Datasets:

csoai
/

hub-queue

---
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

<!-- csoai-funnel-2026-09-27 -->

**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

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

- **Verify a signed card in your browser, free, no account:** <https://councilof.ai/gspc-verify/?ref=hf-hub-queue>
- **Live census of Hub cards (free JSON):** <https://councilof.ai/api/hub-cards>
- **For agents:** MCP endpoint `POST https://councilof.ai/mcp` (free read tools; call `tools/list`).
- **A row about you is wrong, or you want an endpoint left out?** Ask for a re-check or object: <https://councilof.ai/census/?ref=hf-hub-queue>

### 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/](https://councilof.ai/measurement-capsules/?ref=hf-hub-queue) (also published on the Hub as [csoai/evidence-index](https://huggingface.co/datasets/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

```bibtex
@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.

<!-- /csoai-funnel-2026-09-27 -->


- SWIFT census (live): https://councilof.ai/api/swift
- XRPL reader (live): https://councilof.ai/api/xrpl

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.

- Most rows: `UNMEASURED`, empty `card_id`.
- A few rows may carry a verifying card sha256 for models already in the 14-axis fleets. Do not stamp MEASURED from a listing alone.
- Explorer: https://huggingface.co/spaces/csoai/gspc-explorer

**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.**

<!-- csoai-hubcard-v2 -->
## The live board is the authority

[![GSPC](https://img.shields.io/badge/dynamic/json?url=https%3A%2F%2Fcouncilof.ai%2Fapi%2Fgspc&query=%24.totals.public_count&label=GSPC%20board&color=0B1F33)](https://councilof.ai/api/gspc)
[![verify](https://img.shields.io/badge/verify%20a%20card-free%2C%20no%20account-0B1F33)](https://councilof.ai/gspc-verify)
[![DOI 10.5281/zenodo.21991104: Zenodo record unavailable](https://img.shields.io/badge/DOI%2010.5281%2Fzenodo.21991104-Zenodo%20record%20unavailable-8A6D00)](https://councilof.ai/methodology/)

`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](https://councilof.ai/api/gspc) at viewing time; measurement, not certification.

<!-- csoai-capability-densify-2026-09-14-tui7 -->
## Capability + living GET (TUI7 distribution 2026-09-14)


```
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.
```

[![GSPC board](https://img.shields.io/badge/dynamic/json?url=https%3A%2F%2Fcouncilof.ai%2Fapi%2Fgspc&query=%24.totals.public_count&label=GSPC%20board&color=0B1F33)](https://councilof.ai/api/gspc)
[![Hub cells](https://img.shields.io/badge/dynamic/json?url=https%3A%2F%2Fcouncilof.ai%2Fapi%2Fhub-cards&query=%24.counts.cells&label=Hub%20cells&color=0B1F33)](https://councilof.ai/api/hub-cards)

### Council of AI — GSPC + Hub printer
- Living board: https://councilof.ai/api/gspc — quote `totals.public_count` / `totals.lid` (never invent MEASURED)
- Hub cards (read live): https://councilof.ai/api/hub-cards
- 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**.
<!-- /csoai-capability-densify-2026-09-14-tui7 -->

<!-- csoai-wave-e-openapi-2026-09-07 -->
### 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.
```
<!-- /csoai-wave-e-openapi-2026-09-07 -->



**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 — 19 tools, verified 2026-09-30T13:52:54Z | `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`](https://www.npmjs.com/package/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

```bibtex
@misc{csoai_gspc_hub_queue,
  title        = {Hub queue — the census, never a measured count},
  author       = {{CSOAI Ltd}},
  year         = {2026},
  doi          = {10.5281/zenodo.21991104},
  note         = {DOI record unavailable since 29 Sep 2026 (Zenodo account blocked; appeal pending)},
  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.
<!-- /csoai-hubcard-v2 -->

<!-- csoai-capability-densify-2026-09-14-tui7 -->
## Capability + living GET (TUI7 distribution 2026-09-14)


```
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.
```

[![GSPC board](https://img.shields.io/badge/dynamic/json?url=https%3A%2F%2Fcouncilof.ai%2Fapi%2Fgspc&query=%24.totals.public_count&label=GSPC%20board&color=0B1F33)](https://councilof.ai/api/gspc)
[![Hub cells](https://img.shields.io/badge/dynamic/json?url=https%3A%2F%2Fcouncilof.ai%2Fapi%2Fhub-cards&query=%24.counts.cells&label=Hub%20cells&color=0B1F33)](https://councilof.ai/api/hub-cards)

### Council of AI — GSPC + Hub printer
- Living board: https://councilof.ai/api/gspc — quote `totals.public_count` / `totals.lid` (never invent MEASURED)
- Hub cards (read live): https://councilof.ai/api/hub-cards
- 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**.
<!-- /csoai-capability-densify-2026-09-14-tui7 -->

<!-- csoai-signed-archive-awareness-2026-09-14 -->
## 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.

<!-- csoai-cite-v1:start -->
## 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

```bibtex
@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

- Corrections ledger (signed): https://councilof.ai/api/corrections. Corrections to CSOAI's published records are logged there with what changed and when.
- Verify a signed record yourself, free and without an account: https://councilof.ai/gspc-verify/ (step by step: https://councilof.ai/signed/HOW-TO-VERIFY.md).
- Conformance kit for signed-receipts/v1, with test vectors for implementers: https://councilof.ai/spec/signed-receipts/v1/conformance/
<!-- csoai-cite-v1:end -->