AI agents for Outline
A Monmo agent works in Outline the way an engineering team's documentation lead would. It drafts docs in the right collection, keeps runbooks in step with recent changes in GitHub, answers questions from the wiki with links to its sources, and tidies nested docs that have drifted. It works with Outline in the cloud or self-hosted, and asks before it publishes or edits a doc.
Updated 2026-11-13 · Free to start. Paid plans from $15 a month.
What agents do in Outline
Draft a runbook from a rough explanation
Describe a process or paste a terminal session, and it drafts a runbook in your Engineering collection: purpose, prerequisites, numbered steps and what to do when a step fails.
AskWrite a runbook in Engineering for restoring the staging database, from the steps I pasted below.
Keep docs in step with code changes
When a GitHub pull request renames a service or changes a setting, it finds the Outline docs that still use the old name and drafts each edit for review.
AskThe billing-api service is now called payments. Find every Outline doc that uses the old name and draft the edits.
Answer questions from the wiki
Ask how to request access to production logs. It searches Outline, reads the matching docs and answers in a few lines, linking each doc it used so you can check it.
AskHow does a new engineer get access to production logs? Link the Outline docs you used.
Tidy deeply nested docs
It maps a collection's tree and finds docs nested four levels down that nobody opens, duplicates under different titles and empty placeholders, then proposes a cleaner structure.
AskMap the Platform collection and propose a flatter structure. List duplicates and empty docs separately.
Write the weekly docs changelog
Every Friday it lists docs created and updated that week in the collections you choose, with one line on each, and prepares it as a draft in your Announcements collection.
AskEvery Friday at 5, draft a changelog of this week's new and updated docs in Engineering and Product.
Bring pages over from other tools
It reads the pages you pick in Confluence or Google Docs, rewrites them in Outline's layout with headings and tables intact, and creates them as drafts once you allow it.
AskMove the six onboarding pages from Confluence into Outline's People collection as drafts.
Prepare a doc for an outside reader
When a contractor needs one doc, it checks it for internal links, hostnames and names that should stay inside, proposes edits, and asks before creating a public share link.
AskThe agency needs our brand guidelines doc. Check it for anything internal, then prepare a share link for approval.
How it connects
- 1You connect your Outline workspace once with an API key created in Outline's settings. For a self-hosted Outline you also give the server's address, and the agent works through that server.
- 2You choose which agents may use Outline. An engineering agent that also reads GitHub fits; the key carries the access of the account that created it, so create it from an account with the right collections.
- 3Searching and reading docs, and preparing drafts, need no approval. Publishing a doc, editing a published one, moving, archiving or deleting it, and creating a share link ask first.
More in Notes, wikis and databases
Other apps of this kind that agents work in, each with its own page.
Questions people ask
Can an AI agent write docs in Outline?
Yes. A Monmo agent drafts docs in your collections from a description, a Slack thread, a pull request or a voice note, laid out like your existing docs. It publishes or edits a published doc only when you allow it. It works through the Outline connection, or in its own browser when the connection does not reach a step.
Does it work with self-hosted Outline?
Yes, as long as the agent can reach your server. You give the address of your Outline and an API key from its settings. If the wiki is reachable only inside a private network, the agent's cloud computer cannot open it until your team makes it reachable in a way your security policy allows.
Can an AI agent answer engineering questions from our wiki?
Yes. The AI agent searches the collections the API key can read, reads the docs that match and answers in a few lines with a link to each source. When docs disagree or look older than the code, it says so, so the fix goes into the wiki instead of staying in a chat.
How does it stop Outline docs going stale?
On a routine you agree, it compares docs with recent activity in GitHub, Linear or Slack: renamed services, changed settings, closed projects. It lists each doc that drifted, drafts the correction and asks before saving. Docs nobody has edited for a long time also go on the list for an owner to confirm.