Patchstack Security MCP Server for LlamaIndex 9 tools — connect in under 2 minutes
LlamaIndex specializes in data-aware AI agents that connect LLMs to structured and unstructured sources. Add Patchstack Security 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 MCP SERVER
Vinkius supports streamable HTTP and SSE.
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 Patchstack Security. "
"You have 9 tools available."
),
)
response = await agent.run(
"What tools are available in Patchstack Security?"
)
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 Patchstack Security MCP Server
Connect your AI agent to Patchstack, the leading security platform for WordPress and PHP applications. This integration allows you to oversee the security status of all your monitored sites, track known vulnerabilities in plugins and themes, and audit security alerts through natural conversation.
LlamaIndex agents combine Patchstack Security tool responses with indexed documents for comprehensive, grounded answers. Connect 9 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
- Software Oversight — Get a comprehensive overview of all plugins, themes, and core versions across your monitored sites
- Threat Intelligence — Search the massive Patchstack database for known vulnerabilities in specific WordPress components
- Live Alerts — Retrieve the latest security alerts and triggered firewall rules to stay ahead of attacks
- Site Auditing — List and inspect individual sites to check their security scores and vulnerability counts
- Auto-Update Management — Review your settings for automatic security patching of vulnerable components
The Patchstack Security MCP Server exposes 9 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.
How to Connect Patchstack Security to LlamaIndex via MCP
Follow these steps to integrate the Patchstack Security MCP Server with LlamaIndex.
Install dependencies
Run pip install llama-index-tools-mcp llama-index-llms-openai
Replace the token
Replace [YOUR_TOKEN_HERE] with your Vinkius token
Run the agent
Save to agent.py and run: python agent.py
Explore tools
The agent discovers 9 tools from Patchstack Security
Why Use LlamaIndex with the Patchstack Security MCP Server
LlamaIndex provides unique advantages when paired with Patchstack Security through the Model Context Protocol.
Data-first architecture: LlamaIndex agents combine Patchstack Security tool responses with indexed documents for comprehensive, grounded answers
Query pipeline framework lets you chain Patchstack Security tool calls with transformations, filters, and re-rankers in a typed pipeline
Multi-source reasoning: agents can query Patchstack Security, a vector store, and a SQL database in a single turn and synthesize results
Observability integrations show exactly what Patchstack Security tools were called, what data was returned, and how it influenced the final answer
Patchstack Security + LlamaIndex Use Cases
Practical scenarios where LlamaIndex combined with the Patchstack Security MCP Server delivers measurable value.
Hybrid search: combine Patchstack Security real-time data with embedded document indexes for answers that are both current and comprehensive
Data enrichment: query Patchstack Security 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 Patchstack Security for fresh data
Analytical workflows: chain Patchstack Security queries with LlamaIndex's data connectors to build multi-source analytical reports
Patchstack Security MCP Tools for LlamaIndex (9)
These 9 tools become available when you connect Patchstack Security to LlamaIndex via MCP:
get_autoupdate_settings
Retrieve settings for automatic updates of vulnerable components
get_component_vulnerabilities
Retrieve all known vulnerabilities for a specific component
get_latest_alerts
Retrieve the latest security alerts and triggered rules
get_latest_vulnerabilities
Retrieve the latest vulnerabilities added to the database
get_site_software
Retrieve a list of all software installed on a specific site
get_software_overview
Retrieve a security overview of all software across your sites
get_vulnerability_details
Get detailed information for a specific vulnerability
list_sites
Retrieve a list of all sites monitored by Patchstack
search_vulnerabilities
Search the Patchstack vulnerability database
Example Prompts for Patchstack Security in LlamaIndex
Ready-to-use prompts you can give your LlamaIndex agent to start working with Patchstack Security immediately.
"List all my monitored sites in Patchstack."
"Search for vulnerabilities in the 'Contact Form 7' plugin."
Troubleshooting Patchstack Security MCP Server with LlamaIndex
Common issues when connecting Patchstack Security to LlamaIndex through the Vinkius, and how to resolve them.
BasicMCPClient not found
pip install llama-index-tools-mcpPatchstack Security + LlamaIndex FAQ
Common questions about integrating Patchstack Security MCP Server with LlamaIndex.
How does LlamaIndex connect to MCP servers?
Can I combine MCP tools with vector stores?
Does LlamaIndex support async MCP calls?
Connect Patchstack Security with your favorite client
Step-by-step setup guides for every MCP-compatible client and framework:
Anthropic's native desktop app for Claude with built-in MCP support.
AI-first code editor with integrated LLM-powered coding assistance.
GitHub Copilot in VS Code with Agent mode and MCP support.
Purpose-built IDE for agentic AI coding workflows.
Autonomous AI coding agent that runs inside VS Code.
Anthropic's agentic CLI for terminal-first development.
Python SDK for building production-grade OpenAI agent workflows.
Google's framework for building production AI agents.
Type-safe agent development for Python with first-class MCP support.
TypeScript toolkit for building AI-powered web applications.
TypeScript-native agent framework for modern web stacks.
Python framework for orchestrating collaborative AI agent crews.
Leading Python framework for composable LLM applications.
Data-aware AI agent framework for structured and unstructured sources.
Microsoft's framework for multi-agent collaborative conversations.
Connect Patchstack Security to LlamaIndex
Get your token, paste the configuration, and start using 9 tools in under 2 minutes. No API key management needed.