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

    AI-Generated Code Verification Agent

    1

    Audit AI-generated code for hallucinations, security flaws, and architectural drift before you merge.

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    AI-Generated Code Verification Agent

    AI-Generated Code Verification Agent

    Example session with this skill installed

    Review this AI-generated PR that adds a new auth provider. Check for hallucinated library calls, workspace isolation issues, and ensure the tests actually verify the token exchange flow.

    • Read your context and instructions
    • Compiled the ai-generated code verification

    AI-Generated Code Verification Audit

    Decision: Changes Required

    Finding: Hallucinated API call to auth.provider.verifyOnce() in auth_service.ts. The installed version only supports verify().
    Finding: Missing workspace authorization. The endpoint checks identity but not resource ownership.
    Test Review: Tests use excessive mocking; they pass even if the exchange logic is deleted.

    Remediation: Update to verify(), add workspace ownership middleware, and implement integration tests.

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

    What you get

    Detect hallucinated APIs and invalid library dependencies in AI PRs.Identify security vulnerabilities like auth bypass or injection risks.Ensure AI code follows existing architectural layers and patterns.Audit test suites to confirm they verify real behavior, not just mocks.

    About this skill

    The problem

    AI assistants often produce code that looks correct but contains hallucinated APIs, security vulnerabilities, and subtle logical flaws. Blindly merging these changes introduces technical debt, breaking changes, and production risks.

    What it does

    • Detects hallucinated methods, imports, and configuration keys by cross-referencing repository evidence.
    • Performs security audits focused on authentication bypass, injection risks, and sensitive data exposure.
    • Evaluates architectural consistency to ensure AI-generated code follows existing patterns and service layers.
    • Analyzes edge cases like concurrent updates, race conditions, and empty states that AI often overlooks.
    • Verifies test quality to ensure test suites confirm behavior rather than just asserting mocks.

    Frameworks & tools

    Language-agnostic. Compatible with Cursor, Claude Code, GitHub Copilot, and standard CI/CD environments. Supports REST/GraphQL APIs, database migrations, and infrastructure-as-code.

    Why this beats prompting it yourself

    Generic prompts often miss environment-specific constraints and fail to verify if a library method actually exists in your lockfile. This skill follows a rigorous 4-phase verification framework that treats AI output as untrusted until proven valid against your specific codebase.

    Use cases

    • Reviewing complex pull requests generated by AI coding agents.
    • Auditing AI-suggested refactors for hidden breaking changes in public APIs.
    • Verifying database migrations for lock risks and nullability constraints.
    • Checking AI-generated frontend components for accessibility and state management.

    Known limitations

    Cannot independently guarantee production safety without repository access, dependency info, or executed validation evidence.

    How to install

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

    ~30 seconds
    1. 1

      Download the ZIP

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    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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    Fresh listing

    Recently published to Agensi

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    Trust & safety

    Security scanned

    Verified clean 2 months ago

    • Passed all security checks, Safe to install

    Listed2 months ago

    What's inside

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