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---
license: cc-by-4.0
language:
- en
pretty_name: GSPC — distribution integrity facts (DistributionFacts)
task_categories:
- other
size_categories:
- n<1K
tags:
- gspc
- council-of-ai
- ai-governance
- eu-ai-act
- ai-safety
- measurement
- attestation
- signed-evidence
- responsible-ai
- evaluation
- benchmark
- transparency
- distribution-integrity
- family-financial
- distributionfacts
- deterministic-facts
- on-chain
- rwa
- stablecoins
- xrpl
- tokenization
configs:
- config_name: default
  data_files:
  - split: train
    path: axis-live.jsonl
- config_name: manifest
  data_files:
  - split: train
    path: manifest.jsonl
---

# GSPC — distribution integrity facts (DistributionFacts)

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

**In one line:** For the 16 XRPL issuer accounts in the live reader: reader classification, chain supply and holder count, each PASS, FAIL or UNCHECKABLE. For stablecoin and tokenised-asset analysts. It grades no issuer.

### Use it

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

- **Verify a signed card in your browser, free, no account:** <https://councilof.ai/gspc-verify/?ref=hf-gspc-distribution-integrity>
- **Read the live XRPL reader these facts come from (free JSON):** <https://councilof.ai/api/xrpl>
- **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-gspc-distribution-integrity>

### Fresh data

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

- `GET https://councilof.ai/api/gspc?axis=distribution-integrity` (free, live, this dataset's row of the board)
- Signed transparency root (Merkle, board key `did:web:csoai.org#board-attestation-1`): https://councilof.ai/root.json
- Daily signed index of every measurement capsule: [https://councilof.ai/measurement-capsules/](https://councilof.ai/measurement-capsules/?ref=hf-gspc-distribution-integrity) (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/rwa/evidence?asset=RLUSD` returns an x402 payment challenge for signed evidence for one named XRPL token (issuer, funding stage, compliance shape), with a free preview.
- **Pay per call for a fresh, signed capsule:** `GET https://councilof.ai/api/ras/supply?asset=USDC&ledger=ethereum` returns an x402 payment challenge for one fresh totalSupply() read of an issuer-listed EVM deployment.
- 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_gspc_distribution_integrity,
  title        = {GSPC — distribution integrity facts (DistributionFacts)},
  author       = {{CSOAI Ltd (Council of AI)}},
  year         = {2026},
  publisher    = {Hugging Face},
  url          = {https://huggingface.co/datasets/csoai/gspc-distribution-integrity},
  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

**MEASURED financial/domain axis** (deterministic-facts from `GET https://councilof.ai/api/xrpl`, writes_board=false, n=16). Not a model leaderboard. No accuracy, no fleet, no leader.

Live status is the `distribution-integrity` row on `GET https://councilof.ai/api/gspc`. **Not a certificate.**

Council of AI · CSOAI Ltd (GB, Companies House 16939677).

<!-- csoai-live-row -->
**Live measurement.** This bank stands behind the `distribution-integrity` row of the live GSPC board: `GET https://councilof.ai/api/gspc?axis=distribution-integrity` (family, kind, status and n are on that row, never typed here; the whole board is `GET https://councilof.ai/api/gspc`). Measurement, not certification.
<!-- /csoai-live-row -->

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

<!-- csoai-capability-densify-2026-09-14-tui7 -->
## 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 / totals.lid (derived live from totals, never typed as a frozen paste)
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](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 cite: https://councilof.ai/api/hub-cards — **re-GET**; quote `counts.*` (typed `LIVE (re-GET /api/hub-cards → counts.*)` SUPERSEDED 2026-09-14)
- 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
Living board: GET https://councilof.ai/api/gspc → 22 axis · 22 measured (22·22·0)
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:** **MEASURED (deterministic facts)** — this repository mirrors the live `distribution-integrity` slot (**DistributionFacts**, reader classification + chain supply + holder count (PASS/FAIL/UNCHECKABLE)). Live `n` at card refresh: **16** (issuer accounts (not bank items)) (2026-09-04T04:33:29Z). No model, no score, no ranking.

| | |
|---|---|
| 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`](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 |
|---|---:|---:|---|
| `README.md` | 2265 |  | card |
| `input-schema.json` | 1594 |  | JSON document |
| `coverage-card.json` | 1122 |  | JSON document |
| `eval.yaml` | 742 |  | config |
| `skeleton.json` | 736 |  | JSON document |
| `manifest.jsonl` | | 6 | derived at 2026-09-04T04:33:29Z |
| `axis-live.jsonl` | | 1 | 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.
`axis-live.jsonl` is a one-row snapshot of this axis as the live board returned it at that moment. It is a snapshot, not the authority.

## Citation

```bibtex
@misc{csoai_gspc_gspc_distribution_integrity,
  title        = {GSPC — distribution integrity facts (DistributionFacts)},
  author       = {{CSOAI Ltd}},
  year         = {2026},
  doi          = {10.5281/zenodo.21991104},
  howpublished = {Hugging Face Hub, \url{https://huggingface.co/datasets/csoai/gspc-distribution-integrity}},
  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 -->

## Correction — coverage-card.json understates this axis

`coverage-card.json` in this repo states **`status: UNMEASURED`, `n: 0`** for
`distribution-integrity`. The live board disagrees, and the board is right:

| source | status | n | bench |
|---|---|---|---|
| `coverage-card.json` (signed, this repo) | UNMEASURED | 0 | — |
| [`GET /api/gspc`](https://councilof.ai/api/gspc) (authority) | **MEASURED** | **16** | DistributionFacts |

Evidence for the board's figure:
<https://councilof.ai/interop/financial-measure-run-distribution-integrity.json>

The coverage card appears to be a template written when this dataset was created
(2026-09-05T00:11Z), independent of the measurement run it describes
(dated earlier). It is **signed**, and this estate does not edit signed
bytes — a silent correction to a signed artefact is the fault this ledger-keeping exists to
prevent. So the card stays as issued and the correction is published here instead.

**Cite the live board, not the card, for this axis.** Verification is free at
<https://councilof.ai/gspc-verify>. Measurement, not certification.

*Correction published 2026-09-05 by an automated audit comparing every coverage card in the
csoai GSPC datasets against the live board. 7 of 8 disagreed in the same direction.*

<!-- csoai-wrapper-finfact-densify-2026-09-14 -->
## Wrapper doors + financial-fact runs (free densify 2026-09-14)

```
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 → quote counts.cells/measured/unmeasured LIVE (no typed triple)
Wrappers ledger (FREE HTML): https://councilof.ai/wrappers/
Wrapper door (metered x402): https://councilof.ai/api/wrapper?id=<wrapped-symbol:chain> — LIVE challenge https://councilof.ai/api/wrapper?id=usdc.e:arbitrum (402)
Free preview: https://councilof.ai/api/wrapper?id=usdc.e:arbitrum&preview=1 (200 preview card)
Verify: https://councilof.ai/gspc-verify
8 financial axes = fact runs (not leader scores): provenance-controls, reserve-attestation, regulatory-framework, distribution-integrity, custody-disclosure, ai-economy-index, human-labour-index, humanoid-labour-index — live status only from GET /api/gspc.
Measurement, never certification. No invent MEASURED. Printer only.
```
<!-- /csoai-wrapper-finfact-densify-2026-09-14 -->

<!-- csoai-signed-archive-awareness-2026-09-14 -->
## Signed measurement archive (free cite · never a grade)

```
Living 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.
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). *GSPC — distribution integrity facts (DistributionFacts)*. 2026. Hugging Face dataset `csoai/gspc-distribution-integrity`. https://huggingface.co/datasets/csoai/gspc-distribution-integrity. DOI: [10.57967/hf/10287](https://doi.org/10.57967/hf/10287)

```bibtex
@misc{csoai_gspc_distribution_integrity,
  title        = {GSPC — distribution integrity facts (DistributionFacts)},
  author       = {{CSOAI Ltd}},
  year         = {2026},
  howpublished = {Hugging Face dataset, https://huggingface.co/datasets/csoai/gspc-distribution-integrity},
  doi          = {10.57967/hf/10287},
  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 -->