Context → Workflow Compiler

Compile messy context into shipped workflows.

Paste chat transcripts, meeting notes, and SOP drafts. MutClaw extracts the real process and exports it as n8n JSON, Dify DSL, or runnable Python — no node-mapping required.

n8n JSONDify DSLPythonGitHub Actions
6
context types
4
export targets
5
free generations / mo
6
Context types
4
Export formats
5
Free generations / mo
1
Reusable spec
How it works

From Slack thread to workflow draft in three moves.

No node editors. No prompt engineering. Paste the context, compile, and export to the platform you already use.

01

Paste your context

Drop in a Slack thread, meeting transcript, support conversation, or SOP draft. No node-mapping required.

02

Compile the workflow

MutClaw extracts triggers, actors, steps, branches, and tools into a structured Workflow Spec.

03

Export & run

Generate n8n JSON, Dify DSL, Python, or GitHub Actions drafts with parsed structure, graph, and syntax checks.

Raw contextWorkflow Specn8n · Dify · Python · GH Actions
Features

Everything between you have context and the workflow runs.

MutClaw sits one step earlier than node editors — it figures out the workflow, then ships it.

AI context compiler

Turns raw, messy context into a structured workflow spec — not a node-by-node builder that needs you to know the answer first.

Four export targets

n8n JSON, Dify DSL, runnable Python, and GitHub Actions — all generated from a single source of truth.

Built-in validation

Exports are parsed and checked for required structure, broken graph references, cycles, and Python syntax.

Reusable skills

Save a workflow that worked and re-compile it against new context in a single click.

Branches & conditions

If/else paths use explicit decision predecessors and are checked for unreachable nodes and accidental cycles.

Schedule & run

Trigger on a cron, execute in a sandbox, and ship artifacts straight to your stack.

Before / After

Stop rebuilding workflows from scratch.

Manual workflow building

  • Rebuild every workflow node-by-node from scratch
  • Translate meeting notes into nodes by hand
  • Guess at triggers, branches, and edge cases
  • Eyeball-validate JSON exports before importing
  • Start over every time — nothing is reusable

With MutClaw

  • Compile a workflow from the context itself
  • Extract triggers, steps, branches, and tools automatically
  • Parse exports and validate structure, references, and syntax
  • Save winners as reusable skills
  • Export to n8n, Dify, or Python in one click

Compiled once, reused everywhere

Pricing

Pay for workflows you ship, not nodes you wire.

Start free. Upgrade when compilation becomes part of how your team works.

Free
$0 /mo

Try the compiler and ship your first workflow.

  • 5 generations / mo
  • 1 saved skill
  • n8n draft export
  • Community support
Get started
Popular
Starter
$19 /mo

For builders compiling workflows every week.

  • 50 generations / mo
  • 50 runs / mo
  • n8n + Dify exports
  • 10 saved skills
  • Email support
Choose Starter
Pro
$49 /mo

For power users who ship to every target.

  • Unlimited generations & runs
  • All export targets
  • Unlimited saved skills
  • Skill packs
  • Priority support
Choose Pro
FAQ

Frequently asked questions.

What is MutClaw?
A context → workflow compiler. Paste chat transcripts, meeting notes, or SOP drafts and MutClaw extracts the real process, then exports a runnable workflow.
How is this different from AI workflow builders?
They help you wire nodes faster once you already know the workflow. MutClaw starts one step earlier — it figures out the workflow from raw context, then exports it.
What inputs does MutClaw accept?
Chat transcripts, meeting notes, support conversations, and SOP drafts. Plain language and messy formatting are welcome — that's the whole point.
What does MutClaw output?
n8n JSON, Dify DSL, Python, and GitHub Actions drafts. MutClaw parses each result and checks required structure, graph references, cycles, or Python syntax before you download it.
What is the Python fallback for?
When a target platform lacks a node for something in your process, MutClaw emits runnable Python so the workflow still ships end-to-end.
Get started

Your next meeting notes are a workflow.

Start compiling real business context into n8n, Dify, Python, and GitHub Actions workflows today — free to try, no credit card.