Works with the AI tools you already use

    Claude CodeClaude CodeCursorCursorCodex CLICodex CLIGitHub CopilotGitHub CopilotGemini CLIGemini CLI+20 more

    AI Agent Self-Improvement Memory Auditor

    1

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

    $50

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    AI Agent Self-Improvement Memory Auditor

    AI Agent Self-Improvement Memory Auditor

    Example session with this skill installed

    My Agensi skill was rejected because the SKILL.md file had no YAML frontmatter and the security review flagged unsafe environment access wording. Convert this failure into a durable rule, anti-pattern, regression test, instruction patch, and memory candidate review.

    • Read your context and instructions
    • Compiled the ai agent self-improvement
    • Generated the UI component

    === AI AGENT FAILURE AUDIT ===

    Failure summary
    An Agensi SKILL.md submission was rejected because it lacked YAML frontmatter and contained wording that triggered unsafe environment access concerns.

    Original request
    Create a SKILL.md ZIP file for Agensi.

    Expected behavior
    The ZIP should contain a valid SKILL.md file with required YAML frontmatter and safe permission wording.

    Actual behavior
    The file missed YAML frontmatter and included platform-sensitive wording.

    Feedback/correction
    The marketplace security review rejected the skill and requested proper frontmatter plus safer permission and security language.

    Severity
    Critical

    Failure category

    • Marketplace rejection failure
    • Format failure
    • Safety or compliance failure

    Root cause
    The agent created the skill content but did not run an Agensi-specific preflight validation checklist before packaging the ZIP.

    Durable lesson
    For every Agensi SKILL.md ZIP submission, the agent must include YAML frontmatter and run a safety wording check before packaging.

    New operating rule

    Rule name
    Agensi SKILL.md Safe Packaging Rule

    Trigger
    Whenever creating or revising a SKILL.md ZIP for Agensi.

    Required behavior
    Include YAML frontmatter with name, description, and tags. Use safe default permissions. Avoid wording that implies direct secret-value access, open-ended network use, unsafe command execution, or autonomous high-risk actions unless explicitly required and safely documented.

    Forbidden behavior
    Do not package a SKILL.md ZIP without frontmatter. Do not include risky permission language by default.

    Rationale
    Agensi security review may reject skills with missing metadata or unsafe patterns.

    Anti-pattern
    Platform-Blind Packaging

    What it looks like
    The skill body is detailed, but marketplace-specific metadata and security requirements are missing.

    Why it fails
    The marketplace rejects the submission even if the content is useful.

    Replace with
    Create the content and run platform-specific validation before packaging.

    Regression test

    Test name
    Agensi Safe ZIP Validation

    Test prompt
    Create a DevOps SKILL.md ZIP for Agensi.

    Expected behavior
    The agent includes YAML frontmatter, safe permissions, no direct secret-value access, no open-ended network requirement, and exactly one SKILL.md file in the ZIP.

    Failure condition
    Missing frontmatter or unsafe permission wording.

    Pass criteria
    ZIP contains SKILL.md with valid frontmatter and safe permission model.

    Instruction patch

    Add under packaging rules
    Before delivering any Agensi ZIP, verify that SKILL.md includes YAML frontmatter with name, description, and tags, and that permissions are minimal and justified.

    Memory candidate
    Yes

    Memory recommendation
    Store the generalized rule that future Agensi SKILL.md ZIP files should include YAML frontmatter and safe permission guidance by default.

    Conflict check
    No conflict. This strengthens platform compliance.

    Verification plan
    Recreate the rejected ZIP and resubmit after validating frontmatter and safety wording.

    Final recommendation
    Add this rule to the creator’s general Agensi skill-building workflow and run it before every future ZIP delivery.

    ai-agent-self-improvement-memory-auditor.tsx

    TSX · React component

    Generated

    Example file from a real run - the skill writes it into your workspace.

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

    What you get

    Convert user 'from now on' corrections into durable instruction patches.Generate regression test suites to ensure agents don't repeat old mistakes.Audit rejected marketplace skills to fix formatting and security flags.Build an anti-pattern library to prevent common agent hallucinations.Review agent memory candidates to filter out sensitive or one-off data.

    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.

    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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    Security scanned

    Passed our 8-point scan before listing

    Fresh listing

    Recently published to Agensi

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    Trust & safety

    Security scanned

    Verified clean 4 months ago

    • Passed all security checks, Safe to install

    Listed4 months ago

    What's inside

    Frequently Asked Questions