GlassFrog MCP for AI. Automate Governance and Role Tracking in Chat
Works with every AI agent you already use
…and any MCP-compatible client








Connect to your AI in seconds.
GlassFrog MCP connects your organization's self-management data directly to any AI client. This tool lets you retrieve circle structures, role definitions, and project details instantly via natural conversation.
Instead of navigating complex dashboards, you can ask questions about governance policies, check accountabilities for specific roles, or list active tactical projects in real time.
What your AI can do
Verify api connection
Checks if your credentials are properly connected to the GlassFrog API.
Create new project
Adds a new tactical project record into the system.
Find member by email
Searches for and verifies an organization member using their email address.
List all active organizational circles and retrieve detailed descriptions for every defined role.
View current metrics, checklist items, and specific governance policies affecting any circle.
List existing tactical projects or create brand new ones directly through your agent's chat interface.
Search the member database by email to confirm an individual’s role assignments and current status.
Ask an AI about this
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GlassFrog: 12 Tools for Organization Management
These tools allow your agent to interact with every part of the GlassFrog system. You can list everything from all members to specific role definitions, making complex data retrieval simple.
Make your AI actually useful.
Add this MCP to Claude, Cursor, or Windsurf and your AI stops guessing. It gets real tools to look things up, take action, and handle the stuff you keep doing by hand.
Start using GlassFrog on VinkiusVerify Api Connection
Checks if your credentials are properly connected to the GlassFrog API.
Create New Project
Adds a new tactical project record into the system.
Find Member By Email
Searches for and verifies an organization member using their email address.
Get Circle Summary
Retrieves a high-level overview of a specific organizational circle's details.
List Role Assignments
Retrieves a list detailing who has been assigned which roles within the company.
List Checklist Items
Lists all defined checklists for tracking progress on initiatives.
List Holacracy Circles
Lists every active organizational circle in the system.
List Circle Metrics
Retrieves the currently defined operational metrics used to track circle health.
List Org Members
Lists every person currently registered in the organization's member directory.
List Circle Policies
Fetches all governing policies and rules applicable to a specific circle.
List Tactical Projects
Lists every current and past tactical project in the organization.
List Holacracy Roles
Retrieves a list of all defined role types and their purposes across the organization.
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Build a custom MCP for your own tools, or connect a ready-made integration from our catalog.
Build Your Own
Turn any API into an MCP. Import a spec, define Agent Skills, or deploy with MCPFusion.
- Import from OpenAPI, Swagger, or YAML specs
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Start with GlassFrog, then connect any of our 5,100+ other servers whenever your AI needs more. One click, no limits.
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- Works with Claude, ChatGPT, Cursor, and more
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Works with Claude, ChatGPT, Cursor, and more
The Model Context Protocol standardizes how applications expose capabilities to LLMs. Instead of operating in isolation, your AI gains direct access to external platforms, live data, and real-world actions through secure, standardized connections.
This connection provides 12 powerful capabilities that interface natively with Claude, ChatGPT, Cursor, and other compatible AI platforms. No middleware. No custom integration required.
Finding the single source of truth on who owns what
Today, getting a clear picture of accountability means jumping through hoops. You open the dashboard to check roles, then switch tabs to look at policies, and finally click another section just to list active projects. It’s a cycle of clicking, reading definitions, and copy-pasting names into a summary sheet.
With this MCP, you don't touch a dashboard. Your agent handles the complexity. You ask it: 'Show me all roles for Marketing.' It pulls the definition via `list_holacracy_roles`, checks the assignments with `list_role_assignments`, and presents one coherent answer—no jumping around required.
List Circle Metrics: Seeing real-time organizational health
Before this, checking the organization's health meant pulling separate reports for 'Ad Spend Efficiency,' 'Monthly Active Users,' and 'Team Velocity.' These reports lived in three different systems, requiring manual comparison every month.
Now, you prompt your agent with a request to view metrics. It executes `list_circle_metrics` and immediately provides the structured data set you need, giving you an instant, unified health score for any circle.
What your AI can actually do with this
Managing a self-managed organization means keeping track of who does what, which policies apply, and where the current work effort is focused—it’s a lot of moving pieces. This MCP connects GlassFrog to your agent, pulling all that operational data into a conversational interface. You can ask about circle structures or request full role definitions without ever leaving your chat window.
Need to know if someone has the right permissions? Simply ask your AI client to check member records by email. Want to start tracking something new? Use the capability to programmatically create projects within specific circles. This gives you a clear view of governance and current performance metrics, letting you automate complex tasks using Vinkius' catalog of tools.
019d75a6-2894-7095-9b2e-9f4b8ce0c0c6 Here's how it actually works
The bottom line is you talk to your agent naturally, and it handles the complex API calls behind the scenes.
Subscribe to this MCP via Vinkius Marketplace and enter your GlassFrog API Key.
Select your preferred AI client (Claude, Cursor, Windsurf, etc.) and connect it to the catalog.
Start asking questions in plain language; your agent will invoke the necessary tools to fetch structured data.
Who is this actually for?
Lead Links or Operations Managers who spend too much time jumping between dashboards just to get an overview. You're tired of manual data aggregation and need a single source of truth for governance.
Needs a real-time overview of organizational metrics, policies, and current project status without manually checking multiple dashboards.
Must quickly check accountabilities or list tactical projects to guide a meeting or solve an immediate governance question.
Automates the tracking of next actions and confirms role assignments for team members, ensuring alignment across departments.
What Changes When You Connect
Stop manually checking role assignments. Use list_role_assignments to instantly confirm who is accountable for what, every time.
Get an instant organizational health check by calling list_circle_metrics, providing a high-level view of key performance indicators without dashboard navigation.
When you need clarity on rules, use list_circle_policies to retrieve all governing documents and constraints in minutes, not hours.
Never start from scratch. Use create_new_project directly through your agent when a new initiative needs tracking, linking it immediately to the correct circle.
Need to know who's on the team? Running list_holacracy_circles gives you the full map of every unit in the organization instantly.
See it in action
Onboarding a New Team Member
A new Ops Manager needs to know what policies govern their department. Instead of reading a 40-page manual, they ask their agent: 'What are the policies for Engineering?' The agent uses list_circle_policies and instantly replies with the relevant rules.
Identifying Role Gaps
A team lead suspects a role is under-assigned. They ask their agent to compare who should have certain roles against reality, using list_role_assignments and cross-referencing it with the full list of available roles via list_holacracy_roles.
Quarterly Review Preparation
An Operations Manager needs to report on all active work streams. They prompt their agent for a summary of all ongoing initiatives, triggering the retrieval of data from list_tactical_projects and key metrics via list_circle_metrics.
Verifying User Access
A manager needs to verify if an employee was correctly assigned a role after a department restructure. They use find_member_by_email followed by checking the results of list_role_assignments for immediate confirmation.
The honest tradeoffs
Searching multiple dashboards
The user opens the 'People' tab, then clicks 'Policies,' and finally navigates to 'Projects' just to piece together one organizational update.
Don't click through tabs. Instead, ask your agent: 'Give me an overview of the Engineering circle.' The agent runs get_circle_summary and presents all necessary data in a single conversation.
Guessing which tool to use
The user tries to find out what metrics exist by searching Google, only to realize they need the specific data from the GlassFrog system.
To list available performance tracking items, ask your agent to run list_circle_metrics. That gives you the precise names and definitions needed for reporting.
Treating roles as static
Assuming that simply listing all roles (list_holacracy_roles) tells you who actually uses them today.
Don't just list the types. You must run list_role_assignments to see exactly which people are currently assigned those definitions, giving you live data.
When It Fits, When It Doesn't
Use this MCP if your biggest time sink is manually gathering governance facts: 'Who owns what? What rules apply here? What projects are active?' This connector excels at cross-referencing roles (list_role_assignments) against policies (list_circle_policies) and current work streams (list_tactical_projects). Don't use it if you need to perform pure financial accounting or manage external vendor billing; those require different domain tools. If your goal is simply to list all employees, list_org_members works, but for understanding their function, you must pair that with checking role definitions via list_holacracy_roles. The key is moving from static data retrieval to actionable governance insights.
Questions you might have
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.
What specific details does the `list_holacracy_roles` tool provide? +
It returns comprehensive role definitions. You get detailed accountabilities for every listed role, showing exactly who is responsible for what within the organization.
How does the `find_member_by_email` tool help with role verification? +
The tool searches for a member using their unique email address. Once found, you can use other tools to verify or list all of that person's current role assignments.
Can I use `list_circle_policies` to understand organizational rules? +
Yes, this tool retrieves the official policies and governance records for a specific circle. It helps you quickly understand the constraints and rules governing that part of your organization.
What does running `verify_api_connection` confirm about my setup? +
It confirms that your API key is valid and active. Running this tool tests your connection to GlassFrog, ensuring you have the proper permissions without making any changes.
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