Finish work without breaking the workflow

blolp sits beside the live tool, reads the failed run or risky change, and tells you the next safe move before you activate, merge, send, or click.

Download for Mac See how it works

Open what you're working on. Pull blolp out.

Open the failing workflow, PR diff, admin tool, or dashboard you are stuck on.

Hold Fn, or pull blolp out from the notch.

How blolp keeps the thread intact

1

Open the live state, summon blolp

Open the broken builder, failed run log, PR, or admin tool. Hold Fn or pull blolp from the notch.

2

Judges the blocker

It separates the real stop from background noise: missing scope, skipped side effect, unsafe activation, or a risky change.

3

Keeps action gated

You get the fix order first. Activations, reruns, clicks, posts, comments, and commands wait for your approval.

Recover a failed automation before it goes live

A workflow builder shows a failed test run, skipped downstream step, and a tempting Activate button.

“This automation failed. Tell me the safe next move and don't let me activate it broken.”

app.workflow.local / lead-routing / executions / last-run Run failed 14s ago
Workflow New lead → qualify → reply draft
Webhook received Company enriched Gmail scope failed Reconnect, then rerun
Trigger New Typeform lead Webhook received sample #184
HTTP Enrich company Clearbit matched domain
Gmail Draft intro reply Credential scope missing: gmail.compose
Slack Notify sales Skipped after Gmail failed
Reading page state

What failed, and can I activate?

Judgment: Gmail scope is the blocker. Reconnect with compose permission, rerun this sample, then verify Slack received the draft payload. Activation stays blocked until a clean run passes.

Review a risky PR before merge

A GitHub PR changed payment retry logic and the checks are green, but the diff touches a side effect.

“Find anything risky in this PR before I merge. Don't post anything.”

github.com/acme/app/pull/482/files Open PR
Pull request #482 Refactor billing retry job
Changed line Duplicate charge risk Add guard + test
src/jobs/billingRetry.ts +42 -11

88const retries = await loadPendingRetries()

89for (const invoice of retries) {

90 await chargeCustomer(invoice)

91 await markRetryComplete(invoice.id)

92}

93- await scheduleNextRetry(invoice.id)

Risk No idempotency guard before charging.
Reading diff only

Find anything risky in this PR before I merge. Don't post anything.

Highest risk: duplicate charges. Add an idempotency guard or transaction lock before chargeCustomer, then run the billing retry tests. No comments or commands yet.

Draft the customer reply without sending the wrong thing

A Gmail thread includes a refund request, an internal note, and a CRM policy you need to respect.

“Draft the reply, but check the refund policy and don't send it yet.”

mail.google.com / inbox / refund request Draft saved
Customer thread Refund for annual plan renewal
Maya Chen

We renewed by mistake yesterday. Can you refund the annual charge and keep the workspace active?

Internal note

Do not mention discount exceptions. Refund allowed within 48h if no usage spike.

Draft reply

Hi Maya, I checked the renewal window and can help with the refund while keeping your workspace active...

Stop an unsafe admin action before it hits production

An admin console is ready to refund, deactivate, publish, or change access for a real account.

“Before I click this, tell me what will happen and what to verify.”

admin.acme.com / customers / northstar-studio Production
Customer Northstar Studio
InvoiceINV-1048
StatusPaid yesterday
PlanAnnual Pro
OwnerSales-managed
Recent activity

Workspace had 3 admin seats added after renewal.

Account owner has an open expansion task.

Where the same judgment layer helps

Automation operators

Fix failed runs, skipped steps, missing permissions, and broken handoffs before a workflow is activated.

Engineers

Judge risky PRs, diffs, test plans, and commands before merge without posting anything automatically.

PMs and founders

Move through unfamiliar tools and approvals while keeping irreversible actions behind review.

The judgment you get

Output

  • What broke
  • Why it matters
  • The next safe action
  • What stays blocked until reviewed

Works with

  • workflow builders
  • automation runs
  • forms
  • GitHub PRs
  • code diffs
  • admin tools

A workflow judge beside the real tool

blolp does not turn the job into a new chatbot task. It reads the live product state and tells you what is safe to do next from inside the workflow you already opened.

It asks before it acts

  • Read-only guidance unless you approve clicks or actions.
  • Does not rerun workflows, reconnect accounts, activate automations, post comments, or run commands without approval.
  • Says when its judgment is limited to the visible run, open page, or pasted log.

Helpful first. Careful next.

blolp is designed for screen-context work: it can help from the page, app, selection, or thread in front of you, while keeping irreversible actions behind review.

Read-only first

blolp explains what it can see and gives guidance before anything touches your apps, files, accounts, or code.

You approve actions

Clicks, posts, sends, comments, commands, file edits, and Calendar changes wait for your explicit OK.

Sources stay visible

When context is limited, blolp says what it inspected, what it could not inspect, and what source you can open next.

Context stays under your control

You decide what is open, selected, pasted, or connected. Sensitive workflows stay draft-only until reviewed.

More ways to use blolp

Meetings

Scheduling and prep

Documents

Summaries, checklists, risks

Messages

Catch up and reply carefully

Reports

Competitors, contracts, research

Memory

Commitments, deadlines, sources

Can blolp activate or rerun the workflow?

Only after you approve it. The default order is judgment first: what broke, what to fix, and what should stay blocked. Activations, reruns, retries, and merges wait for your click.

Does this only work for automation builders?

No. The same safety layer covers PRs, admin tools, forms, dashboards, and migration scripts. The principle stays consistent: read the live state, judge the next safe move, and gate the irreversible step.

What does "broken" mean here?

blolp separates blockers from background noise. A missing scope, a skipped side effect, a stuck retry, or an unsafe activation. It says which of those is true now and which steps in the sequence get you stuck again.

How does it know the workflow state?

blolp reads what is open: the builder canvas, the selected node, the failed run log, the diff, the dashboard. Nothing in the background. There are no agent permissions to grant.

Can it suggest the fix code or PR comment?

Yes. blolp drafts the fix in the format you need and shows which line to change. Applying the fix, posting the comment, and merging the PR wait for you. For contract-style risk reviews on the same diff, see reports.

What about scheduled or recurring failures?

blolp reads the run history when you point at it. For ongoing alerts, route them through your existing observability and ask blolp at the moment you need a decision.

blolp mascot

Meet your work bestie

blolp sits beside anything on your screen, answers questions, and handles tasks across your apps, and it always asks first.

Download for Mac