🔮 Prompt Optimizer

A plugin for AI-assisted development tools that provides:

• /optimize command
• optimize_prompt MCP tool
• Skill definition

Refines your prompts to be clearer, more specific, and more actionable.

Supported Tools

Tool	Plugin Directory	Configuration
ZCode	~/.zcode/cli/plugins/custom/prompt-optimizer/	Settings → Plugin Management → Discover → Add repo URL
Claude Code	~/.claude/plugins/prompt-optimizer/	claude plugins install or manual copy
Codex CLI	~/.codex/plugins/prompt-optimizer/	codex plugin install or manual copy
Reasonix	~/.reasonix/skills/prompt-optimizer/	Automatic skill discovery
DSH	tools/dsh/npm/ (npm package, dsh-market ready)	dsh plugin --profile web add dsh-prompt-optimizer
MimoCode	~/.mimocode/plugins/prompt-optimizer/	Settings → Plugins
OpenCode	~/.opencode/mcp-servers/prompt-optimizer/	MCP server configuration

Installation

Option 1: GitHub (International Users)

git clone https://github.com/goodie1972/prompt-optimizer.git

Option 2: Gitee (China Mainland, Accelerated)

git clone https://gitee.com/uprobao/prompt-optimizer.git

Option 3: PyPI Package

pip install prompt-optimizer-mcp

Tool-Specific Installation

🎯 ZCode

1. Copy the entire prompt-optimizer folder to:

   ~/.zcode/cli/plugins/custom/prompt-optimizer/
   

2. In ZCode, go to Settings → Plugin Management → Discover → Click ⊕ → Enter the repo URL:
   • GitHub: https://github.com/goodie1972/prompt-optimizer
   • Gitee: https://gitee.com/uprobao/prompt-optimizer
3. Enable the plugin.
4. Configure your API key in ~/.zcode/mcp/prompt-optimizer/.env.

🎯 Claude Code

1. Copy the entire prompt-optimizer folder to:

   ~/.claude/plugins/prompt-optimizer/
   

2. Restart Claude Code or run:

   claude plugins install
   

3. The /optimize command and optimize_prompt MCP tool will be available.

🎯 Codex CLI

1. Copy the entire prompt-optimizer folder to:

   ~/.codex/plugins/prompt-optimizer/
   

2. Restart Codex or run:

   codex plugin install
   

3. The /optimize command and optimize_prompt MCP tool will be available.

🎯 Reasonix

1. Copy the skills/prompt-optimizer folder to:

   ~/.reasonix/skills/prompt-optimizer/
   

2. Restart Reasonix. The skill will be auto-discovered.
3. Use the optimize_prompt skill in your workflows.

🎯 DSH

1. Install via npm (recommended — appears in dsh-market):

   dsh plugin --profile web add dsh-prompt-optimizer
   

2. Or install from the repo:

   cd tools/dsh/npm
   npm install
   dsh plugin --profile web add .
   

3. The /optimize command, optimize_prompt MCP tool, and Settings page (Settings → Prompt Optimizer) will be available.

dsh-market submission: The DSH npm package is ready to be submitted to awesome-dsh-plugin via PR. See tools/dsh/awesome-dsh-plugin-entry.yml for the registry entry.

🎯 MimoCode

1. Copy the entire prompt-optimizer folder to:

   ~/.mimocode/plugins/prompt-optimizer/
   

2. In MimoCode Settings → Plugins, enable the plugin.
3. The /optimize command and optimize_prompt MCP tool will be available.

🎯 OpenCode

1. Copy the mcp/server.py file to:

   ~/.opencode/mcp-servers/prompt-optimizer/server.py
   

2. Create a config file:

   {
     "mcpServers": {
       "prompt-optimizer": {
         "command": "python",
         "args": ["~/.opencode/mcp-servers/prompt-optimizer/server.py"],
         "env": {}
       }
     }
   }
   

3. Restart OpenCode. The optimize_prompt MCP tool will be available.

Configuration

For all tools that use the MCP server:

~/.zcode/mcp/prompt-optimizer/.env

or environment variables:

• OPTIMIZE_API_KEY + OPTIMIZE_BASE_URL + OPTIMIZE_MODEL
• Or any known provider key (e.g., OPENAI_API_KEY, DEEPSEEK_API_KEY, AGNES_API_KEY)

Usage

As a Command

In any supported tool's chat interface:

/optimize Your raw prompt here

As an MCP Tool

In your tool's AI workflow, call:

optimize_prompt(prompt="Your raw prompt here")

Changelog

v1.2.1

• Fixed recursive optimization issue: added marker and instruction to prevent infinite loops when using /optimize command repeatedly.

v1.2.0

• Added multi-tool support: ZCode, Claude Code, Codex CLI, Reasonix, DSH, MimoCode, OpenCode
• DSH npm package with dsh-market registry ready
• Updated documentation with tool-specific installation guides
• Added Gitee mirror for China mainland users

v1.1.1

• Documentation updated to bilingual (Chinese/English)

v1.1.0

• Compatible with mcp 2.0.0 (FastMCP → MCPServer)

v1.0.0

• Initial release

Links

• GitHub: https://github.com/goodie1972/prompt-optimizer
• Gitee: https://gitee.com/uprobao/prompt-optimizer
• PyPI: https://pypi.org/project/prompt-optimizer-mcp/
• Live Demo: https://goodie1972.github.io/prompt-optimizer/demo.html
• Issues: https://github.com/goodie1972/prompt-optimizer/issues

License

MIT © goodie1972