{"slug": "deploy-a-claude-agent-or-task-as-a-workflow", "title": "Deploy a Claude agent or task as a workflow", "summary": "Whenever published a guide on October 17, 2026 describing how to convert a recurring Claude Code agent or task into a deployed Whenever workflow, using the Whenever MCP server and a skill saved to ~/.claude/skills. The skill refactors a SKILL.md, routine prompt or CLAUDE.md procedure into a workflow module that fixes the agent's chosen steps as code while keeping model calls optional for classification, summaries and drafts, and the user then enters credentials in Setup, runs it once by hand and publishes. Whenever notes that APIs and MCP servers must be reachable from its hosted runtime, that AI steps have no same-output guarantee and incur runtime AI usage, and that there is no CLI — deployment goes through the MCP server or the web app.", "body_md": "# Deploy a Claude agent or task as a workflow\n\nOctober 17, 2026 · 2 min read\n\nClaude 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.\n\nAI steps have no same-output guarantee and incur runtime AI usage when they run. Code-only steps keep following the rules you approve.\n\n* 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.\n\n## From a Claude task to a deployed workflow\n\nThree steps, and the last one is yours.\n\n### Give Claude Code the skill\n\n**Install**\n\nConnect the Whenever MCP server and save the skill to ~/.claude/skills, or paste the one-line prompt into any session.\n\n### Point it at the task\n\n**Refactor**\n\nA 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.\n\n### Review, set up, publish\n\n**Deploy**\n\nIt saves a draft. You enter credentials in Setup, run it once by hand, and publish.\n\nClaude Code does the refactor; you approve access and publish.\n\n## What changes when a Claude task becomes a workflow\n\nSame job, different runtime.\n\n### The plan is fixed\n\nThe steps the agent chose last time become code, so each run follows them instead of re-planning.\n\n### The model is optional\n\nClassification, summaries and drafts can stay AI steps; they vary and use AI-spend allowance.\n\n### It runs off your machine\n\nDesktop scheduled tasks need the app open and the computer awake. A published workflow runs on Whenever’s schedule or webhook.\n\n### Cloud routines are an alternative\n\nClaude routines already run in Anthropic’s cloud without your laptop; pick Whenever when the job is a fixed business procedure across your tools.\n\n## Deploy it, or keep it in Claude?\n\n### Deploy it to Whenever when\n\n- The job repeats and follows the same steps each time\n- It touches business tools through APIs or webhooks\n- You want per-run pricing and a run history someone else can read\n\n### Keep it in Claude when\n\n- The work is repo-aware: code review, maintenance, investigation\n- Each run genuinely needs fresh reasoning\n- It only makes sense inside a Claude Code session\n\n## A few useful answers\n\n### Can I deploy a Claude Agent SDK app to Whenever?\n\nNot as-is. Whenever runs workflow modules, not agent processes; the skill rewrites the agent’s recurring job as a workflow.\n\n### Do routines and cloud sessions load the Whenever skill?\n\nNot from ~/.claude/skills. Commit it to the repository’s .claude/skills, or paste the prompt.\n\n### Is there a CLI?\n\nNo. Deployment goes through the MCP server or the web app.\n\n## Sources & further reading\n\nSources reviewed October 16, 2026.\n\n- [Extend Claude with skills - Claude Code Docs](https://code.claude.com/docs/en/skills)\n- [Automate work with routines - Claude Code Docs](https://code.claude.com/docs/en/routines)\n- [Schedule recurring tasks in Claude Code Desktop - Claude Code Docs](https://code.claude.com/docs/en/desktop-scheduled-tasks)\n- [Run Claude Code programmatically - Claude Code Docs](https://code.claude.com/docs/en/headless)\n\n## Choose your next step\n\n## Your first workflow is one sentence away.\n\nDeploy your first workflow from your coding agent, or describe it in plain words. One stays live for free, no credit card.\n\n[NewDeploy a workflow from](https://www.whenever.dev/deploy)\n\n**Claude Code**,** Cursor**or** Codex**", "url": "https://wpnews.pro/news/deploy-a-claude-agent-or-task-as-a-workflow", "canonical_source": "https://www.whenever.dev/blog/deploy-claude-agents", "published_at": "2026-10-17 09:00:00+00:00", "updated_at": "2026-10-27 06:41:10.956344+00:00", "lang": "en", "topics": ["ai-agents", "ai-tools", "developer-tools", "agent-protocols"], "entities": ["Whenever", "Claude Code", "Anthropic", "Claude Agent SDK", "Cursor", "Codex", "MCP"], "also_reported_by": [], "alternates": {"html": "https://wpnews.pro/news/deploy-a-claude-agent-or-task-as-a-workflow", "markdown": "https://wpnews.pro/news/deploy-a-claude-agent-or-task-as-a-workflow.md", "text": "https://wpnews.pro/news/deploy-a-claude-agent-or-task-as-a-workflow.txt", "jsonld": "https://wpnews.pro/news/deploy-a-claude-agent-or-task-as-a-workflow.jsonld"}}