panel-custom-components

panel-custom-components is a skill for Claude Code, Codex from MarcSkovMadsen/holoviz-mcp. It costs 83 tokens per session (10,932 once invoked), scanned A, original, BSD-3-Clause.

A guide to building custom HoloViz Panel components that connect Python applications to JavaScript, React, web components, or Material UI. Panel is a Python framework for interactive web apps and dashboards.

In plain words
What is it for?
Use it to wrap JavaScript libraries such as D3, Leaflet, or Chart.js, create interactive widgets, build React-based components, share cross-platform widgets, or add Material UI themes.
Why use it?
It helps choose the right component approach and keep data and state synchronized between the Python app and the browser interface.

Skill for Claude CodeCodex

Written for no agent in particular: nothing here depends on one.

Good fit Use it to wrap JavaScript libraries such as D3, Leaflet, or Chart.js, create interactive widgets, build React-based components, share cross-platform widgets, or add Material UI themes.

Compare 6 skills from other repositories ↓
Install with agentmods
npx agentmods add skills/marcskovmadsen/holoviz-mcp/panel-custom-components
Install

Getting it into your agent

One page per mod, every tool's command on it. A separate URL per tool would split the same page into five that compete with each other.

Any agent
npx skills add MarcSkovMadsen/holoviz-mcp --skill panel-custom-components
Clone the repo
git clone --depth 1 https://github.com/MarcSkovMadsen/holoviz-mcp

Made for: Claude Code, Codex.

Wrote this? Show the measurements

A badge with what this costs and how it scanned, read live from this page, so it follows the numbers instead of freezing them. Markdown for a README, HTML for a documentation site or a project page.

agentmods badge for panel-custom-components

README.md
[![agentmods](https://agentmods.dev/badge/skills/marcskovmadsen/holoviz-mcp/panel-custom-components/github.svg)](https://agentmods.dev/skills/marcskovmadsen/holoviz-mcp/panel-custom-components)
Your own site
<a href="https://agentmods.dev/skills/marcskovmadsen/holoviz-mcp/panel-custom-components"><img src="https://agentmods.dev/badge/skills/marcskovmadsen/holoviz-mcp/panel-custom-components/github.svg" alt="Measured on agentmods" height="20"></a>

Or the 80×15 button, for a site that already has a row of RSS and ATOM ones. Only the verdict fits; the numbers stay here.

agentmods 80×15 button for panel-custom-components

Your own site · 80×15
<a href="https://agentmods.dev/skills/marcskovmadsen/holoviz-mcp/panel-custom-components"><img src="https://agentmods.dev/badge/skills/marcskovmadsen/holoviz-mcp/panel-custom-components.svg" alt="Reviewed on agentmods" width="80" height="20"></a>
Per session 83 Skills are progressive disclosure: only the name and description are preloaded; the body loads when the skill is used.
When invoked 10,932 The whole file, excluding the scripts and references it only reads on demand.
Security scan A 1 finding. A grade says what 26 rules found in the file — not that it is safe. Third-party audits
  • NVIDIA SkillSpector warn 7 Sept 2026
SkillSpector: 1 finding, up to high

These are SkillSpector’s own severities. On a checked sample its high-severity flags on skills were ~96% false positives — a documented command, a public API, a “never do X” rule — so we show them as a caution to read, not a verdict. Why →

  • high Memory Poisoning · line 1149
    Skill manipulates agent memory, state, or stored context. Memory corruption can alter personality, override safety rules, or cause unpredictable behavior.
    Fix: Protect agent memory and state from modification by untrusted content. Use read-only memory for critical instructions and validate all state changes.
How audits are shown
Origin original No closer match found in the catalogue.
Token cost

What it costs to keep this loaded

Counted locally with the o200k_base tokenizer, which is exact for GPT models; Claude uses its own tokenizer and its counts differ. Treat this as one consistent yardstick across the catalogue rather than a bill. Prices are per million input tokens.

ModelPer sessionOnce invoked
Fable 5.1 $0.00083 $0.10932
Opus 5.5 $0.00033 $0.04373
Sonnet 5.5 $0.00017 $0.02186
Haiku 4.5 $0.00008 $0.01093

Measured 1mo ago against content hash 05da19b5154a, method: parsed. Prices are Anthropic first-party input rates as of 2026-10-07, from the pricing page.

Security

Grade A, and why

panel-custom-components scanned grade A with 1 finding against 26 rules in 11 categories — prompt injection, anti-refusal, data exfiltration, privilege escalation, supply chain, agent snooping, system-prompt leakage, SSRF and excessive agency — measured 1mo ago.

A static scan of the body, not an audit. Every finding is printed with the line that produced it so you can judge whether it matters here. A mod is markdown that instructs an agent; that is exactly why what it instructs is worth reading.

Makes network callslowCapability

Not a fault in itself. Listed so you know the mod talks to something, and to what.

const data = await fetch(model.data_url).then(r => r.json());
skills/panel-custom-components/SKILL.md · 1,645 lines

How it starts

The opening of the file, as written. The whole thing — 1,645 lines — stays where its author put it; the contents beside it link to each section on GitHub.

Panel Custom Components

This skill covers building custom Panel components that bridge Python and JavaScript. Use it when you need to:

  • Wrap JavaScript libraries (D3, Leaflet, Chart.js, etc.)
  • Create interactive widgets with custom UI behavior
  • Create Material UI themed components for panel-material-ui apps

Prerequisites: Solid JavaScript and React knowledge assumed.

1. Decision Guide - Which Component Type to Use

Comparison Table

Criteria JSComponent ReactComponent AnyWidgetComponent MaterialUIComponent
Best For Vanilla JS libs, Web Components, D3, Leaflet, simple widgets React ecosystem, complex state, MUI/Chakra libs Cross-platform (Jupyter+Panel), community sharing panel-material-ui apps, MUI theming
JS Pattern DOM manipulation React/JSX AnyWidget AFM spec React/JSX + MUI
State Sync model.on('param', cb) model.useState("param") model.get/set/save_changes model.useState("param")
Export export function render({model, el}) export function render({model, el}) export default { render } export function render({model, el})
Base Import panel.custom.JSComponent panel.custom.ReactComponent panel.custom.AnyWidgetComponent panel_material_ui.MaterialUIComponent

Decision Flow

┌─────────────────────────────────────────────────────────────────┐
│ Need Material UI theming / using panel-material-ui?             │
│   YES → MaterialUIComponent                                      │
│   NO  ↓                                                          │
├─────────────────────────────────────────────────────────────────┤
│ Need Jupyter compatibility / sharing community widgets?          │
│   YES → AnyWidgetComponent                                       │
│   NO  ↓                                                          │
├─────────────────────────────────────────────────────────────────┤
│ Using React libraries or need complex state management?          │
│   YES → ReactComponent                                           │
│   NO  ↓                                                          │
├─────────────────────────────────────────────────────────────────┤
│ Vanilla JS, Web Components, or simple DOM manipulation?          │
│   YES → JSComponent                                              │
└─────────────────────────────────────────────────────────────────┘

Read the full file on GitHub · 1,645 lines

Changes

What this file has done since we first saw it

Hashed on every crawl. A supply-chain change to an agent config is a question of when, not whether, so the history is kept rather than the latest state alone.

  1. 1mo ago First seen · 1,645 lines · 83 tokens per session scan A 05da19b5154a

Subscribe to this mod's changes

panel-custom-components is a skill published in the GitHub repository MarcSkovMadsen/holoviz-mcp (34 stars, last pushed 28d ago), licensed BSD-3-Clause. It adds 83 tokens to every session and 10,932 once invoked, about $0.0003 per session on Opus 5.5. A static security scan graded it A with 1 finding (makes network calls). No closer match exists in the catalogue, so it is treated as the original; first seen 2026-08-30.

Related

Other skills, from other repositories

dataviz-mcp

Load data and show Python visualizations live in the browser with the dataviz-mcp MCP tools (loaddata, show, screenshot, edit, evaluate). Use when those tools are available and the user asks to inspect, display, plot, chart, or visualize data. Do not use for apps the user serves themselves with panel serve.

SuMayaBee/DataViz-MCP · 75 tokens

dataviz-plot-selection

Select and generate clear plots with DataViz MCP from a dataset or analytical question. Use when choosing chart type, visual encodings, aggregation, HoloViz renderer, or the loaddata versus show workflow for simple, remote, multidimensional, or large data.

SuMayaBee/DataViz-MCP · 59 tokens

apify-youtube-transcript-scraper

Get YouTube captions, timestamped quotations, SRT/VTT and translated transcripts for videos, channels and playlists through the harshmaur/youtube-transcript-scraper Apify Actor.

sickn33/agentic-awesome-skills · 48 tokens

data-report

Turns CSV, Excel, or JSON data into a polished visual report page.

nexu-io/open-design · 18 tokens

build-with-tinybase

Scaffold, extend, and verify reactive local-first JavaScript or TypeScript applications with TinyBase. Use when choosing TinyBase for in-memory tabular or key-value state, generating an app with create-tinybase, adding schemas or UI bindings, resolving TinyBase import paths, configuring browser or database…

tinyplex/tinybase · 90 tokens

kpi-dashboard

Turn operating data into a KPI dashboard workbook with metric definitions, target vs actual, attainment rates and trend charts, delivered as an Excel workbook.

genspark-ai/genoffice · 31 tokens