October 17, 2026 · 2 min read
Claude Code is where an agent figures out a job. When that job repeats on a schedule or an event, Claude Code can turn it into a Whenever workflow: fixed steps in code, a model call only where judgment is needed, and triggers, secrets and run history on Whenever.
AI steps have no same-output guarantee and incur runtime AI usage when they run. Code-only steps keep following the rules you approve.
- APIs and MCP servers must be reachable from Whenever’s hosted runtime. Required credentials, permissions and provider plans still apply; private-network-only services are not automatically accessible.
From a Claude task to a deployed workflow #
Three steps, and the last one is yours.
Give Claude Code the skill
Install
Connect the Whenever MCP server and save the skill to ~/.claude/skills, or paste the one-line prompt into any session.
Point it at the task
Refactor
A SKILL.md, a routine’s prompt or a CLAUDE.md procedure. It separates the fixed steps from the judgment calls and writes a workflow module.
Review, set up, publish
Deploy
It saves a draft. You enter credentials in Setup, run it once by hand, and publish.
Claude Code does the refactor; you approve access and publish.
What changes when a Claude task becomes a workflow #
Same job, different runtime.
The plan is fixed
The steps the agent chose last time become code, so each run follows them instead of re-planning.
The model is optional
Classification, summaries and drafts can stay AI steps; they vary and use AI-spend allowance.
It runs off your machine
Desktop scheduled tasks need the app open and the computer awake. A published workflow runs on Whenever’s schedule or webhook.
Cloud routines are an alternative
Claude routines already run in Anthropic’s cloud without your laptop; pick Whenever when the job is a fixed business procedure across your tools.
Deploy it, or keep it in Claude? #
Deploy it to Whenever when
- The job repeats and follows the same steps each time
- It touches business tools through APIs or webhooks
- You want per-run pricing and a run history someone else can read
Keep it in Claude when
- The work is repo-aware: code review, maintenance, investigation
- Each run genuinely needs fresh reasoning
- It only makes sense inside a Claude Code session
A few useful answers #
Can I deploy a Claude Agent SDK app to Whenever?
Not as-is. Whenever runs workflow modules, not agent processes; the skill rewrites the agent’s recurring job as a workflow.
Do routines and cloud sessions load the Whenever skill?
Not from ~/.claude/skills. Commit it to the repository’s .claude/skills, or paste the prompt.
Is there a CLI?
No. Deployment goes through the MCP server or the web app.
Sources & further reading #
Sources reviewed October 16, 2026.
- [Extend Claude with skills - Claude Code Docs](https://code.claude.com/docs/en/skills)
- [Automate work with routines - Claude Code Docs](https://code.claude.com/docs/en/routines)
- [Schedule recurring tasks in Claude Code Desktop - Claude Code Docs](https://code.claude.com/docs/en/desktop-scheduled-tasks)
- [Run Claude Code programmatically - Claude Code Docs](https://code.claude.com/docs/en/headless)
Choose your next step #
Your first workflow is one sentence away. #
Deploy your first workflow from your coding agent, or describe it in plain words. One stays live for free, no credit card.
NewDeploy a workflow from Claude Code,** Cursoror Codex**