# panopticon

> panopticon — krampus-nuggets-panopticon. Use this tool when you need to integrate local Large Language Models (LLMs) into your codebase to reduce token costs and ensure always-up-to-date documentation. It solves problems related to cost management and documentation maintenance by providing a seamless integration with git. This tool accepts codebase inputs and outputs integrated LLMs with updated documentation.

Canonical page: https://skillsregistry.net/skills/krampus-nuggets-panopticon  
JSON: https://api.skillsregistry.net/v1/skills/krampus-nuggets-panopticon

## Description

Integrate local LLMs into your codebase. Save on tokens/cost + Always up-to-date documentation.

## Trust

- **Trust score (0–1):** 1.00
- **Verification tier:** verified
- **Last scanned:** 2026-09-28

## Facts

- **Version:** 1.0.0
- **Skill type:** atomic
- **Execution layer:** container
- **Runtime environment:** vm
- **Updated:** 2026-09-28

## Source

- **Source listing:** [GitHub](https://github.com/krampus-nuggets/panopticon)

## 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": "krampus-nuggets-panopticon"
    }
  }
}
```

REST: `GET https://api.skillsregistry.net/v1/skills/krampus-nuggets-panopticon` · pull for local use: `GET https://api.skillsregistry.net/v1/skills/krampus-nuggets-panopticon/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