claude

SLM Agent

Scans your codebase for AI API calls and generates a migration plan showing exactly where and how to replace expensive LLM calls with task-specific SLMs — up to 95% cheaper, then optimizes your ScaleDown prompts against your own data. No data from your codebase is ever sent to ScaleDown servers.

39 on GitHubby ScaleDownv0.1.9MITupdated 29 days agoproductivity
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Plugin slm-agent from marketplace scaledown in scaledown-team/SLM_Agent. Commands read from the repo's manifest — 28 days ago.

This plugin runs code on your machine — it starts local MCP servers. The exact commands are listed below; read them before installing.

What it installs

Skills (2)

  • evaluate

    Evaluate the current codebase for ScaleDown SLM integration opportunities. Scans all Python and TypeScript/JavaScript files, traces the full purpose of each AI API call (following imports and helper functions across files), classifies each call using your own judgment, scores complexity and suggests

  • optimize

    Optimize the prompt you pass to a ScaleDown SLM (extract, classify, summarize, or compress) and benchmark it against a baseline — the frontier-model output it replaced, or your ground truth — on the user's own data. Collects sample data and a ScaleDown API key; if the user has no samples, walks them

MCP servers (1)

  • scaledown-migration-agent

    runs: npx -y @scaledown/migration-agent

View source on GitHub scaledown.ai

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