toxp 0.6.1

TOXP CLI - Team Of eXPerts parallel reasoning with multiple LLM agents and AWS Bedrock

TOXP - Team Of eXPerts

Parallel reasoning CLI using multiple LLM agents. TOXP spawns N independent reasoning agents to tackle complex queries, then synthesizes their outputs through a coordinator agent into a coherent, high-confidence answer.

Features

• Parallel Reasoning: Spawn 2-32 independent reasoning agents
• Intelligent Synthesis: Coordinator analyzes agreements, contradictions, synthesizes best answer
• Confidence Levels: Low/Medium/High confidence ratings
• Streaming Output: Real-time coordinator synthesis
• Session Logging: Markdown logs with token counts and cost estimates

Prerequisites

• Python 3.10+
• AWS credentials with Bedrock access:

  aws configure --profile your-profile
  

• Claude model access in AWS Bedrock console

Installation

# Using uvx (no install needed)
uvx toxp "Your question"

# Or install permanently
uv tool install toxp    # recommended
pipx install toxp       # alternative
pip install toxp        # in current env

Upgrading

uv tool upgrade toxp    # if installed with uv
pipx upgrade toxp       # if installed with pipx
pip install -U toxp     # if installed with pip

Setup

toxp config set aws-profile your-profile
toxp config show

Quick Start

toxp "Solve: x^2 + 5x + 6 = 0"
echo "Explain recursion" | toxp
toxp -v "Analyze quicksort"        # verbose
toxp --quiet "What is 2 + 2?"      # only answer
toxp --output answer.txt "Question"

Configuration

Stored at ~/.toxp/config.json:

toxp config show                    # view all
toxp config get model               # get value
toxp config set num-agents 24       # set value
toxp config reset                   # reset defaults

Key	Default	Description
aws-profile	default	AWS profile
region	us-east-1	AWS region
num-agents	15	Parallel agents (2-32)
temperature	0.9	Agent temperature
model	claude-sonnet-4-5	Model ID

Environment variables: TOXP_AWS_PROFILE, TOXP_REGION, TOXP_NUM_AGENTS

CLI Reference

toxp [OPTIONS] [QUERY]

Options:
  -q, --query TEXT       Query string
  -n, --num-agents INT   Agents (2-32)
  -t, --temperature FLOAT
  --aws-profile TEXT
  --region TEXT
  -o, --output FILE
  -v, --verbose
  --quiet
  --help

How It Works

1. Query sent to N reasoning agents (T=0.9)
2. At least 50% must succeed
3. Coordinator synthesizes responses
4. Final answer with confidence level

Troubleshooting

# Credentials expired
aws sso login --profile your-profile

# Rate limiting
toxp config set num-agents 8

# Debug
toxp -v "Your question"

Development

pip install -e ".[dev]"
pytest -v

License

MIT