CLI for measuring verbosity and erosion metrics in Python codebases
Project description
scb-check
Python CLI that reports SCBench verbosity and erosion composites for a Python codebase.
-
Verbosity: fraction of SLOC flagged by clone detection or ast-grep slop rules.
-
Erosion: share of function "mass" (
complexity * sqrt(sloc)) concentrated in high-complexity functions (cyclomatic complexity > 10). -
Cognitive erosion: same mass-share calculation using cognitive complexity > 10.
Install
Requires Python 3.12+.
Run without installing (recommended):
uvx scb-check check PATH
uvx --from git+https://github.com/gabeorlanski/scb-check scb-check check PATH
Or install into the current project:
uv sync # for development in this repo
uv add scb-check # as a dependency elsewhere
For hash-checked dependency installs from this repository, use the exported lock files:
python -m pip install --require-hashes -r requirements.lock
python -m pip install --require-hashes -r requirements-dev.lock
Regenerate them after dependency changes with:
uv export --format requirements.txt --no-dev --no-emit-project --frozen --output-file requirements.lock
uv export --format requirements.txt --all-groups --no-emit-project --frozen --output-file requirements-dev.lock
Usage
scb-check check PATH # human-readable flags
scb-check check PATH --report # JSON report with verbosity/erosion scores
scb-check check PATH -v / --verbosity # add info logging
scb-check check PATH -vv # add debug logging
scb-check check PATH --config FILE # explicit config path
scb-check check PATH --include-all # include ignored and boundary-suppressed ast-grep findings
scb-check rule RULE_ID # print YAML for a specific ast-grep rule
PATH may be a file or directory. Directories are walked for *.py files.
JSON report fields
verbosity, erosion, cog_erosion, files_scanned, total_loc, verbosity_flagged_loc, clone_loc, ast_grep_flagged_loc, total_functions, high_cc_functions, high_cog_functions, total_mass, high_cc_mass, total_cog_mass, high_cog_mass.
Configuration
scb-check looks for scb-check.toml or a pyproject.toml containing [tool.scb-check], [tool.ruff], or [tool.ty.src], walking upward from the current directory until it hits a .git root.
# scb-check.toml
exclude = ["tests/fixtures/*", "vendor/**"]
context = 1
# pyproject.toml
[tool.scb-check]
exclude = ["tests/fixtures/*"]
context = 2
exclude: list of glob patterns to skip while discovering Python files.context: number of surrounding source lines to show around human-readable ast-grep and erosion findings.
When using pyproject.toml, scb-check also includes excludes from:
[tool.ruff].exclude[tool.ruff].extend-exclude[tool.ty.src].exclude
Source directives
You can suppress specific ast-grep findings at the source line level with:
# scbc ignore[rule-id]
Same-line form:
value = cfg.get("a", {}).get("b", {}) # scbc ignore[chained-dict-get] Boundary normalization for legacy webhook payloads.
Standalone block form:
# scbc ignore[chained-dict-get]
# Boundary normalization for legacy webhook payloads.
value = cfg.get("a", {}).get("b", {})
Multiple rule IDs:
# scbc ignore[chained-dict-get,dict-get-empty-dict-default]
# Legacy webhook payloads are partially populated and normalized downstream.
value = cfg.get("a", {}).get("b", {})
Function-level boundary suppression is available for code that intentionally validates or normalizes external input:
def _load_toml(path: Path) -> dict[str, Any]:
# scbc boundary: reads and validates user config
...
Boundary directives must be inside the function body, after the def line. By default, ast-grep findings inside that function are hidden. Use --include-all to show ignored and boundary-suppressed ast-grep findings.
Rules:
- Rule IDs inside
ignore[...]are required. - Reason text is optional.
- Same-line ignore directives apply to that same physical line.
- Standalone ignore directives apply to the next non-blank, non-comment code line.
- Boundary directives apply to the containing function body.
- Only ast-grep findings are suppressible; clone and erosion findings are not.
- Invalid directives fail the run with exit code
2unless--include-allis used.
How it works
- Parsing: tree-sitter-python.
- Clone detection: hashed AST blocks across the scanned set; two or more matching instances become a
CloneBlock. - Slop patterns: ast-grep rules in
src/scb_check/resources/slop_rules/split by category (e.g.range(len(x)),dict.get(k, None),isinstanceladders, manual min/max, defensive guards). - Extra local slop patterns: set
SCB_CHECK_EXTRA_SLOP_RULESto a:-separated list of YAML paths to layer additional rules on top of the bundled set. - Complexity: per-function cyclomatic and cognitive complexity plus SLOC, combined into mass scores for erosion metrics.
Development
uv run pytest
uv run ruff check
uv run ty check src/
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