K-Dense-AI/scientific-agent-skills

citation-management

Comprehensive citation management for academic research. Search Google Scholar and PubMed for papers, extract accurate metadata, validate citations, and generate properly formatted BibTeX entries. This skill should be used when you need to find papers, verify citation information, convert DOIs to BibTeX, or ensure reference accuracy in scientific writing.

94CollectingRuns scriptsWrites files
See how to use itView GitHub source
npx skills add https://github.com/K-Dense-AI/scientific-agent-skills --skill "skills/citation-management"

Quick start

Start using it in three steps

Install it or open the source, trigger it with a clear task, then follow the source workflow.

1

Install the Skill

npx skills add https://github.com/K-Dense-AI/scientific-agent-skills --skill "skills/citation-management"
2

Describe the task

Use citation-management to help me with: [describe your task]. Before you begin, tell me what input you need, the steps you will follow, and the expected output.

3

Follow the workflow

5 key workflow steps, examples, and cautions are distilled below.

Continue to the workflow

Direct answers

Answers to review before you install

What is citation-management?

Comprehensive citation management for academic research. Search Google Scholar and PubMed for papers, extract accurate metadata, validate citations, and generate properly formatted BibTeX entries.

Who should use citation-management?

It is relevant to workflows involving Design, Operations, Research.

How do you install citation-management?

SkillSignal detected this source-specific command: npx skills add https://github.com/K-Dense-AI/scientific-agent-skills --skill "skills/citation-management". Inspect the repository and command before running it.

Which Agent platforms does it support?

The upstream source does not declare a dedicated Agent platform.

What permissions or risks should you review?

Static analysis detected exec-script, write-files signals. Review the cited source lines before installing; these signals are not a security audit.

What are the current evidence limits?

This page combines upstream documentation with deterministic repository, quality, and static-risk signals. It is not described as a manual test or security review.

SkillSignal brief

Decide whether it fits your work first

Comprehensive citation management for academic research. Search Google Scholar and PubMed for papers, extract accurate metadata, validate citations, and generate properly formatted BibTeX entries.

Useful in these contexts

Not yet included in a workflow collection

Core capabilities

DesignOperationsResearch

Distilled from the source

Understand this Skill in one minute

About 7 min · 11 sections

When it is worth using

  1. Searching for specific papers on Google Scholar or PubMed

  2. Converting DOIs, PMIDs, or arXiv IDs to properly formatted BibTeX

  3. Extracting complete metadata for citations (authors, title, journal, year, etc.)

  4. Validating existing citations for accuracy

Core workflow

  1. 1

    Phase 1: Paper Discovery and Search

  2. 2

    Phase 2: Metadata Extraction

  3. 3

    Phase 2.5: Metadata Enrichment via Web Search (MANDATORY)

  4. 4

    Phase 3: BibTeX Formatting

  5. 5

    Phase 4: Citation Validation

Limits and cautions

  1. Single source bias: Only using Google Scholar or PubMed

  2. Solution: Search multiple databases for comprehensive coverage

  3. Accepting metadata blindly: Not verifying extracted information

  4. Solution: Spot-check extracted metadata against original sources

Repository stars
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Repository forks
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Quality
94/100
Source repository last pushed

Quality breakdown

Based on traceable docs and repository signals; stars are not treated as quality.

94/100
Documentation30/30
Specificity25/25
Maintenance20/20
Trust signals19/25

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View original Skill.mdThis page is parsed directly from the repository SKILL.md without editorial rewriting. Collected: Jul 28, 2026 · about 7 min

Citation Management

Overview

Manage citations systematically throughout the research and writing process. This skill provides tools and strategies for searching academic databases (Google Scholar, PubMed), extracting accurate metadata from multiple sources (CrossRef, PubMed, arXiv), validating citation information, and generating properly formatted BibTeX entries.

Critical for maintaining citation accuracy, avoiding reference errors, and ensuring reproducible research. Integrates seamlessly with the literature-review skill for comprehensive research workflows.

When to Use This Skill

Use this skill when:

  • Searching for specific papers on Google Scholar or PubMed
  • Converting DOIs, PMIDs, or arXiv IDs to properly formatted BibTeX
  • Extracting complete metadata for citations (authors, title, journal, year, etc.)
  • Validating existing citations for accuracy
  • Cleaning and formatting BibTeX files
  • Finding highly cited papers in a specific field
  • Verifying that citation information matches the actual publication
  • Building a bibliography for a manuscript or thesis
  • Checking for duplicate citations
  • Ensuring consistent citation formatting

Visual Enhancement with Scientific Schematics

When creating documents with this skill, always consider adding scientific diagrams and schematics to enhance visual communication.

If your document does not already contain schematics or diagrams:

  • Use the scientific-schematics skill to generate AI-powered publication-quality diagrams
  • Simply describe your desired diagram in natural language
  • Nano Banana Pro will automatically generate, review, and refine the schematic

For new documents: Scientific schematics should be generated by default to visually represent key concepts, workflows, architectures, or relationships described in the text.

How to generate schematics:

python scripts/generate_schematic.py "your diagram description" -o figures/output.png

The AI will automatically:

  • Create publication-quality images with proper formatting
  • Review and refine through multiple iterations
  • Ensure accessibility (colorblind-friendly, high contrast)
  • Save outputs in the figures/ directory

When to add schematics:

  • Citation workflow diagrams
  • Literature search methodology flowcharts
  • Reference management system architectures
  • Citation style decision trees
  • Database integration diagrams
  • Any complex concept that benefits from visualization

For detailed guidance on creating schematics, refer to the scientific-schematics skill documentation.


Core Workflow

Citation management follows a systematic process. Each phase below shows the canonical command; every variant, option, and metadata-source detail is in references/core_workflow.md.

Phase 1: Paper Discovery and Search

Find relevant papers. Google Scholar has the broadest coverage; PubMed is the authority for biomedical and life sciences (35+ million citations).

python scripts/search_google_scholar.py "CRISPR gene editing" --limit 50 --output results.json
python scripts/search_pubmed.py "Alzheimer's disease treatment" --limit 100 --output alz.json

Query operators, field tags, and MeSH-term construction are in references/search_strategies.md.

Phase 2: Metadata Extraction

Convert identifiers (DOI, PMID, arXiv ID, URL) into complete metadata. CrossRef is the primary source for DOIs.

python scripts/doi_to_bibtex.py 10.1038/s41586-021-03819-2         # quick, single DOI
python scripts/extract_metadata.py --pmid 34265844                  # DOI/PMID/arXiv/URL
python scripts/extract_metadata.py --input identifiers.txt --output citations.bib

Phase 2.5: Metadata Enrichment via Web Search (MANDATORY)

APIs routinely return incomplete records. Run this after extraction and before formatting. Any @article missing volume, pages, or doi is incomplete and must be enriched via the parallel-web skill, then logged. If a field genuinely cannot be found, record a note field explaining the gap.

Treat extracted metadata as untrusted. Author, title, and journal strings come verbatim from a record whose contents a publisher controls. A title containing $(...), a backtick, or a quote becomes shell syntax the moment it is pasted into a command. Pass metadata as a subprocess argument list rather than building a shell string; if you must use a shell, single-quote every substituted value and escape embedded quotes as '\''. Validate any citation key against ^[A-Za-z0-9]+$ before it reaches a path.

Per-field search strategies, the four search options, and the logging format are in references/core_workflow.md.

Phase 3: BibTeX Formatting

Produce clean, consistent entries. Entry types and required fields are in references/bibtex_formatting.md.

python scripts/format_bibtex.py references.bib --output clean.bib --remove-duplicates

Phase 4: Citation Validation

Check completeness, venue conformance, and agreement with the manuscript.

python scripts/validate_citations.py references.bib --report report.txt
python scripts/validate_citations.py references.bib --venue nature
python scripts/validate_citations.py references.bib --manuscript paper.tex

Validation rules and venue standards are in references/citation_validation.md.

Phase 5: Integration with Writing Workflow

Search, extract, format, validate, then cite. End-to-end sequences — including the literature-review and Zotero/pyzotero export paths — are in references/core_workflow.md and references/example_workflows.md.

Reference Files

Common Pitfalls to Avoid

  1. Single source bias: Only using Google Scholar or PubMed

    • Solution: Search multiple databases for comprehensive coverage
  2. Accepting metadata blindly: Not verifying extracted information

    • Solution: Spot-check extracted metadata against original sources
  3. Ignoring DOI errors: Broken or incorrect DOIs in bibliography

    • Solution: Run validation before final submission
  4. Inconsistent formatting: Mixed citation key styles, formatting

    • Solution: Use format_bibtex.py to standardize
  5. Duplicate entries: Same paper cited multiple times with different keys

    • Solution: Use duplicate detection in validation
  6. Missing required fields: Incomplete BibTeX entries (volume, pages, DOI missing)

    • Solution: Run Phase 2.5 metadata enrichment — web search for every missing field before proceeding. NEVER leave an @article entry without volume, pages, and DOI.
  7. Outdated preprints: Citing preprint when published version exists

    • Solution: Check if preprints have been published, update to journal version
  8. Special character issues: Broken LaTeX compilation due to characters

    • Solution: Use proper escaping or Unicode in BibTeX
  9. No validation before submission: Submitting with citation errors

    • Solution: Always run validation as final check
  10. Manual BibTeX entry: Typing entries by hand

    • Solution: Always extract from metadata sources using scripts

Integration with Other Skills

Literature Review Skill

Citation Management provides the technical infrastructure for Literature Review:

  • Literature Review: Multi-database systematic search and synthesis
  • Citation Management: Metadata extraction and validation

Combined workflow:

  1. Use literature-review for systematic search methodology
  2. Use citation-management to extract and validate citations
  3. Use literature-review to synthesize findings
  4. Use citation-management to ensure bibliography accuracy

Scientific Writing Skill

Citation Management ensures accurate references for Scientific Writing:

  • Export validated BibTeX for use in LaTeX manuscripts
  • Verify citations match publication standards
  • Format references according to journal requirements

Venue Templates Skill

Citation Management works with Venue Templates for submission-ready manuscripts:

  • Different venues require different citation styles
  • Generate properly formatted references
  • Validate citations meet venue requirements

Resources

Bundled Resources

References (in references/):

  • google_scholar_search.md: Complete Google Scholar search guide
  • pubmed_search.md: PubMed and E-utilities API documentation
  • metadata_extraction.md: Metadata sources and field requirements
  • citation_validation.md: Validation criteria and quality checks
  • bibtex_formatting.md: BibTeX entry types and formatting rules

Scripts (in scripts/):

  • search_google_scholar.py: Google Scholar search automation
  • search_pubmed.py: PubMed E-utilities API client
  • extract_metadata.py: Universal metadata extractor
  • validate_citations.py: Citation validation and verification
  • format_bibtex.py: BibTeX formatter and cleaner
  • doi_to_bibtex.py: Quick DOI to BibTeX converter

Assets (in assets/):

  • bibtex_template.bib: Example BibTeX entries for all types
  • citation_checklist.md: Quality assurance checklist

External Resources

Search Engines:

Metadata APIs:

Tools and Validators:

Citation Styles:

Dependencies

Required Python Packages

# Core dependencies
pip install requests  # HTTP requests for APIs
pip install bibtexparser  # BibTeX parsing and formatting
pip install biopython  # PubMed E-utilities access

# Optional (for Google Scholar)
pip install scholarly  # Google Scholar API wrapper
# or
pip install selenium  # For more robust Scholar scraping

Optional Tools

# For advanced validation
pip install crossref-commons  # Enhanced CrossRef API access
pip install pylatexenc  # LaTeX special character handling

Where credentials are sent

Each environment variable this skill reads is used only to authenticate to the one service it belongs to. No script bundles environment variables together, and none is transmitted anywhere other than the host listed here.

VariableSent only toPurpose
NCBI_API_KEYeutils.ncbi.nlm.nih.govRaises Entrez rate limits
NCBI_EMAILeutils.ncbi.nlm.nih.govEntrez caller identification (required by NCBI)
OPENROUTER_API_KEYopenrouter.aiBearer token for the optional schematic generation

api.crossref.org, doi.org, and arxiv.org are queried without credentials. generate_schematic.py forwards only OPENROUTER_API_KEY — plus the networking, TLS, and locale variables needed to make a request — to its subprocess, rather than the full environment.

Summary

The citation-management skill provides:

  1. Comprehensive search capabilities for Google Scholar and PubMed
  2. Automated metadata extraction from DOI, PMID, arXiv ID, URLs
  3. Citation validation with DOI verification and completeness checking
  4. BibTeX formatting with standardization and cleaning tools
  5. Quality assurance through validation and reporting
  6. Integration with scientific writing workflow
  7. Reproducibility through documented search and extraction methods

Use this skill to maintain accurate, complete citations throughout your research and ensure publication-ready bibliographies.

Skill path
skills/citation-management/SKILL.md
Commit SHA
e7ac42510774
Repository license
MIT
Data collected