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 indid: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.
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