Iterating Agensi Skills (v1.2)

    by Markus Isaksson

    1

    A systematic framework to diagnose, refine, and harden existing AI agent skills based on real-world performance.

    Free

    10 installsSecurity scanned

    Works with the AI tools you already use

    CClaude CodeCCursorCCodex CLIGGitHub CopilotGGemini CLIVVS CodeWWindsurfMManus+14 more

    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

    1. v1.3LatestMay 18, 2026

      Updated skill file

    2. v1.1May 16, 2026

      Updated skill file

    3. 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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    Trust & safety

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    Verified clean 2 months ago

    • Free to download with an account

    Installs10
    Listed3 months ago
    Updated2 months ago

    Creator

    Markus Isaksson
    Markus Isaksson

    225+ total installs · 30 skills on Agensi

    Frequently Asked Questions

    Popular in AI Agents & LLM Ops

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