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.

Officevibe MCP Server for LangChain 10 tools — connect in under 2 minutes

Name: Officevibe
Availability: InStock
Author: Vinkius

python.langchain.com/docs/integrations/tools/mcp

Built by Vinkius GDPR 10 Tools Framework

LangChain is the leading Python framework for composable LLM applications. Connect Officevibe through Vinkius and LangChain agents can call every tool natively. combine them with retrievers, memory, and output parsers for sophisticated AI pipelines.

Get MCP Server for AI Agents

ASK AI ABOUT THIS MCP SERVER

Open in ChatGPT Open in Claude Open in Perplexity

Vinkius supports streamable HTTP and SSE.

python

import asyncio
from langchain_mcp_adapters.client import MultiServerMCPClient
from langchain_openai import ChatOpenAI
from langgraph.prebuilt import create_react_agent

async def main():
    # Your Vinkius token. get it at cloud.vinkius.com
    async with MultiServerMCPClient({
        "officevibe": {
            "transport": "streamable_http",
            "url": "https://edge.vinkius.com/[YOUR_TOKEN_HERE]/mcp",
        }
    }) as client:
        tools = client.get_tools()
        agent = create_react_agent(
            ChatOpenAI(model="gpt-4o"),
            tools,
        )
        response = await agent.ainvoke({
            "messages": [{
                "role": "user",
                "content": "Using Officevibe, show me what tools are available.",
            }]
        })
        print(response["messages"][-1].content)

asyncio.run(main())

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* Every MCP server runs on Vinkius-managed infrastructure inside AWS - a purpose-built runtime with per-request V8 isolates, Ed25519 signed audit chains, and sub-40ms cold starts optimized for native MCP execution. See our infrastructure

About 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.

LangChain's ecosystem of 500+ components combines seamlessly with Officevibe through native MCP adapters. Connect 10 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.

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.

The Officevibe MCP Server exposes 10 tools through the Vinkius. Connect it to LangChain in under two minutes — no API keys to rotate, no infrastructure to provision, no vendor lock-in. Your configuration, your data, your control.

How to Connect Officevibe to LangChain via MCP

Follow these steps to integrate the Officevibe MCP Server with LangChain.

Install dependencies

Run pip install langchain langchain-mcp-adapters langgraph langchain-openai

Replace the token

Replace [YOUR_TOKEN_HERE] with your Vinkius token

Run the agent

Save the code and run python agent.py

Explore tools

The agent discovers 10 tools from Officevibe via MCP

Why Use LangChain with the Officevibe MCP Server

LangChain provides unique advantages when paired with Officevibe through the Model Context Protocol.

The largest ecosystem of integrations, chains, and agents. combine Officevibe MCP tools with 500+ LangChain components

Agent architecture supports ReAct, Plan-and-Execute, and custom strategies with full MCP tool access at every step

LangSmith tracing gives you complete visibility into tool calls, latencies, and token usage for production debugging

Memory and conversation persistence let agents maintain context across Officevibe queries for multi-turn workflows

Officevibe + LangChain Use Cases

Practical scenarios where LangChain combined with the Officevibe MCP Server delivers measurable value.

RAG with live data: combine Officevibe tool results with vector store retrievals for answers grounded in both real-time and historical data

Autonomous research agents: LangChain agents query Officevibe, synthesize findings, and generate comprehensive research reports

Multi-tool orchestration: chain Officevibe tools with web scrapers, databases, and calculators in a single agent run

Production monitoring: use LangSmith to trace every Officevibe tool call, measure latency, and optimize your agent's performance

Officevibe MCP Tools for LangChain (10)

These 10 tools become available when you connect Officevibe to LangChain via MCP:

get_employee_details

Get specific employee info

get_engagement_metrics

g., Recognition, Relationship with Manager). Get granular engagement metrics

get_engagement_scores

Get overall engagement scores

get_feedback_replies

Get feedback conversation

get_nps_scores

Get employee NPS scores

list_employees

List all employees

list_survey_feedback

List survey feedback

list_user_attributes

List custom user attributes

list_vibe_segments

List audience segments

list_vibe_teams

List organization teams

Example Prompts for Officevibe in LangChain

Ready-to-use prompts you can give your LangChain agent to start working with Officevibe immediately.

"What is our current organization engagement score?"

"List the latest qualitative feedback from employee surveys."

"Show me the Employee NPS (eNPS) trend for this quarter."

Troubleshooting Officevibe MCP Server with LangChain

Common issues when connecting Officevibe to LangChain through the Vinkius, and how to resolve them.

MultiServerMCPClient not found

Install: pip install langchain-mcp-adapters

Officevibe + LangChain FAQ

Common questions about integrating Officevibe MCP Server with LangChain.

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.