Bring Holacracy
to LangChain
Create your Vinkius account to connect GlassFrog to LangChain and start using all 12 AI tools in minutes. Fully managed, enterprise secure, and ready to use without writing a single line of code. No hosting, no server setup — just connect and start using.
GDPR Free for SubscribersCompatible with every major AI agent and IDE
Gemini
What is the GlassFrog MCP Server?
Connect your GlassFrog organization to any AI agent to automate your Holacracy governance and tactical operations through the Model Context Protocol (MCP). GlassFrog is the premier platform for self-management and organizational clarity. This MCP server enables you to retrieve circle structures, role definitions, project lists, and performance metrics directly through natural conversation.
Key Features
- Organizational Oversight — List all circles and role definitions, retrieving detailed purposes and accountabilities for every role in the organization.
- Tactical Project Management — Access and list tactical projects, and programmatically create new projects within specific circles from your chat interface.
- Governance Transparency — Retrieve circle policies and governance records to understand the rules and constraints of your organization.
- Performance Metrics — Access defined metrics and checklist items to track organizational health and tactical progress.
- Workforce Collaboration — List all organization members and search for specific people by email to verify role assignments.
- Real-time Synchronization — Keep your Holacracy data accessible to your AI assistant without leaving your primary workspace.
How it works
- Subscribe to this server through the Vinkius Marketplace
- Enter your GlassFrog API Key (found in User Profile > Settings > API Keys)
- Start managing your Holacracy organization from Claude, Cursor, or any MCP client
Who is this for?
- Lead Links & Facilitators — quickly check circle accountabilities or list tactical projects without manual dashboard navigation.
- Operations Managers — get a real-time overview of organizational metrics and policies via simple AI commands.
- Self-Managed Teams — automate the tracking of next actions and project statuses for better tactical alignment.
Built-in capabilities (12)
Add a project
Search member
Get circle overview
List checklists
List metrics
List policies
List all circles
List role definitions
List people
List assignments
List all projects
Check connection
Why LangChain?
LangChain's ecosystem of 500+ components combines seamlessly with GlassFrog through native MCP adapters. Connect 12 tools via Vinkius and use ReAct agents, Plan-and-Execute strategies, or custom agent architectures. with LangSmith tracing giving full visibility into every tool call, latency, and token cost.
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The largest ecosystem of integrations, chains, and agents. combine GlassFrog MCP tools with 500+ LangChain components
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Agent architecture supports ReAct, Plan-and-Execute, and custom strategies with full MCP tool access at every step
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LangSmith tracing gives you complete visibility into tool calls, latencies, and token usage for production debugging
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Memory and conversation persistence let agents maintain context across GlassFrog queries for multi-turn workflows
GlassFrog in LangChain
Why run GlassFrog with Vinkius?
The GlassFrog connection runs on our fully managed, secure cloud infrastructure. We handle the hosting, maintenance, and security so you don't have to deal with servers or code. All 12 tools are ready to work instantly without any complex setup.
You stay in complete control of your data. Your AI only accesses the information you approve, keeping your sensitive passwords and private details completely safe. Plus, with automatic optimizations, your AI works faster and more efficiently.
* Every connection is hosted and maintained by Vinkius. We handle the security, updates, and infrastructure so you don't have to write code or manage servers. See our infrastructure
Over 4,000 integrations ready for AI agents
Explore a vast library of pre-built integrations, optimized and ready to deploy.
Connect securely in under 30 seconds
Generate tokens to authenticate and link external services in a single step.
Complete visibility into every agent action
Audit live requests, latency, success rates, and active security compliance policies.
Optimize spending and track token ROI
Analyze real-time token consumption and cost metrics detailed by connection.
Explore our live AI Agents Analytics dashboard to see it all working
This dashboard is included when you connect GlassFrog using Vinkius. You will never be left in the dark about what your AI agents are doing with your tools.
GlassFrog and 4,000+ other AI tools. No hosting, no code, ready to use.
Professionals who connect GlassFrog to LangChain through Vinkius don't need to write code, manage servers, or worry about security. Everything is pre-configured, secure, and runs automatically in the background.
Raw MCP | Vinkius | |
|---|---|---|
| Ready-to-use MCPs | Find and configure each manually | 4,000+ MCPs ready to use |
| Connection Setup | Manual coding & server setup | 1-click instant connection |
| Server Hosting | You host it yourself (needs 24/7 uptime) | 100% hosted & managed by Vinkius |
| Security & Privacy | Stored in plaintext config files | Bank-grade encrypted vault |
| Activity Visibility | Blind execution (no logs or tracking) | Live dashboard with real-time logs |
| Cost Control | Runaway AI token spend risk | Automatic budget limits |
| Revoking Access | Must delete files or code to stop | 1-click disconnect button |
How Vinkius secures
GlassFrog for LangChain
Every request between LangChain and GlassFrog is protected by our secure gateway. We automatically keep your sensitive data private, prevent unauthorized access, and let you disconnect instantly at any time.
Frequently asked questions
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.
How does LangChain connect to MCP servers?
Use langchain-mcp-adapters to create an MCP client. LangChain discovers all tools and wraps them as native LangChain tools compatible with any agent type.
Which LangChain agent types work with MCP?
All agent types including ReAct, OpenAI Functions, and custom agents work with MCP tools. The tools appear as standard LangChain tools after the adapter wraps them.
Can I trace MCP tool calls in LangSmith?
Yes. All MCP tool invocations appear as traced steps in LangSmith, showing input parameters, response payloads, latency, and token usage.
MultiServerMCPClient not found
Install: pip install langchain-mcp-adapters
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