Prompt Optimizer — Development skill for Claude Code
Optimize prompts for Claude & Gemini with local, privacy-first PII anonymization: a Windows/Tauri desktop app that generates 5 variants + CLAUDE.md/GEMINI.md scaffolds.
How to install Prompt Optimizer
This entry records only its repository, not the path inside it, so there is no
exact command to give. Open CalvinTTooS/prompt-optimizer and copy the folder into
~/.claude/skills/, or the file into ~/.claude/agents/.
What Prompt Optimizer does
Optimize prompts for Claude & Gemini with local, privacy-first PII anonymization: a Windows/Tauri desktop app that generates 5 variants + CLAUDE.md/GEMINI.md scaffolds. Gemini engine via your local API key, no backend.
Alternatives in Development
- Screenshot — Capture desktop, app windows, or pixel regions across OS platforms 14.6k ★
- Hermes Agent Self Evolution — ⚒ Evolutionary self-improvement for Hermes Agent — optimize skills, prompts, and code using DSPy + GEPA 5.2k ★
- Analyze Cluster Postmortem — Postmortem analysis of cluster failures → OPTIMIZE PROMPTS to work for EVERY use case 1.7k ★
README
Prompt Optimizer
**English** · [Italiano](README.it.md)
Prompt Optimizer is born from a simple idea: **help you write good prompts.** To do that it leans on Google **Gemini's free API tier** — and precisely *because* your prompt is sent to Gemini, it **anonymizes the sensitive data Gemini receives**: PII (emails, phone numbers, cards) is detected and masked **on your device** before the call, then restored in the output. Better prompts, without handing your personal data to the model.
Desktop app (Windows, via **Tauri**) — no backend of its own: everything runs client-side in the Tauri webview, with your API keys stored only on your device.

 [](https://github.com/CalvinTTooS/prompt-optimizer/releases/latest)  [](LICENSE)
🤖 Developed with AI assistance, under strict versioned development standards — see [Development](#development).
Download
Grab the latest build from the **[Releases](https://github.com/CalvinTTooS/prompt-optimizer/releases/latest)** page:
- Installer (recommended):
Prompt.optimizer_x.y.z_x64-setup.exe— installs into your user profile, no admin rights required. - Portable:
pop_app.exe— a single executable to copy and run (requires WebView2, usually already present on Windows 10/11).
⚠️ The app is unsigned: on first launch Windows **SmartScreen** may warn you → *"More info" → "Run anyway"*. Full guide: [user manual (EN)](docs/user-manual.md) · [manuale utente (IT)](docs/manuale-utente.md).
What it does
- Optimizes a prompt into up to 5 variants: Claude Chat, Claude Cowork, Claude Code (CLI), a Syste
Related Skills
Claude Code Privacy Guard
🛡️ Claude Code plugin that blocks prompts containing secrets, API keys, and PII before they reach Claude.
PII Shield
PII anonymization (MCP + Skill for Claude and CLI for the rest)
Usage Kun
Privacy-first macOS menu bar and Windows x64 tray app to monitor Claude Code, Codex, and optional Gemini quota
Desktop Touch MCP
Windows computer-use MCP server: drive any desktop app via semantic discover-then-act targeting (entities + le
Auto Optimize
Self-improving agent optimization — generates challenger variants of any agent/command, benchmarks against bas
Claude Code Optimizer
Optimize Claude Code token usage — 22 skills, 8 hooks, 6 rules. One npm install. Zero manual steps. Cut costs
Related Agents
Security Privacy Guardian
Use when validating PII handling (LGPD/GDPR), secret leakage in code/prompts/traces, eval-case sanitization, o
AI Prompts
Design, test, and optimize AI prompts for NPCs, world generation, quest creation, and narrative elements. Use
Context Optimizer
Meta utility agent for token and context optimization. Spawn when needing to compress agent prompts, optimize