confidence-research

Installation
SKILL.md

Confidence-Weighted Research

Research outputs with explicit confidence levels and source hierarchy. Halts hallucination propagation by tagging unverified claims.

Core principle: Every claim tagged with confidence level and source. Investigation, not confirmation.

Source Hierarchy

Priority Source Confidence Examples
1 Context7 HIGH Official library docs, version-specific
2 Official Docs HIGH Documentation, API references
3 WebSearch (verified) MEDIUM Community patterns, verified claims
4 WebSearch (unverified) LOW Single sources, training data only
5 Inference LOW LLM-generated without sources

Research Output Format

Installs
1
GitHub Stars
54
First Seen
Aug 16, 2026
confidence-research — hainamchung/agent-assistant