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How to Use the BlackTwist MCP in LlamaIndex

Index your social media performance data into LlamaIndex using this BlackTwist MCP Server.

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LlamaIndex

Connect BlackTwist MCP to LlamaIndex

Create your Vinkius account to connect BlackTwist 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 a searchable social knowledge base in LlamaIndex

Your RAG pipeline can now ingest actual social media performance data. By calling `list_posts` and `get_analytics_metrics`, your LlamaIndex agent indexes past performance directly into a vector store for semantic search. This MCP integration lets you query your agent about what topics performed best last quarter. Instead of guessing, the agent queries the index containing real data pulled from the server.

Ground social strategy using the BlackTwist MCP Server

Avoid hallucinated performance reports by grounding your agent in real-time data. The agent calls `get_daily_recap` and `get_posting_consistency` to build a contextual index of your recent activity. When you ask your agent to draft a new post, it searches this local index first. It learns what worked, what failed, and then calls `create_post` with highly optimized content.

Manage follow-up templates using LlamaIndex RAG

Your agent can intelligently match promotional templates to your active threads. It queries `list_follow_up_templates` and `get_thread_follow_up` to pull your pre-written assets into the current vector index. The agent then matches the context of your active post with the best template. It can then schedule the follow-up or modify the template to fit the conversation perfectly.

Setup guide

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

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

Yes. You can use the `list_posts` tool to retrieve your historical posts and then load them directly into your index using document parsers.
Your agent runs `get_analytics_metrics` to fetch the raw JSON. It then parses this data into nodes, making your social media metrics searchable alongside your text documents.
Yes, the agent can query your vector store to find the best-performing times, then call `create_post` via the MCP Server to queue the content.
The agent calls `get_posting_consistency` to retrieve your activity patterns. It can then index this data to help you analyze gaps in your publishing calendar.
Your data is safe. All analytics data retrieved via `get_analytics_metrics` is processed in memory within your sandboxed environment and is never shared with third-party servers.

Start using the BlackTwist MCP today

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