citation-diversifierRaise citation diversity/density (NO NEW FACTS): generate an in-scope “citation budget” plan per H3 so drafts stop failing the global unique-citation gate an...
Install via ClawdBot CLI:
clawdbot install willoscar/citation-diversifierGrade Fair — based on market validation, documentation quality, package completeness, maintenance status, and authenticity signals.
Generated Apr 24, 2026
A researcher is writing a comprehensive survey paper and receives a pipeline-auditor failure due to low unique citations. The Citation Diversifier skill analyzes the current draft and outline to generate a citation budget plan per subsection, ensuring each H3 gets enough in-scope citations without introducing new facts.
A technical writing team needs to meet internal citation density requirements for a white paper. The skill helps allocate citations across sections using existing reference libraries, avoiding the addition of unverified sources while satisfying compliance gates.
A graduate student has a literature review with too few citations per section. The skill outputs a budget report suggesting unused but allowed citations from the reference database, improving citation diversity without altering claims.
A principal investigator preparing a grant proposal needs to increase reference density to meet funder requirements. The skill identifies gaps per subsection and proposes in-scope citations from the existing bibliography, keeping the proposal factually unchanged.
An engineering team revises a technical report flagged for low unique citations. The skill generates a constraint sheet with subsection-specific budgets, guiding the injection of citations from allowed sets without adding new technical claims.
Offer tiered subscriptions to academic institutions and researchers, providing access to the Citation Diversifier as part of a larger paper-writing tool suite. Revenue comes from annual licenses based on number of users or projects.
License the skill to corporations that produce high-stakes white papers, reports, or documentation, helping them meet internal citation density policies. Revenue from enterprise contracts with custom integration support.
Provide a basic version for free to individual researchers, with advanced features (e.g., large projects, priority support) as paid upgrades. Additional revenue from consulting services for complex citation planning.
💬 Integration Tip
Integrate the Citation Diversifier early in the writing pipeline, before final polishing, to avoid rework. Ensure that outline and citation reference files are complete and in the expected format for seamless budget generation.
Scored Apr 19, 2026
Search and summarize papers from ArXiv. Use when the user asks for the latest research, specific topics on ArXiv, or a daily summary of AI papers.
Assistance with writing literature reviews by searching for academic sources via Semantic Scholar, OpenAlex, Crossref and PubMed APIs. Use when the user needs to find papers on a topic, get details for specific DOIs, or draft sections of a literature review with proper citations.
Creates formal academic research papers following IEEE/ACM formatting standards with proper structure, citations, and scholarly writing style. Use when the user asks to write a research paper, academic paper, or conference paper on any topic.
Search, download, and summarize academic papers from arXiv. Built for AI/ML researchers.
Use this skill when users need to search academic papers, download research documents, extract citations, or gather scholarly information. Triggers include: requests to "find papers on", "search research about", "download academic articles", "get citations for", or any request involving academic databases like arXiv, PubMed, Semantic Scholar, or Google Scholar. Also use for literature reviews, bibliography generation, and research discovery. Requires OpenClawCLI installation from clawhub.ai.
Manage Zotero reference libraries via the Web API. Search, list, add items by DOI/ISBN/PMID (with duplicate detection), delete/trash items, update metadata and tags, export in BibTeX/RIS/CSL-JSON, batch-add from files, check PDF attachments, cross-reference citations, find missing DOIs via CrossRef, and fetch open-access PDFs. Supports --json output for scripting. Use when the user asks about academic references, citation management, literature libraries, PDFs for papers, bibliography export, or Zotero specifically.