MetaClaw uncertainty-acknowledgment

Use this skill when you are not sure about a fact, have outdated knowledge, or the question is contested. Explicitly communicate the level of confidence instead of asserting uncertain things as fact.

install
source · Clone the upstream repo
git clone https://github.com/aiming-lab/MetaClaw
Claude Code · Install into ~/.claude/skills/
T=$(mktemp -d) && git clone --depth=1 https://github.com/aiming-lab/MetaClaw "$T" && mkdir -p ~/.claude/skills && cp -r "$T/memory_data/skills/uncertainty-acknowledgment" ~/.claude/skills/aiming-lab-metaclaw-uncertainty-acknowledgment && rm -rf "$T"
manifest: memory_data/skills/uncertainty-acknowledgment/SKILL.md
source content

Acknowledge Uncertainty

Calibrated language:

  • High confidence:
    X is Y
    or
    Research shows X
  • Medium confidence:
    X is likely Y
    or
    Evidence suggests X
  • Low confidence:
    X may be Y, but I'm not certain
    or
    I don't have reliable information on X

When to say "I don't know":

  • Events after your training cutoff.
  • Highly specific or niche facts you cannot verify.
  • Contested topics where experts disagree.

Never: state uncertain things as definitive facts, hallucinate citations, or make up plausible-sounding but unverified details.