{"repo":"arturseo-geo/grounded-research-skill","free":true,"listed":false,"github":"https://github.com/arturseo-geo/grounded-research-skill","clone":"git clone https://github.com/arturseo-geo/grounded-research-skill.git","description":"Anti-hallucination research skill for Claude Code — admits uncertainty, extracts direct quotes before analysis, cites every claim, retracts unverifiable statements. Based on Anthropic's official guardrail techniques. By TheGEOLab.net","language":null,"stars":26,"topics":["ai-safety","anthropic","citations","claude-code","fact-checking","hallucination-reduction","research","grounded-research"],"license":"MIT","category":"mcp-servers","readme_excerpt":"grounded-research-skill Built by Artur Ferreira @ The GEO Lab · 𝕏 @TheGEO Lab · LinkedIn · Reddit Anti-hallucination research skill for Claude Code. Makes responses shorter and more conservative but dramatically more trustworthy. Based on Anthropic's official hallucination reduction techniques. Why This Exists Claude is excellent at research — but default behaviour optimises for helpfulness, which sometimes means filling gaps with plausible-sounding content rather than admitting uncertainty. This skill flips the trade-off: accuracy over completeness, silence over speculation. This is not a default mode. It significantly constrains creativity. Use it when factual accuracy is non-negotiable. The Three Techniques 1. Admit Uncertainty Claude gets explicit permission — and a strict obligation — to say \"I don't know\" rather than fabricate a plausible answer. Every gap in knowledge is surfaced, not papered over. 2. Extract Before Analysing For any task involving documents or sources, Claude extracts word-for-word quotes first, then builds analysis anchored to those quotes. No analysis without evidence. 3. Cite Every Claim Every factual statement must point to a source or get an explicit \"I can't verify this\" disclaimer. After generating a response, Claude runs a self-audit — any claim that fails verification is retracted publicly , not quietly removed. Response Format Every grounded research response follows this structure: Section Purpose --- --- Sources Consulted Every source use","default_branch":null,"files":null,"tree":[],"storefront":"/r/arturseo-geo","claimed":false,"request_supported":{"post":"https://gitbuyer.com/r/arturseo-geo/grounded-research-skill/request-supported","requests":0},"note":"indexed from public GitHub; nothing is for sale on this page. Clone it from GitHub. Paid listings live at /search."}