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 agentmods add skills/iris-hep/marketplace/awkward-arraynpx skills add iris-hep/marketplace --skill awkward-arraygit clone --depth 1 https://github.com/iris-hep/marketplaceWrote 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/iris-hep/marketplace/awkward-array)<a href="https://agentmods.dev/skills/iris-hep/marketplace/awkward-array"><img src="https://agentmods.dev/badge/skills/iris-hep/marketplace/awkward-array.svg" alt="Measured on agentmods" 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 | $0.00099 | $0.00516 |
| Opus 5 | $0.00049 | $0.00258 |
| Sonnet 5 | $0.00020 | $0.00103 |
| Haiku 4.5 | $0.00010 | $0.00052 |
Grade A, and why
awkward-array 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 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.
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.
What it actually says
Awkward Array
Overview
Use this skill to apply Awkward 2.0 best practices for jagged arrays, especially in HEP-style event data models. Keep guidance lean in this file and load reference notes only when needed.
Core workflow
- Build an event data model (records) with
ak.zip. - Filter early at the event level.
- Perform combinatorics or derived calculations.
- Add derived fields back into the record with
ak.with_field. - Repeat until the final values are present in the EDM.
Reference guide
Load only the reference files that matches the task:
references/best-practices.md: use when setting overall approach or reminding about Awkward 2.0 usage and axes.references/records.md: use when building records or adding fields.references/filtering-aggregation.md: use for boolean masking,ak.sum/ak.count/ak.num, and axis guidance.references/sorting.md: use forak.sort.references/combinatorics.md: use for pairings or n-way combinations (ak.cartesian,ak.combinations).references/argmin-argmax.md: use when selecting min/max elements in jagged lists.references/flattening.md: use forak.flattenbehavior and axis rules.references/numpy-interop.md: use when mixing NumPy operations with Awkward arrays.references/pitfalls.md: use for common API mistakes and missing functions.references/awkward-files.md: use for file I/O patterns (read/write) with Awkward arrays.
Constraints
- Use Awkward 2.0 APIs and syntax only.
- Avoid
axis=Noneunless the function explicitly supports it. - Ensure
awkwardis listed as a dependency in the active environment (venv pluspyproject.tomlorrequirements.txt).
What ships with it
10 files 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.
- references/argmin-argmax.md 570 B
- references/awkward-files.md 630 B
- references/best-practices.md 327 B
- references/combinatorics.md 546 B
- references/filtering-aggregation.md 470 B
- references/flattening.md 322 B
- references/numpy-interop.md 191 B
- references/pitfalls.md 188 B
- references/records.md 794 B
- references/sorting.md 221 B
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 First seen · 40 lines · 99 tokens per session scan A 3b4f56287177
awkward-array is a skill published in the GitHub repository iris-hep/marketplace (4 stars, last pushed 28d ago), licensed BSD-3-Clause. It adds 99 tokens to every session and 516 once invoked, about $0.0005 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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