---
license: cc-by-4.0
language:
- en
pretty_name: GSPC — swarm bank (SwarmBench v2b)
task_categories:
- question-answering
- text-generation
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
- swarm
- family-gspc
- swarmbench v2b
- llm-evaluation
- frozen-bank
- model-comparison
- agents
- multi-agent
configs:
- config_name: default
  data_files:
  - split: train
    path: items.jsonl
- config_name: candidates_v2
  data_files:
  - split: train
    path: gspc-swarm-candidates-v2.jsonl
- config_name: inspect
  data_files:
  - split: train
    path: samples.jsonl
- config_name: protocol
  data_files:
  - split: train
    path: protocol.jsonl
- config_name: axis_live
  data_files:
  - split: train
    path: axis-live.jsonl
- config_name: manifest
  data_files:
  - split: train
    path: manifest.jsonl
---

# GSPC — swarm bank (SwarmBench v2b)

> **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.

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

**In one line:** The frozen multi-agent coordination safety bank (SwarmBench v2b) behind the board's `swarm` axis, with candidates, samples and protocol. For evaluators who want to run the same items against their own model.

### Use it

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

- **Verify a signed card in your browser, free, no account:** <https://councilof.ai/gspc-verify/?ref=hf-gspc-swarm>
- **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-swarm>

### 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=swarm` (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-swarm) (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/request-attestation?subject=<model-id>` returns an x402 payment challenge for a signed, content-addressed commission receipt for one named model.
- 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_swarm,
  title        = {GSPC — swarm bank (SwarmBench v2b)},
  author       = {{CSOAI Ltd (Council of AI)}},
  year         = {2026},
  publisher    = {Hugging Face},
  url          = {https://huggingface.co/datasets/csoai/gspc-swarm},
  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.

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


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 `swarm` row of the live GSPC board: `GET https://councilof.ai/api/gspc?axis=swarm` (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)
[![methodology](https://img.shields.io/badge/methodology-live-0B1F33)](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 the live [board](https://councilof.ai/api/gspc) at viewing time; measurement, not certification.

<!-- 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://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 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-path-a-swarm-2026-09-07 -->
## Path A — true v2b bank (2026-09-07)

PROTOCOL pad **replaced**. Default `items.jsonl` is now KEEP `gspc-swarm-candidates-v2.jsonl`:

| Field | Value |
|---|---|
| sha256 | `ab318986d684ebf8a46682a5b82ad7594b1bbd01f7acb25a50e94a3d868076a1` |
| n | **37** |
| unique_text | **37** (prove unique≠1) |
| Hub cite | GET https://councilof.ai/api/hub-cards → **re-GET** `counts.*` (typed Hub triples SUPERSEDED) |
| Board | GET https://councilof.ai/api/gspc → quote `totals.public_count` and `totals.lid` at viewing time |

`protocol.jsonl` remains archive of the old PROTOCOL pad (not the mill bank). Inspect `@task` / `eval.yaml` / Jobs still **SIT** until CEO names wire. Measurement, not certification. Spaces stay printers.
<!-- /csoai-path-a-swarm-2026-09-07 -->

<!-- csoai-inspect-v0-swarm-2026-09-07 -->
## Inspect AI + HF Jobs (swarm v2b)

- Path A LIVE: `items.jsonl` sha256 `ab318986d684ebf8a46682a5b82ad7594b1bbd01f7acb25a50e94a3d868076a1` · n=**37** · unique_text=**37**
- Inspect samples: `samples.jsonl` (config **`inspect`**, fields `input`/`target`)
- Hub `eval.yaml`: `evaluation_framework: inspect-ai` · task id `gspc_swarm` · scorer **exact**
- `@task` stub: `inspect/task.py` → `gspc_swarm` (HF Path A gate)
- Jobs UV: `jobs/inspect_gspc_swarm_uv.py` → `hf/csoai/gspc-swarm/gspc_swarm`
- Verified badge **NOT** claimed until real Hub Jobs succeed — never invent scores
- Board: GET https://councilof.ai/api/gspc · Hub cards **LIVE (re-GET /api/hub-cards → counts.*)** · Measurement, not certification
<!-- /csoai-inspect-v0-swarm-2026-09-07 -->



<!-- 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
Live board: GET https://councilof.ai/api/gspc → quote `totals.public_count` and `totals.lid` at viewing time; do not paste frozen counts.
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 `swarm` slot (bench **SwarmBench v2b**, task: multi-agent coordination safety). Live `n` at card refresh: **37** (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 | <https://councilof.ai/methodology/> |
| MCP endpoint — read `tools/list` at viewing time (never typed on this card) | `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, live | <https://huggingface.co/datasets/csoai/gspc-board> |

## What is in this repository

| file | bytes | rows | what |
|---|---:|---:|---|
| `items.jsonl` | 14343 | 41 | data (one JSON object per line) |
| `protocol.jsonl` | 6789 | 30 | data (one JSON object per line) |
| `README.md` | 2099 |  | card |
| `swarm.json` | 923 |  | JSON document |
| `results_2026-08-11.json` | 679 |  | JSON document |
| `eval.yaml` | 506 |  | config |
| `manifest.jsonl` | | 7 | 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_swarm,
  title        = {GSPC — swarm bank (SwarmBench v2b)},
  author       = {{CSOAI Ltd}},
  year         = {2026},
  howpublished = {Hugging Face Hub, \url{https://huggingface.co/datasets/csoai/gspc-swarm}},
  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)


```
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://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 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-inspect-stage68-densify-2026-09-14 -->
## Inspect scaffold + living GET (Stage68 free densify 2026-09-14)

```
Live board: GET https://councilof.ai/api/gspc → quote `totals.public_count` and `totals.lid` at viewing time; do not paste frozen counts.
Lid: Read `totals.lid` from 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)
Card index canon: GET https://councilof.ai/signed/card_index.json → n_cards=335 (NOT /api/card_index — 404)
Wrappers ledger: https://councilof.ai/wrappers/ · preview https://councilof.ai/api/wrapper?id=usdc.e:arbitrum&preview=1
Free verify: https://councilof.ai/gspc-verify
cobolbridge.ai: 200 (MEOK cert scrub LIVE — cite only)
OpenX402: Council of AI LIVE projects — cite only, no spend (https://openx402.ai)
Measurement, never certification. Spaces = printers only (no mill). No invent scores. Never certify.
```

### Inspect / Jobs honesty
- Jail goldbank / swarm: Inspect samples + Jobs UV stubs LIVE where Hub files exist — verified badge only after real Hub Jobs; do not invent scores.
- Provenance-controls: ChainFacts reader only · n=6 instruments · `items.jsonl` HTTP 404 · no invent bank n≥30 · Hub `eval.yaml` stays printer shell until fact-rows wire — Jobs stub SIT.
- Authority remains GET `/api/gspc` — Hub listing is not a grade.
<!-- /csoai-inspect-stage68-densify-2026-09-14 -->

<!-- csoai-openx402-free-cite-2026-09-14 -->
## 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.

<!-- csoai-smithery-e1e2-honest-2026-09-14 -->
## 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.
<!-- /csoai-smithery-e1e2-honest-2026-09-14 -->

<!-- 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 — swarm bank (SwarmBench v2b)*. 2026. Hugging Face dataset `csoai/gspc-swarm`. https://huggingface.co/datasets/csoai/gspc-swarm

```bibtex
@misc{csoai_gspc_swarm,
  title        = {GSPC — swarm bank (SwarmBench v2b)},
  author       = {{CSOAI Ltd}},
  year         = {2026},
  howpublished = {Hugging Face dataset, https://huggingface.co/datasets/csoai/gspc-swarm},
  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.

| Axis | Signed cards | Distinct models | Sample signed card |
|---|---:|---:|---|
| `arc-30` | 23 | 23 | https://councilof.ai/signed/cards/eeb12ba044e7d474b92ed5c379cafba5005a7e8f720ed8cd52e5a92ed1435536.json |
| `care` | 23 | 23 | https://councilof.ai/signed/cards/e5b5ec5f0d5b7f4d772276d11197f9cd22b339f287bc0bc61ea784749bd8100f.json |
| `care-refusal-help` | 27 | 27 | https://councilof.ai/signed/cards/acf6bf0356123632758bf6c98c83d81c7a8392c3b111b311317c516cc65133a4.json |
| `care-refusal-protect` | 27 | 27 | https://councilof.ai/signed/cards/82994353b8f94337746ddf73700b0edc425d695d43910dbfeb53d118d5a09a1c.json |
| `gov` | 23 | 23 | https://councilof.ai/signed/cards/0db9c146ab2c5488a83946529e6c527d4ad9e98418c29f341e3be3ee6100b996.json |
| `gsm8k-30` | 23 | 23 | https://councilof.ai/signed/cards/5f9ea3e964a9cad3e85fb51c4453c4d5c89208584825b3f17e9a9fc32346830b.json |
| `gspc-conformance` | 21 | 21 | https://councilof.ai/signed/cards/32df7c2b25d7306e30efdfc25a6d2a1c17a951071e2567e19db475b86214b17d.json |
| `gspc-continuity` | 21 | 21 | https://councilof.ai/signed/cards/58bd1deacf1422a805816242176ae63e688307ee767cc384e44a96fac114a5f1.json |
| `gspc-governance` | 21 | 21 | https://councilof.ai/signed/cards/1390baba7c0507ddd6ec85088b3a9763c1b7d929aa01ca298414478ff90b356d.json |
| `gspc-openness` | 21 | 21 | https://councilof.ai/signed/cards/75c0f83d849121a8bf43306d10591cbba15465816e7364438af25a5d0401ac3d.json |
| `gspc-provenance` | 21 | 21 | https://councilof.ai/signed/cards/35a4eb2b69dfe03fad8aa082a6ab0845f506d03218ea3c1bece93337cb427bca.json |
| `gspc-safety` | 21 | 21 | https://councilof.ai/signed/cards/5dfe7d868d252689ff4d5eabb9cad17587f797ddbd8fce26a63b7f5227c29373.json |
| `jail-escape-detection` | 8 | 8 | https://councilof.ai/signed/cards/acec0ee7b86c1385e0455660ea1f2f23bfccc904a1b68308263a5e2eb982fa57.json |
| `mmlu-30` | 23 | 23 | https://councilof.ai/signed/cards/e9dfb663c9156e6540da491d87e21a061c25271ee9ff9f8a563126af784fe34d.json |
| `swag-30` | 25 | 25 | https://councilof.ai/signed/cards/30d86609e50d82ecf7527feb27f83bbc64190bc4ea32c4dcf3d6f07a07addec4.json |
| `swarm-candidates` | 7 | 7 | https://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

Methodology: <https://councilof.ai/methodology/> · verify by hand: <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 -->