[RECAP] AI Agents Meet the Graph: Exploring the Model Context Protocol
Meetup Date: April 30, 2025
Featured Speaker: @Dan_Boerner Apollo Graph Champion
MEETUP RECAP
This week, over 130 community members joined us to explore one of the hottest topics in APIs right now: AI agents as clients of our APIs . We focused on the Model Context Protocol (MCP), which is quickly gaining attention as a way to expose, connect, and integrate APIs as tools—alongside other tools and resources
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I opened with some framing context, then @watson demoed the upcoming Apollo MCP Server, showing how Claude Desktop could answer questions about an internal graph. It got people thinking: what’s possible when agents meet the graph?
Then the discussion took off. A few highlights:
- Schema introspection vs. schema slices
: Should agents get dynamic access to the full schema or a curated subset? During prototyping, introspection can be useful—especially on smaller graphs—but latency and unpredictability grow with graph size. As Valerie England (Continued) noted, more tools ≠ better if you’re aiming for fast, consistent responses .
- Real-world adoption stories
: @Jonathan_Wondrusch (Block) and @scottsilvi (Team Duality) shared how they’re building with MCP. Jonathan offered a compelling case for dynamic introspection—even with its tradeoffs. Check the recording for his take
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- Flexibility vs. determinism
: MCP’s flexibility is powerful, but we talked about the value of more structured, predictable ways to expose schema functionality. A single approach may not fit every use case.
- Internal use cases shine
: Agentic AI as an internal design-time co-pilot stood out as a near-term win. Think schema reviews, query design helpers, and Slack-integrated API discovery—all driven by natural language and grounded in your actual graph
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There was so much more, but I’ll stop there. Catch the recording, share your thoughts below , and get ready—this won’t be our last conversation about AI and MCP.
~ Dan
MEETING RESOURCES
Here are some resources that were shared during the talk: