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 TaewoooPark/MagLab --skill literature-searchgit clone --depth 1 https://github.com/TaewoooPark/MagLabWrote 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/taewooopark/maglab/literature-search)<a href="https://agentmods.dev/skills/taewooopark/maglab/literature-search"><img src="https://agentmods.dev/badge/skills/taewooopark/maglab/literature-search/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/taewooopark/maglab/literature-search"><img src="https://agentmods.dev/badge/skills/taewooopark/maglab/literature-search.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 | $0.00060 | $0.00774 |
| Opus 5 | $0.00030 | $0.00387 |
| Sonnet 5 | $0.00012 | $0.00155 |
| Haiku 4.5 | $0.00006 | $0.00077 |
Grade A, and why
literature-search 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 11d 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 — 86 lines — stays where its author put it; the contents beside it link to each section on GitHub.
literature-search — Magnetism & spintronics broad literature search skill
Overview
This skill encodes the OpenAlex REST API query strategy and research orchestration workflow.
MCP connectors (paperplain·openalex-mcp·cite-mcp) are preferred; falls back to
maglab/literature/connectors.py direct API when unavailable.
OpenAlex query strategy
Query family generation (3–6 queries)
Generate a query family from the topic keywords using the following combinations:
- Core terms:
"spin Hall effect","SOT switching" - Material + effect:
"Ta CoFeB spin Hall","Pt Py SOT" - Methodology:
"harmonic Hall measurement","ST-FMR" - Broader concept:
"spin-orbit torque","spintronics" - Synonym variants:
"spin-transfer torque","spin Hall magnetoresistance" - Recent keywords: arXiv
cond-mat.mes-hallcategory, last 1 year
Tier classification criteria
| tier | criteria |
|---|---|
| T1 | Core papers directly addressing the topic (most-cited · methodology-founding · reviews) |
| T2 | Related papers supporting or applying the topic |
| T3 | Background, comparison, or general review papers |
Citation count > 100: T1 candidate; 10–100: T2; < 10: T3 default. May be upgraded based on topic relevance.
Search filters
filter=topics.id:<OpenAlex_topic_id>— magnetism · spintronics topicssort=cited_by_count:desc— sort by citation countfilter=is_retracted:false— exclude retractionsfilter=publication_year:>2010— prioritise recent literature (adjust per topic)
evidence_matrix accumulation
Record the following fields for each candidate paper (§14.7):
ref_key | tier | title | authors | year | venue | doi | url |
openalex_id | s2_id | oa_status | retraction_status |
verification_status | notes
- Papers without
doi:verification_status: "pending"(not blocked) - Do not guess DOIs
MCP connector priority
openalex-mcp-server— metadata quality · filterspaperplain— initial search (PubMed · arXiv · S2 aggregator)cite-mcp— DOI detail · BibTeX
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.
- 11d ago First seen · 86 lines · 60 tokens per session scan A 185b40084428
literature-search is a skill published in the GitHub repository TaewoooPark/MagLab (11 stars, last pushed 1mo ago), licensed MIT. It adds 60 tokens to every session and 774 once invoked, about $0.0003 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.
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