tmux-python/tmuxp

20.7

Adjusted Score

20.7

Raw Score

100%

Time Factor

2026-07-14

Last Push

4.5K

Stars

Python

Language

37.3K

Lines of Code

237

Files

731

Pattern Hits

2026-07-14

Scan Date

0.00

HC Hit Rate

What These Metrics Mean

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

Score History

Longitudinal tracking requires multiple scan runs. Once this repository is re-scanned after new commits land, this chart will visualise how the synthetic code signal evolves over time — enabling you to detect whether AI authorship is growing, stabilising, or being actively corrected by human engineers.

No multi-scan history yet — run the scanner again to build trend data.

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 0MEDIUM 1LOW 730

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 731 distinct pattern matches across 10 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.

Hyper-Verbose Identifiers511 hits · 544 pts

Severity	File	Line	Snippet	Context
LOW	conftest.py	88	def monkeypatch_plugin_test_packages(monkeypatch: pytest.MonkeyPatch) -> None:	CODE
LOW	conftest.py	121	def pytest_collection_modifyitems(items: list[pytest.Item]) -> None:	CODE
LOW⚡	tests/test_plugin.py	39	def test_tmux_version_fail_min() -> None:	CODE
LOW⚡	tests/test_plugin.py	46	def test_tmux_version_fail_max() -> None:	CODE
LOW⚡	tests/test_plugin.py	53	def test_tmux_version_fail_incompatible() -> None:	CODE
LOW⚡	tests/test_plugin.py	60	def test_tmuxp_version_fail_min() -> None:	CODE
LOW⚡	tests/test_plugin.py	67	def test_tmuxp_version_fail_max() -> None:	CODE
LOW⚡	tests/test_plugin.py	74	def test_tmuxp_version_fail_incompatible() -> None:	CODE
LOW⚡	tests/test_plugin.py	81	def test_libtmux_version_fail_min() -> None:	CODE
LOW⚡	tests/test_plugin.py	88	def test_libtmux_version_fail_max() -> None:	CODE
LOW⚡	tests/test_plugin.py	95	def test_libtmux_version_fail_incompatible() -> None:	CODE
LOW⚡	tests/test_plugin.py	102	def test_plugin_version_check_logs_debug(	CODE
LOW	tests/test_util.py	85	def test_run_before_script_isatty(	CODE
LOW⚡	tests/test_util.py	125	def test_beforeload_returncode() -> None:	CODE
LOW⚡	tests/test_util.py	134	def test_beforeload_returns_stderr_messages() -> None:	CODE
LOW⚡	tests/test_util.py	143	def test_get_session_should_default_to_local_attached_session(	CODE
LOW	tests/test_util.py	159	def test_get_session_should_return_first_session_if_no_active_session(	CODE
LOW	tests/test_util.py	174	def test_get_pane_logs_debug_on_failure(	CODE
LOW	tests/test_util.py	205	def test_oh_my_zsh_auto_title_logs_warning(	CODE
LOW	tests/test_log.py	18	def test_level_colors_no_colorama() -> None:	CODE
LOW	tests/test_log.py	26	def test_log_formatter_format_plain_text() -> None:	CODE
LOW	tests/test_log.py	43	def test_debug_log_formatter_format_smoke() -> None:	CODE
LOW	tests/test_log.py	59	def test_timestamp_format_has_minutes() -> None:	CODE
LOW⚡	tests/test_log.py	84	def test_tmuxp_echo_default_stdout(capsys: pytest.CaptureFixture[str]) -> None:	CODE
LOW⚡	tests/test_log.py	92	def test_tmuxp_echo_to_stderr(capsys: pytest.CaptureFixture[str]) -> None:	CODE
LOW⚡	tests/test_log.py	100	def test_tmuxp_echo_none_is_no_op(capsys: pytest.CaptureFixture[str]) -> None:	CODE
LOW	tests/test_docs_tmux_layout.py	45	def test_arrange_fills_screen(case: ArrangeCase) -> None:	CODE
LOW	tests/test_docs_tmux_layout.py	61	def test_arrange_unknown_layout_raises() -> None:	CODE
LOW⚡	tests/test_docs_tmux_layout.py	86	def test_highlight_emits_pygments_classes(case: HighlightCase) -> None:	CODE
LOW⚡	tests/test_docs_tmux_layout.py	93	def test_highlight_leaves_command_builtin_default() -> None:	CODE
LOW⚡	tests/test_docs_tmux_layout.py	99	def test_highlight_escapes_markup() -> None:	CODE
LOW	tests/test_docs_tmux_layout.py	161	def test_parse_size_invalid_raises() -> None:	CODE
LOW	tests/test_docs_tmux_layout.py	167	def test_render_layout_structure() -> None:	CODE
LOW	tests/test_docs_tmux_layout.py	178	def test_render_layout_clips_compact_pane_text_without_rescaling() -> None:	CODE
LOW	tests/test_docs_tmux_layout.py	200	def test_setup_registers_components() -> None:	CODE
LOW⚡	tests/_internal/test_private_path.py	14	def test_private_path_collapses_home(monkeypatch: pytest.MonkeyPatch) -> None:	CODE
LOW⚡	tests/_internal/test_private_path.py	22	def test_private_path_collapses_home_exact(monkeypatch: pytest.MonkeyPatch) -> None:	CODE
LOW⚡	tests/_internal/test_private_path.py	30	def test_private_path_preserves_non_home(monkeypatch: pytest.MonkeyPatch) -> None:	CODE
LOW⚡	tests/_internal/test_private_path.py	38	def test_private_path_preserves_tmp(monkeypatch: pytest.MonkeyPatch) -> None:	CODE
LOW⚡	tests/_internal/test_private_path.py	46	def test_private_path_preserves_already_collapsed() -> None:	CODE
LOW	tests/_internal/test_private_path.py	60	def test_private_path_in_fstring(monkeypatch: pytest.MonkeyPatch) -> None:	CODE
LOW	tests/_internal/test_private_path.py	69	def test_private_path_similar_prefix_not_collapsed(	CODE
LOW	tests/_internal/test_private_path.py	83	def test_collapse_home_in_string_single_path(monkeypatch: pytest.MonkeyPatch) -> None:	CODE
LOW	tests/_internal/test_private_path.py	91	def test_collapse_home_in_string_multiple_paths(	CODE
LOW⚡	tests/_internal/test_private_path.py	103	def test_collapse_home_in_string_no_home_paths(	CODE
LOW⚡	tests/_internal/test_private_path.py	113	def test_collapse_home_in_string_mixed_paths(monkeypatch: pytest.MonkeyPatch) -> None:	CODE
LOW⚡	tests/_internal/test_private_path.py	121	def test_collapse_home_in_string_empty() -> None:	CODE
LOW⚡	tests/_internal/test_colors.py	185	def test_get_color_mode_none_returns_auto() -> None:	CODE
LOW⚡	tests/_internal/test_colors.py	190	def test_get_color_mode_auto_string() -> None:	CODE
LOW⚡	tests/_internal/test_colors.py	195	def test_get_color_mode_always_string() -> None:	CODE
LOW⚡	tests/_internal/test_colors.py	200	def test_get_color_mode_never_string() -> None:	CODE
LOW⚡	tests/_internal/test_colors.py	205	def test_get_color_mode_case_insensitive() -> None:	CODE
LOW⚡	tests/_internal/test_colors.py	212	def test_get_color_mode_invalid_returns_auto() -> None:	CODE
LOW⚡	tests/_internal/test_colors.py	222	def test_semantic_color_names() -> None:	CODE
LOW⚡	tests/_internal/test_colors.py	278	def test_style_with_empty_tuple() -> None:	CODE
LOW⚡	tests/_internal/test_colors.py	286	def test_style_with_rgb_value_too_high() -> None:	CODE
LOW⚡	tests/_internal/test_colors.py	292	def test_style_with_rgb_value_negative() -> None:	CODE
LOW⚡	tests/_internal/test_colors.py	298	def test_style_with_rgb_non_integer() -> None:	CODE
LOW⚡	tests/_internal/test_colors.py	307	def test_heading_applies_bright_cyan_bold(monkeypatch: pytest.MonkeyPatch) -> None:	CODE
LOW	tests/_internal/test_colors.py	41	def test_auto_no_tty_disabled(monkeypatch: pytest.MonkeyPatch) -> None:	CODE
451 more matches not shown…

Unused Imports123 hits · 120 pts

Severity	File	Line	Context
LOW	conftest.py	11	CODE
LOW	tests/test_plugin.py	3	CODE
LOW	tests/constants.py	3	CODE
LOW	tests/test_util.py	3	CODE
LOW	tests/test_log.py	3	CODE
LOW	tests/test_docs_tmux_layout.py	3	CODE
LOW	tests/test_shell.py	3	CODE
LOW	tests/_internal/conftest.py	3	CODE
LOW	tests/_internal/test_private_path.py	3	CODE
LOW	tests/_internal/test_colors.py	3	CODE
LOW	tests/_internal/test_colors_formatters.py	3	CODE
LOW	tests/_internal/test_colors_integration.py	3	CODE
LOW	tests/workspace/test_freezer.py	3	CODE
LOW	tests/workspace/conftest.py	3	CODE
LOW	tests/workspace/test_options.py	3	CODE
LOW	tests/workspace/test_finders_local.py	3	CODE
LOW	tests/workspace/test_import_teamocil.py	3	CODE
LOW	tests/workspace/test_builder_registry.py	3	CODE
LOW	tests/workspace/test_progress.py	3	CODE
LOW	tests/workspace/test_finder.py	3	CODE
LOW	tests/workspace/test_builder.py	3	CODE
LOW	tests/workspace/test_config.py	3	CODE
LOW	tests/workspace/test_import_tmuxinator.py	3	CODE
LOW	tests/tests/test_helpers.py	3	CODE
LOW	tests/cli/conftest.py	3	CODE
LOW	tests/cli/test_freeze_colors.py	3	CODE
LOW	tests/cli/test_search.py	3	CODE
LOW	tests/cli/test_freeze.py	3	CODE
LOW	tests/cli/test_ls.py	3	CODE
LOW	tests/cli/test_convert.py	3	CODE
LOW	tests/cli/test_output.py	3	CODE
LOW	tests/cli/test_debug_info_colors.py	3	CODE
LOW	tests/cli/test_progress.py	3	CODE
LOW	tests/cli/test_shell_colors.py	3	CODE
LOW	tests/cli/test_prompt_colors.py	3	CODE
LOW	tests/cli/test_import.py	3	CODE
LOW	tests/cli/test_convert_colors.py	3	CODE
LOW	tests/cli/test_formatter.py	3	CODE
LOW	tests/cli/test_debug_info.py	3	CODE
LOW	tests/cli/test_edit_colors.py	3	CODE
LOW	tests/cli/test_help_examples.py	3	CODE
LOW	tests/cli/test_shell.py	3	CODE
LOW	tests/cli/test_cli.py	3	CODE
LOW	tests/cli/test_load.py	3	CODE
LOW	tests/cli/test_import_colors.py	3	CODE
LOW	docs/conf.py	3	CODE
LOW	docs/_ext/conftest.py	7	CODE
LOW	docs/_ext/aafig.py	15	CODE
LOW	docs/_ext/tmux_layout.py	34	CODE
LOW	src/tmuxp/log.py	4	CODE
LOW	src/tmuxp/util.py	3	CODE
LOW	src/tmuxp/shell.py	4	CODE
LOW	src/tmuxp/__init__.py	7	CODE
LOW	src/tmuxp/__init__.py	11	CODE
LOW	src/tmuxp/__init__.py	11	CODE
LOW	src/tmuxp/__init__.py	12	CODE
LOW	src/tmuxp/__init__.py	12	CODE
LOW	src/tmuxp/__init__.py	12	CODE
LOW	src/tmuxp/__init__.py	12	CODE
LOW	src/tmuxp/__init__.py	12	CODE
63 more matches not shown…

Modern Structural Boilerplate45 hits · 44 pts

Severity	File	Line	Snippet	Context
LOW	conftest.py	29	logger = logging.getLogger(__name__)	CODE
LOW	docs/_ext/aafig.py	40	logger = logging.getLogger(__name__)	CODE
LOW	docs/_ext/tmux_layout.py	50	logger = logging.getLogger(__name__)	CODE
LOW	src/tmuxp/log.py	13	logger = logging.getLogger(__name__)	CODE
LOW	src/tmuxp/util.py	23	logger = logging.getLogger(__name__)	CODE
LOW	src/tmuxp/shell.py	11	logger = logging.getLogger(__name__)	CODE
LOW	src/tmuxp/__init__.py	23	logger = logging.getLogger(__name__)	CODE
LOW	src/tmuxp/types.py	15	logger = logging.getLogger(__name__)	CODE
LOW	src/tmuxp/exc.py	11	logger = logging.getLogger(__name__)	CODE
LOW	src/tmuxp/__about__.py	7	logger = logging.getLogger(__name__)	CODE
LOW	src/tmuxp/plugin.py	15	logger = logging.getLogger(__name__)	CODE
LOW	src/tmuxp/_compat.py	6	logger = logging.getLogger(__name__)	CODE
LOW	src/tmuxp/_internal/config_reader.py	12	logger = logging.getLogger(__name__)	CODE
LOW	src/tmuxp/_internal/__init__.py	7	logger = logging.getLogger(__name__)	CODE
LOW	src/tmuxp/_internal/types.py	19	logger = logging.getLogger(__name__)	CODE
LOW	src/tmuxp/_internal/private_path.py	14	logger = logging.getLogger(__name__)	CODE
LOW	src/tmuxp/_internal/private_path.py	143	__all__ = ["PrivatePath", "collapse_home_in_string"]	CODE
LOW	src/tmuxp/_internal/colors.py	52	logger = logging.getLogger(__name__)	CODE
LOW	src/tmuxp/workspace/freezer.py	8	logger = logging.getLogger(__name__)	CODE
LOW	src/tmuxp/workspace/finders.py	15	logger = logging.getLogger(__name__)	CODE
LOW	src/tmuxp/workspace/constants.py	7	logger = logging.getLogger(__name__)	CODE
LOW	src/tmuxp/workspace/__init__.py	7	logger = logging.getLogger(__name__)	CODE
LOW	src/tmuxp/workspace/importers.py	8	logger = logging.getLogger(__name__)	CODE
LOW	src/tmuxp/workspace/loader.py	10	logger = logging.getLogger(__name__)	CODE
LOW	src/tmuxp/workspace/validation.py	10	logger = logging.getLogger(__name__)	CODE
LOW	src/tmuxp/workspace/builder/__init__.py	32	__all__ = [	CODE
LOW	src/tmuxp/workspace/builder/classic.py	30	logger = logging.getLogger(__name__)	CODE
LOW	src/tmuxp/cli/_colors.py	26	logger = logging.getLogger(__name__)	CODE
LOW	src/tmuxp/cli/_colors.py	28	__all__ = [	CODE
LOW	src/tmuxp/cli/_output.py	32	logger = logging.getLogger(__name__)	CODE
LOW	src/tmuxp/cli/import_config.py	20	logger = logging.getLogger(__name__)	CODE
LOW	src/tmuxp/cli/_formatter.py	20	logger = logging.getLogger(__name__)	CODE
LOW	src/tmuxp/cli/convert.py	19	logger = logging.getLogger(__name__)	CODE
LOW	src/tmuxp/cli/shell.py	19	logger = logging.getLogger(__name__)	CODE
LOW	src/tmuxp/cli/__init__.py	62	logger = logging.getLogger(__name__)	CODE
LOW	src/tmuxp/cli/debug_info.py	24	logger = logging.getLogger(__name__)	CODE
LOW	src/tmuxp/cli/edit.py	16	logger = logging.getLogger(__name__)	CODE
LOW	src/tmuxp/cli/ls.py	50	logger = logging.getLogger(__name__)	CODE
LOW	src/tmuxp/cli/utils.py	19	logger = logging.getLogger(__name__)	CODE
LOW	src/tmuxp/cli/utils.py	25	__all__ = [	CODE
LOW	src/tmuxp/cli/freeze.py	25	logger = logging.getLogger(__name__)	CODE
LOW	src/tmuxp/cli/search.py	43	logger = logging.getLogger(__name__)	CODE
LOW	src/tmuxp/cli/load.py	39	logger = logging.getLogger(__name__)	CODE
LOW	src/tmuxp/cli/_progress.py	22	logger = logging.getLogger(__name__)	CODE
LOW	src/tmuxp/cli/_progress.py	902	def update_message(self, message: str) -> None:	STRING

Deep Nesting25 hits · 25 pts

Severity	File	Line	Context
LOW	tests/workspace/test_finder.py	425	CODE
LOW	tests/cli/test_help_examples.py	13	CODE
LOW	tests/cli/test_help_examples.py	42	CODE
LOW	docs/_ext/aafig.py	166	CODE
LOW	src/tmuxp/util.py	28	CODE
LOW	src/tmuxp/util.py	144	CODE
LOW	src/tmuxp/shell.py	106	CODE
LOW	src/tmuxp/shell.py	298	CODE
LOW	src/tmuxp/workspace/freezer.py	59	CODE
LOW	src/tmuxp/workspace/finders.py	285	CODE
LOW	src/tmuxp/workspace/importers.py	116	CODE
LOW	src/tmuxp/workspace/loader.py	68	CODE
LOW	src/tmuxp/workspace/loader.py	197	CODE
LOW	src/tmuxp/cli/_formatter.py	172	CODE
LOW	src/tmuxp/cli/__init__.py	281	CODE
LOW	src/tmuxp/cli/ls.py	258	CODE
LOW	src/tmuxp/cli/ls.py	399	CODE
LOW	src/tmuxp/cli/ls.py	482	CODE
LOW	src/tmuxp/cli/search.py	534	CODE
LOW	src/tmuxp/cli/search.py	676	CODE
LOW	src/tmuxp/cli/load.py	122	CODE
LOW	src/tmuxp/cli/load.py	330	CODE
LOW	src/tmuxp/cli/load.py	447	CODE
LOW	src/tmuxp/cli/_progress.py	437	CODE
LOW	src/tmuxp/cli/_progress.py	785	CODE

Structural Annotation Overuse11 hits · 19 pts

Severity	File	Line	Snippet	Context
LOW	.claude/skills/update-libtmux/SKILL.md	29	## Step 0: Preflight	COMMENT
LOW	.claude/skills/update-libtmux/SKILL.md	59	## Step 1: Study upstream changes	COMMENT
LOW	.claude/skills/update-libtmux/SKILL.md	112	## Step 2: Create branch	COMMENT
LOW	.claude/skills/update-libtmux/SKILL.md	120	## Step 3: Package commit	COMMENT
LOW	.claude/skills/update-libtmux/SKILL.md	174	## Step 4: Code commit(s) — if needed	COMMENT
LOW	.claude/skills/update-libtmux/SKILL.md	218	## Step 5: Test commit(s) — if needed	COMMENT
LOW	.claude/skills/update-libtmux/SKILL.md	249	## Step 6: CHANGES commit	COMMENT
LOW	.claude/skills/update-libtmux/SKILL.md	286	## Step 7: Push and open PR	COMMENT
LOW⚡	.github/issue_template.md	5	### Step 1: Provide a summary of your problem	COMMENT
LOW⚡	.github/issue_template.md	9	### Step 2: Provide tmuxp details	COMMENT
LOW⚡	.github/issue_template.md	14	### Step 3: Describe the problem:	COMMENT

Excessive Try-Catch Wrapping8 hits · 8 pts

Severity	File	Line	Snippet	Context
LOW	docs/_ext/aafig.py	206	except Exception as e:	CODE
LOW	src/tmuxp/log.py	161	except Exception as e:	CODE
LOW	src/tmuxp/util.py	162	except Exception as e:	CODE
LOW	src/tmuxp/util.py	184	except Exception as e:	CODE
LOW	src/tmuxp/util.py	203	except Exception as e:	CODE
LOW	src/tmuxp/workspace/builder/classic.py	70	except Exception:	CODE
LOW	src/tmuxp/workspace/builder/classic.py	532	except Exception:	CODE
LOW	src/tmuxp/cli/load.py	655	except Exception:	CODE

Redundant / Tautological Comments4 hits · 6 pts

Severity	File	Line	Snippet	Context
LOW	tests/workspace/test_builder.py	340	# Print output for easier debugging if assertion fails	COMMENT
LOW	tests/cli/test_debug_info.py	158	# Set SHELL to a path under home directory	COMMENT
LOW	src/tmuxp/cli/search.py	230	# Check if prefix is a valid field alias	COMMENT
LOW	src/tmuxp/cli/search.py	1301	# Output results	COMMENT

Self-Referential Comments1 hit · 3 pts

Severity	File	Line	Snippet	Context
MEDIUM	tests/cli/test_prompt_colors.py	134	# Create a path under the user's home directory	COMMENT

AI Structural Patterns2 hits · 2 pts

Severity	File	Line	Snippet	Context
LOW	src/tmuxp/_internal/colors.py	735		CODE
LOW	src/tmuxp/cli/load.py	447		CODE

Over-Commented Block1 hit · 1 pts

Severity	File	Line	Snippet	Context
LOW	tests/workspace/test_config.py	101	}	COMMENT

Analysis Overview

What These Metrics Mean

Score History

Severity Breakdown

Directory Score Breakdown

Pattern Findings