# kirundi-brain-mcp

> kirundi-brain-mcp — sama-ndari-kirundi-brain-mcp. Use this tool when you need to manage Kirundi language lessons, track learner progress, and provide personalized tutoring and grading. It solves problems of language learning and instruction by offering a local-first study coach with grounded tutoring and answer grading capabilities via OpenAI. The tool accepts lesson files and learner profiles as inputs and provides tailored coaching and feedback as outputs.

Canonical page: https://skillsregistry.net/skills/sama-ndari-kirundi-brain-mcp  
JSON: https://api.skillsregistry.net/v1/skills/sama-ndari-kirundi-brain-mcp

## Description

A FastMCP server that serves as a local-first Kirundi study coach, with tools to manage lesson files, track learner profiles, and provide grounded tutoring and answer grading via OpenAI.

## Trust

- **Trust score (0–1):** 0.68
- **Verification tier:** scanned
- **Last scanned:** 2026-08-29

## Facts

- **Version:** 1.0.0
- **Skill type:** atomic
- **Execution layer:** mcp-remote
- **Runtime environment:** api
- **Category:** ai-ml
- **Updated:** 2026-08-29

## Source

- **Source listing:** [Glama](https://glama.ai/mcp/servers/xdxm0g7wdb)
- **Repository:** <https://github.com/Sama-ndari/kirundi-brain-mcp>

## Use it

Resolve this record through the SkillsRegistry MCP server (no auth, read-only):

```
claude mcp add --transport http --scope user skillsregistry https://api.skillsregistry.net/mcp
```

```json
{
  "jsonrpc": "2.0",
  "id": 1,
  "method": "tools/call",
  "params": {
    "name": "get_skill",
    "arguments": {
      "slug": "sama-ndari-kirundi-brain-mcp"
    }
  }
}
```

REST: `GET https://api.skillsregistry.net/v1/skills/sama-ndari-kirundi-brain-mcp` · pull for local use: `GET https://api.skillsregistry.net/v1/skills/sama-ndari-kirundi-brain-mcp/pull`

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SkillsRegistry indexes agent skills from public registries and GitHub. Skills we have analysed are scanned with Circle-IR and scored on six dimensions; each listing states its scan coverage. More: https://skillsregistry.net/llms.txt