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 paramgit 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/param)<a href="https://agentmods.dev/skills/holoviz-dev/holoviz-skills/param"><img src="https://agentmods.dev/badge/skills/holoviz-dev/holoviz-skills/param/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/param"><img src="https://agentmods.dev/badge/skills/holoviz-dev/holoviz-skills/param.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 | $0.00047 | $0.03470 |
| Opus 5 | $0.00023 | $0.01735 |
| Sonnet 5 | $0.00009 | $0.00694 |
| Haiku 4.5 | $0.00005 | $0.00347 |
Grade A, and why
param 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 8d 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 — 293 lines — stays where its author put it; the contents beside it link to each section on GitHub.
Param
Correct patterns and common pitfalls for Param — the reactive parameter library that underpins Panel, HoloViews, and the HoloViz ecosystem.
Contents
- Lookup — site search
- Parameterized Classes
- Reactive Dependencies (@param.depends)
- Dependent Parameters
- Parameter Types
- Reactive Expressions (rx)
- .watch() vs @param.depends vs .link()
- allow_refs
- Custom Parameter Types
Lookup
Web-search https://param.holoviz.org/search.html?q=<topic> for anything not covered below;
the Reactive Expressions guide
is the deepest reference for rx.
Parameterized Classes
- Add
# pyright: reportAssignmentType=falseat the top — Param's descriptors conflict with static type checkers. - Add type annotations (
target: str = param.String(...)) for IDE autocomplete — Param doesn't enforce them at runtime. - Never use
nameas a parameter. Param won't stop you, butnameisconstant— it can only be set in the constructor, andobj.name = "x"afterwards raisesTypeError: Constant parameter 'name' cannot be modified. You also lose the auto-generated unique instance name (DataConfig00042) that Param uses in reprs and error messages. - Never name a param in UPPERCASE_SNAKE_CASE. A param is reactive, settable, watchable instance state, so an all-caps name misreads as a frozen module constant —
self.MAX_ROWS = 50looks illegal and isn't. It also leaks into UIs: Param's default label formatter only upper-cases the first character (pname[:1].upper() + pname[1:]) rather than title-casing, soMAX_ROWSbecomes the shouty widget label "MAX ROWS" whilemax_rowsbecomes "Max rows". Uselowercase_snake_casefor params and keep genuine constants at module level. self.param.param_keyis the Parameter object;self.param_keyis the current value. Useself.param.param_keywith.from_param()and pane constructors.
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.
- 8d ago First seen · 293 lines · 47 tokens per session scan A 5088df9bc854
param is a skill published in the GitHub repository holoviz-dev/holoviz-skills (5 stars, last pushed 7d ago), licensed BSD-3-Clause. It adds 47 tokens to every session and 3,470 once invoked, about $0.0002 per session on Opus 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.
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