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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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Changelog

OmniCoreAgent is being rebuilt around the production agent harness direction: runtime, tools, MCP, memory, workspace, guardrails, background tasks, telemetry, and OmniServe as one application-facing base layer. Detailed version history is published with GitHub releases:

GitHub Releases

Review tagged releases, release notes, and package versions.

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Current Package Direction

  • Agent harness positioning instead of generic framework positioning.
  • Single LLM_API_KEY public API-key variable for hosted model providers.
  • Optional extras for heavier production integrations.
  • Workspace files on local disk, S3, or Cloudflare R2.
  • Memory backends: in_memory, sql, redis, and mongodb.
  • Background task stores: in_memory, sql, redis, and mongodb.
  • Telemetry stores: in-memory and JSONL, with OTLP-compatible exporters for OpenTelemetry, LangSmith, and Opik.
  • OmniServe configuration through OMNICOREAGENT_SERVE_*.
  • Background serving configuration through OMNICOREAGENT_BACKGROUND_*.

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Configuration Source Of Truth

Use the configuration guide for current environment variables and runtime settings:

Configuration

Current model, memory, workspace, background, telemetry, and OmniServe settings.