~/talk

Your MCP Server is Bad (and You Should Feel Bad)

Talkat ODSC AI East 2026 · 2026-04-28..04-30· [ai-assisted-development, api-design]
slides:none on file

FastMCP reports 8 million downloads and argues that wrapping a REST API often fails because agents have no persistent discovery and pay expensive iteration costs, so authors should avoid dumping huge tool lists — recommendation: 20 tools or less. Two concrete fixes are shown: tool search (cuts thousands of tokens instead of downloading 72k tokens) and code mode (LLM writes short scripts executed in a Python sandbox on the server). A built UI stack, Prefab, serves interactive dashboards and file uploads that bypass the LLM and works in production.

AI-written summary · about

  1. 0:00Introduction to MCP
  2. 1:35What is MCP
  3. 3:04Problem with REST APIs
  4. 6:40Why agents need better interfaces
  5. 8:52MCP clients in 2026
  6. 10:39Tool search innovation
  7. 13:11Code mode for iteration
  8. 16:32MCP apps and UIs
  9. 20:17Building dashboards with Prefab
  10. 25:43Future of MCP servers
  11. 26:51Closing remarks and Q&A
~/search
type to search 6,249 conferences, 138,987 speakers and 185,172 talks
~/help
cmdctrl k
search every conference, speaker and series
/
focus the filter search
h
home
c
conferences
s
speakers
e
series
t
light / dark — the status bar button does the same
?
this help
esc
close this, then clear every filter — or just the search, while you are typing in it

Ignored while you are typing. Pages without a filter rail have no search to focus.