# TnsAI documentation

Build AI agents on the JVM with roles, actions, tools, retrieval and multi-agent coordination.

- **[Build an agent](agents/create.md):** define a role and actions, then run your first chat turn.
- **[Give it tools](tools/index.md):** let the agent call your code, built-in tools or MCP servers.
- **[Ground it in your data](rag/index.md):** answer from your documents with retrieval and memory.
- **[Coordinate agents](multi-agent/index.md):** split work across agents with fan-out, handoffs or voting.
- **[Connect it](connect/index.md):** reach users and systems through MCP, channels and SCOP.
- **[Secure it](security/index.md):** add approvals, guardrails and redaction before production.
- **[Monitor and evaluate](observability/monitor.md):** trace calls, track cost and score answers.
- **[Upgrade](upgrade/index.md):** move to the latest release step by step.

New here? Start with the [quickstart](start/quickstart.md).