results

Seal a run, record what it produced, and verify the chain.

Install

pip install results-cli

Quick start

results init
results seal prereg.md analysis.py data.csv --role input
results access "read zenodo metadata" --level "metadata only"

# run the computation, then record its outputs
results run output.json --run-id exp_001 --note "ICC analysis"
results claim "ICC = 0.42" --run-id exp_001 --confirmatory --location "Table 2"
results verify --files

chain intact: 5 events

  access       1
  claim        1
  init         1
  run          1
  seal         1

file hashes:
  ok         prereg.md
  ok         analysis.py
  ok         data.csv
  ok         output.json

all checks passed.

Commands

Command	What it does
`results init`	Start tracking results here
`results seal <file>...`	Hash inputs before a run
`results access <note>`	Record a data-access event
`results run <file>...`	Record outputs after a run
`results claim <text>`	Bind a manuscript claim to a run
`results verify`	Check the ledger chain and every hash it names

The chain

A number in a manuscript names a claim. The claim names a run. The run names its outputs. The outputs were hashed when they were recorded. The inputs were hashed before the run started.

manuscript  →  claim  →  run  →  output file  →  sha256
                                  input files  →  sha256

results verify --files walks the whole thing and tells you what moved.

Data-access levels

The access timeline is what makes the confirmatory/exploratory distinction verifiable.

Level	Meaning
`nothing seen`	No target data touched
`metadata only`	Structure, region names, sample sizes — not outcomes
`structure seen`	Data shape and distributions, not the target variable
`outcomes seen`	The dependent variable was observed

An analysis registered after outcomes seen is retrospective.

Verify output

Result	Meaning
`chain intact`	Every event's prev_hash matches the line before it
`CHAIN BROKEN`	The ledger was edited after it was written
`ok`	File matches its recorded hash
`CHANGED`	File was modified since it was recorded
`MISSING`	File no longer exists

The ledger

Append-only JSONL in .results/ledger.jsonl. Each line is hash-chained to the previous — editing or inserting a line breaks the chain. git diff shows what changed; results verify checks whether it should have.

Claude Code

plugin/ is a Claude Code plugin that tells Claude when to reach for the CLI.

/plugin marketplace add elliottower/results
/plugin install results@results

For all three reproducible-science tools in one plugin (results + prereg + citations):

/plugin marketplace add elliottower/reproducible-science

MIT licensed.

Download files

Download the file for your platform. If you're not sure which to choose, learn more about installing packages.

Source Distribution

results_cli-0.2.0.tar.gz (19.5 kB view details)

Uploaded Aug 25, 2026 Source

Built Distribution

If you're not sure about the file name format, learn more about wheel file names.

The dropdown lists show the available interpreters, ABIs, and platforms. Enable javascript to be able to filter the list of wheel files.

results_cli-0.2.0-py3-none-any.whl (13.7 kB view details)

Uploaded Aug 25, 2026 Python 3

File details

Details for the file results_cli-0.2.0.tar.gz.

File metadata

Download URL: results_cli-0.2.0.tar.gz
Upload date: Aug 25, 2026
Size: 19.5 kB
Tags: Source
Uploaded using Trusted Publishing? Yes
Uploaded via: twine/7.0.0 CPython/3.13.14

File hashes

Hashes for results_cli-0.2.0.tar.gz
Algorithm	Hash digest
SHA256	`de53eff818e6ef57b44f504ca2660b5ab7fca443a7b21b4d95e1dc31c142501d`
MD5	`31cf3a68199e3adb36a443e2fcdaae64`
BLAKE2b-256	`8cbd6bd1b28320bb64d01ecc42f0dfc7b2c0ec0ceb07dfb2e889bb9eaf07843b`

See more details on using hashes here.

Provenance

The following attestation bundles were made for results_cli-0.2.0.tar.gz:

Publisher: publish-results.yml on elliottower/reproducible-science

Attestations: Values shown here reflect the state when the release was signed and may no longer be current.

Statement:
- Statement type: https://in-toto.io/Statement/v1
- Predicate type: https://docs.pypi.org/attestations/publish/v1
- Subject name: results_cli-0.2.0.tar.gz
- Subject digest: de53eff818e6ef57b44f504ca2660b5ab7fca443a7b21b4d95e1dc31c142501d
- Sigstore transparency entry: 2582505502
- Sigstore integration time: Aug 25, 2026
Source repository:
- Permalink: elliottower/reproducible-science@e19b7e952529c76fe4f9d304c7dc93f806ad2a72
- Branch / Tag: refs/tags/v0.2.0
- Owner: https://github.com/elliottower
- Access: public
Publication detail:
- Token Issuer: https://token.actions.githubusercontent.com
- Runner Environment: github-hosted
- Publication workflow: publish-results.yml@e19b7e952529c76fe4f9d304c7dc93f806ad2a72
- Trigger Event: workflow_dispatch