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 scdenney/open-science-skills --skill literature-reviewgit clone --depth 1 https://github.com/scdenney/open-science-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/scdenney/open-science-skills/literature-review)<a href="https://agentmods.dev/skills/scdenney/open-science-skills/literature-review"><img src="https://agentmods.dev/badge/skills/scdenney/open-science-skills/literature-review/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/scdenney/open-science-skills/literature-review"><img src="https://agentmods.dev/badge/skills/scdenney/open-science-skills/literature-review.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 | $0.00029 | $0.01333 |
| Opus 5 | $0.00015 | $0.00666 |
| Sonnet 5 | $0.00006 | $0.00267 |
| Haiku 4.5 | $0.00003 | $0.00133 |
Grade A, and why
literature-review 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 12d 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.
The source is not reproduced here
A licence we could not identify
The repository carries a LICENSE file, but it is custom or dual enough that GitHub cannot name it and neither can this catalogue. Unknown terms are not permission, so the body is not copied here. Read the licence at the source and decide for yourself.
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.
- 12d ago First seen · 147 lines · 29 tokens per session scan A 6bf7e4075586
literature-review is a skill published in the GitHub repository scdenney/open-science-skills (55 stars, last pushed 2d ago), with no licence file. It adds 29 tokens to every session and 1,333 once invoked, about $0.0001 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 2026-08-30.
Other skills, from other repositories
ln-11-plan-reviewer
Reviews an implementation plan against repository evidence before execution; identifies missing decisions and risks. Not for completed-code review.
ln-21-documentation-auditor
Audits documentation and comments for trustworthy claims, coverage, and discoverability. Not for code, test, or architecture audits.
ln-25-persistence-auditor
Audits queries, transactions, data-path costs, and persistence resource lifetimes. Not for general performance tuning.
ln-33-code-modernizer
Modernizes a bounded capability to reduce proven maintenance, workflow, or artifact cost. Not for routine upgrades or performance tuning.
ln-34-benchmark-comparator
Compares tools or implementations through controlled workloads and independent correctness evidence. Not for speculative rankings.
ln-35-surgical-change-implementer
Implements a scoped product-code change with a minimal complete solution. Not for planning, review, audits, dependency upgrades, or tuning.