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Makuri Showcase (CogniLedger)

cogniledger/cogniledger-mcp-makuri
HTTPregistry active
Summary

A public, read-only MCP server exposing metadata about Makuri, an EU AI Act compliant tutoring platform for immigrant children. Nine tools return structured information: platform mission, 14 supported languages, teaching approach, pricing tiers, safety features, compliance matrix (GDPR, GDPR-K, COPPA, EU AI Act), tech stack, contact channels, and free public resources like Slovarik vocabulary and Romanian level tests. No user data, no PII, no analytics. Built for AI assistants to answer questions about the platform itself without touching student records. Runs at mcp.cogniledger.eu/mcp with streamable-http transport. Local dev setup and MCP Inspector ready. A reference implementation of production MCP patterns under High Risk AI system constraints.

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CogniLedger MCP Server — Makuri showcase

A public, read-only Model Context Protocol server operated by CogniLedger Solutions S.R.L. (Bucharest, Romania). It exposes structured metadata about the Makuri EdTech platform — 11 tools (9 info tools + 2 interactive MCP Apps panels), 3 markdown resources, and 2 guided prompts, covering mission, languages, teaching approach, pricing, safety, compliance posture, tech stack, contact channels, and free public learning resources.

This is a reference deployment demonstrating production MCP patterns under EU compliance constraints. Makuri is a High Risk AI system under EU AI Act Annex III, paragraph 3 (educational AI for minors); the v1 scope of this server is therefore deliberately narrow: metadata only, no user data, no PII, no aggregated analytics.

  • Production endpoint: https://mcp.cogniledger.eu/mcp
  • License: MIT
  • Repository: github.com/Cogniledger/cogniledger-mcp-makuri
  • Contact: leonid@cogniledger.eu

What this server is

  • Public, unauthenticated, read-only
  • 11 tools returning static metadata (no database queries against user data), including 2 interactive MCP Apps panels that render inline in supporting hosts
  • 3 markdown resources (manifesto, child-safety overview, connect guide) and 2 guided prompts
  • Designed to be called by AI assistants — Claude Desktop, Le Chat (Mistral), Cursor, ChatGPT Apps SDK, and any other MCP-capable client

What this server is not

  • It is not the Makuri product. End users of Makuri (children, parents) interact with makuri.eu, not this MCP server.
  • It does not expose user data, PII, IP addresses, behavioral analytics, or any data derived from end-user activity.

Connect

Claude Desktop

Edit ~/Library/Application Support/Claude/claude_desktop_config.json (macOS) or %APPDATA%\Claude\claude_desktop_config.json (Windows):

{
  "mcpServers": {
    "cogniledger-makuri": {
      "url": "https://mcp.cogniledger.eu/mcp"
    }
  }
}

Restart Claude Desktop. The tools appear under the connector picker.

Le Chat (Mistral)

In Le Chat settings, add a new MCP connector:

  • Name: CogniLedger — Makuri
  • Transport: streamable-http
  • URL: https://mcp.cogniledger.eu/mcp

Cursor

Edit ~/.cursor/mcp.json:

{
  "mcpServers": {
    "cogniledger-makuri": {
      "url": "https://mcp.cogniledger.eu/mcp"
    }
  }
}

Tools

ToolDescription
get_platform_infoMission, target users, founding details, operating company.
get_supported_languagesAll 14 supported locales with UI / AI tutor coverage flags. Optional locale filter.
get_subjectsTextbook-agnostic teaching approach, ten action buttons, learning modes.
get_pricing_tiersFree trial and beta subscription details.
get_safety_featuresAge gate, content filters, parental controls, AI safety guardrails.
get_compliance_matrixEU AI Act, GDPR, GDPR-K, COPPA, ISO 42001 — current status with disclaimer. Optional regulation filter.
get_tech_stackFrontend, backend, database, AI providers, EU data residency.
get_contact_infoContact channels by purpose. Optional purpose filter.
get_free_resourcesFree Makuri resources without registration: Slovarik vocabulary and the Romanian level test in two flavors (Quick Check, 20 questions, no email; Deep Diagnostic, 60 questions, email + certificate).
show_how_makuri_worksInteractive MCP Apps panel explaining the Makuri learning flow and ten action buttons (ui://makuri/how-it-works).
show_romanian_quizInteractive MCP Apps panel: Romanian mini-quiz that draws 10 random questions from a bank of 15 (levels A1–B2), RU/UK interface toggle, per-answer explanations, approximate level estimate, and CTA to the full free level test (ui://makuri/romanian-quiz).

Resources

The server exposes three markdown documents via MCP resources/list / resources/read:

  • makuri://docs/manifesto — the founder-written manifesto on why Makuri exists.
  • makuri://docs/safety-overview — child-safety design measures (account model, data minimization, AI behavior controls).
  • makuri://docs/connect-guide — how to connect this server in ChatGPT, Claude, and Le Chat.

(The two interactive panels above are also exposed as resources at ui://makuri/how-it-works and ui://makuri/romanian-quiz, for hosts that support MCP Apps.)

Prompts

Two guided prompts via prompts/list:

  • evaluate_makuri_for_my_child(child_age, native_language) — guided fit evaluation for a specific child.
  • makuri_safety_briefing() — honest safety briefing with explicit "design posture, not certified compliance" framing.

Full input schemas and example responses: docs/TOOLS.md. Real client transcripts: docs/EXAMPLES.md. Compliance disclosure: docs/COMPLIANCE_DISCLOSURE.md.

Local development

git clone https://github.com/Cogniledger/cogniledger-mcp-makuri.git
cd cogniledger-mcp-makuri
npm install
npm run dev

The server starts on http://localhost:3000. The MCP endpoint is http://localhost:3000/mcp.

Smoke test

# In one terminal:
npm run dev

# In another:
npm run test:smoke

The smoke test connects to the local server, lists tools, calls each one, and exits non-zero on any failure.

MCP Inspector

npx @modelcontextprotocol/inspector

Connect with transport streamable-http to http://localhost:3000/mcp. All 11 tools should be visible and callable, plus the 5 resources and 2 prompts.

Security and compliance

  • No secrets in the repository. .env is git-ignored; .env.example lists variable names only and is empty for v1.
  • No outbound API calls, no database queries, no authentication. v1 is pure static-data read.
  • Per-tool structured logging emits one JSON line per invocation with five fields only: evt, tool, ts, status, duration_ms. No request bodies, no IPs, no argument values.
  • See docs/COMPLIANCE_DISCLOSURE.md for the full compliance posture.

License

MIT — see LICENSE.

Copyright © 2026 CogniLedger Solutions S.R.L.

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UpdatedMay 20, 2026
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