PreciseFP MCP Server for LlamaIndexGive LlamaIndex instant access to 13 tools to Create Form Engagement, Create Person, Get Account, and more
LlamaIndex specializes in data-aware AI agents that connect LLMs to structured and unstructured sources. Add PreciseFP 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 App Connector for LlamaIndex
The PreciseFP app connector for LlamaIndex is a standout in the Industry Titans category — giving your AI agent 13 tools to work with, ready to go from day one.
Vinkius delivers Streamable HTTP and SSE to any MCP client
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 PreciseFP. "
"You have 13 tools available."
),
)
response = await agent.run(
"What tools are available in PreciseFP?"
)
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 PreciseFP MCP Server
Connect your PreciseFP account to any AI agent and take full control of your financial planning data orchestration through natural conversation. PreciseFP is the premier platform for data gathering in the wealth management industry, and this integration allows you to retrieve client metadata, monitor engagement progress, and trigger custom 'Fact Finder' forms directly from your chat interface.
LlamaIndex agents combine PreciseFP tool responses with indexed documents for comprehensive, grounded answers. Connect 13 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
- Account & Client Orchestration — List all managed client and prospect accounts and retrieve detailed profile metadata programmatically to ensure your onboarding is always synchronized.
- Person & Profile Intelligence — Access and monitor individual person records within accounts and create new profiles directly from the AI interface to maintain a high-fidelity database.
- Engagement & Form Control — List and trigger form engagements (like tax updates or risk profiles) via natural language to drive better data collection efficiency.
- Template Discovery — Access your library of form and PDF templates to ensure you always send the correct data requests to your clients.
- Operational Monitoring — Track account activity history and manage engagement metadata using simple AI commands.
The PreciseFP MCP Server exposes 13 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.
All 13 PreciseFP tools available for LlamaIndex
When LlamaIndex connects to PreciseFP through Vinkius, your AI agent gets direct access to every tool listed below — spanning wealth-management, data-intake, financial-planning, and more. Every call is secured with network, filesystem, subprocess, and code evaluation entitlements inside a sandboxed runtime. Beyond a simple connection, you get a full AI Gateway with real-time visibility into agent activity, enterprise governance, and optimized token usage.
Send a form to a client (Engagement)
g., co-client, child, beneficiary) within an existing account. Add a person to an account
Get PreciseFP account details
Get activity history for an account
Get details for a form engagement
Get form template details
Get PDF template details
Get details for a person
Supports filtering by name or type. List PreciseFP accounts
List recent form engagements
List available form templates
List available PDF templates
List persons in an account
Connect PreciseFP to LlamaIndex via MCP
Follow these steps to wire PreciseFP into LlamaIndex. The entire setup takes under two minutes — your credentials stay safe behind the 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 PreciseFP MCP Server
LlamaIndex provides unique advantages when paired with PreciseFP through the Model Context Protocol.
Data-first architecture: LlamaIndex agents combine PreciseFP tool responses with indexed documents for comprehensive, grounded answers
Query pipeline framework lets you chain PreciseFP tool calls with transformations, filters, and re-rankers in a typed pipeline
Multi-source reasoning: agents can query PreciseFP, a vector store, and a SQL database in a single turn and synthesize results
Observability integrations show exactly what PreciseFP tools were called, what data was returned, and how it influenced the final answer
PreciseFP + LlamaIndex Use Cases
Practical scenarios where LlamaIndex combined with the PreciseFP MCP Server delivers measurable value.
Hybrid search: combine PreciseFP real-time data with embedded document indexes for answers that are both current and comprehensive
Data enrichment: query PreciseFP 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 PreciseFP for fresh data
Analytical workflows: chain PreciseFP queries with LlamaIndex's data connectors to build multi-source analytical reports
Example Prompts for PreciseFP in LlamaIndex
Ready-to-use prompts you can give your LlamaIndex agent to start working with PreciseFP immediately.
"List all active client accounts in PreciseFP."
"Show me all pending client questionnaires that have not been completed in the last 14 days."
"Send the retirement planning questionnaire to the Johnson family with a 7 day deadline."
Troubleshooting PreciseFP MCP Server with LlamaIndex
Common issues when connecting PreciseFP to LlamaIndex through the Vinkius, and how to resolve them.
BasicMCPClient not found
pip install llama-index-tools-mcpPreciseFP + LlamaIndex FAQ
Common questions about integrating PreciseFP MCP Server with LlamaIndex.