How to Use the Capsule CRM MCP in LlamaIndex

Q: How do I restrict which CRM tools the agent can use?

Pass an allowedtools filter when setting up the spec. If you only want read access, just include the list and get endpoints while excluding creation tools.

Ground your LlamaIndex RAG applications in live Capsule CRM data. Index contacts, tasks, and deals for semantic search.

See Vinkius in Action

Works with every AI agent you already use

…and any MCP-compatible client

MCP Servers - Free for Subscribers

Connect Capsule CRM MCP to LlamaIndex

Create your Vinkius account to connect Capsule CRM to LlamaIndex and route execution through our secure gateway. The platform manages server hosting, runtime updates, and security layers. Configuration requires no manual server provisioning.

GDPR Free for Subscribers

Setup Capsule CRM with LlamaIndex

Ask AI about this MCP

ChatGPT

Claude

Perplexity

Index CRM Records with LlamaIndex

Raw API responses are hard to query. You map `list_contacts` and `list_projects` into a vector store, turning rigid JSON arrays into searchable embeddings. Now your application understands relationships instead of just matching exact strings. When a user asks about a specific client, the engine doesn't just guess. It pulls the specific node from the index, grounded in actual account history. You get answers based on facts, not hallucinations.

Query Live Sales Opportunities

Static documents get stale fast. By giving your FunctionAgent access to `list_opportunities` and `get_opportunity_details`, the RAG pipeline pulls real-time pipeline numbers right before generating a response. The agent synthesizes this live data with your indexed company wikis. A query about recent strategy shifts suddenly includes the actual active deals sitting in your pipeline right now.

Track Tasks via MCP Server

Combining unstructured queries with structured task data solves massive visibility problems. Your agent runs `list_tasks` and converts the output into queryable nodes. If someone asks what a specific sales rep is doing today, the system checks the index. It fires `get_task_details` if it needs deeper context on a specific to-do item before answering.

Setup guide

Set up Capsule CRM MCP in LlamaIndex

Prerequisites

Python 3.10+ installed
llama-index-tools-mcp package
Active Vinkius subscription with a valid endpoint token

1

Install dependencies
Run pip install llama-index-tools-mcp llama-index-llms-openai. The MCP tools package provides BasicMCPClient and McpToolSpec.
2

Connect with BasicMCPClient
Point BasicMCPClient to your Vinkius endpoint URL. Replace [YOUR_TOKEN_HERE] with your token from cloud.vinkius.com. Supports SSE and Streamable HTTP transports.
3

Convert to LlamaIndex tools
Call mcp_tool_spec.to_tool_list_async() to convert all Capsule CRM MCP tools into native FunctionTool objects that any LlamaIndex agent can use.
4

Run with any LLM
Create a FunctionAgent with the tools and your preferred LLM. Swap OpenAI for Anthropic, Gemini, or any LlamaIndex-supported provider.

agent.py

from llama_index.tools.mcp import BasicMCPClient, McpToolSpec
from llama_index.core.agent.workflow import FunctionAgent
from llama_index.llms.openai import OpenAI

# Connect to the MCP
mcp_client = BasicMCPClient(
    "https://edge.vinkius.com/[YOUR_TOKEN_HERE]/mcp"
)
mcp_tool_spec = McpToolSpec(client=mcp_client)

# Convert MCP tools to LlamaIndex tools
tools = await mcp_tool_spec.to_tool_list_async()

# Create and run the agent
agent = FunctionAgent(
    tools=tools,
    llm=OpenAI(model="gpt-4o"),
    system_prompt="You have access to Capsule CRM tools.",
)
response = await agent.run("List recent Capsule CRM data")

Get your connection token →

Independent Platform Disclaimer: Vinkius is an independent platform and is not affiliated with, endorsed by, sponsored by, verified by, or otherwise authorized by Capsule CRM. All third-party trademarks, logos, and brand names are the property of their respective owners. Their use on this website is strictly for informational purposes to identify service compatibility and interoperability.

Why Choose Vinkius

Vinkius connects your tools to AI with real-time monitoring and automatic cost savings — all from one dashboard.

Connect Capsule CRM now

Real-time monitoring

Live

visibility into every interaction

Connect your favorite tools to your AI and see exactly what's happening — every request, every response, in real time.

Built-in savings

60%

lower AI costs

Vinkius compresses data between your apps and your AI automatically. Lower bills every month — no configuration required.

Single dashboard

One

place for every integration

Every tool your AI connects to, managed from a single screen. One account, complete control.

Common questions about Capsule CRM MCP in LlamaIndex

Initialize BasicMCPClient with your Vinkius URL. Wrap it in McpToolSpec and call to_tool_list_async() to feed the endpoints directly into your FunctionAgent.

It handles this perfectly. The agent pulls active deals using the MCP Server, embeds the text, and stores it in your vector database for semantic retrieval later.

No custom code required. The tool spec maps the JSON responses from endpoints like get_project_details directly into nodes that your index can ingest.

Pass an allowed_tools filter when setting up the spec. If you only want read access, just include the list and get endpoints while excluding creation tools.

We run the MCP Server inside a strict V8 isolate. When your RAG pipeline pulls client emails or phone numbers, the data passes through an ephemeral sandbox that destroys itself immediately after the request finishes.

Use it with your favorite AI tools

Connect this server to Cursor, Claude, VS Code, and more.

OpenAI Agents SDK sdk-python

Google ADK sdk-python

Pydantic AI sdk-python

Vercel AI SDK sdk-typescript