Flowlines
Use with
MelayaFlowlines

Technology partner · Since September 2026

Real tools. Real usage.
A clearer picture.

Melaya gives AI assistants a way to act across browsers, Android apps and business workflows. Flowlines helps its team see what people use, what they need and what changes after a release.

Explore Melaya Read the story
First 48 hours · Reported by Melaya
Tool calls observed
754
Distinct tools used
44
Releases tracked
3
September 2026 integration review. Includes internal validation and deliberate failure tests, not just customer traffic.

Melaya makes the work possible.
Flowlines makes the usage visible.

Build and run · Melaya

Your assistant, connected to real work.

Use one remote MCP connection to reach Melaya's tools from a compatible AI assistant. Choose access to browser tabs, Android apps, connected services and agent workflows. Melaya manages the execution environment, permissions and approval steps.

See what you can do with Melaya ↗
Understand and improve · Flowlines

Know what happens after the connection.

See which tools get used, which jobs appear in available intent context, and how calls behave across clients and releases. Use that picture to improve onboarding, investigate recurring issues and decide what deserves attention next.

Explore Flowlines MCP observability ›

One connection. Different kinds of work.

Melaya brings the capabilities. Flowlines helps the team learn how they are used. These are illustrative workflows, not measured customer results.

Browser

Work in the tab you choose.

Collect invoices from a portal or work through a web task with Melaya's browser extension and scoped access.

What Flowlines helps you check

Are people getting past setup into useful browser work? Review attempted jobs and repeated calls, with outcome confidence limited to the evidence available.

Android

Reach the apps you already use.

Let an assistant interact with allowed apps on a paired Android device. Keep device access and permissions in Melaya.

What Flowlines helps you check

Which device tools get used, and which fail for a particular client or release? Melaya's export excludes screen contents and raw tool results.

Agent workflows

Make recurring work repeatable.

Build and schedule Melaya workflows for jobs that should run again, with approval steps for consequential actions.

What Flowlines helps you check

What changes when a pipeline tool's interface changes? Compare its use and call outcomes across releases before deciding whether a fix is needed.

Observe the usage.
Keep raw payloads out.

Melaya's integration uses a deliberately limited export. It can answer useful operational and product questions without sending Flowlines everything a tool reads.

Context for analysis

  • Tool identity and published interface
  • Call status and bounded error categories
  • Release and calling-client context
  • Pseudonymous account identifiers
  • Optional client-supplied intent summaries

Excluded from this export

  • Raw tool arguments and results
  • Phone screens and browser page contents
  • Names and email addresses
  • Credentials and authorization headers
  • Raw exception messages and stack traces

This is Melaya's integration boundary, not a universal default or a compliance guarantee. Pseudonymous IDs and optional free text still require care. Without raw payloads, content-level analysis and verification of final outcomes are limited.

The first 48 hours

What 754 tool calls taught us about MCP usage.

Put your assistant to work.

Explore Melaya's MCP capabilities and choose what your assistant can access. Browser workflows need its extension; autonomous workflows use its runner.

Explore Melaya

Building your own MCP?

Connect Flowlines to your assistant, then instrument your server with a reviewed data boundary. Start with 100 analyzed MCP sessions per month on the Free plan.

Use with