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。
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.
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。
Read first. Quote second. Claim third. Never skip a step.
Before making any claim about code, follow this sequence:
Read the actual file. Don't work from memory.
Pull the exact text that supports your claim. Include line numbers.
Now state what you believe, citing the quote as evidence.
Wrong approach: "The auth middleware checks for JWT tokens and returns 401 if invalid." (No evidence. Could be hallucinated.)
Grounded approach: "Reading src/middleware/auth.ts:15-25, the middleware does:
const token = req.headers.authorization?.split(' ')[1];
if (!token) return res.status(401).json({ error: 'No token provided' });
So it extracts the Bearer token from the Authorization header and returns 401 if missing."
Always ground when:
For files over 100 lines:
For files over 500 lines:
Before sending a response, test each factual statement: "Could someone verify this by reading the file I'm referencing?"
If yes: the statement is grounded. If no: you need to add the file reference and relevant quote. If you don't have a file to reference: either find one or mark as unverified.
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。
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.
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。