danielwpz/polybrain-mcp
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Polybrain MCP Server is a versatile server designed to connect AI agents to multiple LLM models, offering features like conversation history management and model switching.
Polybrain MCP Server
An MCP (Model Context Protocol) server for connecting AI agents to multiple LLM models. Supports conversation history, model switching, and seamless Claude Code integration.
Features
- Multi-model support (OpenAI, OpenRouter, custom endpoints)
- Conversation history management
- Switch models mid-conversation
- Extended thinking/reasoning support (configurable by provider)
- Pure MCP protocol (silent by default)
- Automatic server management
Installation
npm install -g polybrain
# or
pnpm add -g polybrain
Quick Setup
1. Configure Models
Option A: YAML (recommended)
Create ~/.polybrain.yaml:
models:
- id: "gpt-4o"
modelName: "gpt-4o"
baseUrl: "https://api.openai.com/v1"
apiKey: "${OPENAI_API_KEY}"
provider: "openai"
- id: "gpt-5.1"
modelName: "openai/gpt-5.1"
baseUrl: "https://openrouter.io/api/v1"
apiKey: "${OPENROUTER_KEY}"
provider: "openrouter"
Set env vars:
export OPENAI_API_KEY="sk-..."
export OPENROUTER_KEY="sk-or-..."
Option B: Environment variables
export POLYBRAIN_BASE_URL="https://api.openai.com/v1"
export POLYBRAIN_API_KEY="sk-..."
export POLYBRAIN_MODEL_NAME="gpt-4o"
2. Coding Agent Integration
Claude Code
Run the following command to add Polybrain to Claude Code:
claude mcp add -s user -t stdio polybrain -- polybrain
OpenAI Codex
Open ~/.codex/config.toml and add:
[mcpServers.polybrain]
command = "polybrain"
Usage
You can now ask your coding agent to consult specific models. For example:
"Ask deepseek what's the best way to install python on mac"
Or:
"What models are available from polybrain?"
Configuration Reference
Environment Variables
POLYBRAIN_BASE_URL- LLM API base URLPOLYBRAIN_API_KEY- API keyPOLYBRAIN_MODEL_NAME- Model namePOLYBRAIN_HTTP_PORT- Server port (default: 32701)POLYBRAIN_LOG_LEVEL- Log level (default: info)POLYBRAIN_DEBUG- Enable debug logging to stderrPOLYBRAIN_CONFIG_PATH- Custom config file path
YAML Config Fields
httpPort: 32701 # Optional
truncateLimit: 500 # Optional
logLevel: info # Optional
models: # Required
- id: "model-id" # Internal ID
modelName: "actual-model-name" # API model name
baseUrl: "https://api.url/v1" # API endpoint
apiKey: "key or ${ENV_VAR}" # API key
provider: "openai" # Optional: provider type for reasoning support
Supported Providers
The provider field enables provider-specific features like extended thinking/reasoning. If not specified, reasoning parameters will not be passed to the API (safe default).
| Provider | Reasoning Support | Valid Values |
|---|---|---|
| OpenAI | YES | "openai" |
| OpenRouter | VARIES | "openrouter" |
Examples:
- Use
provider: "openai"for OpenAI API models (GPT-4, o-series) - Use
provider: "openrouter"for OpenRouter proxy service (supports 400+ models) - Omit
providerfield if your endpoint doesn't support reasoning parameters
Example with reasoning:
models:
- id: "gpt-o1"
modelName: "o1"
baseUrl: "https://api.openai.com/v1"
apiKey: "${OPENAI_API_KEY}"
provider: "openai" # Enables reasoning support
- id: "gpt-5.1"
modelName: "openai/gpt-5.1"
baseUrl: "https://openrouter.io/api/v1"
apiKey: "${OPENROUTER_KEY}"
provider: "openrouter" # Enables reasoning support
To use reasoning, set reasoning: true in the chat tool call. If the model and provider support it, you'll receive both the response and reasoning content.
Development
Setup
pnpm install
Build
pnpm build
Lint & Format
pnpm lint
pnpm format
Type Check
pnpm type-check
Development Mode
pnpm dev
Project Structure
src/
├── bin/polybrain.ts # CLI entry point
├── launcher.ts # Server launcher & management
├── http-server.ts # HTTP server
├── index.ts # Main server logic
├── mcp-tools.ts # MCP tool definitions
├── conversation-manager.ts
├── openai-client.ts
├── config.ts
├── logger.ts
└── types.ts
Debugging
Enable debug logs to stderr:
{
"mcpServers": {
"polybrain": {
"command": "polybrain",
"env": {
"POLYBRAIN_DEBUG": "true"
}
}
}
}
Restart Server
After changing configuration in ~/.polybrain.yaml, restart the HTTP backend server:
polybrain --restart
This kills the background HTTP server. The next time you use polybrain, it will automatically start a fresh server with the updated configuration.
License
MIT