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SKILL verified MIT Self-run

Nature Academic Search

skill-lihongwei-cn-lihongwei-cn-nature-academic-search · by LiHongwei-cn

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Install

$ agentstack add skill-lihongwei-cn-lihongwei-cn-nature-academic-search

✓ scanned · ✓ verified, works with Claude Code, Cursor, and more.

Security review

✓ Passed

No issues found. Passed automated security review. · v0.1.0 How review works →

  • Prompt-injection patterns
  • Secret / credential exfiltration
  • Dangerous shell & filesystem operations
  • Untrusted network calls
  • Known-malicious package signatures

What it can access

  • Network access No
  • Filesystem access No
  • Shell / process execution No
  • Environment & secrets Used
  • Dynamic code execution No

From automated source analysis of v0.1.0. “Used” means the capability is present in the source — more access means more to trust, not that it’s unsafe.

View the full security report →

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Reliability & compatibility

Security review passed
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Declared compatibility

Claude CodeClaude Desktop

Compatibility is declared by the source manifest. End-to-end runtime verification is coming, see below.

Preview Execution monitoring

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About

Academic Search

Multi-source literature search, citation verification, citation format conversion, and reference management via MCP tools.

MCP Tools

Core Search

| Tool | Source | Best For | |------|--------|----------| | pubmed_search_articles | PubMed MCP | Biomedical, MeSH, clinical trials | | search_crossref | paper-search MCP | Cross-disciplinary, citation counts | | search_arxiv | paper-search MCP | Preprints (physics, math, CS, biology) |

Extended Search

| Tool | Source | Best For | |------|--------|----------| | search_google_scholar | paper-search MCP | Broad academic search (scraped) | | search_semantic_scholar | paper-search MCP | Citation graph, field-of-study filters | | search_biorxiv | paper-search MCP | Biology preprints | | search_medrxiv | paper-search MCP | Medical preprints | | search_webofscience | paper-search MCP | Curated index, citation reports | | search_scopus | paper-search MCP | Broad scholarly database |

PubMed Utilities

| Tool | Purpose | |------|---------| | pubmed_fetch_articles | Full metadata by PMID | | pubmed_find_related | Related article discovery | | pubmed_format_citations | APA / MLA / BibTeX / RIS formatting | | pubmed_convert_ids | DOI ↔ PMID ↔ PMCID conversion | | pubmed_lookup_mesh | MeSH term exploration and hierarchy | | pubmed_lookup_citation | Bibliographic citation → PMID lookup |

Source Routing

See [Source Tiers & Reliability](references/source-tiers.md) for the complete reliability classification and fallback routing rules. The T1→T2→T3 fallback chain is the standard execution order across all workflows.

Quick guide:

| User need | Primary (T1) | Secondary (T2) | Last Resort (T3) | |-----------|-------------|-----------------|-------------------| | Medical / clinical | PubMed | Semantic Scholar | Google Scholar | | Cross-disciplinary | CrossRef | Semantic Scholar | Scopus | | Preprints / CS / physics | arXiv | bioRxiv / medRxiv | — | | Exhaustive review | PubMed + CrossRef + arXiv | Semantic Scholar + bioRxiv/medRxiv | WoS / Scopus | | Citation count sensitive | Semantic Scholar | CrossRef | — | | Chinese literature | — | — | CNKI / 万方 (manual) |

Workflows

| # | Workflow | Reference | |---|----------|-----------| | 1 | Multi-Source Literature Search | [wf1](references/workflows/wf1-multi-source-search.md) | | 2 | Citation Verification | [wf2](references/workflows/wf2-citation-verification.md) | | 3 | MeSH Search Strategy | [wf3](references/workflows/wf3-mesh-strategy.md) | | 4 | Citation File Management | [wf4](references/workflows/wf4-citation-file-mgmt.md) | | 5 | Reference Management | [wf5](references/workflows/wf5-reference-mgmt.md) |

Shared Modules

| Module | Purpose | |--------|---------| | [Dedup Engine](references/dedup-engine.md) | Unified deduplication (WFs 1, 2, 5a) | | [Citation Parser](references/citation-parser.md) | Extract citations from documents (WF 2) | | [Search Strategy](references/search-strategy.md) | Query construction, source selection, ranking | | [RIS/BibTeX Format](references/ris-bibtex-format.md) | Format specifications and field mappings | | [Format Converter](scripts/format-converter.py) | Multi-source .nbib/.ris/.bib downloader |

Environment Setup

API Keys (optional but recommended)

| Service | Env Var | Register At | Free Tier | |---------|---------|-------------|-----------| | Semantic Scholar | SEMANTIC_SCHOLAR_API_KEY | api.semanticscholar.org | 100 req/s with key (1/s without) | | NCBI E-utilities | NCBI_API_KEY | ncbi.nlm.nih.gov/account | 10 req/s with key (3/s without) |

Set via export or .env file.

Proxy (if behind firewall)

export http_proxy=http://127.0.0.1:7890
export https_proxy=http://127.0.0.1:7890

Pre-flight Check

python scripts/preflight.py

Run before batch operations to verify API endpoints are reachable.

Format Converter Dependencies

The format converter (scripts/format-converter.py) uses Python stdlib only — no extra dependencies. Run python scripts/format-converter.py --test to verify the conversion pipeline.

Error Handling

  • MCP tool unavailable: report specific failure, continue with remaining tools.
  • No results: broaden terms, try alternative sources, suggest user refine query.
  • Script failure (2x): fall back to manual generation from MCP-fetched metadata.

Limitations

  • Google Scholar and Semantic Scholar are scraped (not API-backed) — results may vary.
  • Chinese literature (CNKI / 万方) not indexed by CrossRef or PubMed.
  • Citation counts may be delayed (CrossRef updates monthly).

Source & license

This open-source skill is cataloged on AgentStack and links to its original source — we do not rehost the code.

Install and usage instructions live in the source repository linked above.

Reviews

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Versions

  • v0.1.0 Imported from the upstream source.