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  3. UNESCO UIS — Education, Science & Culture Statistics (provenance First)
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Health: Not checked yetWe have not completed a health check for this listing yet.Last checked 8/11/2026, 12:15:04 AM

UNESCO UIS — Education, Science & Culture Statistics (provenance First)

Enrichment pendingWe haven’t run our AI enrichment pass on this listing yet, so the overview, use cases, and FAQ below may be sparse or missing. We work through the catalog over time — check back soon.
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UNESCO UIS statistics (education, science, culture) with full provenance and fixed releases.

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claude_desktop_config.json
{
  "mcpServers": {
    "unesco-uis-education-science-culture-statistics-provenance-first": {
      "command": "npx",
      "args": [
        "-y",
        "unesco-uis-education-science-culture-statistics-provenance-first"
      ]
    }
  }
}

💡 Paste into ~/Library/Application Support/Claude/claude_desktop_config.json (macOS) or %APPDATA%\Claude\claude_desktop_config.json (Windows)

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Documentation Overview

uis-mcp-server — servidor MCP provenance-first do UNESCO UIS

Servidor MCP (Streamable HTTP) para o UNESCO UIS (Instituto de Estatística da UNESCO — educação, ciência/P&D, cultura e comunicação), hospedado em Cloudflare Workers. Fase 2 do projeto ilostat (C:\dev\mcp\ilostat\roadmap.md; medições da Data API em ilostat/docs/06). O ILOSTAT vive no servidor irmão ilo-mcp-server (decisão do decisor, 07/08/2026: um servidor por fonte — segregação estrutural CC BY / CC BY-SA e convenção de naming do mcp-builder; tools com prefixo de serviço uis_).

Produção: https://uis.sidneybissoli.com (endpoint MCP em /mcp; padrão de URLs do portfólio). O hostname uis-mcp-server.sidneybissoli.workers.dev permanece servido como secundário.

Tools

ToolO quêFonte
uis_search_indicatorsbusca ~5.060 indicadores (4 temas) com disponibilidade de dados; paginação por offsetcatálogo em D1 (100% local)
uis_list_geo_units462 códigos de país/região (NATIONAL/REGIONAL); paginação por offsetD1 (100% local)
uis_get_dataregistros por indicador/geo unit/anos, footnotes opcionais1 chamada à Data API por consulta (release fixada)

Toda resposta carrega o bloco de proveniência v1.0 (@sbissoli/mcp-provenance, modos concise/detailed via parâmetro provenance_mode) nos três canais do contrato: structuredContent, _meta namespaced (com.sidneybissoli.uis/*) e rodapé de texto.

Decisões vinculantes (mini-spike docs/06 + decisor, 07/08/2026)

  • Release fixada em toda consulta de dados (version= explícita, resolvida de /versions/default com cache KV TTL 24 h) — pinagem reprodutível + aproveitamento do cache CloudFront do upstream (keyed pela URL completa). A release é o data_vintage (ex.: 20260507-91260335 (published 2026-05-08)).
  • Catálogo em D1 (uis_indicators/uis_geounits/uis_meta), seed via scripts/seed-uis-catalog.mjs com retrieved_at REAL da extração — é o que a proveniência do catálogo reporta (served_from_cache: true). A UIS aceita fetch do Node (sem a patologia do gateway da OIT).
  • Teto de 100k registros é do upstream (HTTP 400 pedagógico com contagem exata — repassado ao cliente). Teto próprio de 5.000 registros por resposta (proteção do contexto MCP): acima disso, erro pedagógico com a contagem real — nunca truncar silenciosamente (dado parcial apresentado como completo viola o contrato anti-alucinação). Máx. 25 indicadores/chamada. Reavaliar com uso real.
  • Notices = tipos de footnote + magnitude + qualifier com contagem; o texto integral de cada footnote fica na linha (include_footnotes: true).
  • Idioma do servidor: inglês; fuso: UTC (persona internacional; dados da UIS são publicados em inglês). derived é sempre false — o servidor não transforma nada.

Obrigações de licença (docs/02 do projeto ilostat)

  • UIS: CC BY-SA 4.0 (Terms do Data Browser, que governam a Data API; verified_at 2026-08-04; confirmação manual do decisor 07/08/2026).
  • Atribuição obrigatória em toda resposta (campo citation), com URL completa + data de extração: Source: UNESCO Institute for Statistics (UIS), <URL>, date of extraction <data>.
  • Não implicar endosso/afiliação da UNESCO (landing declara "not endorsed"); por isso o servidor chama uis-mcp-server, não "unesco-mcp-server".
  • Segregação CC BY / CC BY-SA em relação ao ILOSTAT: estrutural — servidores distintos; os dois regimes nunca coabitam uma resposta nem um servidor.

Desenvolvimento

Terminal
npm install
npm run typecheck && npm test   # testes offline (tools, framework, evals-fixtures)
npm run dev                     # http://localhost:8787/mcp

# Seed do catálogo (D1) — necessário antes do primeiro uso:
node scripts/seed-uis-catalog.mjs
npx wrangler d1 execute uis-catalog --local  --file=scripts/seed-uis-catalog.sql
npx wrangler d1 execute uis-catalog --remote --file=scripts/seed-uis-catalog.sql

npm run deploy
node scripts/smoke-mcp.mjs      # smoke do MCP em produção (initialize → 3 tools → erros)

Refresh do seed (D1) — decisão da Sessão 07 (07/08/2026)

Estratégia: seed manual a cada data release da UIS; sem cron do Worker. As consultas de uis_get_data seguem a release default re-resolvida com KV TTL 24 h (quando a UIS publica release nova, os dados migram sozinhos em ≤24 h); o que fica defasado é o catálogo em D1 (disponibilidade, contagens, anos por indicador), seedado da release corrente (20260507-91260335). A proveniência do catálogo expõe o retrieved_at REAL do seed — staleness explícita, não silenciosa.

  • Gatilho de re-seed: release default ≠ release do seed (a UIS publica ~2–3 releases/ano; o smoke em produção imprime a release corrente da Data API — divergência = re-seedar). Procedimento: os 3 comandos de seed em "Desenvolvimento".
  • Cron rejeitado por ora: 2–3 eventos/ano não justificam código/estado extra; reavaliar na Fase 3 (pós-submissão), com tráfego real — mesma janela da reavaliação dos tetos operacionais.

Evals

@sbissoli/mcp-evals: 20 fixtures próprias em evals/fixtures/queries.ts, validadas offline em npm test. A rodada com modelo real (npm run eval) custa API — só com decisão explícita (ANTHROPIC_API_KEY; sem a chave, sai 0 com instruções). Rodada de 07/08/2026 (Sessão 07): top-1 100% (20/20) — evals/results/.

End-to-end (formato mcp-builder): 10 perguntas complexas com resposta única verificável em evals/e2e/evaluation.xml, respostas validadas manualmente contra a produção (evals/e2e/validacao-respostas.md). Rodada de 07/08/2026 (Sonnet): 10/10 (100%) — evals/results/2026-08-07-e2e.md. Harness: fase0-insumos/mcp-builder-evaluation/evaluation.py -t http -u https://uis.sidneybissoli.com/mcp (exige as correções de compatibilidade descritas no registro de resultados).

Rotas

/ landing · /health liveness · /status versão+deploy · /metrics uso agregado · /mcp MCP Streamable HTTP. Auth Bearer opcional (wrangler secret put API_KEY); rate limit token-bucket por IP.

Privacidade

Política de privacidade do serviço hospedado: PRIVACY.md.

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Frequently Asked Questions about UNESCO UIS — Education, Science & Culture Statistics (provenance First)

Add the following block to your claude_desktop_config.json under mcpServers: "mcpServers": { "unesco-uis-education-science-culture-statistics-provenance-first": { "command": "npx", "args": ["-y", "UNESCO UIS — Education, Science & Culture Statistics (provenance-first)"] } }

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Technical Specs & Signals

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27Quality signal: Emerging · 27/100How this signal is calculated ▾
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Not scored for repo-hosted servers — we can't reach the running server, only its GitHub page. Hosted MCP endpoints are health-checked live.

Verified ownership8/20
Documentation & tools11/30
Adoption & activity1/15
Community engagement0/10

A guidance signal from public completeness & health data — not a user rating. New listings start lower and rise as they add docs, get verified, and grow adoption. Signals we can't observe for a listing are skipped, not counted against it.

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