Bring Employee Engagement
to Pydantic AI
Create your Vinkius account to connect Officevibe to Pydantic AI and start using all 10 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.
Compatible with every major AI agent and IDE
What is the Officevibe MCP Server?
Connect your Officevibe (by Workleap) account to your AI agent and gain deep insights into your workplace culture and employee engagement through natural conversation.
What you can do
- Engagement Scores — Retrieve aggregated engagement and satisfaction scores for your entire organization or specific teams.
- Pulse Metrics — Access granular scores for key sub-metrics like Recognition, Relationship with Manager, and Wellness.
- Feedback Monitoring — List qualitative survey feedback and comments, and retrieve full follow-up conversations.
- NPS Tracking — Monitor your current Employee Net Promoter Score (eNPS) and view historical trends.
- User & Team Oversight — List all employees and organization segments to understand your culture's structure.
- Deep Inspection — Fetch complete metadata and profile information for specific employees using their unique IDs.
How it works
- Subscribe to this server
- Enter your Officevibe API Key (generated in the Workleap Developer Portal)
- Start monitoring your workplace culture from Claude, Cursor, or any MCP client
Who is this for?
- HR Managers & People Ops — quickly check engagement trends or read recent feedback without opening the dashboard.
- Team Leads & Supervisors — monitor your team's pulse metrics and follow up on feedback in real-time.
- Culture Officers — automate the retrieval of NPS and engagement data for internal culture reporting.
Built-in capabilities (10)
Get specific employee info
g., Recognition, Relationship with Manager). Get granular engagement metrics
Get overall engagement scores
Get feedback conversation
Get employee NPS scores
List all employees
List survey feedback
List custom user attributes
List audience segments
List organization teams
Why Pydantic AI?
Pydantic AI validates every Officevibe tool response against typed schemas, catching data inconsistencies at build time. Connect 10 tools through Vinkius and switch between OpenAI, Anthropic, or Gemini without changing your integration code. full type safety, structured output guarantees, and dependency injection for testable agents.
- —
Full type safety: every MCP tool response is validated against Pydantic models, catching data inconsistencies before they reach your application
- —
Model-agnostic architecture. switch between OpenAI, Anthropic, or Gemini without changing your Officevibe integration code
- —
Structured output guarantee: Pydantic AI ensures tool results conform to defined schemas, eliminating runtime type errors
- —
Dependency injection system cleanly separates your Officevibe connection logic from agent behavior for testable, maintainable code
Officevibe in Pydantic AI
Why run Officevibe with Vinkius?
The Officevibe 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 10 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 Officevibe using Vinkius. You will never be left in the dark about what your AI agents are doing with your tools.
Officevibe and 4,000+ other AI tools. No hosting, no code, ready to use.
Professionals who connect Officevibe to Pydantic AI 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
Officevibe for Pydantic AI
Every request between Pydantic AI and Officevibe 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 Officevibe API Key?
Log in to the Workleap Developer Portal (https://developer.workleap.com/) using your Officevibe credentials to create an application and generate your API key.
Is employee feedback anonymous through the API?
Yes. Officevibe enforces the same anonymity rules through the API as it does in the dashboard. You will see the feedback text but not the identity of the employee if it is anonymous.
What metrics are included in engagement scores?
Scores include the 10 key engagement metrics: Recognition, Feedback, Relationship with Peers, Relationship with Manager, Satisfaction, Alignment, Happiness, Wellness, Personal Growth, and Ambassadorship.
How does Pydantic AI discover MCP tools?
Create an MCPServerHTTP instance with the server URL. Pydantic AI connects, discovers all tools, and generates typed Python interfaces automatically.
Does Pydantic AI validate MCP tool responses?
Yes. When you define result types as Pydantic models, every tool response is validated against the schema. Invalid data raises a clear error instead of silently corrupting your pipeline.
Can I switch LLM providers without changing MCP code?
Absolutely. Pydantic AI abstracts the model layer. your Officevibe MCP integration works identically with OpenAI, Anthropic, Google, or any supported provider.
MCPServerHTTP not found
Update: pip install --upgrade pydantic-ai
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