Skip to main content

testudos

A testing harness for Python packages using uv's isolated environments.

Overview

Testudos runs your test suite across every Python version that is both still supported upstream and compatible with your package. It works out which versions those are by intersecting two sources:

  1. Currently supported Python versions — from the endoflife.date API (v1)
  2. Your package's compatibility — the requires-python field in your pyproject.toml

Cycles that endoflife.date lists but that have no stable release yet (a Python still in alpha, beta or rc) are left out unless you ask for them with --include-prerelease.

Quick start

# Install
uv tool install testudos

# See which versions would be tested, and why
testudos versions

# Run the suite on all of them
testudos run

# Run them concurrently
testudos run --parallel

# Show the exact commands without running anything
testudos run --dry-run

Installation

uv tool install testudos    # recommended
pip install testudos

Coverage needs coverage.py on your machine as well as in the test environments: testudos run --coverage combines and reports the data with it, and so do testudos coverage combine and testudos coverage report. Install the extra:

uv tool install 'testudos[coverage]'
pip install 'testudos[coverage]'

testudos runs the coverage installed alongside it, so the extra works under uv tool install, which keeps it out of your PATH. Without the extra, a coverage on PATH is used instead. Each isolated environment gets its own copy too, pinned to the same version so the data files stay readable.

Requirements

  • Python 3.11 or newer
  • uv
  • Linux or macOS. On other platforms testudos runs, but a timeout or an interrupt stops uv and can leave the test process it started running, and testudos warns about this when a run starts.

How it works

For each Python version, testudos runs your tests in an ephemeral environment created by uv run --isolated:

uv run --isolated --python=3.12 --with pytest --directory /path/to/project pytest
  • --isolated builds a throwaway environment, so nothing leaks between versions
  • --python=X.Y selects the interpreter, downloading it if needed
  • --with pytest puts the test runner inside that environment, where it can see your project's dependencies

--dry-run prints exactly these commands, built by the same code that runs them, so what you see is what would execute.

Test dependencies

uv run --isolated installs your project, its runtime dependencies, and its dev dependency group ([dependency-groups] dev), which uv includes by default. Other groups and extras are not installed unless you name them. If your test dependencies live in a group or an extra, name that: they are then installed at the versions in uv.lock.

testudos run --group test           # [dependency-groups] test
testudos run --extra test           # [project.optional-dependencies] test
[tool.testudos]
test-groups = ["test"]
test-extras = ["test"]

([tool.uv] default-groups = ["dev", "test"] in your project has the same effect for every uv run, testudos' included.)

For anything not declared in the project, name the package itself:

testudos run --with pytest-asyncio --with pytest-mock
[tool.testudos]
test-dependencies = ["pytest-asyncio", "pytest-cov>=7"]

These are installed outside the lockfile, so a requirement without == resolves to the newest release on every run: a new plugin release can change a run with no change to your project, and a freshly published release reaches every pipeline at once. --dry-run lists them as "Unpinned --with". Prefer a group or an extra; otherwise pin them, or pass --exclude-newer 2026-10-01 (config exclude-newer) so resolution ignores anything released after that date. The same applies to a project with no uv.lock -- a Poetry or setuptools project, say -- whose whole dependency tree is resolved fresh each run, since uv does not read other tools' lock files.

The lockfile

With a uv.lock, each environment is installed from it. If pyproject.toml has changed since the lock was written, uv re-resolves in memory, says nothing and leaves uv.lock alone, so the run tests something other than what is committed. In CI you usually want that to fail:

testudos run --locked     # fail when uv.lock is out of date
testudos run --frozen     # use uv.lock as it is, without checking it

locked = true / frozen = true in [tool.testudos] do the same, and --no-locked / --no-frozen override them. UV_LOCKED=1 in the environment works too.

Usage

Choosing versions

testudos run                                # auto-detect
testudos run --python 3.11 --python 3.12    # explicit (-p)
testudos run --python 3.14.0rc1             # pre-releases are allowed explicitly
testudos run --include-prerelease           # include unreleased cycles when auto-detecting
testudos run --offline                      # skip the API, use cached or bundled data
testudos run --no-offline                   # refuse a configured offline = true
testudos run ./path/to/project              # a project other than the cwd
testudos --debug run                        # show the traceback behind a failure

testudos versions shows the same resolution as a table, marking each cycle stable or pre-release and naming any pre-release it left out. For scripts and CI it also prints JSON or a plain list:

testudos versions --format json     # {"versions": [...], "version_source": "api", "supported": [...]}
testudos versions --format plain    # 3.11 3.12 3.13 3.14
uv python install $(testudos versions --format plain)

Deciding the matrix centrally

endoflife.date moves on its own schedule, so the same commit can test a different matrix the day a Python ships or reaches end of life. An organisation that sets its own policy can name its supported cycles once, in a shared CI template or the runner environment:

export TESTUDOS_PYTHON_VERSIONS="3.11 3.12 3.13"   # stands in for endoflife.date

The list replaces endoflife.date (no network call is made) and is still intersected with each project's requires-python. A project's own python-versions, and --python, still win over it. version_source reports env. To keep endoflife.date's data but fetch it from an internal mirror of its API v1 response, set TESTUDOS_ENDOFLIFE_URL.

Refusing a guessed matrix

When neither endoflife.date nor the cache answers, testudos warns and tests its bundled list. On ephemeral CI runners there is never a cache, so a blocked or failed request takes that path. --strict-versions (config strict-versions = true, environment TESTUDOS_STRICT_VERSIONS=1) makes that an error instead.

Which interpreter

uv run --python=3.12 uses a 3.12 already installed on the machine if there is one, so the patch release tested depends on the runner image. --python-preference only-managed (config python-preference) makes uv use its own managed builds only, so every machine tests the same release.

Offline mode is also enabled by setting TESTUDOS_OFFLINE to anything except 0, false, no, off, n, f or the empty string (case-insensitive, and surrounding whitespace is ignored). Those values turn it off, overriding a configured offline = true; leaving the variable unset says nothing, so the configuration decides. --offline / --no-offline win over both.

Execution

testudos run --parallel                     # concurrent across versions (-P)
testudos run --parallel --jobs 4            # cap concurrency (-j; needs --parallel)
testudos run --no-parallel                  # override a configured parallel
testudos run --no-fail-fast                 # keep going after a failure (-F)
testudos run --timeout 300                  # seconds per version (-t; default 1800)
testudos run --no-timeout                   # no timeout at all
testudos run --no-setup                     # skip the setup phase (below)
testudos run --setup-timeout 1200           # seconds per version's setup (default 900)
testudos run --verbose                      # more detail (-v)
testudos run --quiet                        # suppress failed-test output (-q)
testudos run --dry-run                      # print commands, run nothing (-n)

Ctrl-C, SIGTERM and SIGHUP all stop a run the same way: every running test process is interrupted, given five seconds to finish its teardown, and then killed. testudos exits with code 2. SIGTERM is what a cancelled CI job, docker stop or timeout(1) sends, so cancelling a pipeline does not leave suites running behind it.

Progress is a live table when stdout is a terminal. Anywhere else -- a CI log, a pipe, a file -- testudos prints one line as each version starts and finishes, and a "still running" line every minute while nothing finishes, so a long run never looks hung. FORCE_COLOR and --color add colour to those lines; they do not turn the live table on.

Every version runs under a timeout, 30 minutes unless you say otherwise (timeout = 0 in config, or --no-timeout, turns it off), so a hung suite stops well inside a CI job's limit rather than at it.

Before its tests, each version has a setup phase: the same uv run, with a one-line probe in place of the suite. It downloads the interpreter if needed and installs the environment into uv's cache, under its own timeout, so --timeout measures the tests and a slow first install never eats into it. The probe also reports the exact interpreter, shown in the results as 3.12 (3.12.11) and in JSON as "python" -- which patch release a cycle resolves to depends on the machine. When uv cannot provide the interpreter or install the environment, the version is reported as SETUP FAILED, with what uv said, and its tests are not run. --no-setup (config setup = false) skips the phase.

Fail-fast is on by default in sequential mode. Versions it skips are reported as SKIPPED rather than dropped, so the summary always accounts for every version you asked for. It does not apply in parallel mode, where every version is already running by the time the first failure is known.

Multiple packages

testudos run --package ./pkg1 --package ./pkg2   # explicit packages (-k)
testudos run ./monorepo --discover               # every dir with a pyproject.toml (-d)
testudos run ./pkg1 --package ./pkg2 --package-jobs 2   # cap package concurrency (-J)
testudos run --package ./pkg1 --package ./pkg2 --no-parallel-packages   # one at a time

--package names the packages to test. The current directory is included only when you name it (testudos run . --package ./other), so the first example above tests exactly the two packages it lists.

Package-level and version-level concurrency are independent: --parallel / --jobs control versions within a package, --parallel-packages / --package-jobs control packages. Each package keeps its own configuration, results and coverage data.

Those two multiply, so a run is bounded by a third number that does not:

testudos run ./monorepo --discover --parallel --max-concurrency 4   # (-C)

At most --max-concurrency uv processes run at any moment, however many packages and versions there are. It defaults to one per CPU. --jobs and --package-jobs remain per-level caps within it: they can lower a level's share, never raise the total. Without it, twenty packages across four Python versions would ask for eighty simultaneous environment builds, which on a laptop or a 2-core runner shows up as timeouts and OOM kills that look like flaky tests.

A package's own max-concurrency setting applies when it is tested on its own. In a workspace the packages share one machine, so only --max-concurrency moves the limit.

Coverage

testudos run --coverage                                  # collect (-c)
testudos run --coverage --coverage-report html
testudos run --coverage --coverage-report html --coverage-report xml
testudos run --coverage --coverage-fail-under 80
testudos run --coverage --coverage-source mypackage      # default: detected
testudos run --no-coverage                               # override a configured coverage

Formats: term, term-missing, html, xml, json, lcov. Data lands in .testudos/coverage/. Without --coverage-source (or coverage-source in config), what to measure is read from the project: the packages your build backend declares, else src/, else the importable packages at the project root. A source that does not exist stops the run before any test starts, since coverage would measure nothing. The --coverage-fail-under threshold is checked against exact totals, so it gives the same verdict whichever report formats you asked for.

Tests that run in subprocesses -- pytest-xdist workers, multiprocessing -- are measured too, when testudos is installed with the coverage extra: the run is given your project's coverage configuration plus coverage's patch = ["subprocess"], written to .testudos/coverage/coveragerc (edit your project's own config, not that file). Without the extra only the top process is measured. Either way, a run that measures 0% of its source says so on stderr.

Coverage is reported whenever data was collected, including when a version failed its tests. The two verdicts are independent and both feed the exit code, so a coverage regression cannot hide behind an unrelated test failure. A failing version still measured the code it ran; one that fail-fast never reached measured nothing, and the report names the versions it actually covers.

Coverage data can also be managed directly:

testudos coverage combine     # merge per-version data
testudos coverage report      # generate a report (--format, --fail-under)
testudos coverage clean       # remove .testudos/coverage

Combining keeps the per-version files, so it can be repeated and .coverage.3.11 is still there afterwards to answer "which lines does 3.11 miss that 3.13 covers?". testudos coverage clean is the only command that removes coverage data.

Machine-readable output

testudos run --format json
testudos run --format json --output results.json    # (-o)
testudos run --format json --dry-run

JSON output reports per-version results plus a summary of passed, failed and skipped counts, and version_source says whether the version matrix came from endoflife.date, the cache or the bundled fallback. With --coverage it carries a coverage block (totals, threshold, report paths); in multi-package mode it has one entry per package under packages, each shaped like the single-package payload. Errors and warnings go to stderr, so stdout is always one JSON document -- including on failure, when it carries "success": false and an error.

With --output, the document goes to the file and the terminal gets the same readable run as without --format json -- progress, the results table and the output of failed versions -- so a CI job can keep a JSON artifact and a log a person can read.

Private indexes

testudos run --default-index https://pypi.internal.example.com/simple
testudos run --index https://extra.example.com/simple
testudos run --find-links /path/to/wheels
testudos run --no-index --find-links /path/to/wheels
testudos run --index-strategy first-index

Colour

testudos --color run      # force colour
testudos --no-color run   # disable it

These are options on testudos itself, so they go before the subcommand. NO_COLOR and FORCE_COLOR are respected too.

Running in CI

GitHub Actions

The shortest setup is the reusable workflow this repository publishes:

jobs:
  test:
    uses: martinristovski/testudos/.github/workflows/testudos.yml@v0.44.2
    with:
      testudos-version: "0.44.2"
      args: --no-fail-fast --coverage --coverage-fail-under 80
      # per-version-jobs: true    # one job, and one check, per Python version

It resolves the matrix with --strict-versions, uses uv-managed interpreters, enforces uv.lock when the repository has one, writes JUnit XML and keeps it as an artifact. For a monorepo, pass args: --discover --changed-since origin/${{ github.base_ref }} --no-fail-fast.

The same in a job of your own:

test:
  runs-on: ubuntu-latest
  timeout-minutes: 60
  env:
    TESTUDOS_LOCKED: "1"                       # fail on a stale uv.lock
    TESTUDOS_PYTHON_PREFERENCE: only-managed   # the same interpreters on every runner
    TESTUDOS_STRICT_VERSIONS: "1"              # never test a guessed matrix
  steps:
    - uses: actions/checkout@<sha>
    - uses: astral-sh/setup-uv@<sha>
      with: { enable-cache: true }
    - run: uvx testudos@0.44.2 run --parallel --no-fail-fast --junit-xml .testudos/junit

Or one job per Python version, so each is its own check and can be re-run on its own:

plan:
  runs-on: ubuntu-latest
  outputs: { versions: "${{ steps.p.outputs.versions }}" }
  steps:
    - uses: actions/checkout@<sha>
    - uses: astral-sh/setup-uv@<sha>
    - id: p
      run: echo "versions=$(uvx testudos@0.44.2 versions --format json --strict-versions | jq -c .versions)" >> "$GITHUB_OUTPUT"
test:
  needs: plan
  runs-on: ubuntu-latest
  strategy:
    fail-fast: false
    matrix: { python: "${{ fromJSON(needs.plan.outputs.versions) }}" }
  steps:
    - uses: actions/checkout@<sha>
    - uses: astral-sh/setup-uv@<sha>
      with: { enable-cache: true }
    - run: uvx testudos@0.44.2 run --python ${{ matrix.python }} --locked

Whatever the CI system:

  • Pin testudos (uvx testudos@0.44.2): every change merged here is published, so an unpinned install changes under you.
  • --no-fail-fast, so one run reports every failing version.
  • --locked when uv.lock is committed, and test dependencies in a dependency group or extra (--group test) rather than --with, so they come from the lockfile.
  • --strict-versions, or a central TESTUDOS_PYTHON_VERSIONS, so the matrix is never the bundled guess.
  • --python-preference only-managed for the same interpreter everywhere.
  • The default 30-minute timeout, or a --timeout sized for your suite; the setup phase keeps interpreter downloads out of it.
  • --format json --output results.json for a machine-readable record next to the readable log, and the exit code (below) to tell a failing suite from an outage.

On GitHub Actions (GITHUB_ACTIONS=true, which the runner sets) testudos also writes what GitHub reads from a job:

  • each version's output inside a ::group::, so the log folds to one line per version;
  • an ::error annotation for each failed version, setup failure, timeout or missed coverage threshold, and a ::warning for each warning (a fallback matrix, an unknown config key) -- these show on the run's summary page and the pull request's checks;
  • a results table appended to $GITHUB_STEP_SUMMARY.

--ci-format github turns this on anywhere, --ci-format none turns it off.

testudos run --junit-xml .testudos/junit     # a JUnit XML report per version

For pytest, each version writes .testudos/junit/<version>.xml itself, with a suite named python-<version>, which test-report actions and GitLab or Jenkins read. A version pytest did not write one for -- its setup failed, it timed out, fail-fast skipped it, or the suite is not pytest -- gets a one-test-case report from testudos, so no version is missing. A relative directory is inside each package; an absolute one gets a subdirectory per package. The paths are in the JSON as "junit_xml".

In a monorepo, test only what a change reaches:

testudos run --discover --changed-since origin/main

A package is tested when a file inside it changed since the branch left origin/main (committed, uncommitted or untracked), or when it depends on one that did -- through [project].dependencies, optional dependencies, dependency groups or [tool.uv.sources] -- directly or through other packages. A change outside every package (a root lockfile, CI configuration) tests all of them. The rest are listed as not affected, and as "not_affected" in JSON; with nothing affected the run exits 0. It needs the ref's history: actions/checkout with fetch-depth: 0.

Exit codes

Code Meaning
0 Every version passed, and coverage met its threshold
1 Tests failed, or coverage missed --coverage-fail-under
2 Interrupted: Ctrl-C, SIGTERM or SIGHUP
3 testudos could not run: uv or coverage missing, no version data under --strict-versions, an environment uv could not install, an unwritable --output, or testudos itself crashed
4 The command line or a configuration is wrong: an unknown option or value, an invalid [tool.testudos], a requires-python nothing satisfies, a missing coverage source

A test failure wins over a setup failure in the same run. CI can retry on 3, send 4 to whoever owns the configuration, and treat 1 as the result.

Environment variables

Most run options can be set from the environment, which is how shared CI templates are usually configured; a flag on the command line still wins. testudos run --help lists them: TESTUDOS_TIMEOUT, TESTUDOS_PARALLEL, TESTUDOS_JOBS, TESTUDOS_MAX_CONCURRENCY, TESTUDOS_FAIL_FAST, TESTUDOS_COVERAGE, TESTUDOS_COVERAGE_REPORT, TESTUDOS_COVERAGE_FAIL_UNDER, TESTUDOS_WITH, TESTUDOS_GROUP, TESTUDOS_EXTRA, TESTUDOS_LOCKED, TESTUDOS_FROZEN, TESTUDOS_EXCLUDE_NEWER, TESTUDOS_PYTHON_PREFERENCE, TESTUDOS_SETUP, TESTUDOS_SETUP_TIMEOUT, TESTUDOS_DEFAULT_INDEX, TESTUDOS_INDEX, TESTUDOS_FORMAT, TESTUDOS_OUTPUT, TESTUDOS_PACKAGE_JOBS. Repeatable options take a space-separated list (TESTUDOS_GROUP="test lint"). TESTUDOS_OFFLINE, TESTUDOS_STRICT_VERSIONS, TESTUDOS_PYTHON_VERSIONS, TESTUDOS_ENDOFLIFE_URL and TESTUDOS_TRACEBACK are described with their features above.

Proxies and certificates

testudos makes one HTTP request, to endoflife.date, with Python's standard library: it honours HTTPS_PROXY and NO_PROXY and verifies TLS against the operating system's trust store, so a TLS-inspecting corporate proxy whose certificate the machine trusts works without extra configuration. uv has its own settings for the package index (UV_NATIVE_TLS / UV_SYSTEM_CERTS).

Configuration

Everything above can be set in [tool.testudos]:

[project]
requires-python = ">=3.11"

[tool.testudos]
# Version selection
python-versions = ["3.11", "3.12", "3.13"]   # override auto-detection
include-prerelease = false                    # include unreleased cycles
offline = false                               # never call endoflife.date
strict-versions = false                       # fail rather than test the bundled list
python-preference = "only-managed"            # uv-managed interpreters only

# What to run
test-command = "pytest"
test-args = ["-v", "--tb=short"]
test-groups = ["test"]                        # [dependency-groups] to install
test-extras = ["test"]                        # extras to install
test-dependencies = ["pytest-asyncio"]        # extra packages per isolated env
timeout = 300                                 # seconds per version (0: none)
setup = true                                  # install each environment first
setup-timeout = 900                           # seconds per version's setup

# The lockfile
locked = true                                 # fail when uv.lock is stale
frozen = false                                # use uv.lock without checking it
exclude-newer = "2026-10-01"                  # ignore releases after this date

# How to run it
junit-xml = ".testudos/junit"                 # a JUnit XML report per version
parallel = false
max-jobs = 4
max-concurrency = 8                           # uv processes at once (default: CPUs)

# Coverage
coverage = false
coverage-combine = true
coverage-report = ["term"]
coverage-fail-under = 80
coverage-source = ["src"]

# Package indexes
default-index = "https://pypi.internal.example.com/simple"
index = ["https://extra.example.com/simple"]
find-links = ["/path/to/wheels"]
no-index = false
index-strategy = "first-index"

CLI options win over configuration. Values are validated on load: a wrong type or an out-of-range value is an error, and an unrecognised key is a warning.

test-command is a command line, not just a program name, so a runner that needs arguments to name itself fits in one setting:

test-command = "pytest"
test-command = "python -m unittest discover"
test-command = "./run-tests"

It is split the way a shell would split it (quoted words stay together), but no shell runs it: the pieces become an argv list. Only the first word is a package name, so it is what gets installed into each isolated environment — a suite run as python -m pytest should name pytest in test-dependencies, since the interpreter is what testudos sees. A first word containing a /, like ./run-tests, is a file in your project rather than a package, so nothing is installed for it.

test-args are passed to that command exactly as written, with no filtering, so metacharacters need no escaping and no workaround:

test-args = ["--ignore-glob=*$py.class", "-W", "error:.*deprecated$:UserWarning"]

By the same token nothing in them is expanded either — --rootdir=$PWD arrives as the literal string $PWD, not as your working directory.

Documentation

  • Architecture — how the pieces fit together, and the decisions behind them

Development

git clone https://github.com/martinristovski/testudos.git
cd testudos
uv sync --extra dev

just ci            # lint, type-check, test, network tests, dogfood, version check
just test          # pytest with coverage
just fix           # auto-fix lint and formatting
just dogfood       # run testudos on itself

The default test suite is hermetic: the endoflife.date API is stubbed and the version cache is redirected per test, so no test touches the network or your real ~/.cache/testudos.

Seven tests do reach the network: six exercise the real uv boundary, and so resolve packages from PyPI, and one checks the canned endoflife.date response against the live API. They are marked network and deselected by default; run them with pytest -m network. CI runs them as their own step, so an index or API outage fails a step that names the cause.

License

MIT

Metadata

Release files for testudos 0.44.2

For a detailed explanation of source distributions (sdists) and built distributions (wheels), please see the package formats documentation.

Source distribution (sdist)

Source distribution for testudos 0.44.2
File Size Uploaded Provenance Actions
testudos-0.44.2.tar.gz 349.8 kB With provenance Details for testudos-0.44.2.tar.gz

Built distribution (wheel)

Table of built distributions (wheels) for testudos 0.44.2
File Interpreter ABI Platform Actions
testudos-0.44.2-py3-none-any.whl Python 3 none any Details for testudos-0.44.2-py3-none-any.whl

Total release size: 480.1 kB

Release files / testudos-0.44.2.tar.gz

Download URL testudos-0.44.2.tar.gz
Size 349.8 kB
Tags Source
SHA-256 checksum
How to use checksums
6466475441dafa301884de41accce4ceb6c3fe909b03efe8b108e4301fc257a8
BLAKE2b-256 checksum
How to use checksums
e51a0a823a5effc67a12ad3afd3e543741df3f96815e4e269ecd22cebe1ceeda
Upload date
Uploaded using Trusted Publishing?
What is trusted publishing?
Yes
Uploaded via twine/7.0.0 CPython/3.13.14

Provenance

Provenance describes where a file came from. On PyPI, provenance is shared via attestations, which provide a verifiable record of the build or publishing details. View details, limitations and caveats.

PyPI Publish Attestation

PyPI verified that this artifact, at this checksum, originated from the publisher listed below.

Signed by GitHub Actions, verified by PyPI on Nov 2, 2026.

Transparency log

Release files / testudos-0.44.2-py3-none-any.whl

Download URL testudos-0.44.2-py3-none-any.whl
Size 130.3 kB
Tags Python 3
SHA-256 checksum
How to use checksums
b3fc051ff7bca9cd11209cbf802bbc699c9abe7cf6243b0bd3428f6508bda582
BLAKE2b-256 checksum
How to use checksums
85617c4f7d08c7580bd8f4b8564b9a0ffd83766fd8a9a3ad88651fdba10cf28c
Upload date
Uploaded using Trusted Publishing?
What is trusted publishing?
Yes
Uploaded via twine/7.0.0 CPython/3.13.14

Provenance

Provenance describes where a file came from. On PyPI, provenance is shared via attestations, which provide a verifiable record of the build or publishing details. View details, limitations and caveats.

PyPI Publish Attestation

PyPI verified that this artifact, at this checksum, originated from the publisher listed below.

Signed by GitHub Actions, verified by PyPI on Nov 2, 2026.

Transparency log

Security for testudos 0.44.2

Provenance

Provenance describes where a file came from. On PyPI, provenance is shared via attestations, which provide a verifiable record of the build or publishing details. View details, limitations and caveats.

Full provenance

All 2 files in this release have been uploaded with provenance metadata.

Select from 2 files

Attestation for testudos-0.44.2.tar.gz

PyPI Publish Attestation

PyPI verified that this artifact, at this checksum, originated from the publisher listed below.

Signed by GitHub Actions, verified by PyPI on Nov 2, 2026.

Transparency log

A note on package security

PyPI is a repository for distributing packages, not a service for auditing them. While third-party security researchers and our staff do their best to detect and remove malicious packages, PyPI cannot guarantee the quality, security or suitability of any given package.

To learn more about protecting yourself from malicious actors, visit our package security documentation.

Release history Release notifications | RSS feed

This release

0.44.2 This release

2 release files Full provenance

Anthropic, PBC Visionary sponsor Bloomberg Visionary sponsor Hudson River Trading Visionary sponsor Meta Visionary sponsor NVIDIA Visionary sponsor Microsoft Sustainability sponsor Depot Continuous Integration AWS Cloud computing and Security Sponsor Datadog Monitoring Fastly CDN Google Download Analytics Sentry Error logging StatusPage Status page