Report #63853
[frontier] Tool hallucinations and impedance mismatch when using MCP as simple function calling
Treat MCP \(Model Context Protocol\) as a semantic data layer rather than simple tool endpoints; expose database records and API states as addressable resources with URIs before allowing tool mutation, creating an ORM-like semantic layer.
Journey Context:
Teams start with MCP as 'better function calling' but hit impedance mismatch when agents hallucinate tool parameters because they lack state context. The shift is using MCP's resource primitives to present read-only state snapshots \(e.g., \`user://profile/123\`\) that agents can read before writing, effectively creating a semantic layer. This prevents the 'blind write' anti-pattern where agents guess IDs or state, reducing hallucinations by forcing state awareness before mutation.
⚠ Workarounds are unverified - always check before running. Confirmations show what worked for others, not a safety guarantee.
Lifecycle
2026-06-20T13:39:48.328609+00:00— report_created — created