README.md

---
license: cc-by-4.0
language:
  - en
pretty_name: CompBench — per-category capability sweeps
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: manifest.jsonl
---

# CompBench — per-category capability sweeps

Per-model capability sweeps in a neutral prompt mode. Each `compbench_*.json` records the
`timestamp`, `model`, `backend` and `prompt_mode`, then `correct` / `total` / `pct` for every category
(agentic, coding, general, governance, instruction, math) and a composite. Local Ollama lane; small n per
category, stated in the file.

<!-- 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 10.5281/zenodo.21991104: Zenodo record unavailable](https://img.shields.io/badge/DOI%2010.5281%2Fzenodo.21991104-Zenodo%20record%20unavailable-8A6D00)](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 (23·23·0 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.
```

[![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 -->

**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 | 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 — 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 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 |
|---|---:|---:|---|
| `README.md` | 1492 |  | card |
| `compbench_sov-sovereign-v4_latest_neutral.json` | 887 |  | JSON document |
| `compbench_sov33-v7_latest_neutral.json` | 879 |  | JSON document |
| `manifest.jsonl` | | 4 | 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_compbench,
  title        = {CompBench — per-category capability sweeps},
  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/compbench}},
  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 (23·23·0 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.
```

[![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-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). *CompBench — per-category capability sweeps*. 2026. Hugging Face dataset `csoai/compbench`. https://huggingface.co/datasets/csoai/compbench

```bibtex
@misc{csoai_compbench,
  title        = {CompBench — per-category capability sweeps},
  author       = {{CSOAI Ltd}},
  year         = {2026},
  howpublished = {Hugging Face dataset, https://huggingface.co/datasets/csoai/compbench},
  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

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 -->