AI提示优化工具

# Clone the repository
git clone https://github.com/grandinh/mcp-prompt-optimizer.git
cd mcp-prompt-optimizer

# Install dependencies
npm install

# Build
npm run build

{
  "mcpServers": {
    "prompt-optimizer": {
      "command": "node",
      "args": ["/path/to/mcp-prompt-optimizer/dist/index.js"],
      "description": "Optimizes prompts using the OTA Framework"
    }
  }
}

Use the optimize_prompt tool to analyze: "build a dashboard"

/ori add JWT authentication to the Express API

[OPTIMIZED] Domain: code | Clarity: 30% | Risks: none

⚠️ Clarification Needed (Clarity: 30%)

Please answer these questions before I proceed:
1. What programming language or framework are you using?
2. What specific features or components are you building?
3. Do you need tests, validation, or specific security considerations?

Use optimize_prompt tool: "build a React dashboard with user analytics,
chart visualizations using Chart.js, and real-time data updates.
Need responsive design and accessibility compliance."

[OPTIMIZED] Domain: code | Clarity: 85% | Risks: none

✓ Ready to Process (Clarity: 85%)

[Shows enhanced prompt with code-specific requirements including
security, testing, accessibility, and structured output format]

- Include code summary and complexity notes
- Add security considerations
- Provide test plan and example I/O
- Include error handling

- Evaluate against usability heuristics
- Include accessibility checklist (WCAG 2.1 AA)
- Consider mobile responsiveness
- Address error and loading states

- Describe dataset shape and structure
- Show calculation steps explicitly
- Validate data and identify edge cases
- Make results reproducible

optimize_prompt: "help me with my app"

[OPTIMIZED] Domain: code | Clarity: 25% | Risks: none

⚠️ Clarification Needed

1. What programming language or framework are you using?
2. What specific feature or component are you building?

optimize_prompt: "Create a REST API for user authentication in Express.js.
Need endpoints for register, login, logout. Use JWT tokens with refresh
token rotation. Store passwords with bcrypt."

[OPTIMIZED] Domain: code | Clarity: 90% | Risks: security

✓ Ready to Process

**Domain:** code

**Requirements:**
- Include code summary and complexity notes
- **CRITICAL:** Address security concerns (auth, validation, token storage)
- Provide test plan and example I/O
- Include error handling

**Risk Flags:** security
Please address these concerns in your response.

optimize_prompt: "Review my checkout flow for usability issues"

[OPTIMIZED] Domain: UX | Clarity: 70% | Risks: none

✓ Ready to Process

**Requirements:**
- Evaluate against usability heuristics
- Include accessibility checklist (WCAG 2.1 AA)
- Consider mobile responsiveness
- Address error and loading states

const needsClarification = clarityScore < 0.6; // Change to 0.7 for stricter

return questions.slice(0, 3); // Change to 2 for fewer questions

if (/(your|custom|keywords)/i.test(prompt)) {
  return 'your_domain';
}

npm run build

npm run dev

mcp-prompt-optimizer/
├── src/
│   └── index.ts          # Main server code
├── dist/                 # Built output (git-ignored)
├── package.json
├── tsconfig.json
├── README.md
├── LICENSE
└── .gitignore

1. Parse & Classify
   ├── Detect domain
   ├── Calculate clarity score
   └── Identify risk flags

2. Generate Questions (if clarity < 60%)
   └── Max 3 targeted questions

3. Create Optimized Prompt
   ├── Add domain-specific requirements
   ├── Include risk warnings
   └── Specify output format

4. Return Analysis
   ├── Optimization header
   ├── Questions (if needed)
   └── Enhanced prompt (if ready)