Latent Space: The AI Engineer Podcast

One Year of MCP — with David Soria Parra and AAIF leads from OpenAI, Goose, Linux Foundation

914 snips
Dec 27, 2025
David Soria Parra, the lead core maintainer of the Model Context Protocol (MCP) at Anthropic, shares insights from MCP’s rapid ascent in the AI world. Joined by Nick Cooper from OpenAI and Jim Zemlin, CEO of the Linux Foundation, they discuss the journey from Thanksgiving hackathons to widespread enterprise adoption. The trio explores the design challenges of ensuring interoperability between agents, the decision to join the AAIF for neutral governance, and how MCP enhances agent capabilities while maintaining flexibility and security.
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Registries Need Curated Trust Layers

  • Registries should mirror package ecosystems: a public registry plus curated sub-registries for trust and compliance.
  • Private curated registries will be common inside enterprises for discovery and safety.

Enable Sampling By Implementing Streams

  • Use SDKs for remote MCP servers and sampling; clients must implement streaming to enable server elicitation features.
  • Ship sampling support only when clients open the required streams, otherwise servers lose bidirectional capabilities.

Context First, Actions Next

  • Most MCP usage today is for context ingestion (RAG/compaction) rather than action orchestration.
  • New primitives like Tasks are being added because asynchronous, long-running operations are increasingly required.
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