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AI-powered prompt refinement with adaptive questioning and multi-provider support (6+ LLM backends)
Promptheus 是 ChatHome Skills 收录的 MCP 条目,来源为 Official MCP Registry,质量分 67/100。 作为 Model Context Protocol 服务器,它向 Claude、Cursor、Copilot 等兼容 MCP 的 LLM 客户端暴露可直接调用的工具,让 agent 的能力超出模型内置范围。 该条目由 ChatHome Skills 的每日抓取从官方 registry 和 GitHub 发现查询中收录,每次运行都会重新核验仓库事实、新鲜度信号和安装元数据。 质量分综合了官方 registry 收录情况、可用安装命令、许可证完整性、仓库活跃度和 GitHub star 趋势,完整算法说明见来源页。安装命令已列于上方,可直接复制使用。 在将 Promptheus 加入生产 agent 工作流前,请核对上方的最近更新日期和仓库状态——下方事实快照是最近一次抓取的时点值。
uvx promptheus==0.3.1运行此命令前,请先核对上游源码。
{
"_meta": {
"io.modelcontextprotocol.registry/official": {
"status": "active",
"isLatest": true,
"updatedAt": "2025-12-10T06:09:02.751578Z",
"publishedAt": "2025-12-10T06:09:02.751578Z",
"statusChangedAt": "2025-12-10T06:09:02.751578Z"
}
},
"server": {
"name": "io.github.abhichandra21/promptheus",
"_meta": {
"io.modelcontextprotocol.registry/publisher-provided": {
"tools": [
{
"name": "refine_prompt",
"description": "Intelligently refine prompts with adaptive questioning workflow"
},
{
"name": "tweak_prompt",
"description": "Make surgical modifications to existing prompts"
},
{
"name": "list_models",
"description": "Discover available models for each AI provider"
},
{
"name": "list_providers",
"description": "Check provider configuration status"
},
{
"name": "validate_environment",
"description": "Validate API keys and test provider connections"
}
],
"features": [
"Adaptive task detection (analysis vs generation)",
"Multi-provider support (6+ AI backends)",
"Interactive and structured question modes",
"Session history management",
"Privacy-preserving telemetry"
],
"categories": [
"AI Tools",
"Developer Productivity",
"Prompt Engineering",
"LLM Utilities"
]
}
},
"title": "Promptheus",
"$schema": "https://static.modelcontextprotocol.io/schemas/2025-10-17/server.schema.json",
"version": "0.3.1",
"packages": [
{
"version": "0.3.1",
"transport": {
"type": "stdio"
},
"identifier": "promptheus",
"runtimeHint": "python",
"registryType": "pypi",
"environmentVariables": [
{
"name": "GOOGLE_API_KEY",
"isSecret": true,
"description": "Google Gemini API key (optional, at least one provider required)"
},
{
"name": "ANTHROPIC_API_KEY",
"isSecret": true,
"description": "Anthropic Claude API key (optional, at least one provider required)"
},
{
"name": "OPENAI_API_KEY",
"isSecret": true,
"description": "OpenAI API key (optional, at least one provider required)"
},
{
"name": "GROQ_API_KEY",
"isSecret": true,
"description": "Groq API key (optional, at least one provider required)"
},
{
"name": "QWEN_API_KEY",
"isSecret": true,
"description": "Alibaba Qwen API key (optional, at least one provider required)"
},
{
"name": "GLM_API_KEY",
"isSecret": true,
"description": "Zhipu GLM API key (optional, at least one provider required)"
},
{
"name": "PROMPTHEUS_PROVIDER",
"description": "Override provider selection (gemini, anthropic, openai, groq, qwen, glm)"
},
{
"name": "PROMPTHEUS_MODEL",
"description": "Override model selection for the chosen provider"
}
]
}
],
"repository": {
"url": "https://github.com/abhichandra21/Promptheus.git",
"source": "github"
},
"websiteUrl": "https://github.com/abhichandra21/Promptheus",
"description": "AI-powered prompt refinement with adaptive questioning and multi-provider support (6+ LLM backends)"
}
}