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asta-skill

автор Agents365-ai · Agents365-ai/asta-skill

Claude skill for academic research via Ai2's Asta MCP — Semantic Scholar search, citation traversal, batch paper lookup, snippet extraction.

asta-skill wraps Ai2's Asta MCP server (Semantic Scholar) with Claude-friendly guidance. Beyond raw tool access, it adds an Intent→tool decision table and workflow patterns so Claude picks the right function (e.g. avoids fields=citations which can return 200k+ chars). Eight core tools cover paper search, batch lookup, citation graphs, author profiles, and ~500-word passage extraction.

Зачем использовать

Ключевые функции

Живое демо

Как выглядит на практике

asta-skill.replay ▶ готово
0/0

Установка

Репозиторий автора · Официальная документация Claude Skills

Сценарии использования

Реальные сценарии: asta-skill

Run a literature review on a specific research question

👤 Grad students and researchers ⏱ ~60 min intermediate

Когда использовать: You have a question and want to quickly map the relevant papers, not wade through Google Scholar.

Поток
  1. Kick off the search
    Use asta-skill — find highly-cited papers on retrieval-augmented generation from 2023-2024.✓ Скопировано
    → Claude calls search_papers_by_relevance with good filters, not a generic query
  2. Walk the citation graph
    For the top 3, show me what cited them since.✓ Скопировано
    → get_citations calls with appropriate filtering
  3. Pull evidence snippets
    Extract a 500-word passage from each paper explaining their main evaluation method.✓ Скопировано
    → snippet_search returns targeted passages

Итог: A mapped review with citation chains and evidence snippets — not just titles.

Подводные камни
  • Requesting fields=citations bulk-returns megabytes — The skill warns against this — trust the guidance and paginate instead
Сочетать с: planning-with-files

Find a researcher's key papers and trace their influence

👤 Anyone profiling a potential collaborator or advisor ⏱ ~20 min beginner

Когда использовать: You want a fast, accurate view of someone's publication record.

Поток
  1. Resolve the author
    asta-skill — find the author 'Jane Smith' who works on graph neural networks.✓ Скопировано
    → search_authors_by_name with disambiguation
  2. Fetch papers
    Get their papers sorted by citation count.✓ Скопировано
    → get_author_papers call with sort
  3. Impact snapshot
    For the top 3, who's cited them most and is building on the work?✓ Скопировано
    → Citation traversal showing ongoing lineage

Итог: A one-page profile of a researcher's impact.

Комбинации

Сочетайте с другими MCP — эффект x10

asta-skill + planning-with-files

Literature reviews span days — persist findings.md and next-reads.md

Use planning-with-files — findings.md for papers read, next-reads.md for the queue.✓ Скопировано
asta-skill + filesystem

Save extracted snippets as notes in your Obsidian vault

For each paper, save the snippet to ~/obsidian/papers/<title>.md.✓ Скопировано

Инструменты

Что предоставляет этот MCP

ИнструментВходные данныеКогда вызыватьСтоимость
search_papers_by_relevance query + filters Starting a literature search from a question 1 MCP call
get_paper / get_paper_batch id or [ids] Need full metadata on a known paper or list 1 MCP call (batch saves round-trips)
get_citations paper id + filters + pagination Walking citation graph forward 1 MCP call
snippet_search paper id + query Need evidence-level passages to ground claims 1 MCP call
search_authors_by_name / get_author_papers name + disambiguators Profiling a researcher 1 MCP call

Стоимость и лимиты

Во что обходится

Квота API
Semantic Scholar API limits via Asta MCP — check Ai2's current terms
Токенов на вызов
Varies; fields=citations can blow up context so avoid it
Деньги
Free — skills are local files; Asta MCP itself is free for research use
Совет
Prefer batch calls and paginated citation fetches; snippet_search beats fetching full bodies.

Безопасность

Права, секреты, радиус поражения

Хранение учётных данных: No credentials in the skill. Asta MCP setup may involve API keys.
Исходящий трафик: Queries go to Semantic Scholar via the Asta MCP server

Устранение неполадок

Частые ошибки и исправления

Wrong trigger keywords — context blows up on citation fetch

Don't request fields=citations — paginate with get_citations and filters.

Альтернативы

asta-skill в сравнении

АльтернативаКогда использоватьКомпромисс
arxiv MCPYou only need preprints, not cross-source citation graphsNarrower source; no citation traversal
Raw Google ScholarQuick one-off lookups without MCP setupNo structured tools, scraping-ish

Ещё

Ресурсы

📖 Читать официальный README на GitHub

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