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just fixed and rebuilt an entire AI automation flow — without opening the flow editor once

I just fixed and rebuilt an entire AI automation flow without opening the flow editor once.
Here's what happened:
We have a YouTube script generation pipeline on Serenities. It takes a keyword (or YouTube URLs), generates  an outline, then writes each section with precise word counts. Two branches one for URLs, one for direct topics.
The URL branch was broken. Not obviously broken. Subtly broken it was jumping straight from transcript cleansing to a single Claude call with no outline step, no section iteration, no word count targeting. Just a raw prompt that guessed at length every time.
I asked Claude to check it via MCP.
Within seconds it had read the entire flow every node, every edge, every config. It found:
- A broken template variable resolving to [undefined] instead of the word count
- Extended thinking enabled on a cleansing node (pointless, just burning tokens)
- The URL branch missing 7 nodes that the keyword branch had
- The MCP help guide serving 5 thin topics with almost no real documentation
Then still without me touching the UI it:
Added 7 new nodes to the URL branch (outline prompt, Claude outline generate, JSON cleaner, iterator,
section prompt, section writer, text aggregator)
Rewired all the edges correctly
Updated the webhook response to pull from the new pipeline
Rewrote all 5 MCP help topics with complete documentation utility node configs, template variable syntax,
Claude toolInputJson templates, debugging guides, everything
One conversation. Zero UI clicks. The flow went from broken to production-ready.
This is what MCP actually unlocks. Not just "ask AI to explain your code." Ask AI to read your live
infrastructure, reason about what's wrong, and fix it programmatically, precisely, at the API level.
We built MCP support into Serenities so AI agents can build and manage flows on behalf of users. Today I used
it on our own platform. It worked exactly as intended.
The future of automation isn't drag-and-drop. It's conversational.

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