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hub-queue

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hub-queue / README.md
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Nicholastempleman
card: Zenodo record unavailable since 29 Sep 2026 (account blocked by Zenodo; appeal pending) — link relabelled, live copy named
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metadata 
license: cc-by-4.0
language:
  - en
pretty_name: Hub queue — the census, never a measured count
task_categories:
  - other
size_categories:
  - 1K<n<10K
tags:
  - gspc
  - council-of-ai
  - ai-governance
  - eu-ai-act
  - ai-safety
  - measurement
  - attestation
  - signed-evidence
  - responsible-ai
  - evaluation
  - benchmark
  - transparency
  - model-census
configs:
  - config_name: default
    data_files:
      - split: train
        path: queue.jsonl
  - config_name: manifest
    data_files:
      - split: train
        path: manifest.jsonl

Hub queue — the census, never a measured count

In one line: Popular Hugging Face models, in order of their Hub download count, each marked with whether Council of AI holds a signed measurement of it. Most rows are UNMEASURED. For anyone checking whether a model they use has been measured. The rank column is download order, not a judgement of the model.

Use it 

from datasets import load_dataset
ds = load_dataset("csoai/hub-queue", split="train")
print(ds[0])

Fresh data

This Hub copy is a dated snapshot. If it disagrees with the live source, the live source wins.

  • Live census (free, always current): GET https://councilof.ai/api/hub-cards
  • Daily signed index of every measurement capsule: https://councilof.ai/measurement-capsules/ (also published on the Hub as csoai/evidence-index)
  • Pay per call for a fresh, signed capsule: GET https://councilof.ai/api/request-attestation?subject=<model-id> returns an x402 payment challenge for a signed, content-addressed commission receipt for one named model.
  • Payment terms are published only in https://councilof.ai/.well-known/x402.json; this card quotes no price. Payment buys delivery and freshness, never a result, and verifying anything stays free.

Cite 

@misc{csoai_hub_queue,
  title        = {Hub queue — the census, never a measured count},
  author       = {{CSOAI Ltd (Council of AI)}},
  year         = {2026},
  publisher    = {Hugging Face},
  url          = {https://huggingface.co/datasets/csoai/hub-queue},
  note         = {Methodology: doi:10.5281/zenodo.21991104. Measurement, not certification.}
}

Measurement, not certification. This card adds no score or ranking of any company. A row marked UNMEASURED has not been measured; it is not a pass.

One flat table (queue.parquet / queue.jsonl): rank, id, downloads, pipeline_tag, status, card_id, as_of, measured_axes. SUMMARY.json is the only place counts live (n, n_measured, n_measured_axes) — read them there, never type them here.

UNSIGNED staging (HF Jobs mill): cards the mill stages under csoai/gspc-hub-cards/staged-unsigned/<date>/<axis>/ carry "signature": null. UNSIGNED — becomes MEASURED only after a VALID signature; nothing here is a rank. A staged card's hits/n are card bytes, not a score; n<30 unquotable; TIE is never a win. Staging never changes n_measured, any cell, mill-cards/, INDEX.jsonl or cards.jsonl. Per-model state, every axis verbatim: https://huggingface.co/spaces/csoai/gspc-lookup

SUMMARY.json.staged_unsigned points at the day's staged manifest and is informational only.

Locks live under locks/. Dataset viewer reads parquet only. This dataset is a census printer, not a second scoreboard. Not a certificate.

The live board is the authority

GSPC verify DOI 10.5281/zenodo.21991104: Zenodo record unavailable

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: Read totals.lid from the live board at viewing time; measurement, not certification.

Capability + living GET (TUI7 distribution 2026-09-14)

SUPERSEDED: typed Hub triples LIVE (re-GET /api/hub-cards → counts.*) (and prior 885/900/937/1113/1182/1185) — do not re-paste. Hub cite = live GET only.

Live board: GET https://councilof.ai/api/gspc → quote `totals.public_count` and `totals.lid` at viewing time; do not paste frozen counts.
Hub cards: GET https://councilof.ai/api/hub-cards → quote counts.cells / counts.measured / counts.unmeasured LIVE (no typed Hub triple)
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)
OX discovery resources: councilof 0/60 honest — do not invent rows
Measurement, never certification. Printer only — no axis mine on ZeroGPU. A100 COLD.

GSPC board Hub cells

Council of AI — GSPC + Hub printer

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

OpenAPI / CDP discovery (apex · Wave E) 

OpenAPI (canonical): GET https://councilof.ai/openapi.json  → version 0.2+6c709613dc31 · 97 paths
NOT: https://councilof.ai/public/openapi.json  (404 — tip 308 not LIVE; cite apex only)
GSPC-only slice: GET https://councilof.ai/api/openapi.json  (7 paths — not CDP paid catalog)
x402 discovery: GET https://councilof.ai/.well-known/x402.json  (mode live · Base eip155:8453 · USDC)
Catalog: GET https://councilof.ai/api/x402
Live board: GET https://councilof.ai/api/gspc → quote `totals.public_count` and `totals.lid` at viewing time; do not paste frozen counts.
Verify free: https://councilof.ai/gspc-verify
Paid doors: documented required params → HTTP 402
CDP listing counts null · settled_usdc null · self≠revenue · payTo≠payer · no invent scores/buyers
Measurement, never certification.

This repository: NOT A BOARD MEASUREMENT — this repository is a corpus, mirror or door published by CSOAI. It carries no axis score. The measured slots live on the board GET below.

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
Every CSOAI repo on the Hub https://huggingface.co/csoai
Methodology DOI 10.5281/zenodo.21991104 (Zenodo record unavailable since 29 Sep 2026: account blocked by Zenodo; appeal pending. Live methodology page (not the deposit's bytes): https://councilof.ai/methodology/)
MCP endpoint — 12 tools, verified 2026-09-04T04:33:29Z 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
This board as a dated, citable snapshot 10.5281/zenodo.22293341 (Zenodo record unavailable since 29 Sep 2026: account blocked by Zenodo; appeal pending. Live board dataset (not the deposit's bytes): https://huggingface.co/datasets/csoai/gspc-board)

What is in this repository

file bytes rows what
locks/HF2200.lock.json 527637 JSON document
queue.jsonl 522273 2410 data (one JSON object per line)
queue.parquet 147065 data (Parquet)
locks/FLEET-B.lock.json 13802 JSON document
README.md 2914 card
SUMMARY.json 562 JSON document
manifest.jsonl 7 derived at 2026-09-04T04:33:29Z

manifest.jsonl is derived from this repository's own file tree at 2026-09-04T04:33:29Z; 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_hub_queue,
  title        = {Hub queue — the census, never a measured count},
  author       = {{CSOAI Ltd}},
  year         = {2026},
  doi          = {10.5281/zenodo.21991104},
  howpublished = {Hugging Face Hub, \url{https://huggingface.co/datasets/csoai/hub-queue}},
  note         = {Live board: https://councilof.ai/api/gspc. Measurement, not certification.}
}

Measurement, not certification. No slot is for sale and no empty slot is filled by payment. Issued by CSOAI Ltd (England & Wales, Companies House 16939677), 3rd Floor, 86–90 Paul Street, London EC2A 4NE. Card refreshed 2026-09-04T04:33:29Z; every number above is either fetched live or carries the timestamp at which it was read.

Capability + living GET (TUI7 distribution 2026-09-14)

SUPERSEDED: typed Hub triples LIVE (re-GET /api/hub-cards → counts.*) (and prior 885/900/937/1113/1182/1185) — do not re-paste. Hub cite = live GET only.

Live board: GET https://councilof.ai/api/gspc → quote `totals.public_count` and `totals.lid` at viewing time; do not paste frozen counts.
Hub cards: GET https://councilof.ai/api/hub-cards → quote counts.cells / counts.measured / counts.unmeasured LIVE (no typed Hub triple)
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)
OX discovery resources: councilof 0/60 honest — do not invent rows
Measurement, never certification. Printer only — no axis mine on ZeroGPU. A100 COLD.

GSPC board Hub cells

Council of AI — GSPC + Hub printer

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

Signed measurement archive (free cite · never a grade) 

Live board: GET https://councilof.ai/api/gspc → quote `totals.public_count` and `totals.lid` at viewing time; do not paste frozen counts.
Signed card index: GET https://councilof.ai/signed/card_index.json → n_cards=335 · schema csoai.gspc-card-index/0.1
How to verify (stranger): https://councilof.ai/signed/HOW-TO-VERIFY.md
Free verify UI: https://councilof.ai/gspc-verify/
Example SIGNED card: https://councilof.ai/signed/cards/cff1aaf070acb97c224177809856bc20310f4958eb44bdffab7d4b04836535f4.json
Hub census (≠ board ≠ card_index): GET https://councilof.ai/api/hub-cards → 131/131/0
HF printers: https://huggingface.co/datasets/csoai/gspc-hub-cards · https://huggingface.co/datasets/csoai/gspc-jail-goldbank
Supply-led: CSOAI measures public systems independently first; sells delivery/freshness/monitoring/integration/replay/extra compute — never grades or favourable results.
Measurement credential, never certification. Free refresh only.

Owner: N-Sites — free paste onto HF/Kaggle printers. Hub LIVE 131 (kill 1191/1196). card_index n=335. Never invent VC/revenue. Stamp 2026-09-14T10:37Z.

Objections, contact and corrections

To object to a row, ask for a re-check, request a correction or ask for a record to be withdrawn, email nicholas@csoai.org or use the appeals and dispute route at https://councilof.ai/dispute/. Corrections are listed in the corrections ledger at https://councilof.ai/api/corrections, with what changed and when. CSOAI Ltd (company no. 16939677, England and Wales) is the accountable publisher.

How to cite

CSOAI Ltd (Council of AI). Hub queue — the census, never a measured count. 2026. Hugging Face dataset csoai/hub-queue. https://huggingface.co/datasets/csoai/hub-queue

@misc{csoai_hub_queue,
  title        = {Hub queue — the census, never a measured count},
  author       = {{CSOAI Ltd}},
  year         = {2026},
  howpublished = {Hugging Face dataset, https://huggingface.co/datasets/csoai/hub-queue},
  note         = {Corrections: https://councilof.ai/api/corrections}
}

Licence: CC-BY-4.0. Attribute Council of AI, CSOAI Ltd (16939677), https://councilof.ai.

Corrections and verification