confidence-scoring
Assess research quality with systematic confidence scoring, source validation, and uncertainty quantification.
npx skills add majiayu000/claude-skill-registry --skill confidence-scoring-jlaws-dotfiles --agent claude-code
Same command for any agent — swap --agent for codex, cursor, copilot.
Weekly change comes from our own snapshots, not the repository page — it measures attention, not adoption.
# Research Confidence Scoring ## Overview Apply systematic confidence scoring to research findings. Quantify uncertainty, validate sources, detect contradictions, and provide calibrated assessments of information reliability. ## The Process ### 1. Source Assessment Rate each source on a 0.0-1.0 scale: | Score | Source Quality | |-------|---------------| | 0.9-1.0 | Primary source, official docs, peer-reviewed | | 0.7-0.8 | Reputable secondary source, established experts | | 0.5-0.6 | Community content, blog posts, forums | | 0.3-0.4 | Unverified claims, single source only | | 0.0-0.2 | Contradicted by better sources, outdated | **Source Quality Factors:** - Authority: Is the source authoritative on this topic? - Recency: How current is the information? - Corroboration: Do multiple sources agree? - Methodology: Is reasoning/evidence provided? - Bias: Does the source have obvious bias? ### 2. Claim Validation For each research finding: ``` Claim: [Statement being assessed] Sources: [List of sources] Source Confidence: [0.0-1.0 per source] Corroboration: [Number of independent sources agreeing] Contradictions: [Sources that disagree] Final Confidence: [Weighted score] ``` **Confidence
- Overview
- The Process
- 1. Source Assessment
- 2. Claim Validation
- 3. Uncertainty Quantification
- 4. Contradiction Detection
- 5. Confidence Reporting
- Confidence Calibration
- Red Flags (Lower confidence)
- Green Flags (Higher confidence)
- Key Principles
What does the confidence-scoring skill do?
Assess research quality with systematic confidence scoring, source validation, and uncertainty quantification.
How do I install it?
Run `npx skills add majiayu000/claude-skill-registry --skill confidence-scoring-jlaws-dotfiles --agent claude-code` — it drops the skill into your project so the agent can pick it up. Swap the --agent value for codex, cursor or copilot if you use one of those.
Where does this skill come from?
From majiayu000/claude-skill-registry, a repository with 534 stars. We read it straight from the repository tree rather than a submitted listing, so what you see here is what is actually published.
Is a popular skill a good skill?
Not necessarily. Stars measure attention, not adoption — a repository can trend for a week and be abandoned. That is why we show the weekly change from our own snapshots next to the total, instead of a single flattering number.