Operations
This guide covers day-two commands: sessions, cron, cost, diagnostics, replay, migration, durable agents, MCP, and install inventory. Use it after the first successful chat or gateway run.
Sessions
Sessions are durable chat/task histories. Use them to resume, inspect, export, or clean up prior work.
agentos sessions list
agentos sessions show <session-key>
agentos sessions resume <session-key>
agentos sessions export <session-key>
agentos sessions abort <session-key>
agentos sessions delete <session-key>
Use session export when exact old context matters or when you want to debug a long-running task outside the chat UI.
For resume, abort, export, and cleanup workflows, see
sessions.md.
Durable Agents
AgentOS supports durable agent entries, including the built-in main
agent.
agentos agents list
agentos agents add research --name Research --workspace /path/to/research
agentos agents delete research
Use durable agents when you want separate workspaces, instructions, or tool profiles for recurring roles. Restart the gateway after agent config changes.
Keep each durable agent's instructions focused on that role instead of turning
every agent into a copy of main.
For agent examples and concepts, see agents.md.
Cron and Scheduled Runs
Cron jobs run AgentOS tasks on a schedule.
Inspect jobs:
agentos cron list
agentos cron status <job-id>
agentos cron runs <job-id>
Add a simple recurring reminder:
agentos cron add \
--every 1h \
--text "Check for urgent project updates and summarize them" \
--name hourly-project-check
Add a daily cron-style task:
agentos cron add \
--cron "0 9 * * 1-5" \
--tz "America/Los_Angeles" \
--text "Prepare my weekday morning briefing" \
--name weekday-briefing
Manage jobs:
agentos cron update <job-id> --enabled
agentos cron remove <job-id>
agentos cron run <job-id>
Good uses:
- morning briefings;
- recurring research digests;
- PR or CI checks;
- channel-delivered reminders;
- scheduled memory consolidation or reporting tasks.
Pair cron with channels when the output should be delivered somewhere other than the local Web UI.
For scheduling examples, delivery options, and troubleshooting, see
scheduling.md.
Cost and Usage
Inspect usage and estimated cost:
agentos cost
agentos cost --by-model
agentos cost --json
Use cost inspection after tool-heavy, routed, or long-context tasks to understand actual runtime behavior.
For cost investigation workflow, see usage-and-cost.md.
Diagnostics
Diagnostics help explain runtime behavior without changing the core task.
agentos diagnostics status
agentos diagnostics on
agentos diagnostics off
Use diagnostics when investigating:
- provider retry behavior;
- router decisions;
- cache breaks;
- compaction events;
- tool-result compression;
- channel delivery failures.
Turn diagnostics off after collecting the needed evidence.
For diagnostics guidance and safe sharing notes, see
diagnostics-and-replay.md.
Replay
Replay a recorded turn from the decision log:
agentos replay --session <session-key> --turn <turn-id>
Replay is useful for reproducing an agent turn, reviewing decision metadata, or debugging behavior after the original chat has moved on.
Migration
Preview first:
agentos migrate openclaw --json
agentos migrate hermes --json
Apply after reviewing the report:
agentos migrate openclaw --apply
agentos migrate hermes --apply
See ../MIGRATION.md for custom paths and conflict
handling.
MCP Server
AgentOS can run an MCP server bridge when installed with the mcp extra:
agentos mcp-server run
Install by following the Installation section of
the README, adding the mcp extra — use use-agent-os[recommended,mcp] in place of
use-agent-os[recommended].
Use this when another MCP-capable client should access AgentOS-managed tools or runtime surfaces.
For setup details, see mcp-server.md.
Install Inventory
Emit a reproducible workspace-state inventory:
agentos dist
Use this for support, release QA, or environment comparison.
Models
Inspect available models:
agentos models list
In this build, model inspection can be runtime-backed. If it cannot connect, start the gateway first:
agentos gateway run
For provider catalog inspection that does not require a live gateway, use:
agentos providers list
Read: providers-and-models.md
Health Checklist
For a confusing install or runtime:
agentos doctor
agentos gateway status
agentos providers list
agentos search list
agentos channels types
agentos sandbox status
Then turn on diagnostics only if the basic health surfaces are not enough.