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 holoviz-dev/holoviz-skills --skill minimal-examplegit clone --depth 1 https://github.com/holoviz-dev/holoviz-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/holoviz-dev/holoviz-skills/minimal-example)<a href="https://agentmods.dev/skills/holoviz-dev/holoviz-skills/minimal-example"><img src="https://agentmods.dev/badge/skills/holoviz-dev/holoviz-skills/minimal-example/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/holoviz-dev/holoviz-skills/minimal-example"><img src="https://agentmods.dev/badge/skills/holoviz-dev/holoviz-skills/minimal-example.svg" alt="Reviewed on agentmods" width="80" height="20"></a>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 | $0.00073 | $0.00851 |
| Opus 5.5 | $0.00029 | $0.00340 |
| Sonnet 5.5 | $0.00015 | $0.00170 |
| Haiku 4.5 | $0.00007 | $0.00085 |
Grade A, and why
minimal-example scanned grade A with 0 findings 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.
Nothing flagged
None of the 26 patterns this scan looks for appear in this file: no shell pipes, no recursive deletes, no credential paths, no hidden text, no instruction-override or anti-refusal phrasing, no agent-config snooping. That is not a guarantee, it is the absence of the things that are checkable.
How it starts
The opening of the file, as written. The whole thing — 65 lines — stays where its author put it; the contents beside it link to each section on GitHub.
Minimal Examples
A reproducer a tester pastes and runs unchanged to check a fix, so keep it short enough to skim, not study. These are the traps specific to HoloViz reproducers.
References
- Reproducing Browser Bugs: a Playwright script an agent runs to confirm a bug that only shows up in the browser, with a screenshot per step and a programmatic check for whether the bug is still there.
Contents
Reproducer Traps
- Render explicitly with
pn.serve(obj); don't end on the bare object. In a script the notebook_repr_html_never fires, soobjalone does nothing and any render-time error (layout sizing, projection, aspect, colorbar) stays hidden.pn.serverenders any HoloViews/hvPlot/Panel object and surfaces it. - Declare the backend the behavior depends on (
hv.extension('bokeh')vs'matplotlib'). The same code renders through different code paths per backend, so an implicit backend makes the report ambiguous. - Import every submodule the snippet uses explicitly depending on the module, e.g.
from holoviews.operation.datashader import datashaderather than reaching forhv.operation.datashader. Submodule attribute access only resolves once something has already imported it, so a snippet written in a warm session runs for you and raisesAttributeErrorfor the first person to paste it cold. - Check the finished snippet in a fresh interpreter, not the session you wrote it
in and not against your patched checkout. A session carries imports, registered
extensions and monkeypatches that the reader's won't, and a local dev install
reports its own version, so the
__version__you print should be the one you are reporting against. - Generate data inline and seed it (
rng = np.random.default_rng(0)), or load a dataset the reader can fetch too, e.g. a URL,xr.tutorial.open_dataset, orbokeh.sampledata. Just don'tread_csva local path only you have. - For a bug, paste the versions that matter (
hv.__version__,pn.__version__, and the backend: bokeh/matplotlib/cartopy). HoloViz bugs are usually version-specific. - Say where the before/after shows up.
pn.serveblocks and renders in a browser, so a visual symptom is only visible there, while an exception or a warning lands in the terminal. A tester watching the wrong one concludes nothing happened. - End with a one-line comment on the before behavior (what a tester sees without the fix) and the after (what a correct run should show), so they know what to look for without studying the code.
What ships with it
1 file beside SKILL.md in the same directory: the scripts, references and assets a skill reads on demand. Not counted in the per-session cost; read them before you install if any of them is executable.
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.
- 1mo ago Changed · +4 lines · +14 tokens per session 83945738dd02
- 1mo ago Changed · +14 lines fb6b3cbbeb71
- 2mo ago First seen · 47 lines · 59 tokens per session scan A e93a373a836c
minimal-example is a skill published in the GitHub repository holoviz-dev/holoviz-skills (5 stars, last pushed 2d ago), licensed BSD-3-Clause. It adds 73 tokens to every session and 851 once invoked, about $0.0003 per session on Opus 5.5. A static security scan graded it A with 0 findings. No closer match exists in the catalogue, so it is treated as the original; first seen 2026-08-31.
minimal-example compared with skills from other repositories
| Mod | Type | Stars | Last push | Licence | Scan | Tokens | Works with |
|---|---|---|---|---|---|---|---|
| minimal-exampleholoviz-dev/holoviz-skills | Skill | 5 | 2d ago | BSD-3-Clause | A | 73 | Claude Code |
| systematic-debuggingopen-metadata/OpenMetadata | Skill | 16k | yesterday | Apache-2.0 | A | 37 | Claude Code |
| log-error-digestzebbern/claude-code-guide | Skill | 4.7k | 3d ago | MIT | A | 71 | Claude Code, Codex |
| cwv-optimizeradobe/skills | Skill | 319 | yesterday | Apache-2.0 | A | 112 | Claude Code |
| ci-fixersipyourdrink-ltd/bernstein | Skill | 1.2k | yesterday | Apache-2.0 | A | 15 | Claude Code, Codex |
| incident-response-incident-responsermyndharis/antigravity-skills | Skill | 1.9k | 23d ago | MIT | A | 36 | Claude Code |
| triaging-web-analytics-supportPostHog/posthog | Skill | 41k | yesterday | none | A | 151 | Claude Code, Codex |