csoai/gspc-hf-model-census

GSPC — Hugging Face model census

20,000 models on the Hub, and this file measures none of them. That is the point of it: it is the denominator, not the score. Every row reads status: UNMEASURED, measured_axes: 0, unmeasured_axes: 22.

What changed in 0.2, and why it mattered

The 0.1 census carried 15,557 rows, each asserting unmeasured_axes: 14. Fourteen was the superseded 13-of-14 canon. The board has been ruled at 22 axes and has read 22 slots · 22 measured · 0 unmeasured at GET https://councilof.ai/api/gspc throughout. So the published census understated the unmeasured surface by eight axes, 15,557 times over.

Correcting it makes the dataset less flattering, not more: a model unmeasured on 22 axes is further from measured than one unmeasured on 14. That is the direction an honest denominator moves in.

The axis list is now read from the live board at build time rather than hard-coded, so it cannot drift from the ruling again. The 22:

governance · safety · provenance · continuity · conformance · openness · machinery-conformity · care · cross-reality · detector-interop · art5-safeguard · swarm · affect · jail · provenance-controls · reserve-attestation · regulatory-framework · distribution-integrity · custody-disclosure · ai-adoption-components · labour-components · humanoid-labour-index

What this file is not

It is not a ranking, not a score, and not a judgement of any model listed. Presence in this census says only that the model exists on the Hub and that CSOAI has not measured it. Absence says only that it fell outside the enumeration window (most-downloaded first).

No row here is signed as a measurement card, because no measurement was made. Signed cards live on the board and verify under did:web:csoai.org#card-attestation-1.

Fields

field	meaning
model_id	Hub id, e.g. sentence-transformers/all-MiniLM-L6-v2
status	always UNMEASURED in this release
unmeasured_axes / measured_axes	22 / 0
axes	the 22 axis slugs, as read from the live board
as_of	build time, UTC
verify	https://councilof.ai/gspc-verify
board	https://councilof.ai/api/gspc — the canonical live view

Measurement, not certification. Empty stays empty.

The live board is the authority

GET https://councilof.ai/api/gspc — quote totals.public_count. This Hub card is a printer of that GET, never a second engine. If the fetch fails the honest answer is UNCHECKABLE — never a fabricated 0.000. Status words: LOADING / UNREACHABLE / UNMEASURED / UNCHECKABLE.

Lid: 22 axes measured · 14 model fleets · 3 public leader scores · 8 fact runs · TIE is TIE · not a certificate.

Capability + living GET (GSPC takeover 2026-09-07)

Live board: GET https://councilof.ai/api/gspc → 22 axis · 22 measured
Lid: 22 axes measured · 14 model fleets · 3 public leader scores · 8 fact runs · TIE is TIE · not a certificate.
Hub cards: GET https://councilof.ai/api/hub-cards → cells/measured/unmeasured = 885/885/0
Hub bank: https://huggingface.co/datasets/csoai/gspc-hub-cards
Free verify: https://councilof.ai/gspc-verify
Discovery: GET https://councilof.ai/.well-known/x402.json (live · Base · USDC)
Measurement, never certification. Printer only — no axis mine on ZeroGPU. A100 COLD.

Council of AI — GSPC + Hub printer

• Living board: https://councilof.ai/api/gspc — quote totals.public_count / totals.lid (never invent MEASURED)
• Hub cite: https://councilof.ai/api/hub-cards — 885/885/0 (kill stale 885/885/0 pastes)
• Hub dataset bank: https://huggingface.co/datasets/csoai/gspc-hub-cards
• Verify free: https://councilof.ai/gspc-verify
• x402 discovery: https://councilof.ai/.well-known/x402.json
• Catalog: https://councilof.ai/api/x402
• Free door (amount 0): https://councilof.ai/api/free-door
• Jail goldbank: https://huggingface.co/datasets/csoai/gspc-jail-goldbank
• Human: free + x402 PAYG · Coming—Paddle not live · never Stripe
• Agents: payTo is merchant receive — never the signer
• Self-settle proves the rail; stranger revenue is separate (do not invent buyers)
• Measurement, not certification. Never sell a rank. Never certify.

Any Hub x402.json in a CSOAI printer is a byte-mirror of the living well-known GET — not a second authority.

This repository: a census (the denominator) — every row is UNMEASURED by construction; it carries no axis score.

Live board (authority)	https://councilof.ai/api/gspc
Verify a card — free, no account	https://councilof.ai/gspc-verify
How to verify, by hand	https://councilof.ai/signed/HOW-TO-VERIFY.md
Transparency root (Merkle)	https://councilof.ai/root.json
DID document	https://csoai.org/.well-known/did.json
A2A agent card	https://councilof.ai/.well-known/agent-card.json
Every CSOAI repo on the Hub	https://huggingface.co/csoai
Methodology DOI	https://doi.org/10.5281/zenodo.21991104
MCP endpoint — 11 tools, verified 2026-09-05T12:52:39Z	POST https://councilof.ai/mcp
MCP Registry	io.github.CSOAI-ORG/gspc — version not pinned here; the registry is the authority
npm — MCP server	csoai-gspc-mcp — npx -y csoai-gspc-mcp. No version is pinned here: ask the registry for the current one rather than trusting a number written on a card.
Python reader + card verifier	pip install "csoai-gspc[verify]" then csoai-gspc check — re-derives the board totals from the axis array and exits non-zero if they disagree
The board as a dated, citable snapshot	https://doi.org/10.5281/zenodo.22293341

What is in this repository

file	bytes	rows	what
models.jsonl	14787327	20000	data (one JSON object per line)
build_census.py	4258		file
README.md	2722		card
manifest.jsonl	838	4	derived at 2026-09-05T12:52:39Z

manifest.jsonl is derived from this repository's own file tree at 2026-09-05T12:52:39Z; it lists every file with its size, its blob hash and a direct URL, so an agent can enumerate the repo without cloning it.

Citation

@misc{csoai_gspc_gspc_hf_model_census,
  title        = {gspc-hf-model-census — Council of AI / GSPC},
  author       = {{CSOAI Ltd}},
  year         = {2026},
  doi          = {10.5281/zenodo.21991104},
  howpublished = {Hugging Face Hub, \url{https://huggingface.co/datasets/csoai/gspc-hf-model-census}},
  note         = {Live board: https://councilof.ai/api/gspc. Measurement, not certification.}
}

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Measurement, not certification. Issued by CSOAI Ltd (England & Wales, Companies House 16939677), 3rd Floor, 86–90 Paul Street, London EC2A 4NE. Card refreshed 2026-09-05T12:52:39Z.