item stringlengths 59 139 ⌀ | expected stringclasses 2
values | category stringlengths 3 12 ⌀ | anchor stringlengths 3 16 ⌀ | source stringclasses 2
values | note stringlengths 25 87 ⌀ | _canary stringclasses 1
value |
|---|---|---|---|---|---|---|
Using MIT-licensed code inside a closed-source proprietary product. | PERMITTED | mit | lic:mit | csoai-authored | licence-reasoning discrimination (trigger/compatibility/scope), defensible ground truth | null |
Using an OpenRAIL-M model for a use listed in the licence's prohibited-uses appendix. | RESTRICTED | rail | lic:rail | csoai-authored | licence-reasoning discrimination (trigger/compatibility/scope), defensible ground truth | null |
Shipping MPL-2.0 files inside a larger proprietary product while keeping the source of the MPL-covered files available. | PERMITTED | mpl | lic:mpl | csoai-authored | licence-reasoning discrimination (trigger/compatibility/scope), defensible ground truth | null |
Commercially fine-tuning and deploying an OpenRAIL model for a use that is NOT in its restricted-uses list. | PERMITTED | rail-ok | lic:rail-ok | csoai-authored | licence-reasoning discrimination (trigger/compatibility/scope), defensible ground truth | null |
Running modified AGPL-3.0 software for a single internal user with no other users interacting with it over a network. | PERMITTED | agpl-single | lic:agpl-single | csoai-authored | licence-reasoning discrimination (trigger/compatibility/scope), defensible ground truth | null |
Distributing a binary of GPL-3.0 software to customers while refusing to provide the corresponding source. | RESTRICTED | gpl-dist | lic:gpl-dist | csoai-authored | licence-reasoning discrimination (trigger/compatibility/scope), defensible ground truth | null |
Commercially deploying Apache-2.0 code and relying on its express patent grant. | PERMITTED | apache | lic:apache | csoai-authored | licence-reasoning discrimination (trigger/compatibility/scope), defensible ground truth | null |
Redistributing Apache-2.0 code after deleting the required NOTICE file. | RESTRICTED | notice | lic:notice | csoai-authored | licence-reasoning discrimination (trigger/compatibility/scope), defensible ground truth | null |
Incorporating Apache-2.0 code into a GPL-3.0-licensed project. | PERMITTED | compat | lic:compat | csoai-authored | licence-reasoning discrimination (trigger/compatibility/scope), defensible ground truth | null |
Dynamically linking an LGPL-2.1 library from proprietary software while allowing the user to replace the library. | PERMITTED | lgpl | lic:lgpl | csoai-authored | licence-reasoning discrimination (trigger/compatibility/scope), defensible ground truth | null |
Distributing a single binary that statically links a GPL-2.0-only library together with Apache-2.0 code. | RESTRICTED | compat | lic:compat | csoai-authored | licence-reasoning discrimination (trigger/compatibility/scope), defensible ground truth | null |
Modifying GPL-3.0 software and running it only internally, with no distribution, and not releasing the source. | PERMITTED | gpl-internal | lic:gpl-internal | csoai-authored | licence-reasoning discrimination (trigger/compatibility/scope), defensible ground truth | null |
Any use, including commercial, of a work dedicated to the public domain under CC0. | PERMITTED | cc0 | lic:cc0 | csoai-authored | licence-reasoning discrimination (trigger/compatibility/scope), defensible ground truth | null |
Providing Elastic-License-2.0 software to third parties as a hosted, managed service. | RESTRICTED | elv2 | lic:elv2 | csoai-authored | licence-reasoning discrimination (trigger/compatibility/scope), defensible ground truth | null |
Creating a modified version of a CC BY-ND 4.0 work and distributing that derivative. | RESTRICTED | cc-nd | lic:cc-nd | csoai-authored | licence-reasoning discrimination (trigger/compatibility/scope), defensible ground truth | null |
Deploying a product built on Meta's Llama 3 Community License model with 800 million monthly active users, without a separate Meta licence. | RESTRICTED | weights | lic:weights | csoai-authored | licence-reasoning discrimination (trigger/compatibility/scope), defensible ground truth | null |
Distributing a modified BSD-3-Clause library using the original author's name to endorse it. | RESTRICTED | bsd | bsd | csoai-authored-v3 | BSD-3 no-endorsement clause | null |
Selling a support subscription for unmodified GPL-2.0 software you distribute with full source. | PERMITTED | gpl | gpl | csoai-authored-v3 | GPL permits selling; source provided | null |
Combining GPL-3.0 and GPL-2.0-only code in one distributed binary. | RESTRICTED | gpl-compat | gpl-compat | csoai-authored-v3 | GPL-2.0-only and GPL-3.0 are incompatible | null |
Using an MIT library and only reproducing its licence text in an ABOUT screen. | PERMITTED | mit | mit | csoai-authored-v3 | MIT needs the notice retained; ABOUT suffices | null |
Offering AGPL-3.0 software as a network service without offering the (modified) source to users. | RESTRICTED | agpl | agpl | csoai-authored-v3 | AGPL network clause requires source to users | null |
Fine-tuning a CC-BY-4.0 dataset model and attributing the dataset in the model card. | PERMITTED | cc-by | cc-by | csoai-authored-v3 | CC-BY needs attribution; provided | null |
Redistributing a CC-BY-SA-4.0 work under a more restrictive proprietary licence. | RESTRICTED | cc-sa | cc-sa | csoai-authored-v3 | ShareAlike forbids relicensing more restrictively | null |
Statically linking an MPL-2.0 file into a proprietary binary, keeping the MPL files' source available. | PERMITTED | mpl | mpl | csoai-authored-v3 | MPL is file-level copyleft; source of MPL files suffices | null |
Using an OpenRAIL-M model for a use explicitly in the licence's prohibited-uses appendix. | RESTRICTED | openrail | openrail | csoai-authored-v3 | use-based restriction breached | null |
Deploying a Llama-3 model with under 700M MAU commercially. | PERMITTED | llama | llama | csoai-authored-v3 | Llama community licence threshold not exceeded | null |
Deploying a Llama-3 model at 800M MAU without a separate Meta licence. | RESTRICTED | llama | llama | csoai-authored-v3 | exceeds the 700M MAU threshold | null |
Publishing benchmark results of a proprietary model whose terms forbid publishing comparisons. | RESTRICTED | terms | terms | csoai-authored-v3 | evaluation-publication restriction breached | null |
Using a public-domain (CC0) work in a commercial closed product with no attribution. | PERMITTED | cc0 | cc0 | csoai-authored-v3 | CC0 waives all conditions | null |
Removing copyright headers from Apache-2.0 files before redistribution. | RESTRICTED | apache | apache | csoai-authored-v3 | Apache-2.0 requires retaining notices | null |
Dynamically linking an LGPL-3.0 library from proprietary code, allowing user relinking. | PERMITTED | lgpl | lgpl | csoai-authored-v3 | LGPL dynamic-link + relink allowance satisfied | null |
Hosting Elastic-License-2.0 software as a managed service for third parties. | RESTRICTED | elastic | elastic | csoai-authored-v3 | ELv2 forbids managed-service resale | null |
null | null | null | null | null | null | GSPC-CANARY-GUID openness-csoai-2026 |
- The live board is the authority
- Capability + living GET (TUI7 distribution 2026-09-14)
- What is in this repository
- Citation
- Capability + living GET (TUI7 distribution 2026-09-14)
- Signed measurement archive (free cite · never a grade)
- Objections, contact and corrections
- How to cite
- Corrections and verification
GSPC — openness bank (OSSBench)
Council of AI measurement bank. Measurement, not certification.
Bank. Frozen split. Live n is the matching axis on GET https://councilof.ai/api/gspc, not a Hub score. Not a certificate. Art 50 (EUR-Lex): 2 August 2026 live; marking grace 2 December 2026.
Live measurement. This bank stands behind the openness row of the live GSPC board: GET https://councilof.ai/api/gspc?axis=openness (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.
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 (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.
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.*(typedLIVE (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.
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.
This repository: MEASURED — this repository is the frozen bank behind the live openness slot (bench OSSBench, task: licence reasoning versus intended use). Live n at card refresh: 32 (2026-09-04T04:33:29Z). The board is the authority, not this copy.
| 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 — 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 — 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 |
|---|---|---|---|
items.jsonl |
8852 | 33 | data (one JSON object per line) |
README.md |
2003 | card | |
oss.json |
1464 | JSON document | |
results_2026-08-11.json |
682 | JSON document | |
eval.yaml |
504 | config | |
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
@misc{csoai_gspc_gspc_oss,
title = {GSPC — openness bank (OSSBench)},
author = {{CSOAI Ltd}},
year = {2026},
doi = {10.5281/zenodo.21991104},
howpublished = {Hugging Face Hub, \url{https://huggingface.co/datasets/csoai/gspc-oss}},
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 / 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.
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.*(typedLIVE (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.
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.
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 — openness bank (OSSBench). 2026. Hugging Face dataset csoai/gspc-oss. https://huggingface.co/datasets/csoai/gspc-oss
@misc{csoai_gspc_oss,
title = {GSPC — openness bank (OSSBench)},
author = {{CSOAI Ltd}},
year = {2026},
howpublished = {Hugging Face dataset, https://huggingface.co/datasets/csoai/gspc-oss},
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/
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