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hinanohart/faithful-echo

Detect where the LLM softened, paraphrased, hedged, or numerically rounded the user's original wording. Claude Code agent + CLI.

TypeScript APACHE-2.0 GitHub ↗

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SUMMARY AI summary by gpt-5-mini

faithful-echo は、LLM がユーザーの文章を再表現した際に「どこがどのように変わったか（drift）」を決定論的に検出するツールです。独立したサードパーティ製で、Claude/Claude Code と連携する CLI エージェントとして利用できます。検出対象は 7 種類のドリフト（P1: entity、P2: numeric、P3: quantifier、P4: hedge、P5: abstraction、P6: subject swap、P7: tone smoothing）で、診断のみ行い書き換えや事実照合はしません。主な特徴： - スタンドアロン CLI（Node≥20、dist/cli.js）と Claude Code エージェント用プロンプト - programmatic API（audit(), loadDictionaries()）で統合可能 - タスク種別（verbatim_quote / paraphrase / summarize / translate）による検出厳格度の切替 - 出力形式は pretty/json、辞書の差し替え可能 - 重大度に応じた終了コード（0/1/2）制約としては正規表現・辞書ベースのヒューリスティックであり多言語対応は英日が中心、事実誤りの検出や自動修正は行いません。ライセンスは Apache-2.0。

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🤖 LLM models (1)

Claude

Language breakdown (by bytes)

JavaScript

10.7%

TypeScript

89.3%

Owner

Account

hinanohart

Type

User

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I prefer anmitsu with ice cream on top, preferably vanilla flavor.

Dates

Created on GitHub	2026-05-08
Last push	2026-05-09
First seen here	2026-05-09
Last fetched	2026-05-09 18:15

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