# LiLBrain

> Use this tool when you need to instantly navigate and understand complex codebases, as it auto-detects programming languages and indexes key elements like functions, classes, and call chains. LiLBrain solves problems related to code discovery, comprehension, and querying, providing rapid insights for large language models (LLMs). It takes in codebases as input and outputs a knowledge graph, enabling fast and accurate code analysis in various development contexts.

Canonical page: https://skillsregistry.net/skills/mangobytelabs-lilbrain  
JSON: https://api.skillsregistry.net/v1/skills/mangobytelabs-lilbrain

## Description

Instant codebase knowledge graph MCP server. It auto-detects languages, indexes functions, classes, and call chains, enabling LLMs to navigate code in milliseconds.

## Trust

- **Trust score (0–1):** 0.69
- **Verification tier:** scanned
- **Last scanned:** 2026-08-31

## Facts

- **Version:** 1.0.0
- **Skill type:** atomic
- **Execution layer:** mcp-remote
- **Runtime environment:** api
- **Category:** ai-ml
- **Updated:** 2026-08-31

## Source

- **Source listing:** [Glama](https://glama.ai/mcp/servers/tkql5xzp9v)
- **Repository:** <https://github.com/MangoByteLabs/LiLBrain>

## 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": "mangobytelabs-lilbrain"
    }
  }
}
```

REST: `GET https://api.skillsregistry.net/v1/skills/mangobytelabs-lilbrain` · pull for local use: `GET https://api.skillsregistry.net/v1/skills/mangobytelabs-lilbrain/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