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How to Use the FreeClimb MCP in LlamaIndex

Index your FreeClimb call logs and SMS history directly into LlamaIndex vector stores for semantic search.

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LlamaIndex

Connect FreeClimb MCP to LlamaIndex

Create your Vinkius account to connect FreeClimb 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.

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Build RAG pipelines using LlamaIndex and this MCP Server

The `list_sms_messages` tool pulls your entire text history so your agent can index it for semantic search. This lets you query past customer interactions using natural language instead of writing complex database queries. LlamaIndex turns this raw text data into searchable vector embeddings. Your agent queries this index to find patterns in customer complaints or verify past promises made over SMS.

Analyze call metadata within your knowledge base

The `list_calls` tool retrieves your recent call logs, which your agent then indexes alongside your internal documentation. This combines your live operational data with static company guides for richer context. Your agent uses `get_call_details` to inspect specific calls that showed high latency or unusual durations. This helps you identify system bottlenecks without manually digging through raw API logs.

Sync active application settings into your vector index

The `list_applications` tool extracts metadata about your communication setups, making it searchable for configuration audits. Your agent compares these active settings against your target architecture to spot misconfigurations. By passing `McpToolSpec` to your `FunctionAgent`, you let the model decide when to refresh this index. This keeps your system architecture diagrams updated with real-time API reality.

Setup guide

Set up FreeClimb MCP in LlamaIndex

Prerequisites

  • Python 3.10+ installed
  • llama-index-tools-mcp package
  • Active Vinkius subscription with a valid endpoint token
  1. 1

    Install dependencies

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

  2. 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. 3

    Convert to LlamaIndex tools

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

  4. 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 FreeClimb tools.",
)
response = await agent.run("List recent FreeClimb data")

Independent Platform Disclaimer: Vinkius is an independent platform and is not affiliated with, endorsed by, sponsored by, verified by, or otherwise authorized by FreeClimb. 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.

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Common questions about FreeClimb MCP in LlamaIndex

Run `pip install llama-index-tools-mcp` first. Create a `BasicMCPClient` with your Vinkius URL, wrap it in `McpToolSpec`, and use `to_tool_list_async()` to feed the tools to your `FunctionAgent`.
Yes, the agent calls `list_conferences` to get a real-time list of active rooms. It then indexes this data to answer queries about current system load and active participant counts.
The agent relies on `get_account_status` and `get_application_details` to fetch ground-truth data directly from the API. It indexes these exact JSON payloads, ensuring its answers match your actual account state.
Yes, the agent uses `list_buyable_numbers` to find available inventory. It indexes these results so you can search for patterns in local area code availability over time.
Your account balances and application configurations are fetched directly via secure HTTPS. The data is processed in memory inside an ephemeral sandbox and is never cached or stored by Vinkius.

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