Pain point
Assistants become unreliable or unsafe when content operations are hidden behind broad, ambiguous integrations.
AI · MCP · AUTOMATION
MCP with Claude
An integration experiment exploring how an assistant can work with content systems through explicit, permissioned tools.
Solution
Expose narrow tools with clear schemas, validate inputs, separate read from write actions, and preserve an audit trail.
Architecture
- Assistant request
- MCP tool schema
- Policy validation
- Content operation
Software stack
MCPClaudeContent APISchema validationAudit logging
AI and AgenticOps
The model selects from approved tools; AgenticOps owns authorization, rate limits, input validation, write confirmation, and observability.