aana-research-groundingEnsures research answers and reports strictly cite and align with allowed sources, clearly marking unsupported or uncertain claims before publishing.
Install via ClawdBot CLI:
clawdbot install mindbomber/aana-research-groundingGrade Fair — based on market validation, documentation quality, package completeness, maintenance status, and authenticity signals.
Generated Aug 10, 2026
A medical researcher compiles a literature review on a new treatment. They use the skill to ensure every claim is supported by the included studies, avoiding overstatements and clearly marking uncertain findings.
A financial analyst drafts a report on a company's performance. The skill ensures that all claims about revenue, growth, and market share are backed by the provided financial statements or news articles.
A graduate student writes a research paper and uses the skill to keep their arguments grounded in cited sources, avoiding invented citations and properly labeling inferences.
A policy advisor prepares a brief on a proposed regulation. The skill ensures claims about economic impact or public opinion are based on provided studies and surveys, with clear boundaries for what is not known.
A technical writer creates documentation for a software product. The skill ensures that descriptions and troubleshooting steps are supported by the actual system behavior and user guides, preventing unsupported claims.
Offering research services (e.g., literature reviews, evidence briefs) to clients who need credible, source-backed summaries. The skill ensures quality and reliability.
A platform that organizes internal knowledge bases or research repositories, using the skill to keep entries accurate and grounded. Revenue from licensing or subscription.
A tool that integrates with AI writing assistants to automatically check claims against provided sources, similar to the skill's review loop. Revenue from per-seat or API-based pricing.
💬 Integration Tip
Integrate the skill as a pre-output checklist within an AI agent's workflow, ensuring it runs before any final response is given to users.
Scored Jul 8, 2026
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.
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