skillit-refine

Refine MCP skills through iterative audit, draft, and review loops.

7|3|Updated Mar 21, 2026
One-click install
npx skills add https://github.com/pradeepmouli/skillit --skill skillit-refine
Or copy as Structured Prompt for Agent
Please help me install this Agent Skill.
Skill: skillit-refine
Source: https://github.com/pradeepmouli/skillit/tree/main/skills/skillit-refine
Command: npx skills add https://github.com/pradeepmouli/skillit --skill skillit-refine

SYSTEM DOCUMENTATION & REQUIREMENTS

💡 This Skill includes references (resource) components.

What problem does it solve?

It helps you improve an MCP skill without hand-editing the implementation by guiding it through a deterministic audit, draft, and review loop.

Core Features & Use Cases

  • Iterative Skill Improvement: Repeatedly evaluates a skill, proposes targeted changes, and reviews the results until quality goals are met.
  • Build and Runtime Modes: Supports both source-based refinement for TypeScript projects and runtime refinement using an overlay for live MCP behavior.
  • MCP Workflow Tuning: Useful when you need to tighten tool descriptions, adjust configuration behavior, or improve a generated skill before shipping it.

Quick Start

Ask the skill to refine your MCP skill using the config path, server name if needed, and preferred mode so it can run the audit-to-review loop for you.

Frequently Asked Questions about skillit-refine

High-intent search queries and answers about installing and using this skill.

FAQPage Schema
How do I refine an MCP skill without manually editing the source code?

You can refine an MCP skill without hand-editing by running it through an iterative audit, draft, and review loop that proposes targeted changes until quality goals are met.

What is the iterative audit loop for MCP skill improvement?

The iterative audit loop for MCP skill improvement repeatedly evaluates a skill, proposes targeted changes, and reviews the results until quality goals are met.

How do I refine TypeScript source inputs for an MCP server package?

You can refine TypeScript source inputs for an MCP server package using build mode, which applies source-based refinement through the audit-to-review loop.

Can I use an overlay to adjust live MCP behavior in runtime mode?

Yes, you can use an overlay to adjust live MCP behavior in runtime mode by running the refinement loop against the overlay instead of source code.

Does MCP skill refinement support configurable iteration limits and work-item batching?

Yes, MCP skill refinement supports configurable iteration limits, work-item batching, server selection, overlay support, and source glob targeting for flexible processing.