Agent skill

Visualization Ops Skill

by OpenLoaf in OpenLoaf/OpenLoaf

Required for visualized output. An agent skill from OpenLoaf/OpenLoaf.

AGPL-3.0Auto-check passedProduct & Project Management

Install Visualization Ops Skill

skills CLI
$ npx skills add OpenLoaf/OpenLoaf --skill visualization-ops-skill -a claude-code

Project install by default; add -g for ~/.claude/skills/.

GitHub CLI
$ gh skill install OpenLoaf/OpenLoaf visualization-ops-skill --agent claude-code

Project scope by default; add --scope user for a personal install. Needs GitHub CLI 2.90.0 or later (public preview).

Manual copy
$ git clone --depth 1 https://github.com/OpenLoaf/OpenLoaf.git skills-src && mkdir -p .claude/skills && cp -r skills-src/apps/server/src/ai/builtin-skills/visualization-ops/en .claude/skills/visualization-ops-skill && rm -rf skills-src

Use ~/.claude/skills/ instead of .claude/skills for a personal install. The folder must contain SKILL.md.

Claude Code skills documentation · loads skills from .claude/skills/

Facts

Skill name
visualization-ops-skill
GitHub stars
107
Token cost
~2.5k tokens
SKILL.md length
1,006 words
Files
1
Skills in repo
34
Repo updated
First seen
Licence
AGPL-3.0

At a glance

Required for visualized output. An agent skill from OpenLoaf/OpenLoaf.

  • Works in 6 steps: Write only a JSX fragment, the top level… → No IIFE: do not wrap everything in an… → Construct data with inline expressions:… → …
  • Tasks that involve Stock and market analysis
  • SKILL.md covers Tool Inventory, Silent Rendering Channel (read…, Decision Tree and ChartRender — ECharts Chart…, plus 2 more sections
  • Instructions only: no scripts, shell commands, URLs or credentials in SKILL.md

What it does

Visualization Ops Skill is an agent skill from OpenLoaf/OpenLoaf. Required for visualized output. When the prompt involves news/briefings/market updates/rankings/reports/summaries/analyses/comparisons/selection/recommendations/roundups/retrospectives, or is expected to return 3+ structurable items, this skill must be loaded before (or in the same turn as) the data-fetching tool. Once loaded, do not finish with plain markdown text—you must render via JsxCreate or ChartRender. Typical examples: "search the latest news about Iran", "compare Obsidian/Notion/Logseq", "recommend a…

Its SKILL.md is about 2.5k tokens, which your agent loads only when the skill is triggered. It is a single SKILL.md file with no bundled scripts.

It sits in Product & Project Management, covering Stock and market analysis, Subagents and Retrospectives. It works with Obsidian and Notion. The repository describes itself as: 🍞Open-source, local-first AI workspace with Agents, multi-model chat (GPT/Claude/Gemini/DeepSeek), Notion-like docs, AI image & video generation, email, calendar & terminal…. The licence is AGPL-3.0.

When your agent uses it

  • Tasks that involve Stock and market analysis
  • Tasks that involve Subagents
  • Tasks that involve Retrospectives

Example prompts

  • “search the latest news about Iran”
  • “compare Obsidian/Notion/Logseq”
  • “recommend a few books”
  • “/visualization-ops-skill”

Workflow steps

6 steps, taken from the first numbered list in SKILL.md.

  1. Write only a JSX fragment, the top level must be one or more element nodes. Do not write import/export/const/let/function/function…
  2. No IIFE: do not wrap everything in an immediately-invoked function like {() => { ... return (...) }()} or {(function(){...})()}—the…
  3. Construct data with inline expressions: {[{name:'A'},{name:'B'}].map(x => {x.name})}
  4. {} expressions, map, conditional rendering, and style={{...}} are allowed
  5. The {...props} spread syntax is not supported
  6. Call JsxCreate only once per reply

What it can do on your machine

Read from SKILL.md and the folder at commit f7eccf6. It shows what the files ask for, not the result of running them.

  • Tool permissions

    Pre-approves nothing: there is no allowed-tools line, so your agent's usual permission prompts apply.

    From allowed-tools in the SKILL.md frontmatter.

  • Runs code

    No scripts in the folder and no shell commands in SKILL.md (its code samples are json and javascript).

    From the folder's file list and the shell code blocks in SKILL.md.

  • Network

    No URLs in SKILL.md.

    From URLs in SKILL.md, links to its own repository left out.

  • Credentials

    Names no API keys, tokens, secrets or passwords.

    From names ending in _API_KEY, _TOKEN, _SECRET, _KEY or _PASSWORD in SKILL.md.

Context cost

Visualization Ops Skill loads about 2.5k tokens when it runs. Until then it costs about 181 tokens; SKILL.md has 1,006 words of instructions outside code blocks.

Always · name and description, kept in context so the agent knows when to use it
~181
When it runs · the whole SKILL.md, loaded when a task matches
~2.5k

Estimates: characters ÷ 4, the usual rule of thumb; real counts depend on the model's tokenizer. Scripts and assets cost tokens only if the agent reads them.

Safety

Auto-check passed

The automated check found no risky patterns in SKILL.md.

Automated static check — not a guarantee. Review scripts before installing. It scans the text of SKILL.md for risky patterns (piping downloads into a shell, reading credential files, hidden Unicode, destructive commands); files beside SKILL.md are not scanned.

SKILL.md

The full file from OpenLoaf/OpenLoaf at commit f7eccf6, republished under its AGPL-3.0 licence (© OpenLoaf). 1,006 words, ~2,506 tokens.

Download SKILL.mdSave it as .claude/skills/visualization-ops-skill/SKILL.md (or your agent's skills folder).
name
visualization-ops-skill
description
**Required for visualized output.** When the prompt involves news/briefings/market updates/rankings/reports/summaries/analyses/comparisons/selection/recommendations/roundups/retrospectives, or is expected to return 3+ structurable items, **this skill must be loaded before (or in the same turn as) the data-fetching tool**. Once loaded, **do not finish with plain markdown text**—you must render via JsxCreate or ChartRender. Typical examples: "search the latest news about Iran", "compare Obsidian/Notion/Logseq", "recommend a few books", "how is the stock market recently". **Not for**: single-fact Q&A, pure code output, adding/removing nodes inside the canvas (handled by the canvas sub-agent).

Visualization Rendering

Tool Inventory

ToolResponsibilityRead-only
JsxCreateLive JSX component rendering (cards / lists / tables / rich text and other structured output)No
ChartRenderECharts chart rendering (line / bar / pie / scatter / radar / heatmap / map)Yes

Loading: both are deferred tools. Before calling, activate their schemas via ToolSearch(names: "JsxCreate,ChartRender").

Silent Rendering Channel (read before acting)

Think of your output as two parallel channels:

  • text channel: the markdown you write, inserted inline into the conversation in order
  • render channel: the output of JsxCreate / ChartRender appears as standalone bubbles directly shown to the user in chat

The user sees both channels at once. So just like a person who finishes writing a letter doesn't add "I just finished writing the letter"—do not pre-announce before calling these tools ("let me organize the data first / I'll create a line chart / now let me make another summary card"), and do not summarize afterward ("chart rendered / card generated"). The user already saw it; those words are just noise.

Correspondingly, your step-level text should in most cases be empty, until after the final tool call, when you write a single concluding passage of text—and only in one of the following situations:

  • Genuine data interpretation that needs to be added: conclusions, anomalies, trend implications, next-step recommendations
  • Context the user needs that isn't visible inside the bubble: data source, coverage, confidence level, timeliness

If none of those apply, writing no text at all is perfectly fine—the tool bubbles themselves are the answer.

Anti-pattern (an actual play-by-play from a real session, to be avoided):

step 2: "The search results returned some stock market information, but mostly landing pages of market centers, missing concrete stock data. Let me search for something more specific…" step 3: "Good, now I have some concrete stock market data. Let me organize the past week's stock data…" step 4: "Now I've loaded ChartRender and JsxCreate. Let me create a line chart…" step 5: "Chart rendered. Now let me use JsxCreate to make a summary card…" step 6: "Done. I used ChartRender to render … and used JsxCreate to create …"

All 5 of those text passages should be deleted, keeping only the final genuine interpretation like "Looking at the data, the A-share market has oscillated upward over the past week…".

Decision Tree

Needs visualized output
├── Data chart (line/bar/pie/scatter/radar/heatmap/map)?
│   └── ChartRender (ECharts option)
├── Custom card/panel/layout/status display/information summary?
│   └── JsxCreate (JSX component)
└── Unsure?
    ├── Has numeric trends/comparisons/distributions → ChartRender
    └── Other structured information display → JsxCreate

ChartRender — ECharts Chart Rendering

Submit an ECharts option to render a chart inside the message. The frontend uses the ECharts library and supports all ECharts chart types.

Parameters:

  • option (required): complete ECharts option object or a JSON string
  • title (optional): chart title
  • height (optional): chart height (pixels)

Key points for writing an ECharts option:

  • Complete ECharts option structure including xAxis/yAxis/series etc.
  • Supports all ECharts chart types: line, bar, pie, scatter, radar, heatmap, treemap, sunburst, sankey, gauge, etc.
  • Setting tooltip and legend is recommended for readability
  • The color scheme automatically adapts to light/dark themes

Examples:

Bar chart:

json
{
  "option": {
    "xAxis": { "type": "category", "data": ["Mon", "Tue", "Wed", "Thu", "Fri"] },
    "yAxis": { "type": "value" },
    "series": [{ "type": "bar", "data": [120, 200, 150, 80, 70] }],
    "tooltip": { "trigger": "axis" }
  },
  "title": "Weekly Data"
}

Pie chart:

json
{
  "option": {
    "series": [{
      "type": "pie",
      "radius": "60%",
      "data": [
        { "value": 335, "name": "Direct" },
        { "value": 234, "name": "Email" },
        { "value": 154, "name": "Search" }
      ]
    }],
    "tooltip": { "trigger": "item" },
    "legend": { "orient": "vertical", "left": "left" }
  }
}
Show full SKILL.md (536 more words)Show less

JsxCreate — JSX Component Rendering

Renders JSX components live inside the chat interface. Suitable for displaying custom cards, status panels, information summaries, and other structured content.

Parameters:

  • content (required): JSX string

Core rules:

  1. Write only a JSX fragment, the top level must be one or more element nodes. Do not write import/export/const/let/function/function definitions.
  2. No IIFE: do not wrap everything in an immediately-invoked function like {() => { ... return (...) }()} or {(function(){...})()}—the validator will reject it. This is the single most common anti-pattern from models such as MiniMax.
  3. Construct data with inline expressions: {[{name:'A'},{name:'B'}].map(x => <div key={x.name}>{x.name}</div>)}
  4. {} expressions, map, conditional rendering, and style={{...}} are allowed
  5. The {...props} spread syntax is not supported
  6. Call JsxCreate only once per reply

Wrong vs. correct example:

jsx
// ❌ Wrong: top level is a function, validation fails
{() => {
  const items = [{title: 'A'}, {title: 'B'}]
  return <div>{items.map(i => <p>{i.title}</p>)}</div>
}()}

// ✅ Correct: top level is an element, data expressed inline
<div className="flex flex-col gap-2 p-3">
  {[{title: 'A'}, {title: 'B'}].map((item, i) => (
    <div key={i} className="rounded-lg bg-card p-2 text-sm">{item.title}</div>
  ))}
</div>

After validation fails: the tool returns an absolute path and the error reason. Prefer re-calling JsxCreate with a full corrected content (a complete rewrite is less error-prone than a partial Edit). Only use Edit on that absolute path when the issue is clearly an isolated character-level problem. Do not Glob/Read to look for the file—the absolute path is already in the error message.

Color scheme conventions:

OpenLoaf uses an Apple-style flat palette. All colors are routed through semantic tokens that adapt to light/dark themes. Writing bg-white or text-gray-800 directly will turn into a harsh white block or invisible text in dark mode—so only use semantic tokens:

Base colors: bg-card, bg-muted, text-foreground, text-muted-foreground

Semantic accent colors (low-opacity background + flat text, legible in both themes):

  • Blue / Info: bg-ol-blue/10 text-ol-blue
  • Green / Success: bg-ol-green/10 text-ol-green
  • Amber / Warning: bg-ol-amber/10 text-ol-amber
  • Red / Error: bg-ol-red/10 text-ol-red
  • Purple / Special: bg-ol-purple/10 text-ol-purple

Tags / badges: rounded-full px-2.5 py-0.5 text-xs combined with the flat colors above.

Do not use gradients (bg-gradient-*), shadows (shadow-*), or outer borders (border/ring)—JSX components are embedded inside the chat message stream, and such decorations make the card look like a standalone popup rather than part of the message, breaking reading flow.

Style conventions:

  • Rounded corners rounded-lg/rounded-xl, tight spacing (p-3p-4, gap-2gap-3)
  • Prefer small font sizes text-sm/text-xs and wide horizontal layouts—chat window width is limited, and overly tall content forces the user to scroll for a long time.

Allowed component whitelist (case-sensitive): Message, MessageContent, Panel, Snippet, SnippetAddon, SnippetText, SnippetInput, SnippetCopyButton, CodeBlock, Checkpoint, Task, TaskTrigger, TaskContent, TaskItem, TaskItemFile, Image, Attachments, Attachment, AudioPlayer, AudioPlayerElement, AudioPlayerControlBar, AudioPlayerPlayButton, AudioPlayerSeekBackwardButton, AudioPlayerSeekForwardButton, AudioPlayerTimeDisplay, AudioPlayerTimeRange, AudioPlayerDurationDisplay, AudioPlayerMuteButton, AudioPlayerVolumeRange, WebPreview, WebPreviewNavigation, WebPreviewNavigationButton, WebPreviewUrl, WebPreviewBody, WebPreviewConsole

Using bordered components such as Message/Panel/Snippet as outer containers is not recommended.

Validation and correction:

  • The server validates JSX syntax; violations error out directly
  • Even if validation fails the file is still written; the error message includes the path. Fix it with Edit and the preview will refresh
  • After a failure, fix via Edit—do not call JsxCreate again

Write location: [<sessionId>]/asset/jsx/<messageId>.jsx (inside the session's asset directory; Edit can patch it in place).

Interactive forms: when you need to collect user input, ask the user directly in plain text and wait for a reply. JsxCreate is for display only.

When to use ChartRender vs JsxCreate

ScenarioRecommended tool
Numeric trends / comparisons / distributionsChartRender
Custom cards / panelsJsxCreate
Mixed statistics + chartsFirst ChartRender for the chart, then JsxCreate for the summary card
Simple data (2–3 metrics)JsxCreate alone, no chart needed
Complex interactive chartsChartRender (ECharts has built-in interactions)

© OpenLoaf, AGPL-3.0. Rendered from Markdown: HTML in the file is shown as text, images as links, and headings moved down two levels. Raw file

Files

Just SKILL.md in apps/server/src/ai/builtin-skills/visualization-ops/en of OpenLoaf/OpenLoaf.

Open the folder on GitHubat commit f7eccf6

Compare with similar skills

Visualization Ops Skill next to the 5 skills that share the most tags, products or categories with it. Stars are the repository's; “used in” counts other GitHub owners with a copy.

Visualization Ops Skill compared with similar skills
SkillStarsUsed inTokensAuto-checkLicenceRepo updated
Visualization Ops Skill this skillOpenLoaf/OpenLoaf107—~2.5kAutomated safety check: PassAGPL-3.0
Skill Retrokenneth-liao/ai-launchpad-marketplace126—~2.1kAutomated safety check: PassNone
RetrospectiveSzotasz/marveen115—~1.5kAutomated safety check: PassMIT
Personal Assistant Reviewedonyzpc/personal-assistant148—~3.2kAutomated safety check: PassAGPL-3.0
Oracle PrismSoul-Brews-Studio/arra-oracle-skills-cli122—~1.3kAutomated safety check: PassMIT
Set Workflow Statesandgardenhq/sgai137—~1.2kAutomated safety check: PassCustom licence

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Works with

Questions about Visualization Ops Skill

What does Visualization Ops Skill do?

Required for visualized output. An agent skill from OpenLoaf/OpenLoaf. Visualization Ops Skill is an agent skill from OpenLoaf/OpenLoaf. Required for visualized output.

When should I use Visualization Ops Skill?

Visualization Ops Skill fits situations like: tasks that involve Stock and market analysis; tasks that involve Subagents; tasks that involve Retrospectives.

How do I install Visualization Ops Skill in Claude Code?

Run `npx skills add OpenLoaf/OpenLoaf --skill visualization-ops-skill -a claude-code`. Or copy the skill folder (apps/server/src/ai/builtin-skills/visualization-ops/en in OpenLoaf/OpenLoaf) into .claude/skills/visualization-ops-skill in your project. Claude Code loads it when a task matches its description.

How do I install Visualization Ops Skill in Codex?

Run `npx skills add OpenLoaf/OpenLoaf --skill visualization-ops-skill -a codex`. Or copy the skill folder (apps/server/src/ai/builtin-skills/visualization-ops/en in OpenLoaf/OpenLoaf) into .agents/skills/visualization-ops-skill in your project. Codex loads it when a task matches its description.

Can I use Visualization Ops Skill in Cursor, Gemini CLI or GitHub Copilot?

Cursor, Gemini CLI, GitHub Copilot and OpenCode also load SKILL.md folders. With the skills CLI, run `npx skills add OpenLoaf/OpenLoaf --skill visualization-ops-skill -a cursor` (or -a gemini-cli, github-copilot or opencode for the others). To copy it by hand, put the folder in .cursor/skills/visualization-ops-skill, .gemini/skills/visualization-ops-skill, .github/skills/visualization-ops-skill and .opencode/skills/visualization-ops-skill in your project.

What does Visualization Ops Skill need to run?

SKILL.md names no scripts, command-line tools or credentials: Visualization Ops Skill is instructions for the agent only.

Does Visualization Ops Skill access the network?

SKILL.md contains no URLs. Any network use would come from the scripts or tools the agent runs. This is read from the text; nothing was executed.

Is Visualization Ops Skill safe to install?

Our automated static check of SKILL.md found no risky patterns, such as piping downloads into a shell, reading credential files or hidden Unicode. It is not a guarantee. Review the folder before installing.

What licence does Visualization Ops Skill use?

Visualization Ops Skill is published under the AGPL-3.0 licence (the repository's licence). It allows redistribution, so the full SKILL.md is shown on this page.

How many tokens does Visualization Ops Skill use?

About 2.5k tokens (SKILL.md is roughly 10k characters). Agents keep only the skill's name and description in context until a task matches; then they load SKILL.md in full.

What are the alternatives to Visualization Ops Skill?

Skills that share tags, products or a category with Visualization Ops Skill: Skill Retro (kenneth-liao/ai-launchpad-marketplace, 126 stars), Retrospective (Szotasz/marveen, 115 stars), Personal Assistant Review (edonyzpc/personal-assistant, 148 stars) and Oracle Prism (Soul-Brews-Studio/arra-oracle-skills-cli, 122 stars). The comparison table on this page puts their stars, adoption, token cost, safety result and licence side by side.

Who maintains Visualization Ops Skill?

OpenLoaf (a GitHub organization) maintains it in OpenLoaf/OpenLoaf, which has 107 GitHub stars. The repository holds 34 skills in this directory. The repository was last updated on May 14, 2026.

Source: OpenLoaf/OpenLoaf on GitHub. Facts on this page come from the repository at the commit we read; the author's words are quoted as theirs.