Formstack MCP Server for LlamaIndex 12 tools — connect in under 2 minutes
LlamaIndex specializes in data-aware AI agents that connect LLMs to structured and unstructured sources. Add Formstack as an MCP tool provider through Vinkius and your agents can query, analyze, and act on live data alongside your existing indexes.
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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 Formstack. "
"You have 12 tools available."
),
)
response = await agent.run(
"What tools are available in Formstack?"
)
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 Formstack MCP Server
Connect your Formstack account to any AI agent to automate your professional form management and data collection workflows through the Model Context Protocol (MCP). Formstack is the workplace productivity platform used by thousands of organizations to build custom forms, automate manual processes, and securely collect data. This MCP server enables you to manage your form library, retrieve submissions, and oversee fields and webhooks directly through natural conversation.
LlamaIndex agents combine Formstack 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.
Key Features
- Form Lifecycle — List all forms in your account, fetch detailed configuration metadata, and create or update forms instantly.
- Submission Oversight — Retrieve real-time form submissions, fetch specific data for individual records, and track growth via submission stats.
- Field Management — Access and list all fields defined within your forms to understand the data structure and validation rules.
- Webhook Automation — Monitor and manage webhooks to receive real-time notifications for every form completion.
- Embed Support — Retrieve the raw HTML of any form for quick embedding into external sites or applications.
- Data Hygiene — Permanently delete forms or manage active statuses directly through simple AI commands.
The Formstack MCP Server exposes 12 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 Formstack to LlamaIndex via MCP
Follow these steps to integrate the Formstack 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 12 tools from Formstack
Why Use LlamaIndex with the Formstack MCP Server
LlamaIndex provides unique advantages when paired with Formstack through the Model Context Protocol.
Data-first architecture: LlamaIndex agents combine Formstack tool responses with indexed documents for comprehensive, grounded answers
Query pipeline framework lets you chain Formstack tool calls with transformations, filters, and re-rankers in a typed pipeline
Multi-source reasoning: agents can query Formstack, a vector store, and a SQL database in a single turn and synthesize results
Observability integrations show exactly what Formstack tools were called, what data was returned, and how it influenced the final answer
Formstack + LlamaIndex Use Cases
Practical scenarios where LlamaIndex combined with the Formstack MCP Server delivers measurable value.
Hybrid search: combine Formstack real-time data with embedded document indexes for answers that are both current and comprehensive
Data enrichment: query Formstack 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 Formstack for fresh data
Analytical workflows: chain Formstack queries with LlamaIndex's data connectors to build multi-source analytical reports
Formstack MCP Tools for LlamaIndex (12)
These 12 tools become available when you connect Formstack to LlamaIndex via MCP:
create_form
Create a new form
create_webhook
Add a webhook
delete_form
Remove a form
get_form_details
Get form metadata
get_form_html
Get form raw HTML
get_form_stats
Get form submissions count
get_submission_details
Get submission data
list_form_fields
List form fields
list_form_webhooks
List form webhooks
list_forms
List all forms
list_submissions
List form submissions
update_form
Update form settings
Example Prompts for Formstack in LlamaIndex
Ready-to-use prompts you can give your LlamaIndex agent to start working with Formstack immediately.
"List all forms in my Formstack account."
"Show me the 5 most recent submissions for form '1234567'."
"Get the embed HTML code for my 'Survey' form (ID: 9876543)."
Troubleshooting Formstack MCP Server with LlamaIndex
Common issues when connecting Formstack to LlamaIndex through the Vinkius, and how to resolve them.
BasicMCPClient not found
pip install llama-index-tools-mcpFormstack + LlamaIndex FAQ
Common questions about integrating Formstack 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 Formstack 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 Formstack to LlamaIndex
Get your token, paste the configuration, and start using 12 tools in under 2 minutes. No API key management needed.