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How to Use the Ably MCP in LlamaIndex

Index live Ably chat history and presence data directly into LlamaIndex for semantic search and RAG applications.

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LlamaIndex

Connect Ably MCP to LlamaIndex

Create your Vinkius account to connect Ably 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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Index Ably channel history for RAG

Turn ephemeral chat into a searchable knowledge base. Your LlamaIndex application calls `get_messages` to pull historical channel data, chunks the text, and stores it in your vector database. Users then query past conversations semantically. Instead of building complex search logic, the agent retrieves exact message serials via `get_message` and grounds its answers in actual team discussions.

Query live presence data with LlamaIndex

RAG does not just mean static documents. You pull real-time member states using `get_presence_history` and inject that timeline straight into the context window. The agent answers questions like who was online during the outage by reading the indexed API output. It combines `get_stats` application usage data with presence logs to build a complete picture of system activity.

Trigger push notifications from this MCP Server

Your LlamaIndex workflow acts on the insights it finds. After synthesizing an answer from the vector store, the agent calls `push_publish` to alert a specific user with the generated summary. Broadcasting works for larger updates. The system targets multiple segments by executing `batch_push_publish`, pushing RAG-generated reports directly to user devices based on their active channels.

Setup guide

Set up Ably 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 Ably 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 Ably tools.",
)
response = await agent.run("List recent Ably data")

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

Install `llama-index-tools-mcp`. Set up a `BasicMCPClient` with your Vinkius URL, convert the spec using `to_tool_list_async()`, and hand it to your FunctionAgent.
Your agent pulls the raw logs via `get_messages`. It then embeds that text into your vector store, making the entire channel history available for semantic queries.
The agent executes `list_channels` to enumerate active rooms. It reads the metadata to decide which channels contain relevant data before pulling their history.
It calls `update_message` with the target serial. The agent modifies the payload, deletes the content, or appends new data based on its RAG evaluation.
Vinkius runs the server in an ephemeral zero-trust environment. Channel metadata and push payloads pass through memory during the API execution, leaving absolutely no trace on our infrastructure once the connection closes.

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