MetricSpec
Unit tests for business metrics. Contract testing for analytical meaning.
MetricSpec is a Python CLI for testing analytical contracts in local development and CI. It starts with deterministic DuckDB fixture tests and produces explainable diagnostics when a business metric returns the wrong answer.
Quick Start
From a local checkout before MetricSpec is published as a package:
uv sync --extra dev
uv run metricspec init demo
cd metricspec-demo
uv run --project .. metricspec run
After package publication, the same flow can use uvx without a checkout:
uvx metricspec init demo
cd metricspec-demo
uvx metricspec run
What MetricSpec Is
- A contract test runner for business metrics.
- A fixture-first semantic regression tool.
- A CI-friendly way to catch wrong analytical answers.
What MetricSpec Is Not
- A semantic layer.
- A general data quality platform.
- A hosted observability dashboard.
Status
The stable v1 core is DuckDB fixture-based contract testing. Additional adapters are experimental.
Documentation
Security
MetricSpec should not send telemetry or make hidden network calls. Keep credentials, production data, and secrets out of contracts, fixtures, issue reports, and CI artifacts.
Metadata
Release files for metricspec 0.1.0
For a detailed explanation of source distributions (sdists) and built distributions (wheels), please see the package formats documentation.
Source distribution (sdist)
| File | Size | Uploaded | |
|---|---|---|---|
| metricspec-0.1.0.tar.gz | 105.7 kB | Details |
Built distribution (wheel)
| File | Interpreter | ABI | Platform | Reset |
|---|---|---|---|---|
| metricspec-0.1.0-py3-none-any.whl | Python 3 | none | any | Details |
Total release size: 127.4 kB
Release files / metricspec-0.1.0.tar.gz
| Download URL | metricspec-0.1.0.tar.gz |
|---|---|
| Size | 105.7 kB |
| Tags | Source |
|
SHA-256 checksum How to use checksums |
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BLAKE2b-256 checksum How to use checksums |
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Yes |
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Transparency logRelease files / metricspec-0.1.0-py3-none-any.whl
| Download URL | metricspec-0.1.0-py3-none-any.whl |
|---|---|
| Size | 21.7 kB |
| Tags | Python 3 |
|
SHA-256 checksum How to use checksums |
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BLAKE2b-256 checksum How to use checksums |
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| Upload date | |
|
Uploaded using Trusted Publishing? What is trusted publishing? |
Yes |
| Uploaded via |
twine/6.1.0 CPython/3.13.12
|
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 Jun 29, 2026.
Transparency log