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Capture confidence ratings before and after a learning attempt to identify overconfidence and underconfidence patterns.
Install Confidence Calibration Check
$ npx skills add GarethManning/education-agent-skills --skill confidence-calibration-check -a claude-codeProject install by default; add -g for ~/.claude/skills/.
$ gh skill install GarethManning/education-agent-skills confidence-calibration-check --agent claude-codeProject scope by default; add --scope user for a personal install. Needs GitHub CLI 2.90.0 or later (public preview).
$ git clone --depth 1 https://github.com/GarethManning/education-agent-skills.git skills-src && mkdir -p .claude/skills && cp -r skills-src/skills/student-learning/confidence-calibration-check .claude/skills/confidence-calibration-check && rm -rf skills-srcUse ~/.claude/skills/ instead of .claude/skills for a personal install. The folder must contain SKILL.md.
Claude Code skills documentation · loads skills from .claude/skills/
Install the "confidence-calibration-check" agent skill from https://github.com/GarethManning/education-agent-skills/tree/main/skills/student-learning/confidence-calibration-check into .claude/skills/confidence-calibration-check/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "confidence-calibration-check", then confirm the skill loads.Claude Code copies the folder itself, the same result as the manual copy. Check what it changed before you commit it.
$skill-installer install https://github.com/GarethManning/education-agent-skills/tree/main/skills/student-learning/confidence-calibration-checkType this inside Codex. $skill-installer <name> installs a curated skill from openai/skills. The installer writes to $CODEX_HOME/skills (default ~/.codex/skills). Restart Codex if the skill does not show up.
$ npx skills add GarethManning/education-agent-skills --skill confidence-calibration-check -a codexProject install goes to .agents/skills/; add -g for ~/.codex/skills/.
$ gh skill install GarethManning/education-agent-skills confidence-calibration-check --agent codexProject scope by default (.agents/skills/); add --scope user for a personal install.
$ git clone --depth 1 https://github.com/GarethManning/education-agent-skills.git skills-src && mkdir -p .agents/skills && cp -r skills-src/skills/student-learning/confidence-calibration-check .agents/skills/confidence-calibration-check && rm -rf skills-srcUse ~/.agents/skills/ instead of .agents/skills for a personal install.
Codex skills documentation · loads skills from .agents/skills/
Install the "confidence-calibration-check" agent skill from https://github.com/GarethManning/education-agent-skills/tree/main/skills/student-learning/confidence-calibration-check into .agents/skills/confidence-calibration-check/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "confidence-calibration-check", then confirm the skill loads.Codex copies the folder itself, the same result as the manual copy. Check what it changed before you commit it.
$ npx skills add GarethManning/education-agent-skills --skill confidence-calibration-check -a cursorProject install goes to .agents/skills/; add -g for ~/.cursor/skills/.
$ gh skill install GarethManning/education-agent-skills confidence-calibration-check --agent cursorProject scope by default (.agents/skills/); add --scope user for a personal install.
$ git clone --depth 1 https://github.com/GarethManning/education-agent-skills.git skills-src && mkdir -p .cursor/skills && cp -r skills-src/skills/student-learning/confidence-calibration-check .cursor/skills/confidence-calibration-check && rm -rf skills-srcUse ~/.cursor/skills/ instead of .cursor/skills for a personal install.
Cursor skills documentation · loads skills from .cursor/skills/, .agents/skills/, .claude/skills/, .codex/skills/
Install the "confidence-calibration-check" agent skill from https://github.com/GarethManning/education-agent-skills/tree/main/skills/student-learning/confidence-calibration-check into .cursor/skills/confidence-calibration-check/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "confidence-calibration-check", then confirm the skill loads.Cursor copies the folder itself, the same result as the manual copy. Check what it changed before you commit it.
$ gemini skills install https://github.com/GarethManning/education-agent-skills.git --path skills/student-learning/confidence-calibration-check--scope user (default) or --scope workspace; --path is the subfolder of the repo that holds the skill; --consent skips the security confirmation prompt.
$ npx skills add GarethManning/education-agent-skills --skill confidence-calibration-check -a gemini-cliProject install goes to .agents/skills/; add -g for ~/.gemini/skills/.
$ gh skill install GarethManning/education-agent-skills confidence-calibration-check --agent gemini-cliProject scope by default (.agents/skills/); add --scope user for a personal install.
$ git clone --depth 1 https://github.com/GarethManning/education-agent-skills.git skills-src && mkdir -p .gemini/skills && cp -r skills-src/skills/student-learning/confidence-calibration-check .gemini/skills/confidence-calibration-check && rm -rf skills-srcUse ~/.gemini/skills/ instead of .gemini/skills for a personal install, then run /skills reload.
Gemini CLI skills documentation · loads skills from .gemini/skills/, .agents/skills/
Install the "confidence-calibration-check" agent skill from https://github.com/GarethManning/education-agent-skills/tree/main/skills/student-learning/confidence-calibration-check into .gemini/skills/confidence-calibration-check/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "confidence-calibration-check", then confirm the skill loads.Gemini CLI copies the folder itself, the same result as the manual copy. Check what it changed before you commit it.
$ gh skill install GarethManning/education-agent-skills confidence-calibration-checkInstalls for Copilot at project scope by default; add --scope user for a personal install. Preview a skill first with gh skill preview. Needs GitHub CLI 2.90.0 or later (public preview).
$ npx skills add GarethManning/education-agent-skills --skill confidence-calibration-check -a github-copilotProject install goes to .agents/skills/; add -g for ~/.copilot/skills/.
$ git clone --depth 1 https://github.com/GarethManning/education-agent-skills.git skills-src && mkdir -p .github/skills && cp -r skills-src/skills/student-learning/confidence-calibration-check .github/skills/confidence-calibration-check && rm -rf skills-srcUse ~/.copilot/skills/ instead of .github/skills for a personal install. Commit .github/skills so cloud agent and code review can use it.
GitHub Copilot skills documentation · loads skills from .github/skills/, .claude/skills/, .agents/skills/
Install the "confidence-calibration-check" agent skill from https://github.com/GarethManning/education-agent-skills/tree/main/skills/student-learning/confidence-calibration-check into .github/skills/confidence-calibration-check/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "confidence-calibration-check", then confirm the skill loads.GitHub Copilot copies the folder itself, the same result as the manual copy. Check what it changed before you commit it.
$ npx skills add GarethManning/education-agent-skills --skill confidence-calibration-check -a opencodeOpenCode documents no install command of its own. Project install goes to .agents/skills/; add -g for ~/.config/opencode/skills/.
$ gh skill install GarethManning/education-agent-skills confidence-calibration-check --agent opencodeProject scope by default (.agents/skills/); add --scope user for a personal install.
$ git clone --depth 1 https://github.com/GarethManning/education-agent-skills.git skills-src && mkdir -p .opencode/skills && cp -r skills-src/skills/student-learning/confidence-calibration-check .opencode/skills/confidence-calibration-check && rm -rf skills-srcUse ~/.config/opencode/skills/ instead of .opencode/skills for a personal install.
OpenCode skills documentation · loads skills from .opencode/skills/, .claude/skills/, .agents/skills/
Install the "confidence-calibration-check" agent skill from https://github.com/GarethManning/education-agent-skills/tree/main/skills/student-learning/confidence-calibration-check into .opencode/skills/confidence-calibration-check/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "confidence-calibration-check", then confirm the skill loads.OpenCode copies the folder itself, the same result as the manual copy. Check what it changed before you commit it.
Facts
- Skill name
confidence-calibration-check- GitHub stars
- 840
- Token cost
- ~3.8k tokens
- SKILL.md length
- 1,006 words
- Files
- 1
- Skills in repo
- 160
- Repo updated
- First seen
- Licence
- Custom licence
At a glance
Capture confidence ratings before and after a learning attempt to identify overconfidence and underconfidence patterns.
- Works in 4 steps: The 0–100 confidence scale is intuitive… → The calibration pattern depends on the… → Frequent calibration checks can produce… → …
- A student wants to understand how well they actually know something versus how well they think they know it
- SKILL.md covers What This Skill Does, Evidence Foundation, System Prompt and Example Transcript, plus 1 more section
- Instructions only: no scripts, shell commands, URLs or credentials in SKILL.md
What it does
Confidence Calibration Check is an agent skill from GarethManning/education-agent-skills. Capture confidence ratings before and after a learning attempt to identify overconfidence and underconfidence patterns. Use when a student wants to understand how well they actually know something versus how well they think they know it.
Its SKILL.md is about 3.8k tokens, which your agent loads only when the skill is triggered. It is a single SKILL.md file with no bundled scripts.
It sits in Business, Finance & HR, covering Performance reviews. The repository describes itself as: 165 evidence-grounded AI skills for teachers, school leaders and EdTech builders—pedagogy, learning science, curriculum, assessment and regeneration. Claude, Codex and Hermes.
When your agent uses it
- A student wants to understand how well they actually know something versus how well they think they know it
- Tasks that involve Performance reviews
Example prompts
- “/confidence-calibration-check”
Workflow steps
4 steps, taken from the first numbered list in SKILL.md.
- The 0–100 confidence scale is intuitive but not psychometrically calibrated. Different learners interpret the scale differently. A 70 from…
- The calibration pattern depends on the quality of the performance evaluation. If the AI misjudges the accuracy of the learner's attempt…
- Frequent calibration checks can produce strategic responding if learners game the rating. A learner who understands the pattern may…
- Calibration data across sessions requires session history to be useful. A single calibration check gives a snapshot. The pattern…
What it can do on your machine
Read from SKILL.md and the folder at commit 6bbbce4. It shows what the files ask for, not the result of running them.
Tool permissions
Pre-approves nothing: there is no allowed-tools line, so your agent's usual permission prompts apply.
From allowed-tools in the SKILL.md frontmatter.
Runs code
No scripts in the folder and no shell commands in SKILL.md.
From the folder's file list and the shell code blocks in SKILL.md.
Network
No URLs in SKILL.md.
From URLs in SKILL.md, links to its own repository left out.
Credentials
Names no API keys, tokens, secrets or passwords.
From names ending in _API_KEY, _TOKEN, _SECRET, _KEY or _PASSWORD in SKILL.md.
Context cost
Confidence Calibration Check loads about 3.8k tokens when it runs. Until then it costs about 67 tokens; SKILL.md has 1,006 words of instructions outside code blocks.
Estimates: characters ÷ 4, the usual rule of thumb; real counts depend on the model's tokenizer. Scripts and assets cost tokens only if the agent reads them.
Safety
Auto-check passed
The automated check found no risky patterns in SKILL.md.
Automated static check — not a guarantee. Review scripts before installing. It scans the text of SKILL.md for risky patterns (piping downloads into a shell, reading credential files, hidden Unicode, destructive commands); files beside SKILL.md are not scanned.
SKILL.md
Its licence (Custom licence) doesn't allow us to republish the file, so here is its outline and opening line. It has 1,006 words (~3,849 tokens).
“Captures a confidence rating (0–100) before a knowledge attempt and again after receiving feedback, then compares the two. The AI identifies and names the pattern: overconfidence (high confidence + poor performance) and underconfidence (low confidence + good performance) are both…”
- name
- confidence-calibration-check
- disable-model-invocation
- false
- user-invocable
- true
- effort
- light
- skill_id
- student-learning/confidence-calibration-check
- skill_name
- Confidence Calibration Check
- domain
- student-learning
- domain_number
- 20
- version
- 1.0
- audience
- student
- evidence_strength
- moderate
Files
Just SKILL.md in skills/student-learning/confidence-calibration-check of GarethManning/education-agent-skills.
Open the folder on GitHubat commit 6bbbce4
Compare with similar skills
Confidence Calibration Check next to the 5 skills that share the most tags, products or categories with it. Stars are the repository's; “used in” counts other GitHub owners with a copy.
| Skill | Stars | Used in | Tokens | Auto-check | Licence | Repo updated |
|---|---|---|---|---|---|---|
| Confidence Calibration Check this skillGarethManning/education-agent-skills | 840 | — | ~3.8k | Automated safety check: Pass | Custom licence | |
| Hwb Review Paperxieyouxixi/hwb-math-modeling-skills | 197 | — | ~3.2k | Automated safety check: Pass | None | |
| Wp Performance Reviewelvismdev/claude-wordpress-skills | 235 | 1 repos | ~4.5k | Automated safety check: Pass | MIT | |
| Coachnagisanzenin/engram | 1.4k | — | ~10k | Automated safety check: Pass | MIT | |
| Align Humanagentscope-ai/OpenJudge | 871 | — | ~3.1k | Automated safety check: Pass | Apache-2.0 | |
| Run Mv Hoi Reconstructionnvidia-isaac/video_to_data | 861 | — | ~1.5k | Automated safety check: Pass | Custom licence |
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elvismdev/claude-wordpress-skills
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Coach
nagisanzenin/engram
Learning telemetry, strategy, and schedule — retention stats, calibration, grader audit, n-of-1 experiments, HTML dashboard.
Align Human
agentscope-ai/OpenJudge
A skill your agent uses when the user has a judge/grader and human-labeled data, and wants to measure how well the judge agrees with humans, detect systematic biases, determine whether automatic…
Run Mv Hoi Reconstruction
nvidia-isaac/video_to_data
Run and validate the repository-local multi-view camera calibration and human-object reconstruction pipelines.
Company Analysis
zhu1090093659/dsh-trading
A skill your agent uses when the user wants to analyze a listed company, stock, business, or investment target; challenge or revise an existing company report; compare A/H or primary-listing/ADR…
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Related
Categories
Questions about Confidence Calibration Check
What does Confidence Calibration Check do?
Capture confidence ratings before and after a learning attempt to identify overconfidence and underconfidence patterns. Confidence Calibration Check is an agent skill from GarethManning/education-agent-skills. Capture confidence ratings before and after a learning attempt to identify overconfidence and underconfidence patterns.
When should I use Confidence Calibration Check?
Confidence Calibration Check fits situations like: A student wants to understand how well they actually know something versus how well they think they know it; tasks that involve Performance reviews.
How do I install Confidence Calibration Check in Claude Code?
Run `npx skills add GarethManning/education-agent-skills --skill confidence-calibration-check -a claude-code`. Or copy the skill folder (skills/student-learning/confidence-calibration-check in GarethManning/education-agent-skills) into .claude/skills/confidence-calibration-check in your project. Claude Code loads it when a task matches its description.
How do I install Confidence Calibration Check in Codex?
Run `npx skills add GarethManning/education-agent-skills --skill confidence-calibration-check -a codex`. Or copy the skill folder (skills/student-learning/confidence-calibration-check in GarethManning/education-agent-skills) into .agents/skills/confidence-calibration-check in your project. Codex loads it when a task matches its description.
Can I use Confidence Calibration Check in Cursor, Gemini CLI or GitHub Copilot?
Cursor, Gemini CLI, GitHub Copilot and OpenCode also load SKILL.md folders. With the skills CLI, run `npx skills add GarethManning/education-agent-skills --skill confidence-calibration-check -a cursor` (or -a gemini-cli, github-copilot or opencode for the others). To copy it by hand, put the folder in .cursor/skills/confidence-calibration-check, .gemini/skills/confidence-calibration-check, .github/skills/confidence-calibration-check and .opencode/skills/confidence-calibration-check in your project.
What does Confidence Calibration Check need to run?
SKILL.md names no scripts, command-line tools or credentials: Confidence Calibration Check is instructions for the agent only.
Does Confidence Calibration Check access the network?
SKILL.md contains no URLs. Any network use would come from the scripts or tools the agent runs. This is read from the text; nothing was executed.
Is Confidence Calibration Check safe to install?
Our automated static check of SKILL.md found no risky patterns, such as piping downloads into a shell, reading credential files or hidden Unicode. It is not a guarantee. Review the folder before installing.
What licence does Confidence Calibration Check use?
Confidence Calibration Check has a licence file (the repository's licence) that doesn't match a standard licence. Read it on GitHub before reusing the skill.
How many tokens does Confidence Calibration Check use?
About 3.8k tokens (SKILL.md is roughly 15k characters). Agents keep only the skill's name and description in context until a task matches; then they load SKILL.md in full.
What are the alternatives to Confidence Calibration Check?
Skills that share tags, products or a category with Confidence Calibration Check: Hwb Review Paper (xieyouxixi/hwb-math-modeling-skills, 197 stars), Wp Performance Review (elvismdev/claude-wordpress-skills, 235 stars), Coach (nagisanzenin/engram, 1.4k stars) and Align Human (agentscope-ai/OpenJudge, 871 stars). The comparison table on this page puts their stars, adoption, token cost, safety result and licence side by side.
Who maintains Confidence Calibration Check?
GarethManning (a GitHub user) maintains it in GarethManning/education-agent-skills, which has 840 GitHub stars. The repository holds 160 skills in this directory. The repository was last updated on August 28, 2026.
Source: GarethManning/education-agent-skills on GitHub. Facts on this page come from the repository at the commit we read; the author's words are quoted as theirs.