Specform
Specform is a lightweight CLI for initializing structured, reproducible analysis projects with a standardized notebook template and project layout.
It helps teams start with the same analytical scaffold every time — reducing setup friction and improving reproducibility.
Install
pip install specform
Quickstart
Initialize a new Specform project in the current directory:
specform init .
This will:
- create a standardized analysis notebook
- enforce a consistent starting structure
- provide a reproducible scaffold for downstream work
You can also initialize into a new directory:
specform init my_project
What Specform Does
Specform focuses on structured project initialization rather than heavy workflow orchestration.
Current features
- Reproducible notebook template generation
- Consistent project bootstrapping
- CLI-first workflow (
specform init)
Design goals
- minimal surface area
- fast startup
- no runtime dependencies beyond the template
Example Workflow
mkdir study
cd study
specform init .
Open the generated notebook and begin analysis with a pre-defined structure.
Command Reference
specform init [path]
Initialize a Specform project.
Arguments
path(optional): target directory- default: current directory
Versioning
Specform follows semantic versioning:
0.x— rapid iteration1.0— stable template contract
Development
Clone the repository and install in editable mode:
pip install -e .
Run the CLI locally:
specform init .
License
MIT
Metadata
Release files for specform 0.1.2
For a detailed explanation of source distributions (sdists) and built distributions (wheels), please see the package formats documentation.
Source distribution (sdist)
| File | Size | Uploaded | Provenance | |
|---|---|---|---|---|
| specform-0.1.2.tar.gz | 66.7 kB | With provenance | Details |
Built distribution (wheel)
| File | Interpreter | ABI | Platform | Reset |
|---|---|---|---|---|
| specform-0.1.2-py3-none-any.whl | Python 3 | none | any | Details |
Total release size: 129.5 kB
Release files / specform-0.1.2.tar.gz
| Download URL | specform-0.1.2.tar.gz |
|---|---|
| Size | 66.7 kB |
| Tags | Source |
|
SHA-256 checksum How to use checksums |
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Yes |
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Signed by GitHub Actions, verified by PyPI on Feb 19, 2026.
Transparency logRelease files / specform-0.1.2-py3-none-any.whl
| Download URL | specform-0.1.2-py3-none-any.whl |
|---|---|
| Size | 62.8 kB |
| Tags | Python 3 |
|
SHA-256 checksum How to use checksums |
812bab6826ed1f250ac91a8d3829d988d6737e498d2bb0a1d3d26b91d55d6a4e
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BLAKE2b-256 checksum How to use checksums |
e1eb0b820ee7247dbb22229576f72c663f0897bbe028f94a64df35274cfa11cc
|
| Upload date | |
|
Uploaded using Trusted Publishing? What is trusted publishing? |
Yes |
| Uploaded via |
twine/6.1.0 CPython/3.13.7
|
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 Feb 19, 2026.
Transparency logSecurity for specform 0.1.2
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.
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Attestation for specform-0.1.2.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 Feb 19, 2026.
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