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MCP server · AI

Yunikorn MCP Server

Make Yunikorn accessible to AI agents! Queues, partitions, applications, and nodes become readable to LLMs.

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Scored 5 months ago · breakdown

About Yunikorn MCP Server

Yunikorn MCP Server is an MCP server published by frenoid in the AI category: make Yunikorn accessible to AI agents! Queues, partitions, applications, and nodes become readable to LLMs.

The repository has 10 stars and 1 forks, with the last commit 5 months ago. Recent commit activity is the strongest signal that reported issues will get attention.

Install

From source
git clone https://github.com/frenoid/yunikorn-mcp-server

This server has no ConduID identity, so agent calls to it are not receipted. Pin the version you install and review the source before granting it credentials.

Tools (7)

check_scheduler_health`GET /ws/v1/scheduler/healthcheck`

Parameters not published.

get_applications_by_state`GET /ws/v1/partition/{partitionName}/applications/{state}?status={status}`

Parameters not published.

get_node_details`GET /ws/v1/partition/{partitionName}/nodes` or `/node/{nodeId}`

Parameters not published.

get_partition_queues`GET /ws/v1/partition/{partitionName}/queues`

Parameters not published.

get_partitions`GET /ws/v1/partitions`

Parameters not published.

get_user_usage`GET /ws/v1/partition/{partitionName}/usage/users` or `/usage/user/{userName}`

Parameters not published.

inspect_application`GET /ws/v1/partition/{partitionName}/application/{appId}`

Parameters not published.

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README

YuniKorn MCP Server

A Model Context Protocol (MCP) server that interfaces with the Apache YuniKorn Scheduler, allowing AI agents to observe and reason about Kubernetes batch workload resource management, queue hierarchies, and application states.

Screenshots

Inspecting Yunikorn tools using MCP inspector get_partition_queues in MCP inspector

Querying the Yunikorn scheduler via MCP using Opencode Querying Yunikorn scheduler information in Opencode

Features

  • 7 MCP Tools: Query partitions, queues, applications, nodes, user usage, and scheduler health
  • 2 MCP Resources: Static data access for partitions list and node utilization
  • Async HTTP: Non-blocking API calls using httpx
  • Proper Error Mapping: YuniKorn HTTP errors mapped to standard MCP error responses
  • Resource Awareness: Handles YuniKorn's raw bytes and millicore values
  • CORS Enabled: Allows connections from any origin for browser-based MCP Inspector
  • Streamable HTTP: Default transport with stdio fallback for IDE integration

Installation

uv pip install -r requirements.txt

If you are using a virtual environment, make sure it is activated first:

source .venv/bin/activate
uv pip install -r requirements.txt

Usage

Running the Server

The default transport is Streamable HTTP on port 8000:

Run locally

uv run python -m main

Run with Docker

docker run -p 8000:8000 -e YUNIKORN_BASE_URL="http://<REPLACE_ME>/ws/v1" docker.io/frenoid/yunikorn-mcp-server:latest

Command line options

Option Description Default
--transport Transport protocol (stdio, streamable-http) streamable-http
--host Host to bind (HTTP transport only) 0.0.0.0
--port Port to listen on (HTTP transport only) 8000
--log-level Logging level INFO

Examples:

# Streamable HTTP on custom port
uv run python -m main --transport streamable-http --host 127.0.0.1 --port 8080

# Stdio mode for Claude Code / IDE integration
uv run python -m main --transport stdio

Environment Variables

Variable Description Default
YUNIKORN_BASE_URL Base URL of the YuniKorn REST API http://localhost:9089/ws/v1/
TLS_INSECURE Disable HTTPS certificate verification (true/false) false
# Connect to a remote YuniKorn instance
YUNIKORN_BASE_URL=http://yunikorn.example.com:9089/ws/v1/ uv run python -m main

# Connect to an HTTPS endpoint with a self-signed certificate
YUNIKORN_BASE_URL=https://yunikorn.example.com:9089/ws/v1/ TLS_INSECURE=true uv run python -m main

Connecting with MCP Inspector

The Streamable HTTP endpoint is exposed at the /mcp path:

http://localhost:8000/mcp

Testing

Run the test suite against a live YuniKorn instance:

YUNIKORN_BASE_URL=http://your-yunikorn-host:9089/ws/v1/ uv run python test_server.py

To run a quick compliance check:

YUNIKORN_BASE_URL=http://your-yunikorn-host:9089/ws/v1/ uv run python test_updated_server.py

Data Format Notes

  • Memory: Represented in raw bytes (64-bit signed integers).
  • CPU (vcore): Represented in millicores (thousandths of a core, i.e. 1000m = 1 core).
  • Other resources: No specific unit assigned.
  • Active applications: The virtual "active" state represents New, Accepted, Running, Completing, and Failing statuses.
  • allocationID vs uuid: uuid is deprecated. allocationID contains the same base value as uuid with a hyphen-counter suffix (e.g., -0, -1).
  • allocationDelay: The difference between allocationTime and requestTime for an allocation.

API Conformance

This MCP server conforms to the Apache YuniKorn Scheduler REST API (v1.8.0). Each tool maps directly to a documented endpoint.

Tool YuniKorn Endpoint
get_partitions GET /ws/v1/partitions
get_partition_queues GET /ws/v1/partition/{partitionName}/queues
get_applications_by_state GET /ws/v1/partition/{partitionName}/applications/{state}?status={status}
inspect_application GET /ws/v1/partition/{partitionName}/application/{appId}
get_node_details GET /ws/v1/partition/{partitionName}/nodes or /node/{nodeId}
get_user_usage GET /ws/v1/partition/{partitionName}/usage/users or /usage/user/{userName}
check_scheduler_health GET /ws/v1/scheduler/healthcheck

Resources:

Resource YuniKorn Endpoint
yunikorn://partitions/list GET /ws/v1/partitions
yunikorn://nodes/utilization GET /ws/v1/scheduler/node-utilizations

Error Mapping

YuniKorn HTTP Code MCP Error
400 Bad Request INVALID_REQUEST
404 Not Found INVALID_REQUEST
500 Internal Server Error INTERNAL_ERROR

README copy captured when this server was indexed; it may lag the repository. The original is authoritative.

Questions

About Yunikorn MCP Server

How do I install Yunikorn MCP Server?

No package has been published for this server, so install it from source: clone the repository and follow its README.

Is Yunikorn MCP Server safe to use with an AI agent?

Its trust score is 34 out of 100 (low). It passes 1 of the 1 static security checks run so far. It has no ConduID identity yet, so agent calls to it are not receipted.

Is Yunikorn MCP Server still maintained?

Yes — the last commit was 5 months ago. The repository has 10 stars and 1 forks.