Token Optimizer

mospira/walkforward-audit

Audits time-based machine learning backtests, walk-forward validation, rolling retraining, forecasting evaluations, and temporal train/test pipelines for data leakage, faulty split logic, invalid feature timing, target leakage, calibration/tuning leakage, and misleading experiment comparisons. Use when agent needs to review or change walk-forward code, time-series ML experiments, trading backtests, forecasting notebooks, rolling CV logic, or any model evaluation where past-to-future chronology matters.

kings0527/structflow

Evidence-first structural research for industries, companies, commodities, tradable assets, and policy systems. Use when the user requests StructFlow or needs a rigorous, source-grounded analysis of system boundaries, variables, causal drivers, feedback loops, nonlinear dynamics, regimes, market distortion, structural signals, or asset mapping. Run canonical input resolution, staged L0-L7 modeling, adversarial challenge, contradiction search, deterministic research gates, and auditable report generation. Use the host agent's model for reasoning; no separate LLM API key is required. Optional Ta

evoworkAI/xiaoci-skill

中文成稿的去 AI 味清理工具（消磁）。识别并清除中文文本里的模型写作痕迹：翻案腔、 破折号揭晓、提示语冒号、空转句引列表、段首零回指评论、相邻句结构同款、大纲式编号小标题、 理想化拟人喻体、翻译腔、宣传腔、模糊归因、助手元话语残留。 当用户说「去 AI 味」「改得说人话」「太像 AI 写的」「像 ChatGPT 写的」「润色得自然点」 「过一遍 AI 痕迹」「humanize 中文」「deslop」「这稿子读着假」时使用。 也可在 AI 参与写作的稿件定稿发布前主动调用。 Use to remove AI writing tells from Chinese text while preserving facts, register and voice.

afloy011-spec/seedance-shotlist-director-en

Generate a director's shotlist as an editable HTML production board for Seedance 2.0. Use whenever the user provides a script, scene breakdown, story idea, or treatment to turn into a numbered shotlist with English Seedance prompts — trigger on "make a shotlist", "director’s shotlist", "break this script into prompts", "generate prompts for Seedance", or any request to convert narrative content into shot-by-shot prompts. Also use to revise an existing shotlist HTML — re-render the same document (read its embedded Project Bible JSON to restore context). BOUNDARY — tuned for Seedance 2.0; if the

40508597/xl-ai-language

为新项目设计、已有代码纳管、功能变更、架构重构和一致性校验提供任务架构流程。显式要求使用 Xl-Ai-Language 或任务架构流程，或当前项目存在 architecture.json 或 architecture/ 时，按本次任务范围启用。纯概念问答、只读查看和一次性实验走轻量路径。

olivervvvv/plain-language-skill

把繞口、術語堆疊、一句話塞三個概念的 AI 回覆或技術文字，改寫成人類一眼看懂的白話 —— 中文走中文的規則，英文走英文的規則，且都不改變原意。Rewrites convoluted AI output and technical writing into plain language a human gets on the first read; Chinese and English each have their own rule set. 當用戶說「白話」「翻成人話」「太繞口」「看不懂」，或說 "plain English"、"simplify this"、"too wordy"，或當你自己正要輸出一段密度過高的解釋時，載入這個 skill。