Leantime is running on your private server, and so is your vibe-code agent — the AI operations assistant inside the Open WebUI chat. It can read Leantime’s files and configuration, query the database, run commands, and restart services, so most of the clicking you do as an owner can become a plain-language request. You describe the job, it does the work, and it tells you what it changed. Here are ten everyday jobs you can hand over today.
1. Spin Up a New Project With the Right Structure
Every Leantime project needs its client, its milestones, and a working board before the team can touch it. That setup takes a dozen screens by hand; the agent can do it in one request. It creates the project, attaches the right client, and lays in your standard milestones with real dates, confirming each step as it goes — and it can read the project back afterward to prove the structure landed. “Create a new project called Website Redesign for client Acme Corp, with milestones Discovery, Design, Build, and Launch, each ending on the last Friday of the month starting this month.”
2. Triage a Messy Backlog
Backlogs rot quietly. Tickets pile up with no assignee, no milestone, and no priority, and nobody wants to touch them. Ask the agent to pull everything unassigned in a project, sort it oldest first, and propose an owner for each based on who’s done similar work. You approve the list once, and it assigns, tags, and files everything in one pass. “Triage the backlog in Marketing: list every open to-do with no assignee or milestone, oldest first, and suggest who should take each one.”
3. Chase Overdue To-Dos
Due dates only work if someone reacts when they slip. A weekly pass keeps the whole system honest, and the agent can read due dates and statuses straight from the database, so the list is complete rather than whatever you happened to scroll past. Ask for a cross-project list of everything past its due date, grouped by owner, then have it post a short comment on each asking for a status. “List all overdue to-dos across every project, grouped by assignee, and add a comment on each one asking for a status update by Friday.”
4. Prep Your Standup in Two Minutes
Skip the “what did everyone do yesterday” round-robin. Ask the agent to compile yesterday’s movement across active projects — to-dos moved to Done, new items flagged as blocked, and anything due today. You walk into standup with the digest instead of digging for it. “It’s 9am — summarize yesterday’s activity across active projects: what was completed, what became blocked, and what’s due today, one line per item.”
5. Turn Meeting Notes Into To-Dos
Action items have a way of dying in meeting docs. Paste your raw notes straight into the chat and let the agent convert them into Leantime to-dos with the right type, priority, and owner. Names in the notes become assignees; anything about money or deadlines gets the priority it deserves. “Here are my notes from the client call — create a to-do for each action item in the Website Redesign project, set Matt as assignee wherever it says ‘we’, and mark anything about payments as high priority.”
6. Onboard (and Offboard) a Teammate
Adding a user, choosing the right role, and dropping them into five projects is a lot of admin clicks — and the reverse matters just as much when someone leaves. The agent handles both in one request, including reassigning open work so nothing is orphaned. “Add sofia@ourcompany.com as a user with the manager role, add her to the three active client projects, and send her the login URL.” When someone exits: “Deactivate Tom’s account and reassign all his open to-dos to Maria.”
7. Work the Idea Board
Leantime’s idea boards collect upvotes, but votes don’t turn themselves into work. Ask the agent to rank the open ideas by votes, draft a short response for each of the top ones, and convert the winners into backlog to-dos — or full projects if they’re big enough. Voters can finally see movement. “Show me the ten highest-voted open ideas, draft a response comment for each explaining the decision, and turn the top three into to-dos in the Backlog.”
8. Get a Written Friday Status Summary
End the week with a report instead of a board-staring session. The agent queries done-versus-open counts, milestone movement, and anything tagged blocked, then emails it to you through Leantime’s own mail settings, so it arrives from your server like any other system mail. It reads like a status email because it is one. “Every Friday at 4pm, email me a status report for active projects: percent complete, milestones hit or missed this week, and everything currently blocked.”
9. Fix Board Hygiene
Duplicate tags, an overloaded Backlog column, empty milestones from last quarter — small messes that make the board hard to trust. Ask the agent to audit and clean: merge duplicate tags, rename columns to match your actual process, and surface finished milestones for closing. It shows you the diff before changing anything. “Audit the Website Redesign board: merge duplicate tags, list milestones with zero open to-dos so I can close them, and rename the columns to Intake / Doing / Review / Done.”
10. Plan the Next Sprint
Sprint planning is arithmetic plus judgment, and the agent is good at arithmetic. Have it set the sprint dates in Leantime, rank the open to-dos by priority, and stage the top items up to your usual velocity. You adjust the cut, and it does the assigning. “Create Sprint 12 from next Monday to the Friday after, pull in the highest-priority open to-dos up to 30 story points, and name the sprint ‘Sprint 12 — payments flow end to end’.”
These are one-shot jobs, not projects — each takes the agent a minute or two, and you approve the lists before anything changes. When you’re ready for things that run on their own, move on to automated workflows. Leantime on OpenSysLab