Product

An automation platform you talk to

Murmurator combines an AI workflow architect, a reliable execution engine and a live workspace your whole team can follow.

The assistant

Workflows written for you, never by hand

Describe the outcome. The assistant reads your connections and models, drafts the steps, validates them, tests JavaScript in the sandbox and saves a new version — then explains what it did in plain language.

  • Asks clarifying questions instead of guessing channels or repos
  • Refuses to reference connections that don't exist
  • Diagnoses failed runs: “why did the last run fail?”
murmurator.app/a/northwind/workflows/pr-review-bot
Workflows written for you, never by hand
Workflows written for you, never by hand

Execution

A dependable engine under every workflow

Triggers fire from GitHub and Slack events, schedules, webhooks or a click. Steps run in dependency order with conditions, and each run is pinned to the exact version it started with.

  • Manual, schedule, webhook, GitHub and Slack triggers
  • Conditional branches with automatic skipping of dependents
  • Crash-safe: interrupted runs are detected and resumed
murmurator.app/a/northwind/workflows/daily-engineering-digest/runs/231
A dependable engine under every workflow
A dependable engine under every workflow

Connections

Connect once, use everywhere

Add GitHub, Slack, Linear, Stripe, Shopify, Zendesk, Jira, PagerDuty, databases, email and dozens more connections with encrypted credentials. Each exposes typed tools your workflows and agents can call — and optional guardrails like allowed repositories, channels, teams, paths and recipients.

  • Webhook triggers with signature verification
  • Allow-lists for repositories and channels
  • Read-only SQL with timeouts and row caps
murmurator.app/a/northwind/connections/github
Connect once, use everywhere
Connect once, use everywhere

Workspaces

A folder of its own, and a coding agent in it

A run can clone a repository into a sandboxed workspace, hand the job to a coding agent that edits files and runs commands on its own, then run your test suite over the result and open a pull request. The folder is deleted when the run finishes.

  • Describe the job the way you would to a developer
  • Pick the agent: opencode or codex, on your own models
  • Your tests decide whether anything gets pushed
  • Cloning and pushing obey the connection's allowed repositories

Example: Issue to pull request

Trigger
GitHub
github · issues · northwind/api
tool
Read the issue
github.get_issue
if trigger.label.name equals automate
tool
Clone into a workspace
workspace.create
tool
Hand it to the coding agent
workspace.agent
tool
Run the test suite
workspace.exec
tool
Commit the change
workspace.commit
if tests.output.exit_code equals 0
tool
Report a failing suite
github.create_comment
if tests.output.exit_code not equals 0
tool
Push the branch
workspace.push
tool
Open the pull request
github.create_pull_request

Label an issue `automate`, get a pull request with passing tests.

Models

Built-in Claude, or bring your own

Start instantly with Murmurator AI — Claude Fable, Opus, Sonnet and Haiku billed per token — or add Anthropic, OpenAI, Gemini, OpenRouter, Mistral, DeepSeek, xAI or Ollama with your own keys. Name models smart and fast, pick a default, and swap what's behind a name without touching workflows.

  • Murmurator AI: pay per token, with a monthly spend limit you set
  • Your own keys: no markup, billed by your provider
  • Per-step token usage and cost on every run
murmurator.app/a/northwind/ai_models
Built-in Claude, or bring your own
Built-in Claude, or bring your own

Teams

Made for teams, not just their admins

Invite your team with roles. Everyone sees workflows update live, and every change lands in version history with who made it and why.

  • Owner, admin and member roles
  • Multiple accounts per person
  • Version history with diffs
murmurator.app/a/northwind
Made for teams, not just their admins

Step kinds

Four building blocks cover almost everything

Tool

Call any connection tool — post to Slack, query Postgres, comment on a PR — or a workspace tool that changes code.

LLM

One model call with an optional JSON schema for structured output.

Agent

A model that chooses which tools to call, with iteration limits.

JavaScript

Sandboxed code with typed inputs and outputs for reshaping data.

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