optimize_prompt — ai prompt optimizer MCP Tool
optimize_prompt
(optimize prompt) is one of 5 tools on the
ai prompt optimizer
MCP server. Connect the server and your client discovers it on the handshake.
by client
How to call optimize_prompt from your client
- Claude Code ai prompt optimizer optimize_prompt run in your project directory
- Claude Desktop ai prompt optimizer optimize_prompt ~/Library/Application Support/Claude/claude_desktop_config.json
- Cursor ai prompt optimizer optimize_prompt ~/.cursor/mcp.json
- VS Code ai prompt optimizer optimize_prompt .vscode/mcp.json
- Zed ai prompt optimizer optimize_prompt ~/.config/zed/settings.json
- Windsurf ai prompt optimizer optimize_prompt ~/.codeium/windsurf/mcp_config.json
- Cline ai prompt optimizer optimize_prompt ~/Library/Application Support/Code/User/globalStorage/saoudrizwan.claude-dev/settings/cline_mcp_settings.json
- Gemini CLI ai prompt optimizer optimize_prompt ~/.gemini/settings.json
- Grok ai prompt optimizer optimize_prompt .mcp.json (in your project root)
- ChatGPT ai prompt optimizer optimize_prompt Settings → Connectors → Advanced → Developer mode
- Claude.ai ai prompt optimizer optimize_prompt Settings → Connectors → Add custom connector
- LangChain ai prompt optimizer optimize_prompt pip install langchain-mcp-adapters
Fastest route
claude mcp add --transport http ai-prompt-optimizer https://api.lazy-mac.com/ai-prompt-optimizer/mcpOther tools on this server
This list was read from the server itself, by connecting to it and calling tools/list on 24 September 2026. It is what
the server actually exposes, not what its listing claims.
Mutating and Read-only are read off each tool's name, not its schema — a hint, not a guarantee. The registry stores tool names only; connect the server for its live schemas.