omai-bench / README.md
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---
license: cc-by-4.0
language:
- en
pretty_name: OMAI licence-compliance bank (openness)
tags:
- gspc
- council-of-ai
- ai-governance
- eu-ai-act
- ai-safety
- measurement
- attestation
- signed-evidence
- responsible-ai
- evaluation
- benchmark
- transparency
task_categories:
- other
size_categories:
- n<1K
configs:
- config_name: default
data_files:
- split: train
path: items.jsonl
- config_name: manifest
data_files:
- split: train
path: manifest.jsonl
---
# OMAI — licence-compliance bank (openness)
A frozen licence-compliance bank for the openness axis. Each row of `items.jsonl` gives a
`case` (a CC BY-NC dataset used to train a model that will be sold; a field-of-use clause forbidding
military use; a 700M-MAU threshold clause crossed without contacting anyone), the `expected` verdict, and the
clause `anchor` that decides it. The rows carry `"axis": "openness"`.
Superseded as the live bank — the openness slot is published as
[`csoai/gspc-oss`](https://huggingface.co/datasets/csoai/gspc-oss). Kept so inbound links resolve.
<!-- 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](https://img.shields.io/badge/DOI-10.5281%2Fzenodo.21991104-0B1F33)](https://doi.org/10.5281/zenodo.21991104)
`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**SUPERSEDED:** typed Hub triples `LIVE (re-GET /api/hub-cards → counts.*)` (and prior 885/900/937/1113/1182/1185) — do not re-paste.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 (22·22·0 derived, 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:** **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 | <https://doi.org/10.5281/zenodo.21991104> |
| MCP endpoint — **11 HTTP tools** (7 free + 4 x402; `verified live tools/list 2026-09-07T05:57Z`) | `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 | <https://doi.org/10.5281/zenodo.22293341> |
## What is in this repository
| file | bytes | rows | what |
|---|---:|---:|---|
| `ossbench.json` | 10614 | | JSON document |
| `items.jsonl` | 7578 | 30 | data (one JSON object per line) |
| `README.md` | 1517 | | card |
| `LEADERBOARD.md` | 635 | | card |
| `LICENSE` | 123 | | file |
| `manifest.jsonl` | | 6 | 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_omai_bench,
title = {OMAI — licence-compliance bank (openness)},
author = {{CSOAI Ltd}},
year = {2026},
doi = {10.5281/zenodo.21991104},
howpublished = {Hugging Face Hub, \url{https://huggingface.co/datasets/csoai/omai-bench}},
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)
**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 (22·22·0 derived, 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-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.