How to Use the Harness MCP in LlamaIndex
Index your Harness configurations via MCP Server into LlamaIndex to build a searchable CI/CD knowledge base.
Works with every AI agent you already use
…and any MCP-compatible client
Connect Harness MCP to LlamaIndex
Create your Vinkius account to connect Harness 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.
Index pipeline configurations
LlamaIndex pulls the raw YAML from `get_pipeline` and the microservice definitions from `list_services`. It chunks this infrastructure data into your vector store. Instead of digging through a web UI, you query your index. The system retrieves the exact configuration blocks that define your current staging environment.
Query historical CI/CD data with LlamaIndex
Your application fetches historical deployment data using `list_executions` and `get_audit_logs`. This turns your entire deployment history into a semantic search target. When someone asks why a build broke last Tuesday, the agent searches the index. It finds the specific failed step and the associated commit without hallucinating details.
Map infrastructure via the MCP Server
The MCP Server reads your Git, Docker, and Kubernetes integrations using `list_connectors`. LlamaIndex combines this with `list_environments` to build a complete dependency graph. You get accurate answers about where things live. If a developer needs to know which cluster hosts a specific service, the RAG agent pulls the exact mapping from the live API.
Set up Harness MCP in LlamaIndex
Prerequisites
- Python 3.10+ installed
-
llama-index-tools-mcppackage - Active Vinkius subscription with a valid endpoint token
- 1
Install dependencies
Run
pip install llama-index-tools-mcp llama-index-llms-openai. The MCP tools package providesBasicMCPClientandMcpToolSpec. - 2
Connect with BasicMCPClient
Point
BasicMCPClientto your Vinkius endpoint URL. Replace[YOUR_TOKEN_HERE]with your token from cloud.vinkius.com. Supports SSE and Streamable HTTP transports. - 3
Convert to LlamaIndex tools
Call
mcp_tool_spec.to_tool_list_async()to convert all Harness MCP tools into nativeFunctionToolobjects that any LlamaIndex agent can use. - 4
Run with any LLM
Create a
FunctionAgentwith the tools and your preferred LLM. SwapOpenAIforAnthropic,Gemini, or any LlamaIndex-supported provider.
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 Harness tools.",
)
response = await agent.run("List recent Harness data") Independent Platform Disclaimer: Vinkius is an independent platform and is not affiliated with, endorsed by, sponsored by, verified by, or otherwise authorized by Harness. 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.
Why Choose Vinkius
Vinkius connects your tools to AI with real-time monitoring and automatic cost savings — all from one dashboard.
Real-time monitoring
Live
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Connect your favorite tools to your AI and see exactly what's happening — every request, every response, in real time.
Built-in savings
60%
lower AI costs
Vinkius compresses data between your apps and your AI automatically. Lower bills every month — no configuration required.
Single dashboard
One
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Every tool your AI connects to, managed from a single screen. One account, complete control.
Common questions about Harness MCP in LlamaIndex
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