# Small-Model Harness MCP

> Small-Model Harness MCP — iknowkungfubar-small-model-harness. Use this tool when you need to efficiently manage and deploy small AI models in production workflows, solving problems of context switching, task prioritization, and routing. It provides a streamlined interface for inputting tasks and models, and outputs optimized routing and classification decisions. Ideal for use cases where small models require scalable and flexible management in agentic workflows.

Canonical page: https://skillsregistry.net/skills/iknowkungfubar-small-model-harness  
JSON: https://api.skillsregistry.net/v1/skills/iknowkungfubar-small-model-harness

## Description

Provides context management, task classification, and routing tools for small models (1B-12B) in production agentic workflows.

## Trust

- **Trust score (0–1):** 0.59
- **Verification tier:** scanned
- **Last scanned:** 2026-08-30

## Facts

- **Version:** 1.0.0
- **Skill type:** atomic
- **Execution layer:** mcp-remote
- **Runtime environment:** api
- **Category:** productivity
- **Updated:** 2026-08-30

## Source

- **Source listing:** [Glama](https://glama.ai/mcp/servers/xlyqc47h4v)
- **Repository:** <https://github.com/iknowkungfubar/small-model-harness>

## 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": "iknowkungfubar-small-model-harness"
    }
  }
}
```

REST: `GET https://api.skillsregistry.net/v1/skills/iknowkungfubar-small-model-harness` · pull for local use: `GET https://api.skillsregistry.net/v1/skills/iknowkungfubar-small-model-harness/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