~/panel

Panel: APIs for AIs

Panelat GraphQLConf 2025 · on Monday, 2025-09-08· at 11:25· Grote Zaal - 2nd Floor· [graphql, ai-assisted-development]
name:Kewei Qu
linkedin:keweiqu
links:none on file
slides:none on file

MCP is exploding since last November and integrates with GraphQL but it does not replace it: teams report 70+ internal MCP servers at one company, hallucinations rise after roughly 15–25 tools in context, and full GitHub schema dumps cost ~\$130 to seed a model while a root-query/minified approach drops that to ~\$0.06. Practical strategies shown: tree-shake operations, persistent queries, a two-step full-text-tool-index then execute flow, introspect operations (not whole schema), and watch the security “rule of two” tradeoffs around trusted input, private data, and mutations.

AI-written summary · about

  1. 0:00AI APIs panel intro
  2. 2:25AI replacing developer jobs?
  3. 6:38MCP vs GraphQL
  4. 9:47MCP and GraphQL history
  5. 11:36GraphQL tooling for AI
  6. 12:57Security with AI APIs
  7. 15:02MCP tool authorization
  8. 17:48LLM token limits
  9. 20:19Managing context in APIs
  10. 21:45Two-step for large schemas
  11. 22:28Internal vs customer MCP tools
  12. 25:16Introspection for LLM efficiency
  13. 26:40GraphQL ops for AI
  14. 27:01Closing remarks
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