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MCP server census

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.

DISCOVERED — read-only census of the public MCP (Model Context Protocol) server ecosystem. Keyless registry listing + MCP handshake initialize + tools/list only — never tools/call. Nothing published to any stranger server. The live board is GET https://councilof.ai/api/gspc. GSPC

Historical own-server probe (1 September 2026). The first server probed was our own councilof.ai/mcp surface. The frozen sample records 7 tools at that time (board_totals get_axis verify_card list_cards get_root get_card verify_inclusion), all with valid inputSchema in that one probe. See the dated current readback below for its present tool list.

Current public readback — 2026-09-25T04:15:15Z

The dated machine-readable readback records a fresh POST https://councilof.ai/mcp tools/list: 13 named tools. The separate live GET https://councilof.ai/api/gspc returned 23 declared axes, 23 measured. Both exact response digests and the tool names are in that JSON; re-fetch the endpoints for later state.

The original mcp_census.json, mcp_census.jsonl and registry figures below are a 1 September 2026, 41-server historical sample. Its own-server row correctly records seven tools then. Lower 22-axis and 12-tool statements were dated prior reads and are superseded for current use. This update did not re-probe the other 40 servers, call tools, measure correctness, sign or anchor a result, or establish adoption.

Registries censused

  • modelcontextprotocol.io (official, keyless): 2,000 server records fetched (cursor-paginated, bounded); 455 carry a resolvable remote URL.
  • Smithery (keyless): 11,191 servers reported; 300 sampled.
  • Glama: endpoint requires an API key → DISCOVERED, not probed.
  • PulseMCP: v0beta is sunsetting (random-fail), v0.1 path not resolvable keyless → noted.

Probe result (mcp_census.json)

  • 41 servers probed (ours first + a 40-server sample from the official registry's resolvable remote URLs). Handshake initialize + tools/list only.
  • 21 LIVE / 20 DEAD → live-fraction 0.512. 20 of the LIVE servers returned a schema-valid tool list. Roughly half of registry-listed remote MCP servers actually answer an MCP handshake.

Files

  • mcp_census.jsonl — flat viewer table, one row per probed server (41): server_id, server_name, source_registry, url, probe_state (LIVE/DEAD), tool_count, schema_valid, as_of. Nested tool-name lists live in mcp_census.json, not this table.
  • mcp_census.json — registries, per-server three-state (reachable / tool-count / schema-valid).
  • mcp_live_atoms.json — the LIVE servers with a readable, schema-valid tool list.
  • ledger-card-mcp-server-unsigned.json — the mcp.server card-v0 atom (sig_ed25519=null — NO_LAPTOP_SIGN, queued for GHA OIDC signing).

What this is not

  • No tools/call was ever issued. Tool correctness is unmeasured[].
  • Auth-gated servers were not bypassed. Uptime is a single-point read, not monitored.
  • Not a GSPC axis. No GSPC measure fields on any card.

Measurement, not certification. Verify a card (free, no account): https://councilof.ai/gspc-verify

The live board is the authority

GSPC verify 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.

Historical lid (4 September 2026): 22 axes measured · 14 model fleets · 3 public leader scores · 8 fact runs. Superseded for current use by the dated live-board readback above.

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 (fetch current values; see dated readback above)
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.

GSPC board Hub cells

Council of AI — GSPC + Hub printer

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 https://councilof.ai/methodology/
MCP endpoint — 19 tools (14 free, 5 x402-metered), tools/list 2026-10-14 POST https://councilof.ai/mcp; dated census, 25 Sep 2026
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, live https://huggingface.co/datasets/csoai/gspc-board

What is in this repository

file bytes rows what
mcp_census.json 16421 JSON document
mcp_census.jsonl 10249 41 data (one JSON object per line)
mcp_live_atoms.json 6146 JSON document
README.md 3765 card
ledger-card-mcp-server-unsigned.json 2240 JSON document
manifest.jsonl 6 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_mcp_census,
  title        = {MCP server census},
  author       = {{CSOAI Ltd}},
  year         = {2026},
  howpublished = {Hugging Face Hub, \url{https://huggingface.co/datasets/csoai/mcp-census}},
  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 (fetch current values; see dated readback above)
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.

GSPC board Hub cells

Council of AI — GSPC + Hub printer

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). MCP server census. 2026. Hugging Face dataset csoai/mcp-census. https://huggingface.co/datasets/csoai/mcp-census

@misc{csoai_mcp_census,
  title        = {MCP server census},
  author       = {{CSOAI Ltd}},
  year         = {2026},
  howpublished = {Hugging Face dataset, https://huggingface.co/datasets/csoai/mcp-census},
  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

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.

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.
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