Works with the AI Agents you already use

    Claude CodeClaude CodeCursorCursorCodex CLICodex CLIMuseMuseDotsDots+22 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

    Secure checkout via Stripe

    Money-back guarantee

    Converts to your local currency at checkout

    Security scanned
    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

    === 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.

    An Agensi SKILL.md

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

    1. 1

      Connect your agent to the Agensi MCP

      Copy the prompt and paste it into Claude, ChatGPT, Cursor or any agent that supports MCP. It sets up the connection for you. Manual setup

    2. 2

      Sign in to Agensi

      Your agent shows a sign-in link. Sign in and click Allow.

    3. 3

      Ask for what you need

      Your agent loads this skill and uses it on your task. It always asks before any payment.

    Reviews

    No reviews yet

    Be one of the first to try it. Every listed skill passes our trust checks below.

    Security scanned

    Passed our 8-point scan before listing

    Fresh listing

    Recently published to Agensi

    Money-back guarantee

    Doesn't do what its page promises? You get your money back.

    Trust & safety

    Security scanned

    Verified clean 5 months ago

    • Passed all security checks, Safe to install

    Listed5 months ago

    What's inside

    Frequently Asked Questions