MCPLow riskUnclaimed
Promptheus
AI-powered prompt refinement with adaptive questioning and multi-provider support (6+ LLM backends)
abhichandra21abhichandra21/promptheus
server.json
{
"$schema": "https://static.modelcontextprotocol.io/schemas/2025-10-17/server.schema.json",
"name": "io.github.abhichandra21/promptheus",
"description": "AI-powered prompt refinement with adaptive questioning and multi-provider support (6+ LLM backends)",
"title": "Promptheus",
"repository": {
"url": "https://github.com/abhichandra21/Promptheus.git",
"source": "github"
},
"version": "0.3.1",
"websiteUrl": "https://github.com/abhichandra21/Promptheus",
"packages": [
{
"registryType": "pypi",
"identifier": "promptheus",
"version": "0.3.1",
"runtimeHint": "python",
"transport": {
"type": "stdio"
},
"environmentVariables": [
{
"description": "Google Gemini API key (optional, at least one provider required)",
"isSecret": true,
"name": "GOOGLE_API_KEY"
},
{
"description": "Anthropic Claude API key (optional, at least one provider required)",
"isSecret": true,
"name": "ANTHROPIC_API_KEY"
},
{
"description": "OpenAI API key (optional, at least one provider required)",
"isSecret": true,
"name": "OPENAI_API_KEY"
},
{
"description": "Groq API key (optional, at least one provider required)",
"isSecret": true,
"name": "GROQ_API_KEY"
},
{
"description": "Alibaba Qwen API key (optional, at least one provider required)",
"isSecret": true,
"name": "QWEN_API_KEY"
},
{
"description": "Zhipu GLM API key (optional, at least one provider required)",
"isSecret": true,
"name": "GLM_API_KEY"
},
{
"description": "Override provider selection (gemini, anthropic, openai, groq, qwen, glm)",
"name": "PROMPTHEUS_PROVIDER"
},
{
"description": "Override model selection for the chosen provider",
"name": "PROMPTHEUS_MODEL"
}
]
}
],
"_meta": {
"io.modelcontextprotocol.registry/publisher-provided": {
"categories": [
"AI Tools",
"Developer Productivity",
"Prompt Engineering",
"LLM Utilities"
],
"features": [
"Adaptive task detection (analysis vs generation)",
"Multi-provider support (6+ AI backends)",
"Interactive and structured question modes",
"Session history management",
"Privacy-preserving telemetry"
],
"tools": [
{
"description": "Intelligently refine prompts with adaptive questioning workflow",
"name": "refine_prompt"
},
{
"description": "Make surgical modifications to existing prompts",
"name": "tweak_prompt"
},
{
"description": "Discover available models for each AI provider",
"name": "list_models"
},
{
"description": "Check provider configuration status",
"name": "list_providers"
},
{
"description": "Validate API keys and test provider connections",
"name": "validate_environment"
}
]
}
}
}Permissions
DeclaredDetected
Runs code—
pythonInstalls—
pypi:promptheus@0.3.1Runs install scripts—None
NetworkNoneNone
Needs credentials
ANTHROPIC_API_KEYGLM_API_KEYGOOGLE_API_KEYGROQ_API_KEYOPENAI_API_KEYQWEN_API_KEYANTHROPIC_API_KEYGLM_API_KEYGOOGLE_API_KEYGROQ_API_KEYOPENAI_API_KEYQWEN_API_KEYOutside the workspace—None
Agent tools—None
Checks
Low risk · Nothing worth a warning was found.
Not reviewed by a person · Checked by rules; the model review is not switched on yet.
Versions
- #10.3.1latestOct 7, 2026
PromptheusOpen in Codeg