Iterating Agensi Skills (v1.2)

    1

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

    Free

    14 installsSecurity scanned

    Works with the AI tools you already use

    Claude CodeClaude CodeCursorCursorCodex CLICodex CLIMuseMuseOpenClawOpenClaw+21 more

    Iterating Agensi Skills (v1.2)

    Example session with this skill installed

    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?

    • Read your context and instructions
    • Compiled the iterating agensi v1

    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.

    Connects securely to your tools. The creator never sees your data.

    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.

    How to install

    Works the same in every agent - Claude, Cursor, Codex, Copilot and 20+ more.

    ~30 seconds
    1. 1

      Download the ZIP

      Free skills download straight away. Paid skills unlock right after purchase.

    2. 2

      Unzip into your skills folder

      Every agent reads skills from one folder on your machine. Drop the unzipped folder in there.

    3. 3

      Ask your agent to use it

      Restart the agent if it was already running. It picks the skill up automatically - no config needed.

    Skills folder by agent

    Click the path to copy it. Create the folder if it does not exist yet.

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    Verified clean 4 months ago

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    Listed4 months ago

    What's inside

    Frequently Asked Questions