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依最近已完成的 8 小時觀測回合間的 GitHub 星號增量排序
The whole Maya workflow in Blender, in one install. Free and open source, Blender 4.5 – 5.2.
翻譯準備中
個人 GitHub 帳號下公開儲存庫的擁有者可以登入並驗證所有權，自行管理介紹，無需管理員核准。
登入並產生驗證檔案，在 30 分鐘內將其提交至此儲存庫的預設分支。其他分支或分叉儲存庫中的檔案無效。然後在下方檢查檔案，即可無需管理員核准直接管理專案。請保留檔案以維持管理權限。
如需登入，將前往登入頁面。登入後請回到此處，再次點擊所選的驗證按鈕。
在專案資料夾中執行 /nomorevibe verify，即可驗證所有權並自行管理介紹。
一分鐘完成驗證一個 Rust 二進位檔，適用於 Claude Code 與 Codex，將過大的檔案讀取轉換為帶行號的大綱
AI 翻譯
One Rust binary for Claude Code and Codex that turns oversized file reads into line-numbered outlines.
取自儲存庫 README
正在載入完整 README。 以下為已儲存的摘錄。
One binary for Claude Code and Codex. STK replaces oversized file reads with line-numbered outlines, so the agent can fetch the parts it needs. Small files and scoped reads pass through.
Requires Rust and an installed client.
Setup detects client settings directories, preserves other hooks, and backs up changed files. Restart your clients afterward. Codex also requires you to review and trust STK through /hooks.
Select a client with --claude or --codex. Preview with --dry-run; remove STK's hooks with --uninstall. Setup and configuration檢視完整 README ↗One binary for Claude Code and Codex. STK replaces oversized file reads with line-numbered outlines, so the agent can fetch the parts it needs. Small files and scoped reads pass through.
Requires Rust and an installed client.
git clone https://github.com/ryanportfolio/STK.git
cd STK
cargo install --path .
stk init --auto
Setup detects client settings directories, preserves other hooks, and backs up changed files. Restart your clients afterward. Codex also requires you to review and trust STK through /hooks.
Select a client with --claude or --codex. Preview with --dry-run; remove STK's hooks with --uninstall. Setup and configuration
| Client | Reads intercepted | Repeated large reads |
|---|---|---|
| Claude Code | Native Read calls | Asking again for an unchanged file up to 4 MiB returns the whole file (with the default dedup = true). |
| Codex | Simple cat, rtk read, and Get-Content calls | Returns the outline again, preserving access across subagents and compaction. |
Codex passes through pipelines, scripts, interpolation, multiple paths, and unfamiliar flags. STK passes through files it cannot analyze. Exact coverage
Hooks work automatically after setup. The same binary also gives you direct access:
stk outline src/main.rs
stk read src/main.rs --offset 1 --limit 40
stk gain
Either --offset or --limit bypasses outlining. --offset 1 returns the whole file. All commands
The same release build was exercised through the actual Claude Code and Codex CLIs on Windows. Each client received an outline for a whole-file read, then recovered the requested lines. The tests used local scripted model endpoints; they establish hook behavior, not net session savings.
Read the verification record / Run the tests / Design specification
stk gain reports an upper bound on bytes avoided. Follow-up reads cost tokens, and direct stk read calls are not included. macOS and Linux runtime behavior has not yet been verified.
STK complements RTK: STK outlines file reads; RTK filters other command output.