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Think Interval Calibration Check

Category: General  ·  Sub-category: general-misc  ·  Last updated:
type:audit
Audits whether a stated confidence interval means what it claims by running an equivalent-bet indifference test on its width and scoring nominal confidence against the actual hit rate, emitting corrected intervals and a calibration scorecard. Use when a human-stated interval or confidence number drives a consequential plan, forecast, or commitment and has never been audited, and the worry is overprecision rather than a wrong central estimate. Calibrates human-stated uncertainty only, never the agent's own confidence, and resizes width without relocating the number. Not for lookupable facts and not a promise of full debiasing.
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About this skill (catalog notes)

Think Interval Calibration Check includes explicit scope boundaries (an explicit 'when not to use' or 'out of scope' section); worked examples; pricing or quota commentary. At roughly 1,525 words the SKILL.md is on the longer end of the catalog distribution.

Source
product-on-purpose.github.io/thinking-framework-skills
License
Apache-2.0
Original author
product-on-purpose
Indexed lastmod
Catalog position
General · general-misc
Indexed related skills
10

How Think Interval Calibration Check fits the catalog

Think Interval Calibration Check sits in the General category under the general-misc sub-topic in the ClaudSkills catalog. There are 10 related skills indexed alongside it; comparing a few before installing usually reveals which fits your workflow best.

These notes are auto-generated from features detected in the SKILL.md file and from this catalog's structure — they aren't part of the source repository.

From the source SKILL.md

<!-- thinking-framework-skills | https://github.com/product-on-purpose/thinking-framework-skills | Apache-2.0 --> # Interval Calibration Check

What this skill does

Think Interval Calibration Check is a community-contributed Claude Code skill in the general-misc sub-category. It ships as a SKILL.md file that Claude Code auto-discovers under ~/.claude/skills/think-interval-calibration-check/ and loads when your prompt matches the skill's trigger.

When to invoke it: Use when a human-stated interval or confidence number drives a consequential plan, forecast, or commitment and has never been audited, and the worry is overprecision rather than a wrong central estimate. Calibrates human-stated uncertainty only, never the agent's own confidence, and resizes width without relocating the number.

Who uses this skill

The Think Interval Calibration Check Claude Code skill is built for Claude Code users and developers across all disciplines looking for general-purpose AI assistance. It's part of ClaudSkills (also referred to as Claude Skills or Claude Code Skills) — the open community-curated registry of 146,000+ SKILL.md files for Anthropic's Claude Code agent and the wider Claude ecosystem (Claude API, Claude Agent SDK).

How to install

Free

Manual install (2 steps)

mkdir -p ~/.claude/skills/think-interval-calibration-check
curl -L https://claudskills.com/skills/think-interval-calibration-check/SKILL.md \
  -o ~/.claude/skills/think-interval-calibration-check/SKILL.md

Or just download SKILL.md directly and drop it into ~/.claude/skills/think-interval-calibration-check/. Claude Code auto-discovers it on next session.

Skills live at ~/.claude/skills/think-interval-calibration-check/SKILL.md on macOS/Linux, or %USERPROFILE%\.claude\skills\think-interval-calibration-check\SKILL.md on Windows. See the full install guide for step-by-step instructions.

Telegram

📱 Install from your phone or desktop Telegram

Open @claudskills_bot on Telegram, tap Open Desktop App, and the desktop app installs this skill for you. Or share the bot link with a colleague — they get the same one-tap install. Learn more →

Pro

One-click install via the desktop app

The ClaudSkills desktop app installs any skill directly into ~/.claude/skills/ with one click — no terminal required. Pro starts at $9/mo or $149 lifetime.

Pro

For the full experience including quality scoring and one-click install features for each skill — upgrade to Pro.

Frequently asked questions

How do I install the Think Interval Calibration Check Claude Code skill?
Install via the ClaudSkills desktop app (one click) or copy SKILL.md from the source repository to ~/.claude/skills/think-interval-calibration-check/SKILL.md and restart Claude Code. Both flows are detailed at claudskills.com/install/.
What does the Think Interval Calibration Check skill do?
Audits whether a stated confidence interval means what it claims by running an equivalent-bet indifference test on its width and scoring nominal confidence against the actual hit rate, emitting corrected intervals and a calibration scorecard. Use when a human-stated interval or confidence number drives a consequential plan, forecast, or commitment and has never been audited, and the worry is overprecision rather than a wrong central estimate. Calibrates human-stated uncertainty only, never the agent's own confidence, and resizes width without relocating the number. Not for lookupable facts and not a promise of full debiasing.
Is this skill free to install?
Yes. ClaudSkills is an open registry — every skill keeps its source repository's license, and manual install via copy is free. ClaudSkills Pro ($9/mo, $79/yr, or $149 one-time) adds one-click install via the desktop app and a multi-signal Quality Score.
When should I use the Think Interval Calibration Check skill?
Use Think Interval Calibration Check when your Claude Code task falls under the General category — specifically in the general misc area. Claude Code auto-discovers installed skills and invokes the right one based on the task description, so you can also ask Claude directly (e.g. "use Think Interval Calibration Check" or describe the task and let Claude pick). Browse related skills at /category/general/.
What is a Claude Code skill and how does the Think Interval Calibration Check skill fit in?
A Claude Code skill is a SKILL.md file that lives under ~/.claude/skills/<name>/ and tells the Claude Code CLI agent how to perform a specific task (instructions, prompts, allowed tools). Skills are auto-discovered at session start. Think Interval Calibration Check is one of 67,000+ skills indexed in the open ClaudSkills catalog, classified under the General category. Learn more at /learn/what-is-a-claude-skill/.

Attribution & license

Cite this skill

If you reference this skill in a blog post, paper, or documentation, you can cite it as:

APA
product-on-purpose. (2026). Think Interval Calibration Check [Claude Code skill]. ClaudSkills. https://claudskills.com/skills/think-interval-calibration-check/
BibTeX
@misc{think-interval-calibration-check-2026,
  author    = {product-on-purpose},
  title     = {Think Interval Calibration Check [Claude Code skill]},
  year      = {2026},
  publisher = {ClaudSkills},
  url       = {https://claudskills.com/skills/think-interval-calibration-check/}
}

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Security scan

Grade A · scanned 2026-07-06 — free static scan against the OWASP Agentic Skills Top 10.

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