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 DSLPython fallback
10k+
workflows compiled
3
export targets
50+
reusable skills
10k+
Workflows compiled
3
Export targets
50+
Reusable skills
4
Context types ingested
How it works

From Slack thread to importable workflow 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

Ship as n8n JSON, Dify DSL, or runnable Python — schema-validated and ready to import.

Raw contextWorkflow Specn8n · Dify · Python
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.

Three export targets

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

Built-in validation

Every export is schema-checked before it ships, with a readable validation report attached to the run.

Reusable skills

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

Branches & conditions

If/else paths, retries, and loops — captured from how the work actually happens, not guessed.

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
  • Validate every export against its target schema
  • 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 AI generations / mo
  • 1 saved skill
  • n8n preview export
  • Guest sessions
Get started
Popular
Starter
$19 /mo

For builders compiling workflows every week.

  • 50 generations / mo
  • 50 runs / mo
  • n8n + Dify export
  • 10 saved skills
  • Email support
Start free trial
Pro
$49 /mo

For power users who ship to every target.

  • Unlimited generations & runs
  • All targets incl. Python
  • Unlimited saved skills
  • Skill packs
  • Priority support
Start free trial
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 n8n AI Builder or Synta?
They help you build 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, and runnable Python. Every export is validated against its target schema before it ships.
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, and Python workflows today — free to try, no credit card.