G2

Chaplain Tim "TIG" H.

Founder | Lead Chaplain

Non-Profit Organization Management

Small-Business (50 or fewer emp.)

4/9/2026

"MCP connector turned invisible operations into living blueprints"

5/5

What do you like best about Puzzle?

The MCP connector changed everything for us. We're a nonprofit (Quietly Working Foundation) running 9 apps, 140+ automation scripts, and 7 core operational workflows... and we needed a way to make all of that visible. Not just to me... but to students learning how operations actually work.

Puzzle gave us that. We connected the MCP to our AI agent, and in one session built 7 complete workflows with 77 steps, role assignments, and tool references... programmatically. No dragging boxes around for hours. The agent reads our SOPs and writes them into Puzzle as living process maps. That's the AI integration working exactly how it should... not a gimmick, but a real accelerator.

The canvas UI is genuinely beautiful. Clean layout, intuitive grouping with sections, and the way tools and roles attach to steps makes complex operations feel approachable. Our students can see how a YouTube video becomes a published article across 9 steps, who's responsible for each one, and which tools power it. That's not a diagram... that's a teaching tool.

Support has been outstanding. We reported a bug with the create_process MCP endpoint and Jolly from their team escalated it to engineering... fixed within 24 hours. Brian Ragone (founder) personally followed up. That kind of responsiveness from a product team is rare.

Performance is solid... the MCP handled 7 workflow creates with 77 steps and 66 connections without breaking a sweat. Canvas loads fast even with 20+ sections visible.

Unlimited workspaces means we can eventually give every supporter their own operational blueprint. For a nonprofit trying to scale operations training... that's the dream. Review collected by and hosted on G2.com.

What do you dislike about Puzzle?

Honestly... not much. But if I'm being helpful...

The MCP connector uses OAuth that requires re-authentication every chat session. For teams running AI agents on remote servers, a static API token option would make the integration much smoother. I've submitted this as a feature request and their team acknowledged it quickly.

Tab management isn't available through the MCP yet. You can filter by tab when reading data, but you can't create tabs or move sections between them programmatically. When you're building 7 workflows via API, they all land on one canvas tab and you have to organize them manually in the UI afterward. Not a dealbreaker... just a gap between what the MCP can build and what the UI can organize.

Dark mode isn't available yet... though their team told me it's on the public roadmap. For someone staring at process maps for hours, that matters.

That's really it. The product does what it promises and the team is actively building. These feel like "not yet" items, not fundamental problems. Review collected by and hosted on G2.com.

What problems is Puzzle solving and how is that benefiting you?

We had 7 core operational workflows living as markdown files in a vault. Powerful for our AI agents... invisible to humans. New students joining our training program had no way to see how the organization actually worked. "Read the SOPs" isn't onboarding... it's hazing.

Puzzle turned those invisible operations into something you can actually walk through. A student can open the Content Pipeline and trace the entire journey... video detection to transcription to AI analysis to approval to distribution... and see exactly which roles own each step and which tools power it. That's comprehension in minutes instead of weeks.

The MCP integration solved our second problem... keeping documentation in sync with reality. Process maps that live in a separate tool from your actual operations always drift. Because our AI agent can write directly to Puzzle, the blueprint stays current with what's actually running. Build a new workflow in code, push it to Puzzle in the same session. One source of truth rendered two ways.

The organizational modeling (teams, roles, reporting lines, tool canvas) gave us a third win we didn't expect. Mapping out who does what across 5 teams and 32 tools revealed gaps and overlaps we couldn't see in flat documents. It's like getting x-ray vision into your own org... which is exactly how they describe it. Review collected by and hosted on G2.com.