Circle MCP

Example Use Cases

• 1

  Audit and analyze Circle.so community structures and engagement.

• 2

  Monitor community health and detect unanswered posts.

• 3

  Create and update community content safely through AI-driven workflows.

Description

Circle MCP enables community operators to inspect, diagnose, and operate their Circle.so communities through natural language commands. It provides tools for community audits, onboarding assessments, health snapshots, unanswered post detection, content gap analysis, and safe content operations without switching dashboards. The server runs locally, ensuring data privacy, and integrates with Claude Code and Claude Desktop for seamless AI-driven community management.