Complete methodology for preventing AI hallucinations. Use when accuracy is critical and you need Claude to verify before claiming, cite before asserting, and admit uncertainty instead of guessing.
日本語の概要は準備中です。原文の説明を表示しています。
Assign confidence scores (0-100) to every claim in a response. Helps users understand which parts are verified facts and which are educated guesses. Use when the user needs to know how much to trust each part of the answer.
インストールする前に、エージェントに与えられる指示の中身を確認できます。
Assign a numerical confidence score to every claim, so users know exactly how much to trust each part of your response.
| Score | Meaning | Example |
|---|---|---|
| 95-100 | Verified against code just now | "src/auth.ts exports validateToken (I just read it)" |
| 80-94 | Confirmed by search/tool output | "Grep found 3 references to this function" |
| 60-79 | Strong inference from evidence | "Based on the error handling pattern, this likely..." |
| 40-59 | Educated guess from general knowledge | "Express middleware typically handles this by..." |
| 20-39 | Uncertain, limited evidence | "This might be related to the session config..." |
| 0-19 | Speculation, no evidence | "It could be a race condition, but I haven't checked" |
After making claims, add confidence annotations:
"The authentication flow works as follows:
| Situation | Minimum score to state as fact |
|---|---|
| Code changes | 80+ (must have read the code) |
| Security advice | 90+ (must have verified) |
| Production commands | 95+ (must be certain) |
| Explanations | 60+ (inference OK if labeled) |
| Suggestions | 40+ (clearly framed as suggestions) |
Use confidence scoring when:
If a claim scores below the threshold:
まだレビューはありません。使ってみた感想をお寄せください。
概要と使いどころ
Complete methodology for preventing AI hallucinations. Use when accuracy is critical and you need Claude to verify before claiming, cite before asserting, and admit uncertainty instead of guessing.
日本語の概要は準備中です。原文の説明を表示しています。
Transform rough ideas into solid designs through structured questioning
日本語の概要は準備中です。原文の説明を表示しています。
Canvas API Connection Skill
日本語の概要は準備中です。原文の説明を表示しています。
Forces every code-related claim to include file:line citations. No citation means the claim must be verified or removed. Use when building documentation, writing code reviews, or any output that others will rely on.
日本語の概要は準備中です。原文の説明を表示しています。
Forces Claude to extract exact quotes from files before making claims about them. Prevents hallucinations by grounding every statement in actual text from the codebase. Use when working with large files or unfamiliar code.
日本語の概要は準備中です。原文の説明を表示しています。
Verify every claim from multiple independent angles -- code, docs, tests, git history. Use when you need high confidence that something is correct before acting on it.
日本語の概要は準備中です。原文の説明を表示しています。