{"$schema":"https://wellknown.network/schemas/agent-record-v1.json","schemaVersion":"1","id":"ag_mnvjqn4df278","handle":"prompt-optimizer-mcp","url":"https://wellknown.network/agents/prompt-optimizer-mcp","links":{"self":"https://wellknown.network/agents/prompt-optimizer-mcp/record.json","html":"https://wellknown.network/agents/prompt-optimizer-mcp","markdown":"https://wellknown.network/agents/prompt-optimizer-mcp/record.md","api":"https://wellknown.network/api/v1/agents/prompt-optimizer-mcp","status":"https://wellknown.network/api/v1/agents/prompt-optimizer-mcp/status","claim":"https://wellknown.network/agents/prompt-optimizer-mcp/claim","claimApi":"https://wellknown.network/api/v1/claims","claimDescriptor":"https://wellknown.network/agents/prompt-optimizer-mcp/claim.json","badge":"https://wellknown.network/agents/prompt-optimizer-mcp/badge.svg","openapi":"https://wellknown.network/openapi.json","history":"https://wellknown.network/api/v1/agents/prompt-optimizer-mcp/history","tools":"https://wellknown.network/api/v1/agents/prompt-optimizer-mcp/tools"},"ard":{"identifier":"urn:air::server:prompt-optimizer-mcp","type":"application/mcp-server-card+json"},"kind":"mcp_server","declared":{"name":"prompt-optimizer-mcp","summary":"Multi-tool prompt optimizer (ZCode, Claude Code, Codex, DSH, MimoCode, OpenCode, Reasonix): /optimize command and optimize_prompt MCP tool","description":"# prompt-optimizer-mcp v1.1.1\n\n> **作者 / Author:** goodie1972\n> **GitHub:** https://github.com/goodie1972/prompt-optimizer\n> **PyPI:** https://pypi.org/project/prompt-optimizer-mcp/1.1.1/\n\n---\n\n## 简介 / Introduction\n\n**中文：** 一个 ZCode 提示词优化 MCP 工具包，提供 `optimize_prompt` MCP 工具和 `/optimize` 命令，通过 LLM 优化提示词，使其更清晰、更具体、更可执行。\n\n**English:** A ZCode prompt optimizer MCP package that provides the `optimize_prompt` MCP tool and `/optimize` command. It uses LLM to refine prompts, making them clearer, more specific, and more actionable.\n\n---\n\n## 安装 / Installation\n\n### 中文\n\n```bash\npip install prompt-optimizer-mcp\n```\n\n### English\n\n```bash\npip install prompt-optimizer-mcp\n```\n\n---\n\n## 在 ZCode 中使用 / Usage in ZCode\n\n### 中文\n\n安装后在 ZCode 的 MCP 配置中添加：\n\n### English\n\nAfter installation, add the following to your ZCode MCP configuration:\n\n```json\n{\n  \"mcpServers\": {\n    \"prompt-optimizer\": {\n      \"command\": \"prompt-optimizer-mcp\",\n      \"env\": {}\n    }\n  }\n}\n```\n\n---\n\n## 配置 / Configuration\n\n### 中文\n\n在 `~/.zcode/mcp/prompt-optimizer/.env` 中设置 API Key：\n\n```env\nOPTIMIZE_API_KEY=你的key\nOPTIMIZE_BASE_URL=https://你的地址/v1\nOPTIMIZE_MODEL=模型名\n```\n\n或直接设置环境变量：\n\n```env\nAGNES_API_KEY=...\n# 或 / or\nOPENAI_API_KEY=...\n```\n\n### English\n\nSet your API Key in `~/.zcode/mcp/prompt-optimizer/.env`:\n\n```env\nOPTIMIZE_API_KEY=your-api-key\nOPTIMIZE_BASE_URL=https://your-endpoint/v1\nOPTIMIZE_MODEL=model-name\n```\n\nOr set environment variables directly:\n\n```env\nAGNES_API_KEY=...\n# or\nOPENAI_API_KEY=...\n```\n\n---\n\n## 使用 / Usage\n\n### 中文\n\n**作为 MCP 工具：** AI 在对话中自动调用 `optimize_prompt` 工具：\n\n```python\noptimize_prompt(prompt=\"写一个Python脚本读取CSV\")\n# 返回：写一个Python脚本，读取指定路径的CSV文件...\n```\n\n**作为命令行工具：** 启动 MCP 服务器：\n\n```bash\nprompt-optimizer-mcp\n```\n\n### English\n\n**As an MCP tool:** The AI automatically invokes the `optimize_prompt` tool during conversations:\n\n```python\noptimize_prompt(prompt=\"Write a Python script to read a CSV file\")\n# Returns: Write a Python script that reads a CSV file from a specified path...\n```\n\n**As a CLI tool:** …","publisher":null,"homepage":"https://github.com/goodie1972/prompt-optimizer","repository":"https://github.com/goodie1972/prompt-optimizer","version":"1.2.0","license":"MIT","protocols":["mcp"],"tags":["ai","mcp","optimizer","prompt","zcode"],"pricing":null,"endpoints":[{"url":"pypi:prompt-optimizer-mcp","type":"package_pypi","auth":null,"probeable":false}],"skills":null,"tools":null,"extra":null,"attribution":{"kind":"pypi","name":"pypi","license":"pypi","repoUrl":"pypi","summary":"pypi","version":"pypi","description":"pypi","homepageUrl":"pypi"}},"derived":{"capabilities":[{"slug":"dev.package-management","name":"Packages & Dependencies","confidence":0.768,"provenance":"derived"}],"categories":["dev"],"language":"en"},"observed":{"status":"unknown","statusReason":"Distributed as a package to run locally; no network endpoint to check.","lastOkAt":null,"lastProbedAt":null,"statusComputedAt":null,"reliability30d":null,"latestObservations":[],"tools":null,"package":{"name":"prompt-optimizer-mcp","registry":"pypi","observedAt":"2026-11-10T00:24:46.287Z","publishedAt":"2026-08-25T10:07:08.498436Z","latestVersion":"1.2.0"},"toolSurface":null,"endpointFacts":[]},"verification":{"claimed":false,"claimedAt":null,"proofs":[]},"provenance":{"sources":[{"source":"pypi","key":"prompt-optimizer-mcp","url":"https://pypi.org/project/prompt-optimizer-mcp/","firstSeenAt":"2026-09-10T10:24:05.216Z","fetchedAt":"2026-11-10T00:23:32.534Z","normalizedAt":"2026-11-10T00:23:32.534Z"}]},"firstSeenAt":"2026-09-10T10:24:05.216Z","updatedAt":"2026-11-10T00:24:46.287Z"}