# OmniCoreAgent

> The Open Agent Harness Built for Production

## Docs

- [Cookbook](https://docs-omnicoreagent.omnirexfloralabs.com/cookbook/README.md): Runnable OmniCoreAgent examples for first agents, tools, memory, workspace files, background tasks, OmniServe, and real applications
- [Advanced Agent Examples](https://docs-omnicoreagent.omnirexfloralabs.com/cookbook/advanced_agent/README.md): Larger OmniCoreAgent application examples for shopping, travel, customer support, and due diligence workflows
- [Background Agents Cookbook](https://docs-omnicoreagent.omnirexfloralabs.com/cookbook/background_agents/README.md): Runnable examples for durable scheduled and manual background agent tasks, run state, events, retries, and workspace output
- [Getting Started Cookbook](https://docs-omnicoreagent.omnirexfloralabs.com/cookbook/getting_started/README.md): Progressive runnable examples for your first OmniCoreAgent, local tools, MCP tools, memory, events, context management, guardrails, and OmniServe
- [OmniServe Cookbook](https://docs-omnicoreagent.omnirexfloralabs.com/cookbook/omniserve/README.md): Runnable examples for serving OmniCoreAgent over REST and SSE with CLI and Python API patterns
- [Production Cookbook](https://docs-omnicoreagent.omnirexfloralabs.com/cookbook/production/README.md): Production-oriented OmniCoreAgent examples for metrics, telemetry, guardrails, and operational configuration
- [Real Application Harness Examples](https://docs-omnicoreagent.omnirexfloralabs.com/cookbook/real_applications/README.md): Production-shaped OmniCoreAgent examples for research, support operations, personal operations, workspace code review, and background tasks
- [Workflow Agents Cookbook](https://docs-omnicoreagent.omnirexfloralabs.com/cookbook/workflows/README.md): Sequential, parallel, and router workflow examples for coordinating multiple OmniCoreAgent instances
- [Changelog](https://docs-omnicoreagent.omnirexfloralabs.com/docs/changelog.md): Release history and version notes for OmniCoreAgent
- [Agent Harness](https://docs-omnicoreagent.omnirexfloralabs.com/docs/core-concepts/agent-harness.md): What OmniCoreAgent adds around a model to make it useful for long-running autonomous work
- [Architecture](https://docs-omnicoreagent.omnirexfloralabs.com/docs/core-concepts/architecture.md): How OmniCoreAgent is built: runtime, loop, tools, observations, memory, workspace, events, and serving
- [Background Agents](https://docs-omnicoreagent.omnirexfloralabs.com/docs/core-concepts/background-agents.md): Run tracked OmniCoreAgent tasks outside the foreground request path
- [Context Engineering](https://docs-omnicoreagent.omnirexfloralabs.com/docs/core-concepts/context-engineering.md): Automatic context control and workspace-backed tool output offloading
- [Telemetry Events](https://docs-omnicoreagent.omnirexfloralabs.com/docs/core-concepts/events.md): Real-time telemetry events for streaming, debugging, and future trace surfaces
- [Guardrails](https://docs-omnicoreagent.omnirexfloralabs.com/docs/core-concepts/guardrails.md): Built-in prompt injection protection and safety guardrails
- [Local Tools](https://docs-omnicoreagent.omnirexfloralabs.com/docs/core-concepts/local-tools.md): Register Python functions as AI-callable tools with ToolRegistry
- [MCP Tools](https://docs-omnicoreagent.omnirexfloralabs.com/docs/core-concepts/mcp.md): Connect MCP server tools over stdio, SSE, and Streamable HTTP
- [Multi-Tier Memory](https://docs-omnicoreagent.omnirexfloralabs.com/docs/core-concepts/memory.md): MemoryRouter backends with runtime switching — in-memory, Redis, MongoDB, and SQL database storage
- [OmniCoreAgent](https://docs-omnicoreagent.omnirexfloralabs.com/docs/core-concepts/overview.md): The primary agent harness API: model, loop, tools, memory, workspace, guardrails, events, and runtime options
- [Agent Skills](https://docs-omnicoreagent.omnirexfloralabs.com/docs/core-concepts/skills.md): Self-contained capability packages for specialized agent tasks
- [Subagents](https://docs-omnicoreagent.omnirexfloralabs.com/docs/core-concepts/sub-agents.md): Dynamic and explicit task delegation inside OmniCoreAgent
- [Workflow Agents](https://docs-omnicoreagent.omnirexfloralabs.com/docs/core-concepts/workflows.md): Sequential, parallel, and router workflows for multi-agent orchestration
- [Workspace Files](https://docs-omnicoreagent.omnirexfloralabs.com/docs/core-concepts/workspace-files.md): Persistent workspace files inside the active local, S3, or R2 workspace
- [Installation](https://docs-omnicoreagent.omnirexfloralabs.com/docs/getting-started/installation.md): Install OmniCoreAgent and get set up in minutes
- [Quick Start](https://docs-omnicoreagent.omnirexfloralabs.com/docs/getting-started/quickstart.md): Build your first OmniCoreAgent and understand what the harness gives you
- [Use Docs With AI Tools](https://docs-omnicoreagent.omnirexfloralabs.com/docs/getting-started/use-docs-with-ai-tools.md): Use OmniCoreAgent docs with Ask AI, llms.txt, hosted MCP, Cursor, VS Code, ChatGPT, Claude, and Perplexity
- [Advanced Tool Use](https://docs-omnicoreagent.omnirexfloralabs.com/docs/how-to-guides/advanced-tools.md): Scale to 1000+ tools with BM25 lexical retrieval
- [Basic Usage](https://docs-omnicoreagent.omnirexfloralabs.com/docs/how-to-guides/basic-usage.md): Common patterns for using OmniCoreAgent in your projects
- [Configuration](https://docs-omnicoreagent.omnirexfloralabs.com/docs/how-to-guides/configuration.md): Environment variables, agent settings, and model configuration
- [Model Support](https://docs-omnicoreagent.omnirexfloralabs.com/docs/how-to-guides/models.md): Supported LLM providers — OpenAI, Anthropic, Gemini, Groq, DeepSeek, and more
- [Runtime Visibility](https://docs-omnicoreagent.omnirexfloralabs.com/docs/how-to-guides/observability.md): Production metrics and per-request performance monitoring
- [OmniServe](https://docs-omnicoreagent.omnirexfloralabs.com/docs/how-to-guides/omniserve.md): Production REST and SSE API server for OmniCoreAgent
- [OmniCoreAgent](https://docs-omnicoreagent.omnirexfloralabs.com/docs/index.md): Open Python agent harness and runtime for production AI agents

## OpenAPI Specs

- [openapi](https://docs-omnicoreagent.omnirexfloralabs.com/api-reference/openapi.json)