Skip to main content
Glama
deenesjakoruzh
maniaclab

af-jupyterlab-mcp

by maniaclab
OverviewSchemaRelated ServersScoreDiscussions
Python
Remote

af-jupyterlab-mcp

MCPサーバー。AFユーザーが、UChicago ATLAS Analysis Facility Kubernetesクラスター上に、自分専用のJupyterLabサーバーを作成・確認・削除できるようにします。これは、af-portalが現在デプロイしているものと同じノートブックを、LLM向けのツールとして公開するものです。

アーキテクチャ

LLM <--MCP/HTTP--> af-jupyterlab-mcp <--k8s API--> notebook namespace (Pod/Service/Secret/Ingress)
                         ^
                         | Authorization: Bearer <broker-issued JWT>
                         |
              af-mcp-platform credential broker

フェーズ1（このリポジトリ、現在）では、ノートブックのPod/Service/Secret/Ingressの4点セットを管理する6つのツールを提供します。これらは、af-portalのportal/jupyterlab.pyと、その4つのJinjaテンプレートから移植されたものです。フェーズ2（追跡中、未構築）では、ノートブック内部で動作するDatalayer jupyter-mcp-serverへの型付きプロキシを追加する予定です。詳細は、maniaclab/af-mcp-platform#189を参照してください。

Related MCP server: jlab-mcp

プロジェクト構成

src/af_jupyterlab_mcp/
├── cli.py               # argparse: `af-jupyterlab-mcp serve` (HTTP only)
├── config.py            # env-driven Settings: namespace, domain, image allowlist, quotas
├── server.py            # FastMCP setup, lifespan (k8s client + broker verifier), tool registration
├── auth/
│   └── broker.py        # extract_bearer(), get_broker_claims() -- broker-issued JWT verification
├── k8s/
│   ├── errors.py         # GuardrailError, NameConflictError, NotFoundOrNotYoursError, ...
│   ├── guardrails.py     # CPU/memory/duration range + image allowlist validation
│   ├── names.py          # sanitize_k8s_pod_name, name availability, name generation
│   ├── templates.py      # Jinja rendering of the four ported manifests
│   ├── notebooks.py      # create/get/list/delete notebook (ported portal logic)
│   ├── gpu.py            # get_gpu_availability (ported portal logic)
│   └── templates/        # pod.yaml.j2, service.yaml.j2, secret.yaml.j2, ingress.yaml.j2
│                          # (ported verbatim from af-portal/portal/templates/jupyterlab/)
└── tools/
    └── jupyterlab.py     # the six @mcp.tool() functions

ツールの一覧

  • create_jupyter_server

  • list_jupyter_servers

  • get_jupyter_server

  • delete_jupyter_server

  • get_gpu_availability

  • list_supported_images

各サーバーの所有者は常に、検証済みブローカーJWTのclaims.unixnameです。所有者やユーザー名を引数に取るツールはありません。

ビルドおよびテストコマンド

pixi run test          # quick tests
pixi run lint          # pre-commit + pylint
pixi run helm-lint      # lint + smoke-render the Helm chart

This server cannot be installed

A
license - permissive license
Not graded
quality - not tested
A
maintenance

How are these scores calculated?

Maintenance

–Maintainers
<1hResponse time
0dRelease cycle
6Releases (12mo)
Commit activity

Resources

Unclaimed servers have limited discoverability.

Looking for Admin?

If you are the server author, to access and configure the admin panel.

Related MCP Servers

  • jlab-mcp

    kdkyum
    F
    license
    A
    quality
    B
    maintenance
    An MCP server that enables LLMs to execute Python code on GPU-accelerated compute nodes within SLURM-managed HPC environments. It bridges local clients to remote clusters by launching JupyterLab sessions via SLURM jobs to facilitate high-performance notebook-based computation.
    7

  • rucio-mcp

    kratsg
    A
    license
    Not graded
    quality
    B
    maintenance
    An MCP server that exposes Rucio distributed data management operations as tools for LLMs. Designed for ATLAS physicists working with grid data on analysis facilities, but usable with any Rucio instance.
    5
    Apache 2.0

  • Sandbox Agent

    eduresser
    A
    license
    A
    quality
    C
    maintenance
    Enables code execution in isolated Docker containers with persistent IPython, Node.js, or R kernels, supporting file import/export and cross-session transfers via MCP tools.
    6
    MIT

View all related MCP servers

Related MCP Connectors

  • mcp

    Massed Compute MCP — GPU inventory, VM lifecycle, billing, SSH keys, and setup recipes.

  • Workflow

    Create, browse, remix, collaborate on, and run durable AI workflow nodes from MCP hosts.

  • Aman-Amith-Shastry-scientific_computation_mcp

    This MCP server enables users to perform scientific computations regarding linear algebra and vect…

View all MCP Connectors

Latest Blog Posts

MCP directory API

We provide all the information about MCP servers via our MCP API.

curl -X GET 'https://glama.ai/api/mcp/v1/servers/maniaclab/af-jupyterlab-mcp'

If you have feedback or need assistance with the MCP directory API, please join our Discord server