Borrowing it
Nothing to install: this file belongs to ayutaz/piper-plus. Take a copy, put it at the same path in your own repository, and replace the rules that are about this project with yours.
curl -O https://raw.githubusercontent.com/ayutaz/piper-plus/dev/CLAUDE.mdgit clone --depth 1 https://github.com/ayutaz/piper-plusWrote this? Show the measurements
A badge with what this costs and how it scanned, read live from this page, so it follows the numbers instead of freezing them. Markdown for a README, HTML for a documentation site or a project page.
[](https://agentmods.dev/instructions/ayutaz/piper-plus/claude-md)<a href="https://agentmods.dev/instructions/ayutaz/piper-plus/claude-md"><img src="https://agentmods.dev/badge/instructions/ayutaz/piper-plus/claude-md/github.svg" alt="Measured on agentmods" height="20"></a>Or the 80×15 button, for a site that already has a row of RSS and ATOM ones. Only the verdict fits; the numbers stay here.
<a href="https://agentmods.dev/instructions/ayutaz/piper-plus/claude-md"><img src="https://agentmods.dev/badge/instructions/ayutaz/piper-plus/claude-md.svg" alt="Reviewed on agentmods" width="80" height="20"></a>What it costs to keep this loaded
Counted locally with the o200k_base tokenizer, which is exact for GPT models; Claude uses its own tokenizer and its counts differ. Treat this as one consistent yardstick across the catalogue rather than a bill. Prices are per million input tokens.
| Model | Per session | Once invoked |
|---|---|---|
| Fable 5.1 | $0.11698 | $0.11698 |
| Opus 5.5 | $0.04679 | $0.04679 |
| Sonnet 5.5 | $0.02340 | $0.02340 |
| Haiku 4.5 | $0.01170 | $0.01170 |
Grade B, and why
piper-plus CLAUDE.md scanned grade B with 1 finding against 26 rules in 11 categories — prompt injection, anti-refusal, data exfiltration, privilege escalation, supply chain, agent snooping, system-prompt leakage, SSRF and excessive agency — measured 2d ago.
A static scan of the body, not an audit. Every finding is printed with the line that produced it so you can judge whether it matters here. A mod is markdown that instructs an agent; that is exactly why what it instructs is worth reading.
Asks for rootmediumPrivilege escalation
A mod that escalates privileges can change anything on the machine, not only the project.
- **C++**: `cmake -B build -DBUILD_TESTS=ON && cmake --build build -j && ctest --test-dir build` (ORT/OpenJTalk は cmake が自動 DL、sudo 不要)。 How it starts
The opening of the file, as written. The whole thing — 406 lines — stays where its author put it; the contents beside it link to each section on GitHub.
Piper TTS - プロジェクト概要
VITS ベースの高品質ニューラル TTS。6言語マルチリンガルモデルを学習済み、8言語の G2P コードを実装済み。ランタイムと配布物の対応は下記のパッケージ表および各仕様書を参照してください。
基準ブランチ: dev。root VERSION は 2.0.2。v1.12 / v2.0 の破壊的変更は docs/migration/v1.12-to-v2.0.md と docs/migration/v1.11-to-v1.12.md を参照してください。
Research / archive and publication pointers
研究用の v7 zero-shot 学習結果と手順は、重複した agent context ではなく次の文書を正本とします。
- v7 学習結果・根本原因 — epoch 32、6言語、571話者、研究上の修正と評価。
- zero-shot handoff — private/gated 研究保存先、旧
/data/piperパス、再現・再開手順。 - 品質改善計画 — historical findings と未完了の改善計画。
- 公開モデルカタログ — legacy root、public
releases/zs-v1、private/gated research stores の区別。 - public zs-v1 release record — pinned public base の配布・検証記録。
- Tsukuyomi publication record — public
releases/zs-v1の公開記録と品質上の制約。
旧 root
model.ckpt/config.json、piper-v11-local、output/、private/gated research stores は歴史的・研究用資産として保持します。publiczs-v1と legacy root の設定・用途を混同しないでください。
現在の状態
学習済みモデル (6言語マルチリンガル)
本表は開発・研究用の状態を示します。user / 外部参照向けの HF 配布カタログ (ダウンロードリンク + zero-shot variants 含む) は
docs/guides/development/pretrained-models.mdを参照してください。
| モデル | 学習基盤 | 状態 | パス |
|---|---|---|---|
| 6lang base (HiFi-GAN) | 75 epoch (v1.11 系) | 完了 (2026-03-16) | /data/piper/output-multilingual-6lang/ |
| 6lang base MB-iSTFT | 75 epoch スクラッチ | 完了 (2026-04-16) | /data/piper/output-multilingual-6lang-mb-istft/multilingual-6lang-mb-istft-scratch-75epoch.onnx |
| Zero-Shot base zs-v1 | v7 ep32 / step216326、6言語・173音素・571話者・CAM++ 192次元 | revision 3620ed788667cb76f08bd6cf2db8152c1f4c8bd1 で一般公開。公開 PyPI 2.0.0 consumer の推論・短いFTを機能確認済み。後続 source 6-runtime public-base CI (run 38189966578) も成功 |
HF releases/zs-v1。品質改善・人手試聴合格とは別 |
| つくよみちゃん 6lang-v2 | 6lang ベースから FT 500 epoch | 完了 (2026-03-16) | /data/piper/output-tsukuyomi-finetune-6lang-v2/tsukuyomi-6lang-v2-fixed.onnx |
| つくよみちゃん MB-iSTFT | 6lang MB-iSTFT ベースから FT 500 epoch | 完了 (2026-05-02) | /data/piper/output-tsukuyomi-mb-istft-finetune/tsukuyomi-mb-istft-500epoch.onnx |
| つくよみちゃん Zero-Shot FT | v7 ep32 zero-shot ベースから FT 500 epoch | public releases/zs-v1 を機能確認済み。実験公開であり全言語・品質承認ではない (2026-10-15) |
/data/piper/eval-tsukuyomi-zs-ft/tsukuyomi-ft-epoch499-zs.onnx (研究時 SECS 0.7749)。公開先は publication record |
| CSS10 JA 6lang | 6lang ベースから 50 epoch | 完了 (2026-03-16) | test/models/multilingual-test-medium.onnx |
What this file has done since we first saw it
Hashed on every crawl. A supply-chain change to an agent config is a question of when, not whether, so the history is kept rather than the latest state alone.
- 2d ago Changed · +29 tokens per session 2b72966fc76a
- 3d ago Changed · +147 tokens per session 028f397e1544
- 4d ago Changed · +13 tokens per session 7ce23f6fd6fa
- 13d ago Changed · +4 tokens per session b7fe0732d686
- 14d ago Changed · -160 lines · -3,556 tokens per session ad8e34f8995a
- 19d ago Changed · +2 lines · +294 tokens per session 580be6f642fe
- 2mo ago First seen · 564 lines · 14,767 tokens per session scan B 54d6eec04382
piper-plus CLAUDE.md is an instructions file published in the GitHub repository ayutaz/piper-plus (239 stars, last pushed today), licensed MIT. It adds 11,698 tokens to every session, about $0.0468 per session on Opus 5.5. A static security scan graded it B with 1 finding (asks for root). No closer match exists in the catalogue, so it is treated as the original; first seen 2026-08-30.
Other instructions, from other repositories
vscode buildNext.instructions.md
Working notes and architecture documentation for the new esbuild-based build system in build/next. Use when making changes to the new build pipeline (transpile/bundle commands, NLS plugin, source-map handling, resource copying, or self-hosting watch tasks).
next.js AGENTS.md
AGENTS.md instructions for vercel/next.js, covering next.js development guide, codebase structure, monorepo overview, core package: packages/next and other important packages.
vscode oss-third-party-notices.instructions.md
Instructions for microsoft/vscode, covering vs code oss third-party-notices pipeline, architecture, pipeline flow in ci, cache eligibility and rollout and applying the notice (cutover).
langchain AGENTS.md
AGENTS.md instructions for langchain-ai/langchain, covering global development guidelines for the langchain monorepo, corridor security analysis, project architecture and context, monorepo structure and development tools & commands.
vscode copilot-instructions.md
Copilot instructions for microsoft/vscode, covering vs code copilot instructions, project overview, root folders, core architecture (src/ folder) and built-in extensions (extensions/ folder).
deepseek-harness AGENTS.md
AGENTS.md instructions for deepseek-ai/deepseek-harness, covering agents.md, pre-stable apis and released session data, repository layout, commands and host sandbox failures.