2 AI prompts tagged with "review"
Last updated: December 1, 2025
Analyze the content from this account: [USERNAME / DESCRIPTION]. Identify what’s working, what’s failing, and why. Give a next-month content plan including 20 post ideas, posting schedule, analytics goals, and virality triggers.
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# 🚀 **Conductor Audit Prompt for Google Antigravity (Target: Prompt Manage Codebase)** **Purpose:** Hard-audit the entire **Prompt Manage** codebase using **Google Antigravity** with a strict focus on **security**, **scalability**, and long-term stability. **Prompt:** > **Objective:** > Use **Google Antigravity** to perform a full-scope analysis of the **Prompt Manage** codebase. The priority is to harden security, improve scalability, reduce clutter, streamline architecture, and ensure the system can support enterprise-level usage without risk. > > --- > > **Priority #1 — Security & Access Control:** > > * Identify vulnerabilities, unsafe patterns, injection risks, weak validation, or insecure system interactions. > * Evaluate authentication, session handling, and permission layers for gaps. > * Detect exposed secrets, unsafe logging, or misconfigured env variables. > * Flag outdated dependencies, CVEs, and libraries not suitable for high-security products. > * Recommend hardened designs for API access, rate limiting, storage, and data boundaries. > > --- > > **Priority #2 — Scalability & Load Performance:** > > * Review database queries, caching strategy, and API architecture. > * Identify bottlenecks, blocking operations, or non-scalable patterns. > * Suggest improvements: indexing, batching, async workflows, message queues, or distributed job workers. > * Optimize for heavy multi-team usage, long-lived sessions, large prompt libraries, and high-frequency read/writes. > > --- > > **Priority #3 — Code Cleanliness & Maintainability:** > > * Flag dead code, unused modules, repeated logic, or inconsistent patterns. > * Suggest reorganizing directory structure, helpers, services, and components. > * Improve readability, naming, docs, comments, and error handling strategy. > * Align everything into a consistent, scalable architectural style to support a growing developer team. > > --- > > **Required Output:** > > 1. A prioritized security report (Critical → Low). > 2. A file-by-file improvement list where applicable. > 3. A set of structural/architectural upgrades for long-term scaling. > 4. Concrete code examples or patches showing improved patterns. > 5. A final hardening checklist ensuring the Prompt Manage codebase meets standards for: > > * Security > * Scalability > * Cleanliness > * Maintainability > * Enterprise readiness > > **Goal:** > Deliver a complete, actionable improvement plan that makes **Prompt Manage** safer, faster, more stable, and easier to maintain — leveraging Google Antigravity for deep, system-level insights. ---
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