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How to Use the HackEDU (Security Journey) MCP in LlamaIndex

Index developer training records and security vulnerability data into LlamaIndex via this MCP Server.

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LlamaIndex

Connect HackEDU (Security Journey) MCP to LlamaIndex

Create your Vinkius account to connect HackEDU (Security Journey) 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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Semantic Search Over Developer Training Records

The `list_users` tool retrieves your complete developer directory so LlamaIndex can index user profiles and training history. By converting this raw data into vector embeddings, your agent can answer complex questions about who has completed specific security modules. You don't have to build custom filtering logic; just query the index in plain English. When you query the index, LlamaIndex pulls the latest records from `get_user_progress` to ground its answers in real-time data. This prevents the agent from hallucinating training statuses or referencing outdated compliance records. It turns static user tables into a dynamic, searchable knowledge base.

RAG-Driven Vulnerability Mapping with this MCP Server

The `list_vulnerabilities` tool provides the underlying security taxonomy that LlamaIndex uses to map code flaws to specific training modules. Your RAG pipeline can ingest your internal security policies and match them against HackEDU's available lessons via `list_content`. This helps you quickly identify gaps where your current policies don't have matching developer training. By indexing the output of `list_issues`, your agent can automatically suggest the right adaptive training plans for active code bugs. The agent looks up the active vulnerability, searches the index for the most relevant lesson, and prepares the assignment. It bridges the gap between static policy documents and active developer learning.

Indexing Team Performance Metrics in LlamaIndex

The `get_team_progress` tool pulls team-level metrics that your LlamaIndex application can digest and store for trend analysis. You can track how different departments are progressing over time by querying the historical vector store alongside live API calls. This lets you generate reports that show whether your security culture is actually improving. This integration allows you to run hybrid search queries that combine local documentation with live team data. For example, you can ask which teams are compliant with your internal SOC2 policy, and the agent will check both your policy PDF and the live HackEDU API. It provides a single source of truth for security training compliance.

Setup guide

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

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

Use `llama-index-tools-mcp` to initialize the client and convert the server's tools into a tool spec. You can then run the tools to fetch data like `list_content` and load the results into a vector index for semantic search.
Yes, by using the tool spec directly within a FunctionAgent, LlamaIndex pulls live data via `get_user_progress` before answering. This ensures the output is grounded in actual API responses rather than model memory.
You can use LlamaIndex's `allowed_tools` filter when setting up the `McpToolSpec`. This lets you restrict the agent to read-only tools like `get_team_progress` while blocking write tools like `create_issue`.
Yes, you can index the output of `list_vulnerabilities` and `list_content` alongside your internal security standards. This allows your agent to recommend specific training modules based on policy requirements.
This MCP Server accesses user emails, vulnerability descriptions, and training completion percentages. All data is processed within an ephemeral, zero-trust V8 sandbox on Vinkius, meaning your organization's security metrics are never stored or exposed.

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