Factual fix: lead with free verify + catalog; 19 MCP tools (14 free); methodology link replaces unavailable Zenodo DOI
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README.md
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# Hub queue — the census, never a measured count
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<!-- csoai-funnel-2026-09-27 -->
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**In one line:** Popular Hugging Face models, in order of their Hub download count, each marked with whether Council of AI holds a signed measurement of it. Most rows are UNMEASURED. For anyone checking whether a model they use has been measured. The `rank` column is download order, not a judgement of the model.
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year = {2026},
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publisher = {Hugging Face},
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url = {https://huggingface.co/datasets/csoai/hub-queue},
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note = {
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}
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```
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[](https://councilof.ai/api/gspc)
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[](https://councilof.ai/gspc-verify)
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[ — `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. |
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| 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 |
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| This board
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## What is in this repository
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title = {Hub queue — the census, never a measured count},
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author = {{CSOAI Ltd}},
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year = {2026},
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doi = {10.5281/zenodo.21991104},
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note = {DOI record unavailable since 29 Sep 2026 (Zenodo account blocked; appeal pending)},
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howpublished = {Hugging Face Hub, \url{https://huggingface.co/datasets/csoai/hub-queue}},
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note = {Live board: https://councilof.ai/api/gspc. Measurement, not certification.}
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**Verify (free):** https://councilof.ai/gspc-verify/ · method https://councilof.ai/signed/HOW-TO-VERIFY.md
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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.
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<!-- csoai-archive-by-axis:end 2026-10-06 -->
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# Hub queue — the census, never a measured count
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> **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.
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<!-- csoai-funnel-2026-09-27 -->
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**In one line:** Popular Hugging Face models, in order of their Hub download count, each marked with whether Council of AI holds a signed measurement of it. Most rows are UNMEASURED. For anyone checking whether a model they use has been measured. The `rank` column is download order, not a judgement of the model.
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year = {2026},
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publisher = {Hugging Face},
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url = {https://huggingface.co/datasets/csoai/hub-queue},
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note = {Methodology: https://councilof.ai/methodology/. Measurement, not certification.}
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}
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```
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[](https://councilof.ai/api/gspc)
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[](https://councilof.ai/gspc-verify)
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[](https://councilof.ai/methodology/)
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`GET https://councilof.ai/api/gspc` — quote `totals.public_count`. This Hub card is a **printer** of that GET, never a second
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engine. If the fetch fails the honest answer is `UNCHECKABLE` — never a fabricated `0.000`.
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| How to verify, by hand | <https://councilof.ai/signed/HOW-TO-VERIFY.md> |
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| Transparency root (Merkle) | <https://councilof.ai/root.json> |
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| Every CSOAI repo on the Hub | <https://huggingface.co/csoai> |
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| Methodology | <https://councilof.ai/methodology/> |
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| MCP endpoint — 19 tools, verified 2026-09-30T13:52:54Z | `POST https://councilof.ai/mcp` |
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| MCP Registry | `io.github.CSOAI-ORG/gspc` — version not pinned here; the registry is the authority |
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| 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. |
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| 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 |
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| This board, live | <https://huggingface.co/datasets/csoai/gspc-board> |
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## What is in this repository
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title = {Hub queue — the census, never a measured count},
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author = {{CSOAI Ltd}},
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year = {2026},
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note = {DOI record unavailable since 29 Sep 2026 (Zenodo account blocked; appeal pending)},
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howpublished = {Hugging Face Hub, \url{https://huggingface.co/datasets/csoai/hub-queue}},
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note = {Live board: https://councilof.ai/api/gspc. Measurement, not certification.}
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**Verify (free):** https://councilof.ai/gspc-verify/ · method https://councilof.ai/signed/HOW-TO-VERIFY.md
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Methodology: <https://councilof.ai/methodology/> · verify by hand: <https://councilof.ai/signed/HOW-TO-VERIFY.md>
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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.
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<!-- csoai-archive-by-axis:end 2026-10-06 -->
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