Iterating Agensi Skills (v1.2)
A systematic framework to diagnose, refine, and harden existing AI agent skills based on real-world performance.
Free
Works with the AI tools you already use
See it in action
You say
I'm struggling with my 'Research Pro' skill. It gives inconsistent results and doesn't follow a set format. Here is the SKILL.md—can you diagnose the biggest issues?
Your agent does
Skill Review Summary
Primary Problem: Vague Agent Operating Procedure. Diagnosis:
- Expected Output: FAIL (No template) | Priority: Highest
- Guardrails: WEAK | Priority: High Recommended Change: Add a mandatory Markdown table template for results and 2 stop conditions.
About this skill
Optimize and Refine Your AI Agent Skills
The first version of an AI skill is rarely the best. To build truly reliable agents, you need a systematic way to observe performance and fix weaknesses. Iterating Agensi Skills provides a lightweight, developer-centric framework for diagnosing and improving existing SKILL.md files based on real-world usage and feedback.
What it does
This skill guides your AI agent through a multi-phase review process to identify why a skill is failing or underperforming. It moves beyond simple "prompt engineering" by evaluating the entire skill structure, including operating procedures, guardrails, and output templates.
- Structured Diagnosis: Evaluates skills against six core areas: Clarity, Boundaries, Procedures, Output, Safety, and Metadata.
- Evidence-Based Improvement: Prioritizes fixes based on actual session logs and observed errors rather than guesswork.
- Actionable Refinement: Converts vague instructions into strict, multi-phase procedures with hard stop conditions.
Why use this skill?
Manual prompt tweaking often leads to "regression bugs" in agent behavior. This skill provides a repeatable methodology to raise the quality of your entire skill library. It ensures your agents have clear expected outputs and robust guardrails, making them significantly more dependable in production environments.
Output Format
Outputs include a structured Skill Review Summary featuring a prioritized diagnosis table, a list of high-impact changes, and specific "Phase-by-Phase" improvement plans to harden your agent's logic.
Changelog
- v1.3LatestMay 18, 2026
Updated skill file
- v1.1May 16, 2026
Updated skill file
- v1.0.0May 15, 2026
Initial release
How to install
Drop the file into your AI Agent. Works with Claude, Cursor, ChatGPT, and 20+ more.
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Creator
225+ total installs · 30 skills on Agensi
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