The Dataset Viewer has been disabled on this dataset.

Council of AI (CSOAI)

tool-parity β€” the open-source estate behind every industry MEOK touches

Measurement, not certification. This dataset measures repositories. It never certifies a tool.

What this is

A reproducible measurement of the open-source software estate behind the industries MEOK works in, taken from public repository state β€” read directly from the GitHub API and raw endpoints, not from what any project says about itself.

  • axis: tool-parity
  • card kind: gspc.measurement-card
  • card id (sha256 of the canonical body): 1332ad3c1da0947439b3d812ca40597ce3585117248d07f0db824859b44f290e
  • signing key: did:web:csoai.org#estate-chain-1 (published in did:web:csoai.org, pinned in the Council of AI verifier)
  • measured at: 2026-10-25T05:18:48.356713+00:00
  • repositories measured: 100
  • fetch failures: 0
  • estate repositories: 68
  • headline apps: 15
  • dormant (>400 days since last push): 32
  • licence states: permissive 46 Β· stated with obligations 8 Β· licence-unstated 46

Every repository carries exactly one licence state, and the three counts sum to the number measured. A repository with no stated licence is recorded as licence-unstated β€” never quietly counted as permissively licensed, and never counted as forbidden. "Unstated" is a null, and the null is published.

Files

file what it is
parity.card.signed.json the GSPC measurement card β€” the signed receipt
parity_snapshot.json the raw measurement, per repository
MANIFEST.json digests and the preimage rule

Verify it yourself

# the Council's own published verifier
curl -O https://councilof.ai/signed/verify-card.mjs
node verify-card.mjs parity.card.signed.json

The card's preimage rule is json.dumps(body, sort_keys=True, separators=(',',':'), ensure_ascii=True).encode('utf-8') and its id is the sha256 of those bytes.

The card binds this snapshot's content digest β€” c03c6fb10c7ab736501ab7a30f2a30b3cd1a59eadd39f49246584fe38330c08c β€” computed as sha256(json.dumps(snapshot_body_without_content_sha256, sort_keys=True, separators=(',',':')).encode('utf-8')). It is formatting-independent: reformatting the file cannot change it. MANIFEST.json records that content digest alongside the file-byte digest of the exact published bytes.

Reproduce it

python3 measure_parity.py --out parity_snapshot.json

An unchanged estate reproduces the same snapshot digest; a changed estate produces a changed digest and a diff β€” not a claim. The card states the digest it was signed over, so any re-run either matches the card or tells you the world moved.

Measurement, never certification. Verification is free, forever, for anyone.

Read this product

This is a structured evidence archive, not a training table. The automatic table viewer is disabled because the repository contains documents with different schemas, signatures or timestamp proofs. All original evidence files remain available.

import json
from huggingface_hub import hf_hub_download
path = hf_hub_download("csoai/tool-parity", "parity_snapshot.json", repo_type="dataset")
with open(path, encoding="utf-8") as source:
    document = json.load(source)
records = document["measurements"]

For reproducible reuse, pass the repository commit SHA as revision and retain the downloaded bytes. Loading a file does not verify its signature; follow this card's verification instructions before relying on a claim. Dated snapshots remain historical measurements.

Downloads last month
60