# handy_prompt_lab

> handy_prompt_lab — glitchassassin-handy-prompt-optimizer. Use this tool when you need to optimize language model performance by fine-tuning post-processing prompts and inference settings. It solves problems related to transcript corpus curation and language model optimization, allowing for more accurate and efficient language processing. The tool takes in user-approved transcripts and outputs optimized prompts and settings for use with LM Studio.

Canonical page: https://skillsregistry.net/skills/glitchassassin-handy-prompt-optimizer  
JSON: https://api.skillsregistry.net/v1/skills/glitchassassin-handy-prompt-optimizer

## Description

MCP server for building a user-approved transcript corpus from Handy, optimizing post-processing prompts against LM Studio, and promoting winning inference settings.

## Trust

- **Trust score (0–1):** 0.67
- **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/mlm1ksic1t)
- **Repository:** <https://github.com/glitchassassin/handy-prompt-optimizer>

## 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": "glitchassassin-handy-prompt-optimizer"
    }
  }
}
```

REST: `GET https://api.skillsregistry.net/v1/skills/glitchassassin-handy-prompt-optimizer` · pull for local use: `GET https://api.skillsregistry.net/v1/skills/glitchassassin-handy-prompt-optimizer/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