4.0

Adjusted Signal

4.0

Raw Pattern Score

100%

Time Factor

2026-10-30

Last Push

7.9K

Stars

Rust

Language

401.8K

Lines of Code

1.9K

Files

1.5K

Pattern Hits

2026-10-31

Scan Date

0.01

HC Hit Rate

Risk Review · Payload v1

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

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

Cognitive Ownership Risk 14.6/100 · LOW

Can maintainers explain intent, assumptions, and trade-offs? 1359 finding(s).

Hallucinated Dependency & Supply Chain Risk 1.8/100 · LOW

Are imports declared and package/API names verified? 63 finding(s).

Agent Over-Engineering Ratio 7.1/100 · LOW

Are wrappers, guards, and repeated structures necessary? 656 finding(s).

PR Review Velocity Impact 20.3/100 · LOW

Which changes need focused human review? 1489 finding(s).

What These Metrics Mean

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

Pattern-Signal History

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

Severity Breakdown

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

CRITICAL 9HIGH 5MEDIUM 113LOW 1362

Directory Score Breakdown

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

Pattern Findings

The scanner identified 1489 distinct pattern matches across 21 syntactic categories. Each entry below represents a discrete location in the source code where the engine recorded a detector match to inspect in context. Expand any category row to inspect the individual file paths, line numbers, code snippets, and the lexical context (CODE, COMMENT, or STRING) in which each match was detected.

Reading the findings table: The Severity column indicates the configured finding weight (CRITICAL / HIGH / MEDIUM / LOW). The Context column identifies whether the match occurred inside executable code, an inline comment, or a string literal — legacy comment-context matches receive a ×1.5 score weight. The ⚡ bolt icon marks clustered matches: three or more patterns within a 10-line window, each receiving an additional ×1.5 density multiplier under the legacy scoring model.

Over-Commented Block664 hits · 656 pts

Severity	File	Line	Snippet	Context
LOW	crates/pixi_auth/src/lib.rs	1	//! Authentication utilities for pixi.	COMMENT
LOW	crates/pixi_test_utils/src/git_fixture.rs	81	/// for that commit.	COMMENT
LOW	crates/pixi_test_utils/src/git_fixture.rs	101	/// │ ├── pyproject.toml	COMMENT
LOW	crates/pixi_build_rust/src/metadata.rs	121	}	COMMENT
LOW	crates/pixi_compute_cache_dirs/src/lib.rs	1	//! Engine-tracked cache-directory lookup.	COMMENT
LOW	crates/pixi_compute_cache_dirs/src/lib.rs	21	//! Declare a marker for the cache, inject the anchors, then resolve	COMMENT
LOW	crates/pixi_compute_cache_dirs/src/lib.rs	41	//! let root = AbsPathBuf::new(std::env::temp_dir()).unwrap().into_assume_dir();	COMMENT
LOW	crates/pixi_install_pypi/src/conda_pypi_clobber.rs	161	}	COMMENT
LOW	crates/pixi_install_pypi/src/hash_verification.rs	1	//! Verification of locked PyPI artifacts against the hashes in the lock file.	COMMENT
LOW	crates/pixi_install_pypi/src/install_wheel.rs	121	}	COMMENT
LOW	crates/pixi_install_pypi/src/utils.rs	81	/// For directory sources (source distributions), this function uses uv's `CacheInfo`	COMMENT
LOW	crates/pixi_install_pypi/src/plan/cache.rs	1	//! Cache resolution for distribution packages.	COMMENT
LOW	crates/pixi_install_pypi/src/plan/planner.rs	21	installed_dists::InstalledDists, models::ValidateCurrentInstall, validation::need_reinstall,	COMMENT
LOW	…ates/pixi_install_pypi/src/plan/installation_source.rs	1	//! Cache resolution logic for determining whether packages should be installed	COMMENT
LOW	crates/pixi_install_pypi/src/plan/mod.rs	1	//! This module determines what actions should be taken when installing	COMMENT
LOW	crates/pixi_install_pypi/src/plan/mod.rs	21	//! An installation plan is built through these steps:	COMMENT
LOW	crates/pixi_install_pypi/src/plan/validation.rs	41	///	COMMENT
LOW	crates/pixi_install_pypi/src/plan/installed_dists.rs	1	//! Defines provider traits for accessing installed Python packages.	COMMENT
LOW	crates/pixi_path/src/lib.rs	1	//! Type-safe path wrappers with compile-time guarantees.	COMMENT
LOW	crates/pixi_path/src/lib.rs	21	//! - Types ending in `Path` are borrowed (like [`std::path::Path`])	COMMENT
LOW	crates/pixi_path/src/lib.rs	61	#[error("{0} is not an absolute path")]	COMMENT
LOW	crates/pixi_path/src/lib.rs	81	#[derive(Hash, Eq, PartialEq, Debug)]	COMMENT
LOW	crates/pixi_path/src/lib.rs	161	}	COMMENT
LOW	crates/pixi_path/src/lib.rs	181	///	COMMENT
LOW	crates/pixi_path/src/lib.rs	221	// maintaining the absolute prefix/root.	COMMENT
LOW	crates/pixi_path/src/lib.rs	241	fs_err::create_dir_all(&self.0)?;	COMMENT
LOW	crates/pixi_path/src/lib.rs	321		COMMENT
LOW	crates/pixi_path/src/lib.rs	341	#[inline]	COMMENT
LOW	crates/pixi_path/src/lib.rs	361	///	COMMENT
LOW	crates/pixi_path/src/lib.rs	421		COMMENT
LOW	crates/pixi_path/src/lib.rs	481	///	COMMENT
LOW	crates/pixi_path/src/lib.rs	501		COMMENT
LOW	crates/pixi_path/src/lib.rs	561	write!(f, "{}", self.0.display())	COMMENT
LOW	crates/pixi_path/src/lib.rs	581	impl AbsPresumedDirPath {	COMMENT
LOW	crates/pixi_path/src/lib.rs	661	self.to_path_buf()	COMMENT
LOW	crates/pixi_path/src/lib.rs	781	}	COMMENT
LOW	crates/pixi_path/src/lib.rs	801	/// An `AbsPresumedFilePath` is always absolute.	COMMENT
LOW	crates/pixi_path/src/lib.rs	901	}	COMMENT
LOW	crates/pixi_config/src/lib.rs	41	#[derive(Debug, Clone, Copy, Default, Serialize, Deserialize, PartialEq, Eq)]	COMMENT
LOW	crates/pixi_config/src/lib.rs	201	/// Search the system and user-level paths (the default).	COMMENT
LOW	crates/pixi_config/src/lib.rs	461	///	COMMENT
LOW	crates/pixi_config/src/lib.rs	941	pub index_url: Option<Url>,	COMMENT
LOW	crates/pixi_config/src/lib.rs	1041	#[derive(Default, Debug, Clone, Deserialize, Serialize, PartialEq, Eq)]	COMMENT
LOW	crates/pixi_config/src/lib.rs	1241		COMMENT
LOW	crates/pixi_config/src/lib.rs	1261		COMMENT
LOW	crates/pixi_config/src/lib.rs	1281	/// automated logic like `pixi add`	COMMENT
LOW	crates/pixi_config/src/lib.rs	1301	#[serde(default, skip_serializing_if = "IndexConfig::is_empty")]	COMMENT
LOW	crates/pixi_config/src/lib.rs	1321		COMMENT
LOW	crates/pixi_config/src/lib.rs	1341	pub concurrency: ConcurrencyConfig,	COMMENT
LOW	crates/pixi_config/src/lib.rs	1361		COMMENT
LOW	crates/pixi_config/src/lib.rs	1381	/// backends and other tools for a different platform than the current one.	COMMENT
LOW	crates/pixi_config/src/lib.rs	1641	#[serde(rename_all = "kebab-case")]	COMMENT
LOW	crates/pixi_config/src/lib.rs	1681		COMMENT
LOW	crates/pixi_config/src/lib.rs	1841	}	COMMENT
LOW	crates/pixi_config/src/lib.rs	2021	warn_about_proxy_config(&config);	COMMENT
LOW	crates/pixi_config/src/lib.rs	2061	Ok(())	COMMENT
LOW	crates/pixi_config/src/lib.rs	4621	#[rstest]	COMMENT
LOW	crates/pixi_spec/src/exclude_newer.rs	21	Duration(std::time::Duration),	COMMENT
LOW	crates/pixi_spec/src/exclude_newer.rs	41	#[serde(default, skip_serializing_if = "BTreeMap::is_empty")]	COMMENT
LOW	crates/pixi_spec/src/exclude_newer.rs	161	self	COMMENT
604 more matches not shown…

Hyper-Verbose Identifiers588 hits · 419 pts

Severity	File	Line	Snippet	Context
LOW	tests/integration_python/test_run_cli.py	59	def test_run_in_shell_environment(pixi: Path, tmp_pixi_workspace: Path) -> None:	CODE
LOW	tests/integration_python/test_run_cli.py	568	def test_task_args_with_some_defaults(pixi: Path, tmp_pixi_workspace: Path) -> None:	CODE
LOW	tests/integration_python/test_run_cli.py	612	def test_task_args_all_required(pixi: Path, tmp_pixi_workspace: Path) -> None:	CODE
LOW	tests/integration_python/test_run_cli.py	684	def test_task_with_dependency_args(pixi: Path, tmp_pixi_workspace: Path) -> None:	CODE
LOW	tests/integration_python/test_run_cli.py	719	def test_named_dependency_args_valid(pixi: Path, tmp_pixi_workspace: Path) -> None:	CODE
LOW	tests/integration_python/test_run_cli.py	757	def test_named_dependency_args_invalid(pixi: Path, tmp_pixi_workspace: Path) -> None:	CODE
LOW	tests/integration_python/test_run_cli.py	807	def test_complex_task_dependencies_with_args(pixi: Path, tmp_pixi_workspace: Path) -> None:	CODE
LOW	tests/integration_python/test_run_cli.py	851	def test_depends_on_with_complex_args(pixi: Path, tmp_pixi_workspace: Path) -> None:	CODE
LOW	tests/integration_python/test_run_cli.py	984	def test_argument_with_dash_errors(pixi: Path, tmp_pixi_workspace: Path) -> None:	CODE
LOW	tests/integration_python/test_run_cli.py	1005	def test_undefined_arguments_in_command(pixi: Path, tmp_pixi_workspace: Path) -> None:	CODE
LOW	tests/integration_python/test_run_cli.py	1041	def test_task_args_multiple_inputs(pixi: Path, tmp_pixi_workspace: Path) -> None:	CODE
LOW	tests/integration_python/test_run_cli.py	1140	def test_task_environment_precedence(	CODE
LOW	tests/integration_python/test_run_cli.py	1208	def test_multiple_dependencies_with_environments(	CODE
LOW	tests/integration_python/test_run_cli.py	1275	def test_dependency_unknown_environment_errors(pixi: Path, tmp_pixi_workspace: Path) -> None:	CODE
LOW	tests/integration_python/test_run_cli.py	1291	def test_task_add_unknown_default_environment_errors(pixi: Path, tmp_pixi_workspace: Path) -> None:	CODE
LOW	tests/integration_python/test_run_cli.py	1334	def test_environment_remove_referenced_by_task_errors(pixi: Path, tmp_pixi_workspace: Path) -> None:	CODE
LOW	tests/integration_python/test_run_cli.py	1350	def test_short_circuit_composition(pixi: Path, tmp_pixi_workspace: Path) -> None:	CODE
LOW	tests/integration_python/test_run_cli.py	1388	def test_task_minijinja_title_filter(pixi: Path, tmp_pixi_workspace: Path) -> None:	CODE
LOW	tests/integration_python/test_run_cli.py	1416	def test_template_in_inputs_outputs(pixi: Path, tmp_pixi_workspace: Path) -> None:	CODE
LOW	tests/integration_python/test_run_cli.py	1475	def test_argument_forwarding_in_dependencies(pixi: Path, tmp_pixi_workspace: Path) -> None:	CODE
LOW	tests/integration_python/test_run_cli.py	1497	def test_task_caching_with_multiple_outputs_args(pixi: Path, tmp_pixi_workspace: Path) -> None:	CODE
LOW	tests/integration_python/test_run_cli.py	1550	def test_task_caching_with_multiple_inputs_args(pixi: Path, tmp_pixi_workspace: Path) -> None:	CODE
LOW	tests/integration_python/test_run_cli.py	1608	def test_task_caching_when_running_already_cached_depends_task(	CODE
LOW	tests/integration_python/test_run_cli.py	1725	def test_shell_quoting_run_commands(pixi: Path, tmp_pixi_workspace: Path) -> None:	CODE
LOW	tests/integration_python/test_run_cli.py	1765	def test_run_with_environment_variable_priority(	CODE
LOW	tests/integration_python/test_run_cli.py	1924	def test_task_inputs_outputs_missing_no_initial_cache(	CODE
LOW	tests/integration_python/test_run_cli.py	108	def test_run_platform_not_in_environment_errors(pixi: Path, tmp_pixi_workspace: Path) -> None:	STRING
LOW	tests/integration_python/test_run_cli.py	129	def test_run_wildcard_target_selector_resolves_per_platform(	STRING
LOW	tests/integration_python/test_run_cli.py	169	def test_run_in_shell_project(pixi: Path) -> None:	STRING
LOW	tests/integration_python/test_run_cli.py	228	def test_using_prefix_validation(	STRING
LOW	tests/integration_python/test_run_cli.py	346	def test_detached_environments_run(pixi: Path, tmp_path: Path, dummy_channel_1: str) -> None:	STRING
LOW	tests/integration_python/test_run_cli.py	516	def test_task_args_with_defaults(pixi: Path, tmp_pixi_workspace: Path) -> None:	STRING
LOW	tests/integration_python/test_run_cli.py	1665	def test_caching_multiple_tasks_with_depends_on_args(pixi: Path, tmp_pixi_workspace: Path) -> None:	STRING
LOW	tests/integration_python/test_external_commands.py	20	def test_command_suggestion_tee_suggests_tree(pixi: Path, tmp_pixi_workspace: Path) -> None:	CODE
LOW	tests/integration_python/test_external_commands.py	64	def test_external_command_not_found(	CODE
LOW	tests/integration_python/test_external_commands.py	100	def test_pixi_internal_wins_over_external(	CODE
LOW	tests/integration_python/conftest.py	52	def setup_build_backend_override(request: pytest.FixtureRequest) -> None:	CODE
LOW	tests/integration_python/conftest.py	96	def isolated_pixi_cache_per_worker(	CODE
LOW	tests/integration_python/test_offline_conda_forge.py	53	def test_offline_resolves_the_cached_version(	CODE
LOW	tests/integration_python/test_offline_conda_forge.py	86	def test_pypi_workspace_relocks_offline_after_a_warm_install(	CODE
LOW	tests/integration_python/test_offline_conda_forge.py	128	def test_offline_install_after_warming_the_cache(	STRING
LOW	tests/integration_python/test_inline_environments.py	13	def test_inline_environment_installs_and_runs(	CODE
LOW	tests/integration_python/test_inline_environments.py	44	def test_inline_environment_combines_with_features(	STRING
LOW	tests/integration_python/test_inline_environments.py	69	def test_inline_content_is_not_a_feature(	STRING
LOW	tests/integration_python/test_inline_environments.py	105	def test_inline_task_runs_without_environment_flag(	STRING
LOW	tests/integration_python/test_inline_environments.py	144	def test_inline_activation_env(pixi: Path, tmp_pixi_workspace: Path, dummy_channel_1: str) -> None:	STRING
LOW	tests/integration_python/test_inline_environments.py	209	def test_inline_target_dependencies(	STRING
LOW	tests/integration_python/test_inline_environments.py	276	def test_inline_no_default_feature(	STRING
LOW	tests/integration_python/test_inline_environments.py	300	def test_pyproject_inline_environment(	STRING
LOW	tests/integration_python/test_inline_environments.py	330	def test_upgrade_keeps_inline_environment(	STRING
LOW	tests/integration_python/test_inline_environments.py	364	def test_upgrade_with_environment_flag(	STRING
LOW	tests/integration_python/test_inline_environments.py	394	def test_upgrade_with_environment_flag_requires_inline_content(	STRING
LOW	tests/integration_python/test_inline_environments.py	419	def test_workspace_environment_list_hides_inline_feature(	STRING
LOW	tests/integration_python/test_inline_environments.py	442	def test_workspace_environment_remove_inline(	STRING
LOW	tests/integration_python/test_inline_environments.py	467	def test_workspace_environment_add_existing_inline(	STRING
LOW	tests/integration_python/test_inline_environments.py	494	def test_info_hides_env_feature(pixi: Path, tmp_pixi_workspace: Path, dummy_channel_1: str) -> None:	STRING
LOW	tests/integration_python/test_inline_environments.py	514	def test_lockfile_contains_inline_env(	STRING
LOW	tests/integration_python/test_inline_environments.py	538	def test_feature_and_environment_same_name(	STRING
LOW	tests/integration_python/test_inline_environments.py	563	def test_add_default_dependency_preserves_inline_env(	STRING
LOW	tests/integration_python/test_inline_environments.py	586	def test_ambiguous_inline_task(pixi: Path, tmp_pixi_workspace: Path, dummy_channel_1: str) -> None:	STRING
528 more matches not shown…

Decorative Section Separators43 hits · 131 pts

Severity	File	Line	Snippet	Context
MEDIUM	crates/pixi_compute_engine/src/cycle/mod.rs	12	//! ────────── ─────────── ──────────	COMMENT
MEDIUM	crates/pixi_compute_engine/src/cycle/mod.rs	18	//! └──────────────►innermost() <outer stack>	COMMENT
MEDIUM	crates/pixi_compute_engine/src/cycle/mod.rs	110	//! Root(A) ─────────▶ A (spawned, fallback_A)	COMMENT
MEDIUM⚡	tests/integration_python/test_workspace_platform.py	126	# ----------------------------------------------------------------------------	COMMENT
MEDIUM⚡	tests/integration_python/test_workspace_platform.py	128	# ----------------------------------------------------------------------------	COMMENT
MEDIUM⚡	tests/integration_python/test_workspace_platform.py	585	# ----------------------------------------------------------------------------	COMMENT
MEDIUM⚡	tests/integration_python/test_workspace_platform.py	587	# ----------------------------------------------------------------------------	COMMENT
MEDIUM⚡	tests/integration_python/test_workspace_platform.py	989	# ----------------------------------------------------------------------------	COMMENT
MEDIUM⚡	tests/integration_python/test_workspace_platform.py	995	# ----------------------------------------------------------------------------	COMMENT
MEDIUM	tests/integration_python/test_workspace_platform.py	34	# ----------------------------------------------------------------------------	COMMENT
MEDIUM	tests/integration_python/test_workspace_platform.py	36	# ----------------------------------------------------------------------------	COMMENT
MEDIUM	tests/integration_python/test_workspace_platform.py	731	# ----------------------------------------------------------------------------	COMMENT
MEDIUM	tests/integration_python/test_workspace_platform.py	733	# ----------------------------------------------------------------------------	COMMENT
MEDIUM	tests/integration_python/test_workspace_platform.py	910	# ----------------------------------------------------------------------------	COMMENT
MEDIUM	tests/integration_python/test_workspace_platform.py	912	# ----------------------------------------------------------------------------	COMMENT
MEDIUM	tests/integration_python/test_workspace_platform.py	1117	# ----------------------------------------------------------------------------	COMMENT
MEDIUM	tests/integration_python/test_workspace_platform.py	1124	# ----------------------------------------------------------------------------	COMMENT
MEDIUM⚡	tests/integration_python/test_workspace_platform.py	1369	# ----------------------------------------------------------------------------	STRING
MEDIUM⚡	tests/integration_python/test_workspace_platform.py	1371	# ----------------------------------------------------------------------------	STRING
MEDIUM⚡	tests/integration_python/test_workspace_platform.py	1611	# ----------------------------------------------------------------------------	STRING
MEDIUM⚡	tests/integration_python/test_workspace_platform.py	1613	# ----------------------------------------------------------------------------	STRING
MEDIUM	tests/integration_python/test_workspace_platform.py	1238	# ----------------------------------------------------------------------------	STRING
MEDIUM	tests/integration_python/test_workspace_platform.py	1240	# ----------------------------------------------------------------------------	STRING
MEDIUM	tests/integration_python/test_workspace_platform.py	1303	# ----------------------------------------------------------------------------	STRING
MEDIUM	tests/integration_python/test_workspace_platform.py	1305	# ----------------------------------------------------------------------------	STRING
MEDIUM⚡	docs/integration/third_party/conda_deny.md	32	#--------------------------------------------------------	COMMENT
MEDIUM⚡	docs/integration/third_party/conda_deny.md	34	#--------------------------------------------------------	COMMENT
MEDIUM⚡	docs/integration/third_party/conda_deny.md	42	#--------------------------------------------------------	COMMENT
MEDIUM⚡	docs/integration/third_party/conda_deny.md	44	#--------------------------------------------------------	COMMENT
MEDIUM⚡	examples/develop/cpp-sdl/pixi.toml	6	# --------------------------	COMMENT
MEDIUM⚡	examples/develop/cpp-sdl/pixi.toml	8	# --------------------------	COMMENT
MEDIUM⚡	examples/develop/cpp-sdl/pixi.toml	12	# --------------------------	COMMENT
MEDIUM⚡	examples/develop/cpp-sdl/pixi.toml	14	# --------------------------	COMMENT
MEDIUM	examples/develop/cpp-sdl/pixi.toml	40	# --------------------------	COMMENT
MEDIUM	examples/develop/cpp-sdl/pixi.toml	42	# --------------------------	COMMENT
MEDIUM	examples/pixi-build/v3/pixi.toml	1	# ----------------------------------	COMMENT
MEDIUM	examples/pixi-build/v3/pixi.toml	3	# -----------------------------------	COMMENT
MEDIUM	examples/pixi-build/v3/pixi.toml	16	# ----------------------------------	COMMENT
MEDIUM	examples/pixi-build/v3/pixi.toml	18	# ----------------------------------	COMMENT
MEDIUM	.github/workflows/release.yml	28	# ============================================================	COMMENT
MEDIUM	.github/workflows/release.yml	30	# ============================================================	COMMENT
MEDIUM	.github/workflows/release.yml	201	# ============================================================	COMMENT
MEDIUM	.github/workflows/release.yml	203	# ============================================================	COMMENT

Self-Referential Comments56 hits · 128 pts

Severity	File	Line	Snippet	Context
MEDIUM	install/install.sh	215	# Create the file if it doesn't exist	COMMENT
MEDIUM	tests/integration_python/test_run_cli.py	352	# Create a dummy project	STRING
MEDIUM	tests/integration_python/test_upgrade.py	21	# Create a new project	COMMENT
MEDIUM	tests/integration_python/test_upgrade.py	50	# Create a new project	COMMENT
MEDIUM	tests/integration_python/test_upgrade.py	118	# Create a new project	STRING
MEDIUM	tests/integration_python/test_upgrade.py	146	# Create a new project	STRING
MEDIUM	tests/integration_python/test_upgrade.py	173	# Create a new project	STRING
MEDIUM	tests/integration_python/test_upgrade.py	205	# Create a new project	STRING
MEDIUM	tests/integration_python/test_upgrade.py	241	# Create a new project	STRING
MEDIUM	tests/integration_python/test_upgrade.py	339	# Create a new project	STRING
MEDIUM	tests/integration_python/test_upgrade.py	388	# Create a new project	STRING
MEDIUM	tests/integration_python/test_upgrade.py	425	# Create a new project	STRING
MEDIUM	tests/integration_python/test_manifest_path.py	50	# Create a child project that only has the default environment (no "test" env)	COMMENT
MEDIUM	tests/integration_python/test_import.py	31	# Create a new project	COMMENT
MEDIUM	tests/integration_python/test_import.py	94	# Create a new project	COMMENT
MEDIUM	tests/integration_python/test_import.py	138	# Create a new project	COMMENT
MEDIUM	tests/integration_python/test_import.py	177	# Create a new project	COMMENT
MEDIUM	tests/integration_python/test_import.py	213	# Create a new project	COMMENT
MEDIUM	tests/integration_python/test_import.py	258	# Create a new project	COMMENT
MEDIUM	tests/integration_python/test_import.py	479	# Create a new project	COMMENT
MEDIUM	tests/integration_python/test_import.py	585	# Create a new project	STRING
MEDIUM	tests/integration_python/test_import.py	626	# Create a new project	STRING
MEDIUM	tests/integration_python/test_import.py	661	# Create a new project	STRING
MEDIUM	tests/integration_python/test_import.py	709	# Create a new project	STRING
MEDIUM	tests/integration_python/test_import.py	861	# Create a new project	STRING
MEDIUM	tests/integration_python/test_main_cli.py	66	# Create a new project	COMMENT
MEDIUM	tests/integration_python/test_main_cli.py	727	# Create an empty pixi.toml so it won't go up and find the one inside the repo	COMMENT
MEDIUM	tests/integration_python/test_main_cli.py	982	# Create a new project	COMMENT
MEDIUM	tests/integration_python/test_main_cli.py	1001	# Create a new project	COMMENT
MEDIUM	tests/integration_python/test_main_cli.py	1014	# Create a new project	COMMENT
MEDIUM	tests/integration_python/test_main_cli.py	1046	# Create a new project	COMMENT
MEDIUM	tests/integration_python/test_main_cli.py	2178	# Create a new project	COMMENT
MEDIUM	tests/integration_python/test_main_cli.py	383	# Create a new project	STRING
MEDIUM	tests/integration_python/test_main_cli.py	480	# Create a new project	STRING
MEDIUM	tests/integration_python/test_main_cli.py	503	# Create a new project	STRING
MEDIUM	tests/integration_python/test_main_cli.py	1933	# Create a new project with bzip2 (lightweight package)	STRING
MEDIUM	tests/integration_python/test_main_cli.py	2006	# Create a simple environment.yml file for import testing	STRING
MEDIUM⚡	tests/integration_python/test_edge_cases.py	419	# Create a new pixi workspace	STRING
MEDIUM	tests/integration_python/test_shell.py	11	# Create a new workspace	COMMENT
MEDIUM	tests/integration_python/test_init.py	12	# Create a new project	COMMENT
MEDIUM	tests/integration_python/test_init.py	28	# Create a new project	COMMENT
MEDIUM	tests/integration_python/test_init.py	87	# Create a new project	COMMENT
MEDIUM	tests/integration_python/pixi_build/test_global.py	195	# Create a modifiable copy of simple-package	COMMENT
MEDIUM	tests/wheel_tests/generate_summaries.py	74	# Create a Rich panel (box) for the summary text	COMMENT
MEDIUM	tests/wheel_tests/wheels.toml	1	# This file defines the wheels that are used to test common wheels and adding them using pixi	COMMENT
MEDIUM	tests/data/pixi-build/cpp-with-path-to-source/pixi.toml	8	# Define a dependency on ourselves. This will invoke the build backend to build	COMMENT
MEDIUM	tests/data/pixi-build/cpp-with-git-source/pixi.toml	8	# Define a dependency on ourselves. This will invoke the build backend to build	COMMENT
MEDIUM	tests/data/channels/recipes/completions_channel_1.yaml	22	# Create a dummy rg executable	COMMENT
MEDIUM	docs/source_files/shell/package_specifications.sh	2	# This file contains shell command examples for package specifications documentation	COMMENT
MEDIUM	…cs/source_files/pixi_tomls/package_specifications.toml	5	# This file contains examples for package specifications documentation	COMMENT
MEDIUM	examples/r/example-plot.R	7	# Create a scatterplot of 'mpg' vs 'wt'	COMMENT
MEDIUM	examples/pixi-build/cpp-sdl/pixi.toml	10	# Define a dependency on ourselves. This will invoke the build backend to build	COMMENT
MEDIUM	examples/pypi-custom-registry/pixi.toml	7	# Define a default here, this is not needed	COMMENT
MEDIUM	scripts/local_patch.py	305	# Create the patch section with START/END markers	COMMENT
MEDIUM	scripts/local_patch.py	356	# Create the patch entries with START/END markers	COMMENT
MEDIUM	.github/actionlint.yml	12	# This file is auto-generated so just ignore any error	COMMENT

Hallucination Indicators9 hits · 90 pts

Severity	File	Line	Snippet	Context
CRITICAL	crates/pixi_cli/src/publish/mod.rs	396	workspace.workspace.value.workspace.s3_options.as_ref(),	CODE
CRITICAL	crates/pixi_manifest/src/toml/build_backend.rs	62	let backend_name = self.backend.value.name.value.clone();	CODE
CRITICAL	crates/pixi_manifest/src/toml/build_backend.rs	93	if !self.backend.value.additional_dependencies.specs.is_empty() {	CODE
CRITICAL	crates/pixi_manifest/src/utils/package_map.rs	437	inline.value.build.backend.value.name.value.as_normalized(),	CODE
CRITICAL	crates/pixi_core/src/workspace/mod.rs	2720	assert!(workspace.workspace.value.workspace.channels.is_empty());	CODE
CRITICAL	crates/pixi_core/src/workspace/mod.rs	2721	assert!(workspace.workspace.value.workspace.platforms.is_empty());	CODE
CRITICAL	crates/pixi_api/src/workspace/workspace/description.rs	21	workspace.workspace.value.workspace.description.clone()	CODE
CRITICAL	crates/pixi_api/src/workspace/workspace/preview.rs	48	workspace.workspace.value.workspace.preview.enabled_flags()	CODE
CRITICAL	crates/pixi_global/src/project/parsed_manifest.rs	771	inline.manifest.build.backend.name.as_normalized(),	CODE

Unused Imports43 hits · 42 pts

Severity	File	Line	Context
LOW	tests/integration_python/test_richer_platform_bugs.py	11	CODE
LOW	…s/integration_python/test_virtual_package_detectors.py	1	CODE
LOW	tests/integration_python/test_workspace_platform.py	20	CODE
LOW	tests/integration_python/pixi_build/common.py	18	CODE
LOW	tests/integration_python/pixi_build/common.py	18	CODE
LOW	tests/integration_python/pixi_build/common.py	18	CODE
LOW	tests/integration_python/pixi_build/common.py	18	CODE
LOW	tests/integration_python/pixi_build/common.py	18	CODE
LOW	tests/integration_python/pixi_build/common.py	18	CODE
LOW	tests/integration_python/pixi_build/common.py	18	CODE
LOW	tests/integration_python/pixi_build/common.py	18	CODE
LOW	tests/integration_python/pixi_build/common.py	18	CODE
LOW	tests/integration_python/pixi_build/common.py	18	CODE
LOW	tests/integration_python/pixi_build/common.py	18	CODE
LOW	tests/integration_python/pixi_build/common.py	18	CODE
LOW	tests/integration_python/pixi_build/common.py	18	CODE
LOW	tests/integration_python/pixi_build/common.py	18	CODE
LOW	tests/integration_python/pixi_build/common.py	18	CODE
LOW	tests/integration_python/pixi_build/common.py	18	CODE
LOW	tests/integration_python/pixi_build/test_publish.py	12	CODE
LOW	schema/test_manifest.py	1	CODE
LOW	schema/model.py	3	CODE
LOW	examples/rerun_example/lidar/lidar/download_dataset.py	3	CODE
LOW	examples/rerun_example/lidar/lidar/__main__.py	1	CODE
LOW	…/nuscenes_dataset/nuscenes_dataset/download_dataset.py	3	CODE
LOW	…xample/nuscenes_dataset/nuscenes_dataset/export_gps.py	6	CODE
LOW	…_example/nuscenes_dataset/nuscenes_dataset/__main__.py	1	CODE
LOW	examples/solve-groups/test_imports.py	11	CODE
LOW	examples/solve-groups/test_imports.py	18	CODE
LOW	…ot-particles/particle_kit/src/particle_kit/__init__.py	3	CODE
LOW	…ot-particles/particle_kit/src/particle_kit/__init__.py	4	CODE
LOW	…ot-particles/particle_kit/src/particle_kit/__init__.py	5	CODE
LOW	…ot-particles/particle_kit/src/particle_kit/__init__.py	7	CODE
LOW	…-particles/particle_view/src/particle_view/__init__.py	1	CODE
LOW	…ticles/particle_cpp_py/src/particle_cpp_py/__init__.py	1	CODE
LOW	…ticles/particle_cpp_py/src/particle_cpp_py/__init__.py	1	CODE
LOW	…ticles/particle_cpp_py/src/particle_cpp_py/__init__.py	1	CODE
LOW	…ticles/particle_cpp_py/src/particle_cpp_py/__init__.py	1	CODE
LOW	…ticles/particle_cpp_py/src/particle_cpp_py/__init__.py	1	CODE
LOW	…ticles/particle_cpp_py/src/particle_cpp_py/__init__.py	1	CODE
LOW	…ticles/particle_cpp_py/src/particle_cpp_py/__init__.py	1	CODE
LOW	…ticles/particle_cpp_py/src/particle_cpp_py/__init__.py	1	CODE
LOW	scripts/test_native_certs.py	19	CODE

Excessive Try-Catch Wrapping15 hits · 30 pts

Severity	File	Line	Snippet	Context
LOW	tests/integration_python/common.py	233	except Exception as e:	CODE
MEDIUM	tests/integration_python/common.py	234	print(f"Error running command: {e}")	CODE
MEDIUM	tests/scripts/check-openssl.py	32	colored_print("Error: openssl is part of the dependencies tree", Colors.RED)	CODE
MEDIUM	tests/scripts/check-openssl.py	36	colored_print("Error: Unexpected error message.", Colors.RED)	CODE
MEDIUM	tests/wheel_tests/generate_summaries.py	17	print("Error: No test results found.")	CODE
MEDIUM	examples/rerun_example/lidar/lidar/download_dataset.py	50	print(f"Error unzipping {tar_file_path}, error: {error}")	CODE
MEDIUM	…/nuscenes_dataset/nuscenes_dataset/download_dataset.py	50	print(f"Error unzipping {tar_file_path}, error: {error}")	CODE
MEDIUM⚡	scripts/local_patch.py	54	print(f"Error running cargo metadata in {local_path}: {e}")	CODE
MEDIUM⚡	scripts/local_patch.py	57	print(f"Error parsing cargo metadata JSON: {e}")	CODE
LOW⚡	scripts/local_patch.py	59	except Exception as e: # noqa: BLE001	CODE
MEDIUM	scripts/local_patch.py	389	print(f"Error: Unknown library '{library}'. Supported: {list(LIBRARY_CONFIGS.keys())}")	CODE
MEDIUM	scripts/local_patch.py	393	print(f"Error: {cargo_toml_path} not found")	CODE
MEDIUM	scripts/local_patch.py	447	print(f"Error: Unknown library '{library}'. Supported: {list(LIBRARY_CONFIGS.keys())}")	CODE
MEDIUM	scripts/local_patch.py	451	print(f"Error: {cargo_toml_path} not found")	CODE
LOW	scripts/test_native_certs.py	327	except Exception as e: # noqa: BLE001	CODE

Redundant / Tautological Comments17 hits · 22 pts

Severity	File	Line	Snippet	Context
LOW	crates/pixi_cli/src/completion.rs	914	--locked # Check if lock file is up-to-date before installing the environment, aborts when lock fil	CODE
LOW	install/install.sh	69	# Check if version is incorrectly specified without prefix 'v', and prepend 'v' in this case	COMMENT
LOW	tests/integration_python/test_uv_sources.py	34	# Check if dist-info is available for local-library2	COMMENT
LOW	tests/integration_python/test_upgrade.py	157	# Check if json output is correct and readable	STRING
LOW	tests/integration_python/common.py	346	# Check if the command supports all specified flags	COMMENT
LOW	tests/integration_python/test_main_cli.py	1081	# Check if the recreated lock file is the same as the original	COMMENT
LOW	tests/integration_python/pixi_global/test_shortcuts.py	205	# Set shortcuts to empty list	STRING
LOW	tests/wheel_tests/test_common_wheels.py	29	# Check if we need to add system-requirements	COMMENT
LOW	tests/wheel_tests/test_common_wheels.py	89	# Check if the target directory exists	COMMENT
LOW	tests/data/channels/recipes/trampoline/check_env_2.sh	12	# Check if the environment variable is set	COMMENT
LOW	tests/data/channels/recipes/trampoline/check_env_1.sh	12	# Check if the environment variable is set	COMMENT
LOW	examples/opencv/webcam_capture.py	10	response.raise_for_status() # Check if the request was successful	CODE
LOW	examples/opencv/webcam_capture.py	36	# Check if the webcam is opened correctly	COMMENT
LOW	scripts/local_patch.py	108	# Check if this dependency matches the pattern	COMMENT
LOW	scripts/local_patch.py	153	# Check if this dependency matches the pattern and we have a version for it	COMMENT
LOW	scripts/test_native_certs.py	114	# Check if Docker is running	COMMENT
LOW	.github/workflows/ci.yml	45	# Check if the code has changed in such a way that a rebuild is needed.	COMMENT

Deep Nesting13 hits · 12 pts

Severity	File	Line	Context
LOW	tests/integration_python/conftest.py	117	CODE
LOW	tests/integration_python/conftest.py	154	CODE
LOW	tests/integration_python/common.py	59	CODE
LOW	tests/integration_python/test_main_cli.py	1910	CODE
LOW	tests/integration_python/test_offline_solving.py	153	CODE
LOW	tests/integration_python/pixi_build/common.py	82	CODE
LOW	…hon/pixi_build/test_specified_build_source/test_git.py	20	CODE
LOW	tests/wheel_tests/record_results.py	21	CODE
LOW	…_example/nuscenes_dataset/nuscenes_dataset/__main__.py	92	CODE
LOW	scripts/local_patch.py	82	CODE
LOW	scripts/local_patch.py	125	CODE
LOW	scripts/local_patch.py	221	CODE
LOW	scripts/local_patch.py	326	CODE

Docstring Block Structure2 hits · 10 pts

Severity	File	Line	Snippet	Context
HIGH	tests/integration_python/common.py	277	Check if a command supports specific flags by examining its documentation. Args: command_parts: List of com	STRING
HIGH	tests/integration_python/common.py	318	Find all pixi commands that support ALL of the specified flags. Args: *flag_names: Variable number of flag	STRING

Fake / Example Data9 hits · 8 pts

Severity	File	Line	Snippet	Context
LOW	crates/pixi_test_utils/src/git_fixture.rs	177	.args(["config", "user.email", "test@test.com"])	CODE
LOW	tests/integration_python/test_edge_cases.py	198	rich_table.write_text(rich_table.read_text().replace("John Doe", "John Doe Jr."))	CODE
LOW	tests/integration_python/pixi_build/test_git.py	133	rich_example.write_text(rich_example.read_text().replace("John Doe", "John Doe Jr."))	STRING
LOW	tests/data/pypi/rich_table/src/rich_table/__init__.py	18	Person("John Doe", 30, "New York"),	CODE
LOW	…a/pixi-build/rich_example/src/rich_example/__init__.py	18	Person("John Doe", 30, "New York"),	CODE
LOW	…rkspaces/pixi_build/python/src/python_rich/__init__.py	18	Person("John Doe", 30, "New York"),	CODE
LOW	…paces/pixi_build/workspace/src/python_rich/__init__.py	19	Person("John Doe", 30, "New York"),	CODE
LOW	…i_build/workspace_variants/src/python_rich/__init__.py	19	Person("John Doe", 30, "New York"),	CODE
LOW	…pixi_build/getting_started/src/python_rich/__init__.py	18	Person("John Doe", 30, "New York"),	CODE

Modern Structural Boilerplate8 hits · 8 pts

Severity	File	Line	Snippet	Context
LOW	tests/integration_python/pixi_build/common.py	37	__all__ = [	CODE
LOW	…ot-particles/particle_kit/src/particle_kit/__init__.py	24	__all__ = ["Emitter", "Modifier", "View", "cpp", "registry", "rs"]	CODE
LOW	…-particles/particle_view/src/particle_view/__init__.py	3	__all__ = ["View"]	CODE
LOW	…ticles/particle_cpp_py/src/particle_cpp_py/__init__.py	12	__all__ = [	CODE
LOW	scripts/release_backends.py	241	def set_version(path: Path, new_version: str, table: str = "package") -> None:	CODE
LOW	scripts/release_backends.py	312	def set_crate_spec(path: Path, target: str) -> None:	CODE
LOW	scripts/release_backends.py	538	def update_feedstock(backend: Backend, clone_dir: Path, api_target: str) -> None:	CODE
LOW	scripts/release_backends.py	716	def update_feedstocks(backends: list[Backend]) -> None:	CODE

Cross-Language Confusion2 hits · 8 pts

Severity	File	Line	Snippet	Context
HIGH	tests/integration_python/test_run_cli.py	1509	"cmd": "echo task with {{ arg1 }} > outputs/{{ arg1 }}.txt && cat outputs/{{ arg1 }}.txt",	CODE
HIGH	schema/model.py	1718	"""Remove unrepresentable-in-TOML ``"anyOf":{"type": null}`` values."""	STRING

Verbosity Indicators6 hits · 6 pts

Severity	File	Line	Snippet	Context
LOW	crates/pixi_install_pypi/src/plan/planner.rs	174	// Now we need to check if we have any packages left in the required_map	COMMENT
LOW	crates/pixi_install_pypi/src/plan/validation.rs	145	// Okay so these are the same, but we need to check if the cache is newer	COMMENT
LOW	crates/pixi_core/src/lock_file/update.rs	2389	// Step 2: Store the unresolved records directly. Partial source records	COMMENT
LOW⚡	tests/integration_python/test_edge_cases.py	420	# Step 1: Install from PyPI (caches the package)	STRING
LOW	tests/integration_python/test_edge_cases.py	435	# Step 2: Install same name/version as editable from local source	STRING
LOW	tests/integration_python/test_edge_cases.py	450	# Step 3: Verify we get local version (has local_marker), not cached registry version	STRING

Empty Error Handlers1 hit · 5 pts

Severity	File	Line	Snippet	Context
HIGH	tests/scripts/run-all-examples.py	156	except KeyboardInterrupt:	CODE

Modern AI Meta-Vocabulary2 hits · 4 pts

Severity	File	Line	Snippet	Context
MEDIUM	pixi.toml	381	# Environment for running lefthook (lint orchestration)	STRING
MEDIUM	examples/llama-index-inference/inference.py	18	# llama2 has a context window of 4096 tokens, but we set it lower to allow for some wiggle room	COMMENT

Structural Annotation Overuse4 hits · 3 pts

Severity	File	Line	Snippet	Context
LOW	crates/pixi_core/src/lock_file/update.rs	2389	// Step 2: Store the unresolved records directly. Partial source records	COMMENT
LOW⚡	tests/integration_python/test_edge_cases.py	420	# Step 1: Install from PyPI (caches the package)	STRING
LOW	tests/integration_python/test_edge_cases.py	435	# Step 2: Install same name/version as editable from local source	STRING
LOW	tests/integration_python/test_edge_cases.py	450	# Step 3: Verify we get local version (has local_marker), not cached registry version	STRING

Example Usage Blocks2 hits · 3 pts

Severity	File	Line	Snippet	Context
LOW	crates/pixi_test_utils/src/git_fixture.rs	108	/// # Example usage	COMMENT
LOW	crates/pixi_cli/src/add.rs	41	/// Example usage:	COMMENT

TODO Padding2 hits · 3 pts

Severity	File	Line	Snippet	Context
LOW	crates/pixi_cli/src/import.rs	26	// TODO: implement conda-lock, conda-txt	COMMENT
LOW	crates/pixi_manifest/src/pyproject.rs	254	// TODO: implement some comparison or spec merging logic here	COMMENT

Slop Phrases2 hits · 3 pts

Severity	File	Line	Snippet	Context
LOW	crates/pixi_core/src/workspace/mod.rs	139	// Don't forget to add to the docstring if you add a package here!	COMMENT
LOW	examples/python-library-gcp-keyring/pyproject.toml	8	# To use with GCP, make sure you've run a `gcloud auth`	COMMENT

AI Structural Patterns1 hit · 1 pts

Severity	File	Line	Snippet	Context
LOW	tests/integration_python/common.py	59		CODE

prefix-dev/pixi

Open-Source Code Quality, Security and Technical Debt Review