Enterprises adopting MCP usually fail in integration, not in model quality. The model may be fine. The tool contract is not.
A tiny schema drift—like a renamed field, missing enum value, or changed nullability—can silently degrade tool effectiveness across thousands of runs.
What to enforce in CI
- request/response schema validation for each tool action
- capability negotiation checks for optional features
- backward-compatibility snapshots for high-use payloads
Integration Strategy: Ad Hoc vs Contract-Tested MCP
Takeaway
MCP is powerful, but only if you treat protocol compatibility as a deploy gate, not an afterthought.
