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csoai/gspc-affect

GSPC — affect bank (AffectBench) 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 affect row of the live GSPC board: GET https://councilof.ai/api/gspc?axis=affect (family, kind, status and n are on that row, never typed here; the… See the full description on the dataset page: https://huggingface.co/datasets/csoai/gspc-affect.

sourceHugging Facecc-by-4.0updated 10h agoView on Hugging Face
0likes760downloads
Dataset Card

GSPC — affect bank (AffectBench)

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.

<!-- csoai-live-row --> Live measurement. This bank stands behind the affect row of the live GSPC board: GET https://councilof.ai/api/gspc?axis=affect (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://councilof.ai/api/gspc) ![verify](https://councilof.ai/gspc-verify) ![DOI 10.5281/zenodo.21991104: Zenodo record unavailable](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 https://councilof.ai/api/gspc at viewing time (never typed on this card).

<!-- 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 / 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.

![GSPC board](https://councilof.ai/api/gspc) ![Hub cells](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
Living board: GET https://councilof.ai/api/gspc → 23 axes · 23 measured (23·23·0)
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 — this repository is the frozen bank behind the live affect slot (bench AffectBench, task: emotional & embodied safety (manipulation / disclosure / vulnerability)). Live n at card refresh: 41 (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 DOI10.5281/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 — read tools/list at viewing time (never typed on this card)POST https://councilof.ai/mcp
MCP Registryio.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 verifierpip 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 snapshot10.5281/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

filebytesrowswhat
items.jsonl1743842data (one JSON object per line)
README.md2007card
affect.json1459JSON document
eval.yaml507config
NOTICE356file
manifest.jsonl6derived at 2026-09-04T04:33:29Z
axis-live.jsonl1derived 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_affect,
  title        = {GSPC — affect bank (AffectBench)},
  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/gspc-affect}},
  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-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 — affect bank (AffectBench). 2026. Hugging Face dataset csoai/gspc-affect. https://huggingface.co/datasets/csoai/gspc-affect

bibtex
@misc{csoai_gspc_affect,
  title        = {GSPC — affect bank (AffectBench)},
  author       = {{CSOAI Ltd}},
  year         = {2026},
  howpublished = {Hugging Face dataset, https://huggingface.co/datasets/csoai/gspc-affect},
  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 -->

<!-- csoai-archive-by-axis:start 2026-10-06 -->

Signed archive by axis (measurement, never certification)

Source: https://councilof.ai/signed/card_index.json (schema csoai.gspc-card-index/0.1, packaged 2026-08-28T15:39:25Z). Existing signed units only; measured is not scored; supply-led, never a grade.

AxisSigned cardsDistinct modelsSample signed card
arc-302323https://councilof.ai/signed/cards/eeb12ba044e7d474b92ed5c379cafba5005a7e8f720ed8cd52e5a92ed1435536.json
care2323https://councilof.ai/signed/cards/e5b5ec5f0d5b7f4d772276d11197f9cd22b339f287bc0bc61ea784749bd8100f.json
care-refusal-help2727https://councilof.ai/signed/cards/acf6bf0356123632758bf6c98c83d81c7a8392c3b111b311317c516cc65133a4.json
care-refusal-protect2727https://councilof.ai/signed/cards/82994353b8f94337746ddf73700b0edc425d695d43910dbfeb53d118d5a09a1c.json
gov2323https://councilof.ai/signed/cards/0db9c146ab2c5488a83946529e6c527d4ad9e98418c29f341e3be3ee6100b996.json
gsm8k-302323https://councilof.ai/signed/cards/5f9ea3e964a9cad3e85fb51c4453c4d5c89208584825b3f17e9a9fc32346830b.json
gspc-conformance2121https://councilof.ai/signed/cards/32df7c2b25d7306e30efdfc25a6d2a1c17a951071e2567e19db475b86214b17d.json
gspc-continuity2121https://councilof.ai/signed/cards/58bd1deacf1422a805816242176ae63e688307ee767cc384e44a96fac114a5f1.json
gspc-governance2121https://councilof.ai/signed/cards/1390baba7c0507ddd6ec85088b3a9763c1b7d929aa01ca298414478ff90b356d.json
gspc-openness2121https://councilof.ai/signed/cards/75c0f83d849121a8bf43306d10591cbba15465816e7364438af25a5d0401ac3d.json
gspc-provenance2121https://councilof.ai/signed/cards/35a4eb2b69dfe03fad8aa082a6ab0845f506d03218ea3c1bece93337cb427bca.json
gspc-safety2121https://councilof.ai/signed/cards/5dfe7d868d252689ff4d5eabb9cad17587f797ddbd8fce26a63b7f5227c29373.json
jail-escape-detection88https://councilof.ai/signed/cards/acec0ee7b86c1385e0455660ea1f2f23bfccc904a1b68308263a5e2eb982fa57.json
mmlu-302323https://councilof.ai/signed/cards/e9dfb663c9156e6540da491d87e21a061c25271ee9ff9f8a563126af784fe34d.json
swag-302525https://councilof.ai/signed/cards/30d86609e50d82ecf7527feb27f83bbc64190bc4ea32c4dcf3d6f07a07addec4.json
swarm-candidates77https://councilof.ai/signed/cards/8591fdc18b6b7cbd0513c3306d59bc6624f4e93bcafe2ce4326691a2a79ad891.json

Totals: 335 signed cards · 16 card_index axes · 335/335 cards HTTP 200 · 64 distinct public model names.

Live lids (re-GET 2026-10-06T01:13Z):

  • —GET https://councilof.ai/signed/card_index.json → n_cards=335
  • —GET https://councilof.ai/api/gspc → 23 axes · 23 measured
  • —GET https://councilof.ai/api/hub-cards → 384/384/0 (cells/measured/unmeasured)

Connect: Primary MCP: https://councilof.ai/mcp

Verify (free): https://councilof.ai/gspc-verify/ · method https://councilof.ai/signed/HOW-TO-VERIFY.md

Zenodo DOI 10.5281/zenodo.21991104: UNAVAILABLE since 29 Sep 2026 (Zenodo blocked the CSOAI account; appeal pending; status https://councilof.ai/interop/zenodo-status.json). Cite the served methodology: https://councilof.ai/signed/HOW-TO-VERIFY.md

Caveat: do not fuse card_index axes (16) with board axes (23) or Hub cells (384); they are three different counts. Per-card values are point-in-time; never compare a card's accuracy to the live board as one number. RunPod pod outputs are UNSIGNED and are not counted or cited. <!-- csoai-archive-by-axis:end 2026-10-06 -->

<!-- csoai-smithery-connect-honest-2026-10-05 -->

Smithery / MCP Connect (measured 2026-10-05 — not a certification)

  • —Primary Connect (free tools): https://councilof.ai/mcp — initialize 200; call tools/list. Prefer this URL in every agent config.
  • —Smithery discovery: https://smithery.ai/servers/csoai/gspc-mcp — external release lists upstream https://councilof.ai/mcp. Registry deploymentUrl remains the Smithery gateway (https://gspc-mcp--csoai.run.tools); POST without bearer → 401. That is gateway-by-design — do not claim the registry points at the council door.
  • —Stale duplicate `csoai/gspc`: UI /servers/csoai/gspc 404 after unlist attempt; registry row may still exist with run.tools 401. Prefer only csoai/gspc-mcp for discovery.
  • —Measurement only. Never invent that registry deploymentUrl equals councilof.ai/mcp. Never certify. <!-- /csoai-smithery-connect-honest-2026-10-05 -->