csoai/gspc-hub-cards

GSPC hub cards — mill cards, not board axes

Start here — free verify: https://councilof.ai/gspc-verify/ (or the free MCP tool verify_card at https://councilof.ai/mcp) · Full catalog: https://councilof.ai/catalog.json · Methodology: https://councilof.ai/methodology/ · Measurement, not certification.

In one line: Signed measurement cards: one row per model, benchmark axis and date, each signed (Ed25519) so you can check it yourself. For people evaluating open models on governance and safety tasks who want evidence they can re-verify, not a leaderboard.

Use it

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

• Verify a signed card in your browser, free, no account: https://councilof.ai/gspc-verify/?ref=hf-gspc-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-gspc-hub-cards

Fresh data

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

• Signed card index: https://councilof.ai/signed/card_index.json
• 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/ (also published on the Hub as 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.
• Pay per call for a fresh, signed capsule: GET https://councilof.ai/api/receipts/batch?from=2026-01-01T00:00:00Z returns an x402 payment challenge for a historical batch of measurement cards from published roots, with inclusion paths.
• 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

@misc{csoai_gspc_hub_cards,
  title        = {GSPC hub cards — mill cards, not board axes},
  author       = {{CSOAI Ltd (Council of AI)}},
  year         = {2026},
  publisher    = {Hugging Face},
  url          = {https://huggingface.co/datasets/csoai/gspc-hub-cards},
  note         = {Methodology: https://councilof.ai/methodology/. 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.

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

One row per signed measurement card: one model, one axis, one date, Ed25519 over the body. A row is MEASURED only when a signed card verifies. Absent (model, axis) pairs are absent — not zero.

Measurement, not certification. Cards are evidence of bytes on a frozen bank at a time — never approval, rating, or safety guarantee.

These are NOT the public board's axes

Benchmark/bank axes on cards ≠ the public board's governance/domain axis roster. Counts differ on purpose and are never added together. Board authority:

GET https://councilof.ai/api/gspc — 23 axis · 22 measured (14 model-comparison + 8 deterministic-fact measurements; one unmeasured slot; observed 20 September 2026). Quote totals.public_count.

Lid: read the live totals.lid field at https://councilof.ai/api/gspc at viewing time; measurement, not certification.

staged-unsigned/ — UNSIGNED, never MEASURED

staged-unsigned/<date>/<axis>/ holds what the Hugging Face Jobs mill (ci/hf-jobs/mill-all-axes.sh → harness/gspc-top100/mill_hub_queue.py --pick 300 --grade 8 --probe-first --dead … --items 30) staged that day: unsigned-*.json cards with "signature": null, mill-report.json, skip.jsonl, mill.log, dead_slugs.jsonl. staged-unsigned/<date>/MANIFEST.json lists every staged card, the skip histogram per axis, the dead slugs and the honest 22-axis coverage. staged-unsigned/LATEST.json points at the newest day.

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

Owner step that turns staged into MEASURED: the signer (GitHub Actions hub-queue-land.yml, or an HF Jobs runner holding BOARD_SIGN_KEY_PKCS8_B64) signs each card body under did:web:csoai.org#board-attestation-1, verifies VALID, writes mill-cards/signed-*.json + mill-cards/INDEX.jsonl, then hub-queue-flip.yml flips the (id, axis) cell. Nothing in staged-unsigned/ is ever read as MEASURED.

Re-verify: https://councilof.ai/gspc-verify

What is in this repository

file	bytes	rows	what
mill-cards/INDEX.jsonl	323948	629	data (one JSON object per line)
cards.jsonl	206714	417	data (one JSON object per line)
cards.parquet	65837		data (Parquet)
staged-unsigned/2026-09-02/machinery-conformity/mill-report.json	43247		JSON document
staged-unsigned/2026-09-03/machinery-conformity/mill-report.json	43219		JSON document
staged-unsigned/2026-09-02/detector-interop/mill-report.json	42049		JSON document
staged-unsigned/2026-09-03/detector-interop/mill-report.json	42009		JSON document
staged-unsigned/2026-09-02/art5-safeguard/mill-report.json	41561		JSON document
staged-unsigned/2026-09-03/art5-safeguard/mill-report.json	41414		JSON document
staged-unsigned/2026-09-03/cross-reality/mill-report.json	41263		JSON document
staged-unsigned/2026-09-02/cross-reality/mill-report.json	41259		JSON document
staged-unsigned/2026-09-03/governance/mill-report.json	40248		JSON document
manifest.jsonl		965	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

@misc{csoai_gspc_gspc_hub_cards,
  title        = {GSPC hub cards — mill cards, not board axes},
  author       = {{CSOAI Ltd}},
  year         = {2026},
  note         = {DOI record unavailable since 29 Sep 2026 (Zenodo account blocked; appeal pending)},
  howpublished = {Hugging Face Hub, \url{https://huggingface.co/datasets/csoai/gspc-hub-cards}},
  note         = {Live board: https://councilof.ai/api/gspc. Measurement, not certification.}
}

Wrapper doors + financial-fact runs (free densify 2026-09-14)

Live board: GET https://councilof.ai/api/gspc → quote totals.public_count from the current response
Lid: read the live totals.lid field at https://councilof.ai/api/gspc at viewing time; measurement, not certification.
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.

OpenX402 + free discovery (cite only · never invent OX resource rows)

OpenX402 server: Council of AI · https://councilof.ai · payTo 0x212686404a7d1e1fd88f35ed6200c3af7a78ae31
Servers API: GET https://openx402.ai/api/servers (LIVE row · registered 2026-09-14 · Base tx 0x0eb1ead995e235a2…)
Whitelist: GET https://facilitator.openx402.ai/whitelist/0x212686404A7D1E1fD88F35eD6200c3aF7A78ae31 → whitelisted true
OX discovery resources: GET https://facilitator.openx402.ai/discovery/resources → councilof still 0/60 (no free advertise API; settle-through required — do not invent rows)
Estate well-known: GET https://councilof.ai/.well-known/x402.json → 10 resources · mode live
OpenAPI: https://councilof.ai/openapi.json
Free-door: https://councilof.ai/api/free-door (402 amount 0 · bazaar)
Free crawl: https://councilof.ai/api/feeds/provider-diff (200 JSON · not a paid OX resource)
Catalog: https://councilof.ai/api/x402
Measurement, never certification. Self≠revenue. Never clone PayAI.

Owner: N-Sites spray onto HF leftovers / registry printers. OX discovery stays 0 until settle-through — never invent. Stamp 2026-09-14T03:29Z.

Smithery / MCP door (measured 2026-09-14 — not a certification)

• Primary free MCP door: https://councilof.ai/mcp — GET 200; tools/list = 12 tools (matches registry tools[] for csoai/gspc-mcp).
• Smithery primary listing: https://smithery.ai/server/csoai/gspc-mcp · registry https://registry.smithery.ai/servers/csoai/gspc-mcp — deploymentUrl=https://gspc-mcp--csoai.run.tools → GET/POST 401 invalid_token (Smithery auth required). Prefer Connect https://councilof.ai/mcp; registry deploymentUrl is gateway-by-design (run.tools 401 without bearer) — do not claim registry points at the council door.
• Stale duplicate: https://smithery.ai/server/csoai/gspc · registry https://registry.smithery.ai/servers/csoai/gspc — tools[] includes phantoms measure|verify|jail-probe|enter-arena (not on live /mcp); deploymentUrl=https://gspc--csoai.run.tools also 401. Prefer archive/unlist; keep only csoai/gspc-mcp.
• Registry write: PATCH/DELETE need Authorization — no free write without Nick Smithery login (HARD BLOCKER if token absent).
• Measurement only. Never invent that Smithery was fixed. Never certify.

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 hub cards — mill cards, not board axes. 2026. Hugging Face dataset csoai/gspc-hub-cards. https://huggingface.co/datasets/csoai/gspc-hub-cards

@misc{csoai_gspc_hub_cards,
  title        = {GSPC hub cards — mill cards, not board axes},
  author       = {{CSOAI Ltd}},
  year         = {2026},
  howpublished = {Hugging Face dataset, https://huggingface.co/datasets/csoai/gspc-hub-cards},
  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/

Reuse and provenance

Download one published file at the recorded revision:

from huggingface_hub import hf_hub_download
path = hf_hub_download(
    repo_id='csoai/gspc-hub-cards', repo_type='dataset',
    filename='cards.parquet',
    revision='9f8b12272c7bc0234126aa6d2fccb02085f5b50f',
)
print(path)

Use the file's observation date, scope and licence when reusing it. Repository updates and downloads are not new measurements.

• Current GSPC board and methodology.
• Verify supported signed records and read corrections.
• Earlier page notes and dated integration announcements.

Measurement is not certification. A repository, signed record or passing software test does not by itself establish current board admission, product acceptance or benchmark leadership.