Python dead code analysis using libcst
Project description
dead-cst
Python dead code analysis using libcst.
dead-cst builds a full symbol graph of your Python codebase, walks from your entrypoints, and reports (or removes) anything unreachable.
Pre-release software.
dead-cstis in early alpha. APIs, CLI flags, and output formats may change without notice, and bugs are expected.dead-cst removeitself is non-destructive — it emits a patch to stdout — but apply the patch on a clean working tree so you can inspect (and easily revert) the result.
Installation
pip install dead-cst
Or with uv:
uv add dead-cst
Quick start
# Find dead code in your project
dead-cst analyze ./src -e "re:.*__main__\.py"
# See why a symbol is kept alive
dead-cst why-alive ./src mypackage.some_module.some_function
# Generate a patch that removes dead code, then apply it
dead-cst remove ./src -e "re:.*__main__\.py" | git apply
# List third-party dependencies imported by the codebase
dead-cst dependencies ./src
CLI reference
dead-cst analyze
Analyze a Python codebase for dead code.
dead-cst analyze ROOT -e ENTRYPOINT [OPTIONS]
| Option | Description |
|---|---|
-e, --entrypoint |
Entrypoint: file path, FQN, or re:pattern for regex (repeatable) |
-p, --path |
Search path spec: package:dep1,dep2 or package (repeatable) |
--resolver |
Path resolver to run, e.g. uv (mutually exclusive with -p) |
--plugin |
Edge plugin to run, e.g. main_block, project_scripts (repeatable) |
--format |
Output format: text or json |
-v, --verbose |
Enable verbose logging |
--no-cache |
Bypass the per-file VisitorPayload cache |
-j, --workers |
Run cache-miss visitor passes in this many worker processes (>=2 enables it) |
Exit code 1 if dead code is found, 0 otherwise.
dead-cst why-alive
Show why a symbol is considered alive by printing its predecessor chain.
dead-cst why-alive ROOT FQNAME [OPTIONS]
| Option | Description |
|---|---|
-p, --path |
Search path spec: package:dep1,dep2 or package (repeatable) |
--resolver |
Path resolver to run, e.g. uv (mutually exclusive with -p) |
--plugin |
Edge plugin to run, e.g. main_block, project_scripts (repeatable) |
-v, --verbose |
Enable verbose logging |
--no-cache |
Bypass the per-file VisitorPayload cache |
-j, --workers |
Run cache-miss visitor passes in this many worker processes (>=2 enables it) |
dead-cst unused-exports
Report __all__ entries whose targets are only alive because of __all__. Useful in closed-world / monorepo settings to prune the public surface.
dead-cst unused-exports ROOT -e ENTRYPOINT [OPTIONS]
| Option | Description |
|---|---|
-e, --entrypoint |
Entrypoint: file path, FQN, or re:pattern for regex (repeatable) |
-p, --path |
Search path spec: package:dep1,dep2 or package (repeatable) |
--resolver |
Path resolver to run, e.g. uv (mutually exclusive with -p) |
--plugin |
Edge plugin to run, e.g. main_block, project_scripts (repeatable) |
-v, --verbose |
Enable verbose logging |
--no-cache |
Bypass the per-file VisitorPayload cache |
-j, --workers |
Run cache-miss visitor passes in this many worker processes (>=2 enables it) |
dead-cst dependencies
List third-party dependencies imported by the codebase. Each package
gets its own section. Distributions are reported as [external dist] <name>; files
resolved inside site-packages without a matching distribution are reported as
[external file] <name>.
dead-cst dependencies ROOT [OPTIONS]
| Option | Description |
|---|---|
-p, --path |
Search path spec: package:dep1,dep2 or package (repeatable) |
--resolver |
Path resolver to run, e.g. uv (mutually exclusive with -p) |
--format |
Output format: text or json |
-v, --verbose |
Enable verbose logging |
--no-cache |
Bypass the per-file VisitorPayload cache |
-j, --workers |
Run cache-miss visitor passes in this many worker processes (>=2 enables it) |
dead-cst remove
Emit a git apply-compatible unified diff that removes the dead code. The
command never touches source files itself — pipe the patch into git apply
(or write it to a file with -o and apply later).
dead-cst remove ROOT -e ENTRYPOINT [OPTIONS]
dead-cst remove ./src -e mypkg.__main__ | git apply
# or
dead-cst remove ./src -e mypkg.__main__ -o dead.patch && git apply dead.patch
| Option | Description |
|---|---|
-e, --entrypoint |
Entrypoint: file path, FQN, or re:pattern for regex (repeatable) |
-p, --path |
Search path spec: package:dep1,dep2 or package (repeatable) |
--resolver |
Path resolver to run, e.g. uv (mutually exclusive with -p) |
--plugin |
Edge plugin to run, e.g. main_block, project_scripts (repeatable) |
-v, --verbose |
Enable verbose logging |
-o, --output |
Write the patch to this file instead of stdout |
--no-cache |
Bypass the per-file VisitorPayload cache |
-j, --workers |
Run cache-miss visitor passes in this many worker processes (>=2 enables it) |
dead-cst cache clear
Delete the on-disk VisitorPayload cache (<root>/.dead-cst-cache/) for a project. Each row is keyed by a per-package fingerprint over the visitor / plugin / unreachable-region-detector (name, version) triple, schema version, Python version, and the package's exported subdirs (which feed NodeFlags.EXPORTED into every node from a file under them), so most analyzer-version changes invalidate it automatically; this command is for force-clearing when needed. Resolvers, search paths, and Package.path / name / deps deliberately do not enter the fingerprint — import resolution runs unconditionally on every analysis, so resolver / search-path / package-name swaps re-stitch edges without re-running the visitor. Editing Package.exported invalidates only the affected package's rows.
dead-cst cache clear [ROOT]
ROOT defaults to the current directory.
Python API
import re
from pathlib import Path
from dead_cst import Analysis
from dead_cst.plugins import ExplicitEntrypointPlugin, MainBlockPlugin
from dead_cst.resolvers import ManualResolver
root = Path("./src")
analysis = Analysis(
root,
resolver=ManualResolver(specs=["."]),
plugins=[
MainBlockPlugin(),
ExplicitEntrypointPlugin(specs=[re.compile(r".*__main__\.py")]),
],
)
# Whole-project queries: cheap to construct, lazy to materialize.
for node in analysis.dead():
print(f"dead: {node.fqname} ({node.type}) at {node.path}")
# Per-package queries scope work to the smallest package set that gives
# correct reachability answers. Local queries (modules, declarations)
# never materialize cross-package state.
pkg = analysis.package(root)
print(sum(1 for _ in pkg.modules()), "modules")
pkg.remove_dead_code() # codemod, scoped to this package
For non-destructive review, dead_cst.codemod.generate_patch(G, root) returns the same removal as a git apply-compatible unified diff. Selection is driven entirely by G.nodes, so you can pass any subgraph slice — e.g. one strongly-connected component at a time — to review a large codebase as a series of focused patches.
Analysis(...).materialize_all() returns a dead_cst._graphstore.SymbolGraph — a minimal rustworkx.PyDiGraph wrapper that pairs the graph with a SymbolNode ↔ int index map. Reach through graph.raw for rustworkx primitives directly; analysis.package(path).graph() returns the closure-scoped wrapper for one package.
Edge plugins and the unreachable-region detector share a single Cacheable protocol (name: str, version: int). The core SymbolVisitor carries the same pair, so visitor-level changes get an explicit knob too. The visitor / plugin / detector triple plus the package's exported setting feeds the per-package cache fingerprint — bumping any of those versions invalidates stale payloads automatically, and editing Package.exported invalidates only the affected package. Path resolvers do not implement Cacheable: most of their output (Package.path / name / deps, resolve_import) flows through the (uncached) edge-stitching pass, and the one piece that feeds the cache (exported) is captured by value in the fingerprint, so a resolver swap that produces the same exports keeps cache hits intact. The package __version__ is intentionally not in the fingerprint: every component whose output can shift between releases owns a dedicated version, and folding in __version__ would let unbumped components ride for free on a release bump.
Entrypoint detection is fully plugin-driven. Builtins:
| Plugin | Purpose |
|---|---|
MainBlockPlugin |
Mark modules containing if __name__ == "__main__": as entrypoints |
ProjectScriptsPlugin |
Read pyproject.toml [project.scripts] and mark each target as an entrypoint |
ExplicitEntrypointPlugin |
Match user-supplied file paths / FQNs / regexes (powers the -e flag) |
ModuleDundersPlugin |
Keep top-level dunder variables (__all__, __version__, etc.) alive (always on) |
PytestPlugin |
Keep pytest-discovered tests, conftest.py decls, and @pytest.fixture functions alive (--plugin pytest) |
UnittestPlugin |
Keep stdlib unittest.TestCase / IsolatedAsyncioTestCase subclasses and setUpModule / tearDownModule / load_tests hooks alive. Transitive: a class extending a project-local TestCase mixin or a re-exported TestCase is detected (--plugin unittest) |
MockPatchPlugin |
Resolve string-fqname patch targets so symbols whose only consumers are tests stay alive. Recognizes unittest.mock.patch / mock.patch (decorator and context-manager forms, plus aliased imports), pytest-mock's mocker.patch, and pytest's monkeypatch.setattr("X.Y", v) / monkeypatch.delattr("X.Y") (--plugin mock_patch) |
ServerConfigPlugin |
Mark Gunicorn / Hypercorn config modules (gunicorn.conf.py, hypercorn.conf.py, and the *_conf.py variants) as entrypoints. The server loads these files by path at startup (Docker, Cloud Run, systemd, ...) -- nothing imports them statically, so the whole top-level surface (hooks, settings, imports) would otherwise look dead. Override the filenames tuple for non-standard layouts (--plugin server_config) |
FastAPIPlugin |
Detect top-level FastAPI() / APIRouter() instances; mark FastAPI apps as entrypoints and add instance -> handler edges for every @app.get(...)-style decorator (HTTP methods, websockets, middleware, exception handlers, on_event). Routers stay pass-through, so an APIRouter that's never include_router'd remains dead (--plugin fastapi) |
FlaskPlugin |
Detect top-level Flask() / Blueprint() instances; mark Flask apps as entrypoints and add instance -> handler edges for every @app.route(...) / @app.get(...) / lifecycle / errorhandler / template-helper / URL-processor decorator. Blueprints stay pass-through, so a Blueprint that's never register_blueprint'd remains dead (--plugin flask) |
TyperPlugin |
Detect top-level Typer() instances and add instance -> handler edges for every @app.command(...) / @app.callback(...) decorator. Typer apps are pass-through (reach them via [project.scripts] or if __name__ == "__main__": app()), so a sub-typer that's never add_typer'd stays dead (--plugin typer) |
ClickPlugin |
Detect top-level Click Group instances (functions decorated @click.group(...) or X = click.Group(...)) and add instance -> handler edges for every @cli.command(...) / @cli.group(...) / @cli.result_callback(...) decorator. Groups are pass-through (reach them via [project.scripts] or a __main__ block), so a sub-group that's never add_command'd stays dead (--plugin click) |
CycloptsPlugin |
Detect top-level cyclopts.App() instances and add instance -> handler edges for every @app.command(...) / @app.default(...) decorator. Apps are pass-through (reach them via [project.scripts] or a __main__ block), mirroring TyperPlugin (--plugin cyclopts) |
DiscordPyPlugin |
Detect top-level commands.Bot() / discord.Client() (and AutoSharded*) instances, mark them as entrypoints, and add instance -> handler edges for @bot.command() / event / listen() / group() / hybrid_command() / before_invoke / after_invoke / check decorators plus the two-level @bot.tree.command() / @bot.tree.context_menu() slash-command form. Anchors every commands.Cog / GroupCog subclass and the file's module-level setup / teardown hooks to a per-file synthetic, and folds <expr>.load_extension("dotted.path") / load_extensions([...]) string-literal targets into the captured module's surface (--plugin discordpy) |
FastMCPPlugin |
Detect top-level FastMCP() server instances, mark them as entrypoints (the fastmcp CLI loads module:mcp by import path the same way uvicorn loads a FastAPI module:app), and add instance -> handler edges for every @mcp.tool / @mcp.resource / @mcp.prompt / @mcp.completion decorator. Factory-aware: def create_server() -> FastMCP: ... chains classify across packages via the shared DispatchAppPlugin factory marker. Only the standalone fastmcp import path is recognized (--plugin fastmcp) |
InitSubclassPlugin |
Detect classes that define __init_subclass__ and add parent -> subclass edges for every (transitive) first-party subclass. Parents stay pass-through, so a registry base class only keeps subclasses alive once something else (an entrypoint, an import) keeps the parent alive (--plugin init_subclass) |
For project-specific dynamic-import patterns, three abstract bases ship as scaffolding that subclasses configure in 4-5 lines:
| Abstract base | Use it for |
|---|---|
DecoratedDeclPlugin |
"Find decorated decls in files matching a search path." Subclass with package_prefix, decorator_module, decorator_names, constructor_names. Pure observe-time. |
LiteralListPlugin |
"Read <owner>.<var> = ['fqn', ...] and treat each entry as alive." Subclass with owner_fqname, variable_name. observe parses and caches; finalize only does graph lookups. |
DispatchAppPlugin |
"Wire @<instance>.<reg>(...) handlers to an app instance." Subclass with app_module, registration_decorators, plus either constructor_targets (pure-dispatch — powers TyperPlugin / CycloptsPlugin, app instances stay pass-through) or instance_kinds: Mapping[str, bool] (factory-aware — powers FlaskPlugin / FastAPIPlugin / CeleryPlugin; emits <{name}-app> / <{name}-pending> / <{name}-factory> synthetics and runs a per-package finalize walk that classifies factory chains across files and promotes auto-entrypoint kinds). |
All three bases require subclasses to set name (a unique identifier for the cache namespace) and version (a Unix epoch int — bump it to the current epoch when the subclass's config changes). For example:
from dataclasses import dataclass
from dead_cst.plugins import LiteralListPlugin
@dataclass(kw_only=True)
class MyInternalModulesPlugin(LiteralListPlugin):
owner_fqname: str = "myapp.config"
variable_name: str = "INTERNAL_MODULES"
name: str = "my_internal_modules"
version: int = 1700000000
Write your own from scratch by implementing the EdgePlugin protocol (name, version, observe, finalize); register under the dead_cst.plugins entry-point group for CLI discovery.
Path resolution is similarly pluggable. PathResolver implementations return a tuple of Package records (path, name, exported, deps) to feed Analysis. Builtins: ManualResolver (explicit package:dep specs from -p) and UvResolver (parses uv.lock to discover workspace members and their inter-member dep edges). Third-party resolvers register under dead_cst.resolvers.
Unreachable-code detection is pluggable through the UnreachableRegionDetector protocol. Analysis accepts an unreachable_detector whose find_regions(wrapper) -> list[CodeRange] is invoked once per file. The built-in DefaultUnreachableRegionDetector covers three things out of the box:
- Literal truthiness on every
if/whiletest (e.g.if False:always-dead body,if True: ... else: ...always-dead else). - Flow-sensitive name resolution over simple
Name = literal(andName: T = literal) assignments. Chains likefoo = False; bar = foo or False; if bar: ...resolve to dead because the goal-directedTruthinessResolverrecursively evaluates each binding's RHS on demand and memoizes the result. Mutable container literals (x = [],x = {}, comprehensions) are deliberately not folded —.append/ item assignment between binding and use is invisible to the binding-only flow walk, so their truthiness stays unknown. - Post-terminator regions inside every suite. Statements after an unconditional
return/raise/break/continue/assert <statically-falsy>are marked dead, and so are the statements after a compoundif/with/trywhose every reachable branch itself terminates — soif True: return(and constant-folded variants likeif FLAG: returnwithFLAG = True) kills the rest of its enclosing suite. Suite-relative, so araisein atrybody kills only the rest of the try body — theexcepthandler still runs on its own path.
To layer in domain knowledge — e.g. config flags whose values are fixed in production — subclass and override resolve(self, expr) -> bool | None. The override gets first crack at every non-keyword expression routed through the resolver chain; returning None defers to the built-in literal handling and name lookup. Constants resolved this way compose with name resolution, so a single high-level decision propagates through chains:
from dataclasses import dataclass
import libcst as cst
from dead_cst import Analysis
from dead_cst.branches import DefaultUnreachableRegionDetector
@dataclass(frozen=True)
class FlagAwareDetector(DefaultUnreachableRegionDetector):
# name/version satisfy the Cacheable contract -- bump version when
# the override's logic changes so stale per-file payloads rebuild
# automatically.
name: str = "flag_aware"
version: int = 1700000000
def resolve(self, expr: cst.BaseExpression) -> bool | None:
# The override is consulted recursively, so guard with an early
# isinstance check to keep it cheap.
if (
isinstance(expr, cst.Call)
and isinstance(expr.func, cst.Name)
and expr.func.value == "check_flag"
and expr.args
and isinstance(expr.args[0].value, cst.SimpleString)
):
return MIGRATIONS[expr.args[0].value.evaluated_value]
return None
graph = Analysis(
root,
resolver=ManualResolver(specs=["."]),
unreachable_detector=FlagAwareDetector(),
).materialize_all()
With the override above, if check_flag("migration-abc"): ... and flag = check_flag("migration-abc"); if flag: ... both resolve to a known truthiness, and the unreachable suite is flagged just like a literal if False: would be.
For detectors that don't fit the constant-folding model at all, write a fresh class that implements find_regions(wrapper) -> list[CodeRange] directly — the protocol requires nothing else beyond the Cacheable (name, version) pair.
Graph model
The graph has one node per top-level declaration plus a synthetic module node per file. Edges run from a declaration to each symbol it references, and from every submodule to its parent package so __init__.py stays alive as long as anything in the package does. Entrypoints seed the reachability walk; every node not reached is reported as dead.
A module-level import / from ... import ... is itself a declaration of type "import" in the current module. Uses of the imported name inside the file are wired through that local import node, and the import node in turn points at the upstream module (and, when applicable, at the specific imported symbol). Removing the last local use therefore makes the import itself dead, which is how dead-cst remove knows to drop now-unused import lines.
Imports whose source line carries a ruff/pyflakes # noqa directive that silences F401 (# noqa, # noqa: F401, multi-rule # noqa: E501, F401, case-variant # NOQA) are pinned alive. File-level # ruff: noqa and # flake8: noqa directives (ruff: / flake8: is matched case-sensitively per ruff; noqa is not) pin every import in the file. This matches ruff's own semantics: an import you have explicitly preserved (re-exports, side-effect imports, TYPE_CHECKING shims guarded by F401) is not surfaced as dead and dead-cst remove will not drop it.
Pinned imports are tagged with NodeFlags.NOQA (in addition to NodeFlags.ENTRYPOINT). The opt-in Analysis.kept_alive_by_flags_only(flags) / PackageView.kept_alive_by_flags_only(flags) query takes any NodeFlags combination and returns the "blast radius" of dropping every entrypoint with those flag bits. Pass NodeFlags.NOQA to audit stale F401 pins ("if I removed every # noqa: F401, what would actually become dead?"), NodeFlags.TESTCASE for "what would die if you dropped the test suite", or NodeFlags.TESTCASE | NodeFlags.NOQA to combine in one pass.
Scope
dead-cst tracks top-level declarations only -- module-level functions, classes, and variables. Nested definitions (inner functions, methods, nested classes) are deliberately not given their own nodes; references made from inside those nested scopes are attributed to the enclosing top-level declaration. Keeping the containing top-level symbol alive keeps its nested source alive with it.
.pyi stub files are ingested for the compiled-extension layout: a binary like mypkg/_native.so shipping next to mypkg/_native.pyi. With no matching .py, the stub is the only Python-discoverable description of those names, so the analyzer parses it under its natural module FQN (mypkg._native) and from mypkg._native import compute resolves to the stub's declaration through the normal import path. A .pyi shipped alongside a real .py is dropped during file enumeration -- the runtime always wins, and the peer stub is invisible to dead-cst.
Jupyter notebooks (.ipynb) are ingested too: code cells are concatenated in document order into a single libcst-parseable module, IPython line / cell magics, shell escapes (!ls), and trailing-help forms (obj?, obj.attr??) are neutralized line-for-line into pass # <line> comments, and every emitted SymbolNode is flagged NodeFlags.NOTEBOOK | NodeFlags.ENTRYPOINT. Notebooks aren't importable, so their decls stay out of the cross-module lookup trie — but .py code a notebook imports stays alive, which makes notebooks effective reachability seeds. dead-cst remove skips .ipynb paths (cell-aware writeback into the notebook JSON envelope is out of scope today).
@typing.overload-decorated functions in .py files are flagged so a dead implementation drags its overloads along during dead-cst remove instead of leaving them behind as orphans.
Limitations
from X import *is treated pessimistically (every top-level declaration in the target stays alive) and materialized: each name the target exposes becomes a synthetic re-export in the importing module's trie, so cross-modulefrom <importer> import <name>resolves through to<name>'s real source — even across chained__init__.pyre-exports. When two stars in the same module export the same name, "first writer wins"; Python's runtime "last star wins" semantics is not implemented (seetests/test_limitations.py::last-star-wins-not-implemented). Bare-name references inside a function body that rely on a star binding (from x import *; def a(): g()) still aren't resolved per-access — LibCST'sScopeProvidercan't bind them back to the star.__import__('pkg.mod')andimportlib.import_module('pkg.mod')are treated the same way when the module name is a string literal -- the call fans out to every top-level decl in the target module sogetattr(__import__('pkg.mod'), 'name')keepspkg.mod.namereachable. Relative names follow the same rules asfrom .x import *:importlib.import_module('.sub')(or__import__('sub', ..., level=1)) resolves against the file's enclosing package, and an explicitpackage=literal overrides the anchor.__import__(name, fromlist=[...])with a literal list/tuple resolves each entry as a possible submodule and fans those out too. Non-literal arguments (name,level,package,fromlist) are skipped with a warning.- Dynamic attribute access (
getattr) and runtime-generated symbols are invisible to static analysis. - Only first-party code is analysed; third-party dependencies are treated as opaque (they appear as synthetic nodes — see
dead-cst dependencies). __all__is followed only when assigned a list/tuple of string literals; dynamic mutation (__all__.append, comprehensions, etc.) is not tracked.- Files
libcstcannot parse are not fatal: the analyser logs a warning and stands in a[unparseable] <module>placeholder so the file stays alive in reachability and importers can still target the module. Declarations inside the file are invisible until parsing succeeds.
Development
git clone https://github.com/lpetre/dead-cst
cd dead-cst
uv sync
uv run pytest
uv run prek run --all-files
See ARCHITECTURE.md for a walkthrough of the analyzer pipeline, CONTRIBUTING.md for the full dev guide, CHANGELOG.md for release notes, and ROADMAP.md for the stack-ranked plan toward 1.0.
TODO
- Host API documentation on Read the Docs.
License
MIT — see LICENSE.
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