Formilla MCP Server for LlamaIndexGive LlamaIndex instant access to 12 tools to Check Formilla Status, Delete Contact, Get Contact, and more
GDPR Free for SubscribersLlamaIndex specializes in data-aware AI agents that connect LLMs to structured and unstructured sources. Add Formilla 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 for LlamaIndex
The Formilla MCP Server for LlamaIndex is a standout in the Customer Support category — giving your AI agent 12 tools to work with, ready to go from day one.
Vinkius delivers Streamable HTTP and SSE to any MCP client
Geminiimport 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 Formilla. "
"You have 12 tools available."
),
)
response = await agent.run(
"What tools are available in Formilla?"
)
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 Formilla MCP Server
Connect your Formilla account to any AI agent and take full control of your live chat contacts and customer data management through natural conversation.
LlamaIndex agents combine Formilla tool responses with indexed documents for comprehensive, grounded answers. Connect 12 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
- Contact Orchestration — Create or update contact records programmatically, including managing names, emails, and phone numbers directly from your agent
- Database Management — List all contacts in your Formilla account and retrieve detailed metadata to maintain a high-fidelity customer record
- Visitor Intelligence — Find specific contacts by email to verify their support history and track custom attributes for personalized messaging
- Secure Maintenance — Programmatically delete contacts from the system to maintain database hygiene and comply with privacy requests
- Data Synchronization — Use unique identifiers (UserId) to seamlessly sync your external user data with Formilla's live chat ecosystem
The Formilla MCP Server exposes 12 tools through the Vinkius. Connect it to LlamaIndex in under two minutes — credentials fully managed, no infrastructure to provision, no vendor lock-in. Your configuration, your data, your control.
All 12 Formilla tools available for LlamaIndex
When LlamaIndex connects to Formilla through Vinkius, your AI agent gets direct access to every tool listed below — spanning real-time-chat, lead-qualification, in-app-messaging, and more. Every call runs in a secure, isolated environment with full audit visibility. Beyond a simple connection, you get real-time monitoring of agent activity, enterprise governance, and optimized token usage.
Check formilla status on Formilla
Verify connectivity
Delete contact on Formilla
Delete a contact
Get contact on Formilla
Get contact details
Get contact by email on Formilla
Get contact by email
Get conversation on Formilla
Get conversation details
List contacts on Formilla
List contacts
List conversations on Formilla
List conversations
List segments on Formilla
List segments
List visitors on Formilla
List visitors
Search contacts on Formilla
Search contacts
Update contact on Formilla
Update a contact
Upsert contact on Formilla
Create or update contact
Connect Formilla to LlamaIndex via MCP
Follow these steps to wire Formilla into LlamaIndex. The entire setup takes under two minutes — your credentials stay safe behind Vinkius.
Install dependencies
pip install llama-index-tools-mcp llama-index-llms-openaiReplace the token
[YOUR_TOKEN_HERE] with your Vinkius tokenRun the agent
agent.py and run: python agent.pyExplore tools
Why Use LlamaIndex with the Formilla MCP Server
LlamaIndex provides unique advantages when paired with Formilla through the Model Context Protocol.
Data-first architecture: LlamaIndex agents combine Formilla tool responses with indexed documents for comprehensive, grounded answers
Query pipeline framework lets you chain Formilla tool calls with transformations, filters, and re-rankers in a typed pipeline
Multi-source reasoning: agents can query Formilla, a vector store, and a SQL database in a single turn and synthesize results
Observability integrations show exactly what Formilla tools were called, what data was returned, and how it influenced the final answer
Formilla + LlamaIndex Use Cases
Practical scenarios where LlamaIndex combined with the Formilla MCP Server delivers measurable value.
Hybrid search: combine Formilla real-time data with embedded document indexes for answers that are both current and comprehensive
Data enrichment: query Formilla 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 Formilla for fresh data
Analytical workflows: chain Formilla queries with LlamaIndex's data connectors to build multi-source analytical reports
Example Prompts for Formilla in LlamaIndex
Ready-to-use prompts you can give your LlamaIndex agent to start working with Formilla immediately.
"List all my current contacts in Formilla."
"Update contact 'john@example.com' with phone '+15551234567'."
"Find the contact details for 'sarah.smith@example.com'."
Troubleshooting Formilla MCP Server with LlamaIndex
Common issues when connecting Formilla to LlamaIndex through Vinkius, and how to resolve them.
BasicMCPClient not found
pip install llama-index-tools-mcpFormilla + LlamaIndex FAQ
Common questions about integrating Formilla 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?
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