This release is a pre-release and may not be stable for production use.
A multi-agent orchestration framework for LLM-powered workflows. MixSeek enables hierarchical task delegation with Leader and Member agents, round-based evaluation, and parallel team execution.
Features
- Multi-agent orchestration with Leader/Member hierarchy
- Support for multiple LLM providers (Google, OpenAI, Anthropic, xAI)
- Round-based evaluation with customizable judgment criteria
- Parallel team execution with leaderboard ranking
- Streamlit-based web UI for execution monitoring
- CLI tools for workspace management and agent execution
Installation
As a CLI Tool (Recommended)
Install globally as a command-line tool using uv:
# Install as a CLI tool (requires uv)
uv tool install mixseek-core
# Or install from source
git clone https://github.com/mixseek/mixseek-core.git
cd mixseek-core
uv tool install .
After installation, mixseek commands will be available globally:
mixseek --version
As a Python Package
Install as a library for programmatic use:
# Using pip
pip install mixseek-core
# Using uv
uv pip install mixseek-core
# Add to project dependencies (uv)
uv add mixseek-core
For development setup, see Development Guide.
Quick Start
Set Environment Variables
Choose one LLM provider and set the corresponding API key:
# Workspace directory (required)
export MIXSEEK_WORKSPACE=$HOME/mixseek-workspace
# Google Gemini (default in sample configs)
export GOOGLE_API_KEY=your-api-key
# OpenAI
export OPENAI_API_KEY=your-api-key
# Anthropic
export ANTHROPIC_API_KEY=your-api-key
# xAI (Grok)
export GROK_API_KEY=your-api-key
Initialize Workspace
mixseek init
This creates sample configuration files in your workspace:
configs/search_news.toml- Simple orchestratorconfigs/search_news_multi_perspective.toml- Multi-team orchestratorconfigs/agents/- Team configurations
Run Orchestration
# Execute with orchestrator config
mixseek exec "Search for the latest AI news" \
--config $MIXSEEK_WORKSPACE/configs/search_news.toml
# Run single team
mixseek team "Analyze this topic" \
--config $MIXSEEK_WORKSPACE/configs/agents/team_general_researcher.toml
# Launch web UI
mixseek ui
Supported LLM Providers
| Provider | Model Format | Environment Variable |
|---|---|---|
| Google Gemini | google-gla:gemini-flash-lite-latest |
GOOGLE_API_KEY |
| Google Vertex AI | google-vertex:gemini-flash-lite-latest |
GOOGLE_APPLICATION_CREDENTIALS |
| OpenAI | openai:gpt-4o |
OPENAI_API_KEY |
| Anthropic | anthropic:claude-sonnet-4-5-20250929 |
ANTHROPIC_API_KEY |
| xAI | xai:grok-3 |
GROK_API_KEY |
Documentation
Full documentation: https://mixseek.github.io/mixseek-core/
- Getting Started (Basic) - 5-minute quick start guide
- Getting Started (Advanced) - Multi-perspective search and customization
- Quick Start Guide - Detailed setup instructions
- Member Agents Guide - Agent types and configuration
- Team Guide - Team execution and delegation
- Orchestrator Guide - Multi-team parallel execution
- Configuration Reference - All configuration options
- Docker Setup - Container-based development
Contributing
Contributions are welcome! Please read our contributing guidelines before submitting pull requests.
License
Apache License 2.0 - see LICENSE for details.
2 maintainers
Metadata
2 maintainers
Release files for mixseek-core 0.1.0a21
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