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.
npx skills add antvis/chart-visualization-skills --skill antv-g6-graphgit clone --depth 1 https://github.com/antvis/chart-visualization-skillsWrote 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.
[](https://agentmods.dev/skills/antvis/chart-visualization-skills/antv-g6-graph)<a href="https://agentmods.dev/skills/antvis/chart-visualization-skills/antv-g6-graph"><img src="https://agentmods.dev/badge/skills/antvis/chart-visualization-skills/antv-g6-graph/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.
<a href="https://agentmods.dev/skills/antvis/chart-visualization-skills/antv-g6-graph"><img src="https://agentmods.dev/badge/skills/antvis/chart-visualization-skills/antv-g6-graph.svg" alt="Reviewed on agentmods" width="80" height="20"></a>- Socket pass
- Snyk warn
- NVIDIA SkillSpector warn
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 Output Handling · line 57 Model output is used without validation or sanitization. Unvalidated output injected into downstream contexts (SQL, shell, HTML) enables injection attacks and arbitrary code execution.Fix: Validate and sanitize all model output before using it in downstream contexts. Use parameterized queries for SQL, shell quoting for commands, and HTML encoding for web output.
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.
| Model | Per session | Once invoked |
|---|---|---|
| Fable 5.1 | $0.00200 | $0.02083 |
| Opus 5 | $0.00100 | $0.01042 |
| Sonnet 5 | $0.00040 | $0.00417 |
| Haiku 4.5 | $0.00020 | $0.00208 |
Grade A, and why
antv-g6-graph 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 4d 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.
- curl How it starts
The opening of the file, as written. The whole thing — 187 lines — stays where its author put it; the contents beside it link to each section on GitHub.
G6 v5 Graph Visualization
Overview
G6 v5 is AntV's graph visualization engine for network diagrams, tree graphs, and relationship visualizations. It uses a declarative configuration style where new Graph({...}) defines all nodes, edges, layouts, behaviors, and plugins in one constructor call.
import { Graph } from '@antv/g6';
const graph = new Graph({
container: 'container',
data: {
nodes: [{ id: 'node-1', style: { labelText: 'Node 1' } }],
edges: [{ source: 'node-1', target: 'node-2' }],
},
layout: { type: 'force' },
behaviors: ['drag-canvas', 'zoom-canvas', 'drag-element'],
});
await graph.render();
CDN Usage
<script src="https://unpkg.com/@antv/g6@5/dist/g6.min.js"></script>
<script>
const graph = new G6.Graph({
container: 'container',
data: {
nodes: [{ id: 'node-1', style: { labelText: 'Node 1' } }],
edges: [{ source: 'node-1', target: 'node-2' }],
},
layout: { type: 'force' },
behaviors: ['drag-canvas', 'zoom-canvas', 'drag-element'],
});
graph.render();
</script>
Content Retrieval Service
When using AntV G6 for data visualization, if you need to understand the concepts, usage, API, examples, and other aspects of G6 v5, you can use the provided context retrieval service. When using the skill, content is retrieved via an antv HTTP API server using GET requests.
- Host:
https://sive.antv.antgroup.com - Endpoint:
/api/v1/context/retrieve - Method:
GET - Parameters:
query,library,topK,content,maxTokens
Retrieve skills by query (hybrid search = FTS + vector + RRF fusion). Constraints docs are indexed as regular skill documents and will appear in search results naturally.
| Parameter | Type | Required | Description |
|---|---|---|---|
query |
string | ✅ | Search keywords, e.g. force layout node |
library |
string | ✅ | Library name: g2, g6, x6 |
topK |
number | Number of results to return (default: 5) | |
content |
boolean | Return full reference doc markdown (default: true) | |
maxTokens |
number | Max tokens per result (default: unlimited) |
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.
- 4d ago Changed · -1 lines 5318ecfb2798
- 10d ago First seen · 188 lines · 200 tokens per session scan A 8c2ad7b30a84
antv-g6-graph is a skill published in the GitHub repository antvis/chart-visualization-skills (484 stars, last pushed today), licensed MIT. It adds 200 tokens to every session and 2,083 once invoked, about $0.0010 per session on Opus 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.
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