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Documentation Index

Fetch the complete documentation index at: https://docs-omnicoreagent.omnirexfloralabs.com/llms.txt

Use this file to discover all available pages before exploring further.

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Installation

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Prerequisites

Before installing OmniCoreAgent, ensure you have the following:
System Requirements:
  • Python 3.10+ (Python 3.11+ recommended)
  • LLM API key from any supported provider (OpenAI, Anthropic, Google, etc.)
  • UV package manager (recommended) or pip

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Check Python Version

python --version
# Should show Python 3.10.0 or higher
UV is faster than pip and handles dependencies more reliably: 
curl -LsSf https://astral.sh/uv/install.sh | sh

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Installation Methods

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Optional Production Extras

The base install stays focused on the core agent harness. Add heavier production integrations only when your agent uses them:
ExtraInstalls
redisRedis memory and Redis-backed background task state
postgresSQLAlchemy and PostgreSQL driver
mongodbMongoDB async and sync drivers
s3AWS S3 and Cloudflare R2 workspace storage
serveOmniServe REST/SSE API server
tokenizertiktoken token counting
otelOpenTelemetry OTLP/HTTP trace export
langsmithLangSmith trace export through OTLP
opikComet Opik trace export through OTLP
allEvery optional integration
pip install "omnicoreagent[redis]"
pip install "omnicoreagent[serve]"
pip install "omnicoreagent[otel]"
pip install "omnicoreagent[all]"
With UV: 
uv add "omnicoreagent[redis]"

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Verify Installation

After installation, verify that you can import the package: 
python -c "import omnicoreagent; print(omnicoreagent.__version__)"

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Troubleshooting

Error: OmniCoreAgent requires Python 3.10+Solution: Upgrade your Python version:
# Check available Python versions
python3.11 --version

# Use specific Python version with UV
uv python install 3.11
uv add omnicoreagent
Error: Permission denied during installationSolution: Use user installation:
pip install --user omnicoreagent
Error: ImportError: Redis memory requires optional dependency 'redis'Solution: Install the matching extra:
pip install "omnicoreagent[redis]"
Use postgres, mongodb, s3, serve, tokenizer, otel, langsmith, opik, or all for other optional integrations.
If you encounter issues:
  1. Search existing issues
  2. Create a new issue with:
    • Your operating system
    • Python version
    • Installation method used
    • Complete error message

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Next Steps

Quick Start

Build your first agent in under 30 seconds

Core Concepts

Learn about memory, events, and tools

Configuration

Environment variables and agent settings