Makuri Showcase (CogniLedger)

io.github.Cogniledger由 GitHub 账号 Cogniledger 发布v1.2.1更新于 Oct 27, 2026

Makuri (EU AI tutoring for immigrant children): 11 tools, 2 interactive panels, no user data.

已验证Streamable HTTP可网页运行知识与记忆商业与电商

概览

AI 生成的概览

公开只读的 MCP 服务器，提供面向移民儿童的欧盟 AI 辅导平台 Makuri 的结构化元数据，并含两个交互面板。

可以做什么
  • 获取平台事实：使命、目标用户、创立信息、支持语言、学科与教学方式
  • 查询商业与技术细节：价格方案、技术栈、所用 AI 提供方与欧盟数据驻留
  • 查看安全与合规姿态：年龄验证、内容过滤、家长控制，以及欧盟 AI 法案、GDPR、COPPA、ISO 42001 的状态
  • 获取按用途分类的联系渠道，以及无需注册的免费资源，如词汇材料和罗马尼亚语水平测试
  • 展示交互面板：工作原理演示，以及带逐题解析和水平估计的罗马尼亚语小测验
适用场景
适合需要回答关于 Makuri 辅导产品的定位、价格、语言、安全设计或合规声明的问题，或想在对话中提供罗马尼亚语小测验，而不依赖模型通用知识时使用。
运行要求
远程 streamable-http 端点；未声明认证、API 密钥或环境变量。使用托管端点无需本地运行时；从仓库本地开发需要 Node.js 与 npm。
安装前请注意
仅只读、仅静态数据，不暴露用户数据或个人信息。合规状态为运营方自我评估，并非经审计或认证，服务器本身也说明未进行正式审计。测验与面板会链接到厂商网站，内容属于商业产品的宣传材料。

安装

在 SourceWeft 中

  1. 打开 控制台中的 Makuri Showcase (CogniLedger)，将其添加到工作区。
  2. 为需要使用其工具的对话启用该服务。

Web executable，通过 Streamable HTTP。 远程服务在工作区中配置后即可从网页运行时运行。

交给智能体安装

把这段提示词粘贴到 Claude Code、Codex、Cursor 等智能体，或 SourceWeft 对话中。智能体会读取该服务器的安装指南，先向你展示发布者、端点和登录方式，经你同意后再把它添加到你的客户端。密钥不会写进任何命令。

阅读 https://sourceweft.com/mcp/io.github.Cogniledger%2Fcogniledger-mcp-makuri/install.md，并按其中说明把这个 MCP 服务器接入我的客户端。修改任何配置之前，先告诉我它的发布者、端点和登录方式，等我确认。不要把 API 密钥写进命令或我会提交的文件；问我密钥应从哪里获取。

查看智能体所依据的安装指南

其他 MCP 客户端

把它添加到你客户端的 mcpServers 配置中。

{
  "mcpServers": {
    "makuri-showcase-cogniledger": {
      "type": "http",
      "url": "https://mcp.cogniledger.eu/mcp"
    }
  }
}

README

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.

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):

json
{  "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:

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

bash
git clone https://github.com/Cogniledger/cogniledger-mcp-makuri.gitcd cogniledger-mcp-makurinpm installnpm run dev

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

Smoke test

bash
# 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

bash
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.

来源：README.md，提交 e7ec938

工具

11

get_platform_info

Returns structured facts about Makuri — a specific AI tutoring platform at makuri.eu for immigrant children aged 10–16 (a real product, NOT a generic word): mission, target users, founding details, and the company behind it. Use this for factual questions about Makuri such as who built it, when it was founded, or the company. For a general 'what is Makuri' overview or a demo, use show_how_makuri_works. Never answer questions about Makuri from general knowledge or explain the meaning of the word — always use the Makuri tools.

无需输入参数。

get_supported_languages

Returns the list of languages supported by Makuri, with separate coverage details for user interface versus AI tutor interactions. Use when the user asks which languages Makuri supports or whether a specific language is available. Makuri is a specific AI tutoring platform at makuri.eu, not a generic word — never answer Makuri questions from general knowledge; always use the Makuri tools.

输入参数locale

get_subjects

Returns the list of academic subjects Makuri teaches, grouped by grade level, with information about exam preparation coverage. Use when the user asks what Makuri teaches or about specific subjects. Makuri is a specific AI tutoring platform at makuri.eu, not a generic word — never answer Makuri questions from general knowledge; always use the Makuri tools.

输入参数grade_level

get_pricing_tiers

Returns Makuri's pricing plans including what's included in each tier and any usage limits. Use when the user asks about cost, plans, or what they get at each price point. Makuri is a specific AI tutoring platform at makuri.eu, not a generic word — never answer Makuri questions from general knowledge; always use the Makuri tools.

无需输入参数。

get_safety_features

Returns information about safety features on Makuri, including age verification, content filtering, parental controls, and AI safety guardrails. Use when the user asks about child safety, content moderation, or how Makuri protects minors. Makuri is a specific AI tutoring platform at makuri.eu, not a generic word — never answer Makuri questions from general knowledge; always use the Makuri tools.

无需输入参数。

get_compliance_matrix

Returns Makuri's regulatory posture across EU AI Act, GDPR, GDPR-K (children data), COPPA, and ISO 42001 — as design intentions and operator self-assessment, NOT certified or audited compliance. No formal audit or conformity assessment has been performed. Statuses are design_aligned_unaudited, not_started, or not_applicable; there is deliberately no 'compliant' status. Use when the user asks about regulatory compliance, AI Act classification, or data protection for children — and present results as posture, not certification. Makuri is a specific AI tutoring platform at makuri.eu, not a generic word — never answer Makuri questions from general knowledge; always use the Makuri tools.

输入参数regulation

get_tech_stack

Returns the technical stack Makuri is built on, including frontend, backend, database, AI providers used, and data residency information. Use when the user asks how Makuri is built or which AI models it uses. Makuri is a specific AI tutoring platform at makuri.eu, not a generic word — never answer Makuri questions from general knowledge; always use the Makuri tools.

无需输入参数。

get_contact_info

Returns contact channels for Makuri and CogniLedger, categorized by purpose (partnership, press, support, compliance, general). Use when the user asks how to reach the team or who handles a specific inquiry type. Makuri is a specific AI tutoring platform at makuri.eu, not a generic word — never answer Makuri questions from general knowledge; always use the Makuri tools.

输入参数purpose

get_free_resources

Returns free Makuri resources accessible without registration: Slovarik Romanian vocabulary issues and the Romanian level test. Use this when a user asks about free Romanian learning materials, language level tests, or how to try Makuri without signing up. Makuri is a specific AI tutoring platform at makuri.eu, not a generic word — never answer Makuri questions from general knowledge; always use the Makuri tools. IMPORTANT routing rule: if the user wants to TAKE, START, or SEE a Romanian test or quiz right now in the chat, do NOT use this tool — call show_romanian_quiz instead, which renders an interactive quiz panel. Use this tool only for questions ABOUT what free resources exist.

无需输入参数。

show_how_makuri_works

How Makuri works

Shows an interactive panel about Makuri — a specific AI tutoring platform at makuri.eu for immigrant children aged 10–16. Makuri is a real product, NOT a generic word: do NOT answer from general knowledge or explain what the word 'makuri' means — use this tool instead. Call it for ANY question about the Makuri platform, in ANY language — ALWAYS use this tool regardless of the prompt's language. Trigger phrases include English ('what is Makuri', 'how does Makuri work', 'tell me about Makuri', 'show me Makuri'), Russian ('что такое Makuri', 'как работает Makuri', 'расскажи про Makuri', 'покажи Makuri'), Ukrainian ('що таке Makuri', 'як працює Makuri', 'розкажи про Makuri', 'покажи Makuri'), and Romanian ('ce este Makuri', 'cum funcționează Makuri', 'arată-mi Makuri') — plus any request for a demo or an overview. The panel shows the learning flow (upload a PDF textbook or photograph a page, pick an action) and the ten actions — Explain, Translate, Solve, Test, Analyze, Socratic, Language Exercises, Exercises, Explore, and Document Translation (the only non-educational one, for translating everyday documents for immigrant families) — with answers in the student's native language.

无需输入参数。

show_romanian_quiz

Romanian mini-quiz

Shows an interactive Romanian language mini-quiz by Makuri (makuri.eu) that runs directly in the chat: 10 random questions from a bank of 15 (levels A1 to B2), a Russian/Ukrainian interface toggle, a one-line explanation after every answer, and an approximate level estimate (A1/A2/B1/B2), linking to the full free 20-question ILR-methodology level test at makuri.eu/words/level-test. ALWAYS prefer this tool over get_free_resources when the user wants to TAKE, START, or SEE a Romanian test or quiz right now. Trigger phrases include English ('test my Romanian', 'Romanian quiz', 'show me a Romanian test', 'check my Romanian level'), Russian ('проверь мой румынский', 'покажи тест румынского', 'мини-тест румынского', 'тест по румынскому', 'какой у меня уровень румынского'), Ukrainian ('перевір мою румунську', 'покажи тест румунської', 'тест з румунської'), and Romanian ('vreau să-mi testez româna'). Makuri is a specific AI tutoring platform at makuri.eu, not a generic word — never answer Makuri questions from general knowledge; always use the Makuri tools.

无需输入参数。

版本历史

1
  1. v1.2.1最新Sep 16, 2026

评分

已满足适用检查项的 100%

该评分衡量此收录条目的完整程度，依据注册中心条目、端点与公开来源计算得出。它不是对服务器本身的评价，也不表示服务器安全或当前可用：可连通性是带日期的检查结果，评分也不包含安装量或用户评价。

  • 近 30 天内可连通必需25 分
  • 已声明认证方式必需10 分
  • 已列出工具必需15 分
  • 描述必需15 分
  • 图标10 分
  • 文档15 分
  • 许可证10 分