Culture Amp MCP Server for LlamaIndex 10 tools — connect in under 2 minutes
LlamaIndex specializes in data-aware AI agents that connect LLMs to structured and unstructured sources. Add Culture Amp as an MCP tool provider through Vinkius and your agents can query, analyze, and act on live data alongside your existing indexes.
ASK AI ABOUT THIS MCP SERVER
Vinkius supports streamable HTTP and SSE.
import asyncio
from llama_index.tools.mcp import BasicMCPClient, McpToolSpec
from llama_index.core.agent.workflow import FunctionAgent
from llama_index.llms.openai import OpenAI
async def main():
# Your Vinkius token. get it at cloud.vinkius.com
mcp_client = BasicMCPClient("https://edge.vinkius.com/[YOUR_TOKEN_HERE]/mcp")
mcp_tool_spec = McpToolSpec(client=mcp_client)
tools = await mcp_tool_spec.to_tool_list_async()
agent = FunctionAgent(
tools=tools,
llm=OpenAI(model="gpt-4o"),
system_prompt=(
"You are an assistant with access to Culture Amp. "
"You have 10 tools available."
),
)
response = await agent.run(
"What tools are available in Culture Amp?"
)
print(response)
asyncio.run(main())
* 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 Culture Amp MCP Server
Integrate Culture Amp, the leading employee experience platform, directly into your AI workflow. Monitor organizational health, track engagement survey progress, and manage employee data using natural language.
LlamaIndex agents combine Culture Amp tool responses with indexed documents for comprehensive, grounded answers. Connect 10 tools through Vinkius and query live data alongside vector stores and SQL databases in a single turn. ideal for hybrid search, data enrichment, and analytical workflows.
What you can do
- Employee Management — List and retrieve detailed profiles for all employees in the platform.
- Engagement Insights — Monitor active and past engagement surveys and their participation status.
- Organizational Structure — Explore teams and groups defined within Culture Amp to understand your company layout.
- Analytics Discovery — List available analytics datasets and demographics for reporting segmentation.
The Culture Amp MCP Server exposes 10 tools through the Vinkius. Connect it to LlamaIndex 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 Culture Amp to LlamaIndex via MCP
Follow these steps to integrate the Culture Amp MCP Server with LlamaIndex.
Install dependencies
Run pip install llama-index-tools-mcp llama-index-llms-openai
Replace the token
Replace [YOUR_TOKEN_HERE] with your Vinkius token
Run the agent
Save to agent.py and run: python agent.py
Explore tools
The agent discovers 10 tools from Culture Amp
Why Use LlamaIndex with the Culture Amp MCP Server
LlamaIndex provides unique advantages when paired with Culture Amp through the Model Context Protocol.
Data-first architecture: LlamaIndex agents combine Culture Amp tool responses with indexed documents for comprehensive, grounded answers
Query pipeline framework lets you chain Culture Amp tool calls with transformations, filters, and re-rankers in a typed pipeline
Multi-source reasoning: agents can query Culture Amp, a vector store, and a SQL database in a single turn and synthesize results
Observability integrations show exactly what Culture Amp tools were called, what data was returned, and how it influenced the final answer
Culture Amp + LlamaIndex Use Cases
Practical scenarios where LlamaIndex combined with the Culture Amp MCP Server delivers measurable value.
Hybrid search: combine Culture Amp real-time data with embedded document indexes for answers that are both current and comprehensive
Data enrichment: query Culture Amp to augment indexed data with live information before generating user-facing responses
Knowledge base agents: build agents that maintain and update knowledge bases by periodically querying Culture Amp for fresh data
Analytical workflows: chain Culture Amp queries with LlamaIndex's data connectors to build multi-source analytical reports
Culture Amp MCP Tools for LlamaIndex (10)
These 10 tools become available when you connect Culture Amp to LlamaIndex via MCP:
create_employee_record
Resolves newly created user IDs and verification status. Mutates the employee directory state. Add a new employee to the Culture Amp platform
get_employee_details
Resolves full profile attributes. Touches the core employee information system. Get detailed profile for a specific employee
get_survey_details
Resolves participant counts and survey settings. Touches the analytics data-source boundary. Get configuration and status for a specific survey
list_analytics_datasets
Resolves dataset identifiers and types. Touches the reporting data-warehouse boundary. List available analytics datasets for reporting
list_cultureamp_accounts
Resolves account IDs and organizational scopes. Touches the account management boundary. List accounts associated with your organization
list_demographic_fields
Resolves demographic field names and identifiers. Touches the metadata and segmentation boundary. List demographics used for reporting segments
list_employees
Resolves properties such as user ID, email, and employee status. Interacts with the employee directory boundary. List all employees in Culture Amp
list_engagement_surveys
Resolves survey IDs, titles, and lifecycle statuses (active, closed). Interacts with the feedback analytics boundary. List all engagement and experience surveys
list_organizational_groups
Resolves group IDs, names, and hierarchical classifications. Touches the organizational mapping boundary. List groups and teams defined in Culture Amp
search_employees_by_name
Resolves matched employee profiles. Touches the search and discovery boundary. Search for employees by name or email keyword
Example Prompts for Culture Amp in LlamaIndex
Ready-to-use prompts you can give your LlamaIndex agent to start working with Culture Amp immediately.
"List all employees in the 'Engineering' team."
"What is the participation rate for our current 'Annual Engagement' survey?"
"Show me the organizational groups defined in our account."
Troubleshooting Culture Amp MCP Server with LlamaIndex
Common issues when connecting Culture Amp to LlamaIndex through the Vinkius, and how to resolve them.
BasicMCPClient not found
pip install llama-index-tools-mcpCulture Amp + LlamaIndex FAQ
Common questions about integrating Culture Amp MCP Server with LlamaIndex.
How does LlamaIndex connect to MCP servers?
Can I combine MCP tools with vector stores?
Does LlamaIndex support async MCP calls?
Connect Culture Amp with your favorite client
Step-by-step setup guides for every MCP-compatible client and framework:
Anthropic's native desktop app for Claude with built-in MCP support.
AI-first code editor with integrated LLM-powered coding assistance.
GitHub Copilot in VS Code with Agent mode and MCP support.
Purpose-built IDE for agentic AI coding workflows.
Autonomous AI coding agent that runs inside VS Code.
Anthropic's agentic CLI for terminal-first development.
Python SDK for building production-grade OpenAI agent workflows.
Google's framework for building production AI agents.
Type-safe agent development for Python with first-class MCP support.
TypeScript toolkit for building AI-powered web applications.
TypeScript-native agent framework for modern web stacks.
Python framework for orchestrating collaborative AI agent crews.
Leading Python framework for composable LLM applications.
Data-aware AI agent framework for structured and unstructured sources.
Microsoft's framework for multi-agent collaborative conversations.
Connect Culture Amp to LlamaIndex
Get your token, paste the configuration, and start using 10 tools in under 2 minutes. No API key management needed.