# GlassFrog MCP for AI Agents AI Agent Connect > GlassFrog MCP lets you manage your Holacracy organization directly through your AI client. It handles circle structures, role definitions, project lists, and performance metrics. You can create new projects, search for members by email, and check circle policies without leaving your chat interface. It's built for teams who want to keep their governance and tactical work in sync. ## Overview - **Category:** human-resources - **Price:** Free - **Endpoint:** https://edge.vinkius.com/vk_preview_P7AFTRpHtJdcAukj9o6902CSNXs2Kfu7rUMrmfO4/ai-agent-connect - **Tags:** holacracy, organizational-clarity, governance, role-management, self-management ## Description Managing a Holacracy organization often involves jumping between tabs to check who owns what, what the current circle goals are, and where a project stands. It's a lot of manual overhead for Lead Links and Facilitators who just want to stay aligned. This Connector changes that by bringing your GlassFrog data directly into your AI agent. Instead of hunting for a specific role's accountabilities or digging through a dashboard to find a circle's policy, you just ask your agent. You can pull up a summary of a circle, find a member's role assignment, or see the latest tactical metrics in seconds. It makes the governance side of self-management feel much more fluid. When you're using the Vinkius Marketplace to connect these tools, you're essentially giving your agent a direct line into your organizational structure. You can create new projects on the fly, list all active circles, or verify member details without ever opening the main platform. It turns your AI into a functional partner for keeping your team's tactical work moving forward. ## Tools ### find_member_by_email Search for a specific person in your organization. It's the fastest way to verify someone's role or status. ### get_circle_summary Get a high-level overview of a specific circle. Use this to quickly understand a circle's core purpose. ### list_role_assignments List all current role assignments across the organization. This helps you see who is doing what at a glance. ### list_checklist_items List the checklist items for your projects. This keeps your team on track with specific tactical steps. ### list_holacracy_circles List every circle in your organization. It's the best way to see your full organizational structure. ### list_circle_metrics List the defined metrics for a specific circle. Use this to track organizational health and progress. ### list_holacracy_roles List all role definitions in your organization. This helps you understand the accountabilities of every role. ### verify_api_connection Check if your GlassFrog account is properly linked. This ensures the AI can talk to your data correctly. ### list_org_members List all the members of your organization. This gives you a full view of your workforce. ### list_circle_policies List the policies and governance records for your circles. This keeps the rules of your organization accessible. ### create_new_project Add a new project to a specific circle. This lets you start tactical work immediately from your chat. ### list_tactical_projects List all tactical projects currently in progress. This provides a clear view of your team's active work. ## Prompt Examples **Prompt:** ``` What are the current accountabilities for the Product Manager role in the Engineering circle? ``` **Response:** ``` Fetching role details... The **Product Manager** role (Circle: Engineering) has the following accountabilities: * **Defining product strategy** * **Prioritizing the roadmap** * **Gathering user feedback** Would you like to see the role assignments for this circle as well? ``` **Prompt:** ``` Show me all the tactical projects we have running right now. ``` **Response:** ``` Retrieving active projects... Here are the current tactical projects: | Project Name | Circle | Status | | :--- | :--- | :--- | | Q3 Roadmap | Engineering | In Progress | | Brand Refresh | Marketing | Planning | | API Migration | Infrastructure | Blocked | Total active projects: **3**. ``` **Prompt:** ``` Can you give me a summary of the Marketing circle and its current metrics? ``` **Response:** ``` Retrieving Marketing circle data... **Circle Summary:** * **Purpose:** Drive brand awareness and user acquisition. * **Key Focus:** Content creation and ad spend efficiency. **Current Metrics:** * **Monthly Active Users:** 12,400 (Updated 2 days ago) * **Ad Spend Efficiency:** 4.2x ROI (Updated 2 days ago) ``` ## Capabilities ### Create new tactical projects Add a new project to a specific circle directly from your chat. ### List all active circles Get a full view of your organizational structure in one command. ### Fetch role accountabilities Pull up the specific responsibilities for any role in your organization. ### Search for members by email Find a specific person and verify their current role assignment. ### Pull circle performance metrics Access defined metrics to track organizational health and progress. ### View circle policies and records Retrieve the rules and governance constraints for your circles. ### List all organization roles See all role definitions to understand the accountabilities of your team. ## Use Cases ### Quick accountability checks during meetings A Lead Link needs to find the accountabilities of a specific role during a sync. They ask the agent to list the role definitions. ### Real-time project auditing An Ops Manager wants to see how many projects are active. They use list_tactical_projects to get a full count. ### Verifying member roles on the fly A facilitator needs to find a specific person's role. They use find_member_by_email to verify the assignment. ### Monitoring circle health scores A team wants to see their current progress. They use list_circle_metrics to see the latest health scores. ## Benefits - Get instant access to circle accountabilities using list_holacracy_roles so you don't have to hunt through the dashboard. - Create new work items quickly with create_new_project to keep your tactical momentum going without leaving your chat. - Monitor organizational health in real time by pulling data with list_circle_metrics and list_checklist_items. - Verify member details and roles instantly with find_member_by_email to keep your workforce data accurate. - Stay compliant and informed on governance by using list_circle_policies to see the rules for every circle. - Visualize your entire organizational structure at once by using list_holacracy_circles and list_org_members. ## How It Works The bottom line is you get a direct, conversational interface for your entire Holacracy governance system. 1. Subscribe to the GlassFrog MCP on the Vinkius Marketplace. 2. Enter your GlassFrog API Key found in your User Profile settings. 3. Ask your AI client to list circles, check metrics, or create projects. ## Frequently Asked Questions **What is the GlassFrog MCP for?** The GlassFrog MCP lets you manage your Holacracy organization through your AI client. It handles circles, roles, projects, and metrics so you can stay aligned without leaving your chat. **How does GlassFrog help with Holacracy?** It brings your self-management data into a conversational format. You can quickly check roles, policies, and project statuses using natural language commands. **Can I use GlassFrog MCP with Claude or Cursor?** Yes, this Connector is compatible with any MCP-supported client, including Claude, Cursor, Windsurf, and VS Code. **How do I connect my GlassFrog account?** Just subscribe on Vinkius, get your API key from your GlassFrog user profile settings, and paste it into your AI client's MCP configuration. **Can the GlassFrog MCP create new projects?** Yes, you can tell your AI agent to create a new project for a specific circle, and it will handle the entry for you. **How does this help Lead Links?** It removes the need for Lead Links to manually navigate dashboards. They can quickly pull up circle summaries or role details during live syncs. **Does GlassFrog MCP show circle metrics?** Yes, it can pull real-time performance metrics for your circles, helping you monitor organizational health instantly. **Can I search for members by email?** Yes, you can use your agent to find a specific person by their email address to verify their current role or team assignment. **How do I get an API Key for GlassFrog?** Log in to your GlassFrog account, click on your profile avatar, go to 'Settings', and then 'API Keys' to generate or copy your token. **What is a Circle in GlassFrog?** A Circle is an organizational unit in Holacracy that groups together related roles and responsibilities to achieve a specific purpose. **Can I create new projects via the agent?** Yes! Use the 'create_new_project' tool. You will need to provide a description and the ID of the Circle where the project should be added. **How do I find a Circle ID?** Use the 'list_holacracy_circles' tool. The agent will return all available circles along with their unique IDs and names.