rank int64 1 100 | model_id stringlengths 13 57 | axis stringclasses 16
values | status stringclasses 2
values | card_id stringlengths 64 64 ⌀ | accuracy float64 0 1 ⌀ | quantised bool 1
class |
|---|---|---|---|---|---|---|
1 | Qwen/Qwen3-0.6B | care-refusal-protect | MEASURED | 00a5218048b4ff922c9793e5d155c7c62b4be5a84de3f09e16af3df59445b3c9 | 0 | false |
1 | Qwen/Qwen3-0.6B | care-refusal-help | MEASURED | 62183c2ff91701a63d8377034c8e136028fd443bc51740769dbabcab05c16eda | 1 | false |
2 | openai-community/gpt2 | null | UNMEASURED | null | null | false |
3 | Qwen/Qwen3-8B | null | UNMEASURED | null | null | false |
4 | unsloth/Qwen3-Coder-30B-A3B-Instruct-GGUF | null | UNMEASURED | null | null | false |
5 | nvidia/Qwen3.6-35B-A3B-NVFP4 | null | UNMEASURED | null | null | false |
6 | Qwen/Qwen2.5-7B-Instruct | null | UNMEASURED | null | null | false |
7 | Qwen/Qwen2.5-1.5B-Instruct | null | UNMEASURED | null | null | false |
8 | farbodtavakkoli/OTel-2.0-LLM-31B-IT | null | UNMEASURED | null | null | false |
9 | openai/gpt-oss-20b | null | UNMEASURED | null | null | false |
10 | Qwen/Qwen2.5-0.5B-Instruct | swag-30 | MEASURED | 01c4c15d529ceb2f6b4529e9f5c44438a1aa2ac61f066b3a35b840bf98380813 | 1 | false |
10 | Qwen/Qwen2.5-0.5B-Instruct | gsm8k-30 | MEASURED | 2073ab3d7d8d1cd330e4eb25789886da3dc932f16f96b47c69cf807e7f202c21 | 0.2 | false |
10 | Qwen/Qwen2.5-0.5B-Instruct | care | MEASURED | 45724650575f8f40363728b42c54c5683fffab59a10d65e2991b666ba4d4a813 | 0 | false |
10 | Qwen/Qwen2.5-0.5B-Instruct | mmlu-30 | MEASURED | 72bb793031ae4ab19f9e24f056441ca412dc3834fe5d0a61e6749c85b45eee6c | 0.7333 | false |
10 | Qwen/Qwen2.5-0.5B-Instruct | arc-30 | MEASURED | 8311df2f6ac3f72e992d4a03ac0672208511e232959843c126a303b120589204 | 0.7667 | false |
10 | Qwen/Qwen2.5-0.5B-Instruct | jail-escape-detection | MEASURED | d353007a873ad527cb39e99ef2ac8a77e0fe917f1affe124b0aa379c51c427e0 | 0.5352 | false |
10 | Qwen/Qwen2.5-0.5B-Instruct | swarm-candidates | MEASURED | eb9c45816edd670bc3aafeff001f983b1d503ccd0cec432ba19b3bbe936ace36 | 0.148 | false |
10 | Qwen/Qwen2.5-0.5B-Instruct | gov | MEASURED | f99095aa712b7d4353c706145b87970e18f95e8631a4329e206cb09d83c9140b | 0 | false |
11 | Qwen/Qwen3-4B | jail-escape-detection | MEASURED | 0f3255b855d40813456bf6a73a430a2fd9132dfb0192c3dc6310d81943e23e39 | 0.4648 | false |
11 | Qwen/Qwen3-4B | gsm8k-30 | MEASURED | 1396875231dcf6ae2d6387485a41f8c216ebc05a6e9b62c57c93797789d5fd87 | 0 | false |
11 | Qwen/Qwen3-4B | care | MEASURED | 2ce5114442aa85d7d321a76d395ab89f8eebe0277a36af164efa5c985a92e0e8 | 0 | false |
11 | Qwen/Qwen3-4B | mmlu-30 | MEASURED | 4a3326585bd9c70dabf5b2e43b0b784e12d85fb90fef9dfc8c1d84fe6695bc83 | 0 | false |
11 | Qwen/Qwen3-4B | swag-30 | MEASURED | 53bf3e8b0e9806f7057d2e7e05c63dde7428ffc965f1043f93631aaa60153ccf | 0 | false |
11 | Qwen/Qwen3-4B | arc-30 | MEASURED | 5bbcd8686af4ea670fc8b28f4955864d4adea615b107bbad12484100b58b367f | 0 | false |
11 | Qwen/Qwen3-4B | gov | MEASURED | 7e486879495b1cce3af1a83a586779b0247ccb7a83623ff3f3aa04765bebf2e4 | 0 | false |
11 | Qwen/Qwen3-4B | swarm-candidates | MEASURED | f48e88bb336b76588334c694b1331b2e4de122e528baf6f00b8ebf65867a7fbf | 0.407 | false |
12 | openai/gpt-oss-120b | null | UNMEASURED | null | null | false |
13 | Qwen/Qwen3-32B | null | UNMEASURED | null | null | false |
14 | dphn/dolphin-2.9.1-yi-1.5-34b | null | UNMEASURED | null | null | false |
15 | deepseek-ai/DeepSeek-V4-Flash-0731 | null | UNMEASURED | null | null | false |
16 | ornith-ai/Ornith-1.0-9B-GGUF | null | UNMEASURED | null | null | false |
17 | Qwen/Qwen2.5-7B-Instruct-AWQ | null | UNMEASURED | null | null | false |
18 | Qwen/Qwen3-1.7B | null | UNMEASURED | null | null | false |
19 | EleutherAI/pythia-160m | null | UNMEASURED | null | null | false |
20 | Qwen/Qwen3-4B-Instruct-2507 | null | UNMEASURED | null | null | false |
21 | ornith-ai/Ornith-1.0-35B-GGUF | null | UNMEASURED | null | null | false |
22 | ornith-ai/Ornith-1.0-35B | null | UNMEASURED | null | null | false |
23 | Qwen/Qwen2.5-14B-Instruct | null | UNMEASURED | null | null | false |
24 | HuggingFaceTB/SmolLM2-135M | null | UNMEASURED | null | null | false |
25 | ornith-ai/Ornith-1.5-9B-GGUF | null | UNMEASURED | null | null | false |
26 | Qwen/Qwen3-30B-A3B | null | UNMEASURED | null | null | false |
27 | Qwen/Qwen2.5-Coder-7B-Instruct | null | UNMEASURED | null | null | false |
28 | Qwen/Qwen3-14B-AWQ | null | UNMEASURED | null | null | false |
29 | ornith-ai/Ornith-1.5-35B-A3B-GGUF | null | UNMEASURED | null | null | false |
30 | Qwen/Qwen2.5-14B-Instruct-AWQ | null | UNMEASURED | null | null | false |
31 | antirez/deepseek-v4-gguf | null | UNMEASURED | null | null | false |
32 | distilbert/distilgpt2 | null | UNMEASURED | null | null | false |
33 | JonathanColetti/Qwen3.8-27B-Uncensored-GGUF | null | UNMEASURED | null | null | false |
34 | Qwen/Qwen2.5-32B-Instruct | null | UNMEASURED | null | null | false |
35 | Qwen/Qwen2.5-Coder-14B-Instruct | null | UNMEASURED | null | null | false |
36 | deepseek-ai/DeepSeek-R1 | null | UNMEASURED | null | null | false |
37 | prism-ml/Ternary-Bonsai-27B-mlx-2bit | null | UNMEASURED | null | null | false |
38 | prism-ml/Bonsai-27B-mlx-1bit | null | UNMEASURED | null | null | false |
39 | zai-org/GLM-4.7-Flash | null | UNMEASURED | null | null | false |
40 | TinyLlama/TinyLlama-1.1B-Chat-v1.0 | null | UNMEASURED | null | null | false |
41 | Qwen/Qwen2.5-Coder-14B-Instruct-AWQ | null | UNMEASURED | null | null | false |
42 | ornith-ai/Ornith-1.0-9B | null | UNMEASURED | null | null | false |
43 | Qwen/Qwen3-14B | null | UNMEASURED | null | null | false |
44 | Qwen/Qwen3-8B-AWQ | null | UNMEASURED | null | null | false |
45 | Qwen/Qwen3-Coder-Next-FP8 | null | UNMEASURED | null | null | false |
46 | Qwen/Qwen2.5-0.5B | care-refusal-help | MEASURED | 17f99dc0542bae532c084ff939505b11122b243e8d4a80afecce6c616d0f6a2a | 0.9286 | false |
46 | Qwen/Qwen2.5-0.5B | gspc-continuity | MEASURED | 279d602347f2eeef6cfafc36488a329ea991ec2973c312d82dcb037d182e480c | 0.4615 | false |
46 | Qwen/Qwen2.5-0.5B | gspc-openness | MEASURED | 2aba0727a9b6c79a4c0bbd19c8edd2a01230e8d7083f6bd389cebe84c6fd2a17 | 0.5385 | false |
46 | Qwen/Qwen2.5-0.5B | gspc-provenance | MEASURED | 612d1f5ba92962e414c76271c0a271e9d2eb5d69204360ae62cee7f4792d1404 | 0.5333 | false |
46 | Qwen/Qwen2.5-0.5B | gspc-safety | MEASURED | 934d21b94bb149b2900464f2ec2a95b9312d54f9638852e2fb840bca672df4e0 | 0.6429 | false |
46 | Qwen/Qwen2.5-0.5B | gspc-governance | MEASURED | a14dfc583db23cc6ef6ab50b269c5dcd4f7aaf7fd25441c8b64ca7f59bb12068 | 0.2917 | false |
46 | Qwen/Qwen2.5-0.5B | care-refusal-protect | MEASURED | df55ff377d74691b6d37a3d6283d26af2696dc50f108e4de575d80962a390693 | 0.4516 | false |
46 | Qwen/Qwen2.5-0.5B | gspc-conformance | MEASURED | ea109e668ae5acbda9297f7fa335874bb5101ffd6a7bed51c9f24f9e116a7eb9 | 0.4545 | false |
47 | deepseek-ai/DeepSeek-V4-Flash | null | UNMEASURED | null | null | false |
48 | Qwen/Qwen2.5-Coder-32B-Instruct | null | UNMEASURED | null | null | false |
49 | Qwen/Qwen3-4B-Base | null | UNMEASURED | null | null | false |
50 | Qwen/Qwen3-1.7B-Base | null | UNMEASURED | null | null | false |
51 | zai-org/GLM-5.2 | null | UNMEASURED | null | null | false |
52 | nvidia/Gemma-4-26B-A4B-NVFP4 | null | UNMEASURED | null | null | false |
53 | QuantTrio/Qwen3-VL-30B-A3B-Instruct-AWQ | null | UNMEASURED | null | null | false |
54 | zai-org/GLM-5.2-FP8 | null | UNMEASURED | null | null | false |
55 | farbodtavakkoli/OTel-LLM-E4B-IT | null | UNMEASURED | null | null | false |
56 | microsoft/phi-2 | null | UNMEASURED | null | null | false |
57 | deepseek-ai/DeepSeek-V3.2 | null | UNMEASURED | null | null | false |
58 | HuggingFaceTB/SmolLM2-135M-Instruct | null | UNMEASURED | null | null | false |
59 | Qwen/Qwen3-30B-A3B-Instruct-2507 | null | UNMEASURED | null | null | false |
60 | Qwen/Qwen2.5-Coder-32B-Instruct-AWQ | null | UNMEASURED | null | null | false |
61 | farbodtavakkoli/OTel-LLM-27B-IT | null | UNMEASURED | null | null | false |
62 | mistralai/Mistral-7B-Instruct-v0.2 | null | UNMEASURED | null | null | false |
63 | ibm-granite/granite-4.1-8b | null | UNMEASURED | null | null | false |
64 | nvidia/GLM-5.2-NVFP4 | null | UNMEASURED | null | null | false |
65 | ibm-research/PowerMoE-3b | null | UNMEASURED | null | null | false |
66 | Qwen/Qwen3-4B-Instruct-2507-FP8 | null | UNMEASURED | null | null | false |
67 | 0bserverx/Qwen3.8-27B-Heretic-Abliterated-Uncensored-GGUF | null | UNMEASURED | null | null | false |
68 | Qwen/Qwen3-Coder-30B-A3B-Instruct-FP8 | null | UNMEASURED | null | null | false |
69 | deepseek-ai/DeepSeek-V3-0324 | null | UNMEASURED | null | null | false |
70 | deepseek-ai/DeepSeek-R1-0528-Qwen3-8B | null | UNMEASURED | null | null | false |
71 | Qwen/Qwen2.5-1.5B | mmlu-30 | MEASURED | 015263052086c35d1a74fdd04eea5e517a4fba78a226b1508abe41736c2079b0 | 0.8667 | false |
71 | Qwen/Qwen2.5-1.5B | arc-30 | MEASURED | 15946fce1c8726459d9598523d32403d0b70e75fd9afe6068cd0701b00413320 | 0.9 | false |
71 | Qwen/Qwen2.5-1.5B | gspc-continuity | MEASURED | 435d9c5df4697efb4b39305473cb1289f517f5d2be8cc35953897c4ab1a7fa68 | 0.3077 | false |
71 | Qwen/Qwen2.5-1.5B | gov | MEASURED | 4c452e7b745cbb6df4c4211dedf9dc2d3f7221004a4f6785c4cd223d9adb1107 | 0 | false |
71 | Qwen/Qwen2.5-1.5B | jail-escape-detection | MEASURED | 522a12e784470ccc91b778317a796781660688e5e325c82187894c03dd4ea9af | 0.5634 | false |
71 | Qwen/Qwen2.5-1.5B | swarm-candidates | MEASURED | 688a30e266f0a1ae007e0ff1e23915e283ed6e10eed25a8f54db2b5bc25cb71e | 0.4 | false |
71 | Qwen/Qwen2.5-1.5B | gspc-governance | MEASURED | 76a1d3e23494015d61f15e629696b2b75e4887778d289af8677687023a45d9bf | 0.2083 | false |
71 | Qwen/Qwen2.5-1.5B | gspc-safety | MEASURED | 7afd981583afc41922731424ea2d9c33a9ae5ba9d542aab6af2efd86c4d6b09a | 0.7857 | false |
- 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)
- Objections, contact and corrections
- How to cite
- Corrections and verification
- Signed archive by axis (measurement, never certification)
- Smithery / MCP Connect (measured 2026-10-05 — not a certification)
GSPC top-100 census
Top-100 open models. A model is MEASURED on an axis only behind a VALID signed card. Not a certificate. Explorer: csoai/gspc-explorer
Display axis. Measurement, not certification. 23 axes · 23 measured = 14 model scores + 8 fact cards. Quote live totals.public_count. UNMEASURED stays empty, never zeroed.
Grammar: 5 of the top-100 measured on axis X (join rows=40; DISCOVERED/UNMEASURED stay empty).
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 (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. 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.
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 — 12 tools, verified 2026-09-04T04:33:29Z | 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 |
|---|---|---|---|
top100.jsonl |
22601 | 135 | data (one JSON object per line) |
top100.parquet |
10134 | data (Parquet) | |
README.md |
1720 | card | |
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
@misc{csoai_gspc_gspc_top100,
title = {GSPC top-100 census},
author = {{CSOAI Ltd}},
year = {2026},
doi_status = {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},
howpublished = {Hugging Face Hub, \url{https://huggingface.co/datasets/csoai/gspc-top100}},
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 (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. 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.
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 top-100 census. 2026. Hugging Face dataset csoai/gspc-top100. https://huggingface.co/datasets/csoai/gspc-top100
@misc{csoai_gspc_top100,
title = {GSPC top-100 census},
author = {{CSOAI Ltd}},
year = {2026},
howpublished = {Hugging Face dataset, https://huggingface.co/datasets/csoai/gspc-top100},
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/
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.
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=335GET https://councilof.ai/api/gspc→ 23 axes · 23 measuredGET 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.
Smithery / MCP Connect (measured 2026-10-05 — not a certification)
- Primary Connect (free tools):
https://councilof.ai/mcp— initialize 200; calltools/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. RegistrydeploymentUrlremains 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/gspc404 after unlist attempt; registry row may still exist with run.tools 401. Prefer onlycsoai/gspc-mcpfor discovery. - Measurement only. Never invent that registry
deploymentUrlequalscouncilof.ai/mcp. Never certify.
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