03 - more robust seeking; fix negative ilog(); clear error in open_memory	COMMENT
MEDIUM	src/third_party/stb/stb_vorbis.cpp.hpp	60	// 1.10 - 2017-03-03 - more robust seeking; fix negative ilog(); clear error in open_memory	COMMENT

Cross-File Repetition19 hits · 95 pts

Severity	File	Snippet	Context
HIGH	ci/wasm_audio_url_test.py	(() => { const framecount = globalthis.fastledframecount \|\| 0; const controllerrunning = !!( window.fastledcontroller &&	STRING
HIGH	ci/wasm_audio_drag_drop_test.py	(() => { const framecount = globalthis.fastledframecount \|\| 0; const controllerrunning = !!( window.fastledcontroller &&	STRING
HIGH	ci/wasm_test.py	(() => { const framecount = globalthis.fastledframecount \|\| 0; const controllerrunning = !!( window.fastledcontroller &&	STRING
HIGH	ci/autoresearch/test_lpc_pin_toggle_rx.py	shim over rpcbench (`s`) so run_* keep their reply["result"] shape. device serial goes through fbuild's rust monitor (ne	STRING
HIGH	ci/autoresearch/test_flexio_rx_squarewave.py	shim over rpcbench (`s`) so run_* keep their reply["result"] shape. device serial goes through fbuild's rust monitor (ne	STRING
HIGH	ci/autoresearch/test_flexio_rx_objectfled.py	shim over rpcbench (`s`) so run_* keep their reply["result"] shape. device serial goes through fbuild's rust monitor (ne	STRING
HIGH	ci/autoresearch/test_lpc_ws2812_loopback.py	shim over rpcbench (`s`) so run_* keep their reply["result"] shape. device serial goes through fbuild's rust monitor (ne	STRING
HIGH	ci/lint/clang_tidy/noexcept_platforms.py	add #include "fl/stl/noexcept.h" if not present. returns true if added.	STRING
HIGH	ci/tools/add_fl_noexcept.py	add #include "fl/stl/noexcept.h" if not present. returns true if added.	STRING
HIGH	ci/refactor/add_fl_noexcept.py	add #include "fl/stl/noexcept.h" if not present. returns true if added.	STRING
HIGH	ci/lint_python/sys_path_checker.py	walk paths and return all .py files, filtering out excludes.	STRING
HIGH	ci/lint_python/dict_type_checker.py	walk paths and return all .py files, filtering out excludes.	STRING
HIGH	ci/lint_python/subprocess_capture_checker.py	walk paths and return all .py files, filtering out excludes.	STRING
HIGH	ci/lint_python/sys_path_checker.py	return true if any component of path matches an exclude pattern.	STRING
HIGH	ci/lint_python/dict_type_checker.py	return true if any component of path matches an exclude pattern.	STRING
HIGH	ci/lint_python/subprocess_capture_checker.py	return true if any component of path matches an exclude pattern.	STRING
HIGH	ci/hooks/auto_test_suggest.py	extract file path from claude code hook json input.	STRING
HIGH	ci/hooks/lint-on-save.py	extract file path from claude code hook json input.	STRING
HIGH	ci/hooks/compile_example.py	extract file path from claude code hook json input.	STRING

Cross-Language Confusion22 hits · 92 pts

Severity	File	Line	Snippet	Context
HIGH	mcp_server.py	2731	"globalThis.fastLEDFrameCount \|\| 0"	CODE
HIGH	ci/wasm_audio_url_test.py	207	const frameCount = globalThis.fastLEDFrameCount \|\| 0;	STRING
HIGH	ci/wasm_audio_url_test.py	238	return audio && audio.src && audio.src.length > 0;	STRING
HIGH	ci/wasm_audio_drag_drop_test.py	175	return await page.evaluate("globalThis.fastLEDFrameCount \|\| 0")	CODE
HIGH	ci/wasm_audio_drag_drop_test.py	413	get: () => undefined,	STRING
HIGH	ci/wasm_audio_drag_drop_test.py	425	const msg = 'WORKER ERROR: ' + (e.message \|\| e);	STRING
HIGH	ci/wasm_audio_drag_drop_test.py	426	window._workerErrors.push(msg);	STRING
HIGH	ci/wasm_audio_drag_drop_test.py	469	const frameCount = globalThis.fastLEDFrameCount \|\| 0;	STRING
HIGH	ci/wasm_audio_drag_drop_test.py	570	if (label && label.textContent.includes('Brightness')) {	CODE
HIGH	ci/wasm_audio_drag_drop_test.py	631	workerActive: wm.isWorkerActive \|\| false,	CODE
HIGH	ci/wasm_audio_drag_drop_test.py	660	workerMessages: window._workerMessages \|\| 0,	CODE
HIGH	ci/rpc_client.py	547	# Determine success: void functions return null, treat as success	COMMENT
HIGH	ci/rpc_client.py	711	# Determine success: void functions return null, treat as success	COMMENT
HIGH	ci/test_rpc_edge_cases.py	8	1. Different result types (null, string, number, boolean, array, dict)	STRING
HIGH⚡	ci/test_rpc_edge_cases.py	43	json_response='{"jsonrpc":"2.0","result":null,"id":1}',	CODE
HIGH	ci/test_rpc_edge_cases.py	136	json_response='{"jsonrpc":"2.0","error":{"code":-32602,"message":"Invalid params"},"result":null,"id":14}',	CODE
HIGH	ci/test_rpc_edge_cases.py	167	json_response='{"jsonrpc":"2.0","result":{"key1":null,"key2":"value"},"id":17}',	CODE
HIGH	ci/test_rpc_edge_cases.py	223	# Determine success: void functions return null, treat as success	COMMENT
HIGH	ci/wasm_test.py	233	const frameCount = globalThis.fastLEDFrameCount \|\| 0;	STRING
HIGH	ci/hooks/rust_tool_guard.py	28	contains ` <tool> ` mid-chain (catches `cd /some/path && cargo	STRING
HIGH	ci/hooks/rust_tool_guard.py	149	(catches `cd /x && cargo build`, `(cd y; rustc …)`, etc.).	STRING
HIGH	ci/compiler/asset_scanner.py	22	"sha256": null,	STRING

Self-Referential Comments24 hits · 68 pts

Severity	File	Line	Snippet	Context
MEDIUM	ci/inspect_binary.py	64	# Create a block of text with the extracted symbols	COMMENT
MEDIUM	ci/inspect_binary.py	70	# Create a dictionary of mangled to demangled symbols	COMMENT
MEDIUM	ci/util/bin_2_elf.py	419	# Create a dummy ELF file using the generated linker script	STRING
MEDIUM	ci/util/running_process_group.py	207	# Create a shared output handler for formatting	COMMENT
MEDIUM	ci/util/serial_monitor.py	14	# Create a monitor	STRING
MEDIUM	ci/util/create_build_dir.py	409	# Create a list of scripts with pre: prefix	COMMENT
MEDIUM	ci/tests/test_file_lock_rw.py	219	# Create a stale lock in the DB (dead PID)	COMMENT
MEDIUM	ci/tests/test_stale_lock_recovery.py	145	# Create an active lock (held by this process)	COMMENT
MEDIUM	ci/tests/test_fingerprint_integration.py	383	# Create a directory with only .py files (simulates ci/)	COMMENT
MEDIUM	ci/tests/test_fingerprint_integration.py	399	# Create a directory with only .cpp files (simulates src/)	COMMENT
MEDIUM	ci/tests/test_platformio_ini_class.py	87	# Create a test platformio.ini file	COMMENT
MEDIUM	ci/tests/test_platformio_ini_class.py	139	# Create an invalid platformio.ini	COMMENT
MEDIUM	ci/tests/test_fingerprint_cache.py	723	# Create a test file (5KB) for reasonable speed	COMMENT
MEDIUM	ci/tests/test_fingerprint_cache.py	789	# Create a directory	COMMENT
MEDIUM	ci/tests/test_fingerprint_cache.py	807	# Create a directory	COMMENT
MEDIUM	ci/tests/test_clean_worktrees.py	134	# Create a commit beyond origin/master. There is no origin in this	COMMENT
MEDIUM⚡	ci/meson/meson_setup_execute.py	199	# This file is auto-generated by meson_runner.py to configure tool paths.	COMMENT
MEDIUM	ci/meson/filter_examples_for_stub.py	27	# Create a minimal Board-like object for stub platform	COMMENT
MEDIUM	ci/examples/fingerprint_cache_demo.py	32	# Create a source file	COMMENT
MEDIUM	ci/compiler/platformio_cache.py	433	# Create a thread-local cancel event	COMMENT
MEDIUM	ci/compiler/platformio_cache.py	449	# Create a thread-local cancel event	COMMENT
MEDIUM	ci/compiler/platformio_cache.py	664	# Create a cache key based on the installation type and path	COMMENT
MEDIUM	ci/compiler/platformio_cache.py	764	# Create a session cache key for this artifact	COMMENT
MEDIUM⚡	src/platforms/wasm/compiler/build_flags.toml	336	"-sMODULARIZE=1", # Create a factory function (not global)	CODE

Modern AI Meta-Vocabulary22 hits · 68 pts

Severity	File	Line	Snippet	Context
MEDIUM	pyproject.toml	62	# 2.2.23 — adds the `shrink` module scaffold + ShrinkMode CLI	COMMENT
MEDIUM	.docs/io_refactoring_summary.md	92	│ └── cstdio.cpp.hpp # Top-level orchestration (200 lines, was 400)	CODE
MEDIUM	ci/ci-compile.py	78	# --run needs wasm_compile for Playwright test orchestration	COMMENT
MEDIUM	ci/docker_utils/README.md	27	\| `build.sh`, `docker_build_utils.py`, `generate_platformio_ini.py` \| #2812 \| In-container layered build orchestration.	CODE
MEDIUM	ci/lint_platformio/check_root_platformio_lockdown.py	39	# justification. Section headers like "[env:foo]" are scaffolding, not	COMMENT
MEDIUM	ci/meson/compile.py	944	# We're in the post-error context window	COMMENT
MEDIUM	…rms/esp/32/drivers/i2s/channel_engine_i2s_esp32dev.cpp	613	// FastLED#3526 Phase 2c — mode dispatch scaffolding	COMMENT
MEDIUM⚡	…arm/lpc/drivers/sct_dma/channel_engine_lpc_sct_dma.cpp	171	// show() kicks the transmission and the v1 scaffold returns	COMMENT
MEDIUM⚡	…arm/lpc/drivers/sct_dma/channel_engine_lpc_sct_dma.cpp	173	// once the TODO(3459) body lands) or READY (scaffold no-op).	COMMENT
MEDIUM⚡	…arm/lpc/drivers/sct_dma/channel_engine_lpc_sct_dma.cpp	181	// scaffold this happens on the first poll; the real implementation	COMMENT
MEDIUM	tests/fl/channels/rx_sct_capture.cpp	3	/// scaffold (FastLED#3015).	COMMENT
MEDIUM	.github/workflows/project_drift_sync.yml	3	# Nightly safety net behind the event-driven add-to-project workflows.	COMMENT
MEDIUM⚡	src/platforms/arm/lpc/README.md	241	- [#2849](https://github.com/FastLED/FastLED/pull/2849) — LPC11xx detection scaffold	CODE
MEDIUM⚡	src/platforms/arm/lpc/README.md	241	- [#2849](https://github.com/FastLED/FastLED/pull/2849) — LPC11xx detection scaffold	CODE
MEDIUM⚡	src/platforms/arm/lpc/README.md	242	- [#2859](https://github.com/FastLED/FastLED/pull/2859) — LPC15xx detection scaffold	CODE
MEDIUM⚡	src/platforms/arm/lpc/README.md	242	- [#2859](https://github.com/FastLED/FastLED/pull/2859) — LPC15xx detection scaffold	CODE
MEDIUM	src/platforms/arm/lpc/is_lpc.h	44	// scaffold — driver wiring is a follow-up. The clockless path will reuse	COMMENT
MEDIUM	src/platforms/arm/lpc/is_lpc.h	83	// port scaffold — driver wiring is a follow-up.	COMMENT
MEDIUM	src/platforms/arm/lpc/rx_sct_capture.h	4	/// Status: scaffold + decoder. The register-level SCT/DMA capture path	COMMENT
MEDIUM	…s/arm/lpc/drivers/sct_dma/channel_engine_lpc_sct_dma.h	11	/// Status: scaffold + interface. The channels-API surface (canHandle,	COMMENT
MEDIUM	…s/arm/lpc/drivers/sct_dma/channel_engine_lpc_sct_dma.h	15	/// `clockless_arm_lpc_pwm_dma.h`. Same scaffold-then-bench pattern this	COMMENT
MEDIUM	src/fl/channels/README.md	760	Why: Established 2026-06-27 during the #3428 FlexIO-SPI / ObjectFLED-SPI implementation. The initial design forked i	CODE

Example Usage Blocks21 hits · 32 pts

Severity	File	Line	Snippet	Context
LOW	ci/util/build_lock.py	412	# Example usage	COMMENT
LOW⚡	ci/meson/wasm_cross_file.ini	7	# Usage:	COMMENT
LOW	tests/profile/profile_result.h	21	/// Usage example:	COMMENT
LOW	examples/SpecialDrivers/ESP/DriverTest/TestRunner.h	52	/// Example usage:	COMMENT
LOW	src/platforms/esp/32/debug_setup.hpp	10	/// Example usage:	COMMENT
LOW	src/platforms/esp/32/drivers/spi/channel_driver_spi.h	196	/// Example usage:	COMMENT
LOW	src/fl/net/ota.h	49	/// Example usage:	COMMENT
LOW	src/fl/fx/fx2d_to_1d.h	22	/// Example usage:	COMMENT
LOW	src/fl/fx/2d/flowfield.h	218	/// Example usage:	COMMENT
LOW	src/fl/fx/2d/wave.h	158	/// Example usage:	COMMENT
LOW	src/fl/stl/result.h	9	/// Example usage:	COMMENT
LOW	src/fl/stl/charconv.h	29	/// Example usage:	COMMENT
LOW	src/fl/stl/stdio.h	29	/// Example usage:	COMMENT
LOW	src/fl/stl/stdio.h	58	/// Example usage:	COMMENT
LOW	src/fl/stl/stdio.h	76	/// Example usage:	COMMENT
LOW	src/fl/stl/stdio.h	632	/// Example usage:	COMMENT
LOW	src/fl/stl/stdio.h	663	/// Example usage:	COMMENT
LOW	src/fl/stl/stdio.h	709	/// Example usage:	COMMENT
LOW	src/fl/stl/iterator.h	54	/// Usage example:	COMMENT
LOW	src/fl/stl/iterator.h	149	/// Usage example:	COMMENT
LOW	src/fl/stl/asio/http/server.h	7	/// Example usage:	COMMENT

Modern Structural Boilerplate30 hits · 28 pts

Severity	File	Line	Snippet	Context
LOW	ci/github_project_sync.py	258	def update_date(project_id: str, item_id: str, field_id: str, date_value: str) -> None:	STRING
LOW	ci/iwyu_cache.py	97	def set_source_tree_hash(self, h: str) -> None:	CODE
LOW	ci/autoresearch/__init__.py	28	__all__ = [	CODE
LOW	ci/lint/__init__.py	9	__all__ = ["parse_lint_args", "DurationTracker", "LintOrchestrator", "LintStage"]	CODE
LOW	ci/tools/gh/__init__.py	7	__all__ = ["WorkflowScanner", "HealthChecker"]	CODE
LOW	ci/fingerprint/__init__.py	17	__all__ = [	CODE
LOW	ci/util/build_process_tracker.py	181	def _update_child_pids(self, client_pid: int) -> None:	CODE
LOW	ci/util/meson_runner.py	51	__all__ = [	CODE
LOW	ci/util/lock_database.py	25	logger = logging.getLogger(__name__)	CODE
LOW	ci/util/toolchain_downloader.py	34	logger = logging.getLogger(__name__)	CODE
LOW	ci/util/process_status_display.py	17	logger = logging.getLogger(__name__)	CODE
LOW	ci/util/pio_process_killer.py	30	logger = logging.getLogger(__name__)	CODE
LOW	ci/util/running_process_group.py	503	def _update_process_output(self, process: RunningProcess) -> None:	CODE
LOW	ci/util/download_breadcrumb.py	19	logger = logging.getLogger(__name__)	CODE
LOW	ci/util/pio_package_daemon.py	177	def update_status(state: DaemonState, message: str, **kwargs: Any) -> None:	CODE
LOW	ci/util/file_lock_rw.py	33	logger = logging.getLogger(__name__)	CODE
LOW	ci/util/file_lock_rw.py	36	__all__ = [	CODE
LOW	ci/util/serial_monitor.py	226	def set_serial_port(self, serial_port: serial.Serial) -> None:	CODE
LOW	ci/util/meson_example_runner.py	72	def update_message(self, message: str) -> None:	CODE
LOW	ci/util/cache_lock.py	21	logger = logging.getLogger(__name__)	CODE
LOW	ci/util/file_lock_rw_util.py	16	logger = logging.getLogger(__name__)	CODE
LOW	ci/util/global_interrupt_handler.py	15	def set_debug_test(enabled: bool = True) -> None:	CODE
LOW	ci/util/version_lockfile.py	22	logger = logging.getLogger(__name__)	CODE
LOW	ci/lint_platformio/run_all_checkers.py	35	__all__ = [	CODE
LOW	ci/meson/runner.py	46	def _setup_sanitizer_env(source_dir: Path, verbose: bool) -> None:	CODE
LOW	ci/meson/__init__.py	30	__all__ = [	CODE
LOW	ci/meson/build_config.py	75	__all__ = [	CODE
LOW	ci/compiler/platformio_cache.py	275	logger = logging.getLogger(__name__)	CODE
LOW	ci/compiler/platformio_ini.py	36	logger = logging.getLogger(__name__)	CODE
LOW	ci/compiler/platformio_ini.py	1095	def set_option(self, section: str, option: str, value: str) -> None:	CODE

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

Severity	File	Line	Snippet	Context
HIGH	src/platforms/wasm/compiler/index.ts	324	print(...argsWithTime);	CODE
HIGH	src/platforms/wasm/compiler/index.ts	338	print(...argsWithTime);	CODE

AI Structural Patterns7 hits · 7 pts

Severity	File	Line	Context
LOW	ci/debug_attached.py	374	CODE
LOW	ci/boards.py	488	CODE
LOW	ci/util/meson_example_runner.py	383	CODE
LOW	ci/util/fbuild_runner.py	615	CODE
LOW	ci/meson/runner.py	104	CODE
LOW	ci/meson/test_execution.py	57	CODE
LOW	ci/meson/meson_markers.py	25	CODE

Slop Phrases2 hits · 6 pts

Severity	File	Line	Snippet	Context
MEDIUM	ci/demo_symbol_analysis.py	86	# List of boards to analyze (you can add more)	COMMENT
MEDIUM	src/fl/stl/stdio.h	291	// This is a basic implementation - could be enhanced	COMMENT

Fake / Example Data5 hits · 5 pts

Severity	File	Line	Snippet	Context
LOW	tests/misc/colorimetric_strategy_table.cpp	5713	\|\| text_contains(text, "placeholder")	CODE
LOW	tests/profile/benchmark_json_parsers.cpp	151	printf(" Download it with: curl -o tests/profile/benchmark_1mb.json https://microsoftedge.github.io/Demos/json	CODE
LOW	tests/profile/benchmark_json_parsers.cpp	221	printf(" https://microsoftedge.github.io/Demos/json-dummy-data/\n");	CODE
LOW	tests/profile/json_memory_profile.cpp	494	printf(" Download it with: curl -o tests/profile/benchmark_1mb.json https://microsoftedge.github.io/Demos/json	CODE
LOW	tests/profile/json_performance.cpp	195	printf(" curl -o %s https://microsoftedge.github.io/Demos/json-dummy-data/1MB.json\n", filepath);	CODE

TODO Padding2 hits · 3 pts

Severity	File	Line	Snippet	Context
LOW	src/platforms/avr/fastspi_avr.h	533	// TODO: implement ARMHardwareSPIOutput	COMMENT
LOW	src/platforms/avr/fastspi_avr.h	721	// TODO: implement ARMHardwareSPIOutput	COMMENT

Analysis Overview

What These Metrics Mean

Score History

Severity Breakdown

Directory Score Breakdown

Pattern Findings