agentic-fleet 0.1.5

Multi-agent reasoning system with specialized thinker and grader components

Agentic Fleet

A powerful fleet of AI agents for complex reasoning and task execution, combining Tree of Thoughts reasoning with advanced agent orchestration capabilities.

Features

• Tree of Thoughts Reasoning: Multi-agent reasoning system with beam search
• CaptainAgent: Advanced agent orchestration based on the paper "CaptainAgent: Building Reliable Autonomous Agents through Iterative Prompting"
• Agent Fleet: Extensible collection of specialized agents for different tasks
• Tool Integration: Rich set of tools and capabilities for agents
• Modern Development: Built with modern Python tools (uv, PDM)

Installation

pip install agentic-fleet

Quick Start

from agentic_fleet import CaptainAgent, ReasoningAgent
from agentic_fleet.tools import CodeAnalysisTool, DataProcessingTool

# Initialize CaptainAgent with specialized tools
captain = CaptainAgent(
    name="project_captain",
    tools=[CodeAnalysisTool(), DataProcessingTool()],
    max_iterations=5
)

# Execute a complex task
result = captain.execute_task(
    "Analyze this codebase and suggest improvements",
    context={"repo_path": "./my_project"}
)

# Use reasoning agent for complex problem-solving
reasoner = ReasoningAgent(
    name="math_reasoner",
    beam_size=3,
    max_depth=5
)

solution = reasoner.solve("What is the optimal strategy for...")

Architecture

The package consists of several key components:

1. CaptainAgent: Orchestrates complex tasks through iterative prompting
2. ReasoningAgent: Implements Tree of Thoughts for complex reasoning
3. SpecialistAgents: Task-specific agents (Coder, Analyst, etc.)
4. Tools: Extensible set of capabilities for agents
5. Prompts: Carefully crafted prompts for different scenarios

Development

# Install development dependencies
uv venv
source .venv/bin/activate
uv pip install -e ".[dev]"

# Run tests
pytest

# Run linting
ruff check .
black .
mypy .

Contributing

See CONTRIBUTING.md for guidelines.

License

MIT License - see LICENSE for details.