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    AI Agent Self-Improvement Memory Auditor

    by Shandra

    1

    Audits AI agent failures and converts recurring mistakes into durable rules, anti-patterns, regression tests, memory candidates, and improved SKILL.md sections.

    $50

    · or 250 credits

    30-day refund guarantee

    Secure checkout via Stripe

    About this skill

    AI Agent Self-Improvement Memory Auditor helps AI-agent builders, workflow designers, founders, prompt engineers, automation consultants, and product teams turn failures into systematic improvements. It analyzes bad outputs, user corrections, rejected submissions, failed workflows, marketplace feedback, repeated mistakes, and agent quality issues, then creates root-cause audits, durable operating rules, anti-pattern libraries, regression tests, memory candidate reviews, instruction patches, quality gates, learning logs, and updated SKILL.md sections. The skill is ideal for improving Custom GPTs, ChatGPT Agents, Cursor rules, Claude Code instructions, Codex CLI workflows, agent marketplaces, prompt systems, and internal AI products that need to become more consistent over time.

    Details

    How to install

    Drop the file into your AI Agent. Works with Claude, Cursor, ChatGPT, and 20+ more.

    Security Scanned

    Passed automated security review

    Permissions

    Write Files
    Read Files
    Browser

    File Scopes

    *.md
    *.txt
    *.json
    *.yaml
    *.yml
    *.docx
    *.pdf
    README.md
    skills/**
    prompts/**
    agents/**
    instructions/**
    rules/**
    memory/**
    evals/**
    tests/**
    feedback/**
    failures/**
    reviews/**
    rejections/**
    logs/**
    docs/**

    This skill uses file access to read user-provided agent failures, bad outputs, correction notes, prompt drafts, rejected skill files, marketplace feedback, QA reports, support tickets, logs, and previous instruction versions. It uses write access to create structured Markdown/text outputs such as failure audits, durable operating rules, anti-pattern libraries, regression tests, memory candidate reviews, instruction patches, quality gates, learning logs, updated SKILL.md sections, and SKILL.md files. Browser access is optional and should only be used for public documentation or best-practice research when explicitly requested. The default safe setup does not require network access, shell access, or environment variable access.

    Creator

    Shandra is a top-ranked AI prompt creator and premium agent skill builder with an established track record in the AI marketplace. She is recognized as a #1 Top Seller on PromptBase, where she has built a trusted catalog of specialized AI prompts and agent skills for creators, entrepreneurs, educators, marketers, digital product sellers, and business professionals. With over 3,500 AI products published, more than 3,400 sales, and 1,000+ five-star reviews, Shandra has become known for creating practical, polished, and commercially useful AI resources that help users save time, organize complex ideas, generate high-quality content, build digital products, and transform creative concepts into actionable workflows. Her Agensi store focuses on premium, ready-to-use agent skills designed for real-world productivity. Each skill is developed with clear instructions, structured workflows, professional formatting, practical use cases, setup guidance, examples, edge-case handling, and a strong emphasis on usability. Her work combines creative strategy, prompt engineering, documentation design, business thinking, and practical automation into reliable tools that users can apply immediately. Shandra’s mission is to create AI skills that feel professional, useful, and complete from the first use — not generic templates, but carefully built workflow systems that help users think better, work faster, and produce stronger results.

    Frequently Asked Questions

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