Create ShinkaEvolve task scaffolds from a target directory and task description, producing `evaluate.py` and `initial.<ext>` (multi-language). Use when asked to set up new ShinkaEvolve tasks, evaluation harnesses, or baseline programs for ShinkaEvolve.

Run existing ShinkaEvolve tasks with the `shinka_run` CLI from a task directory (`evaluate.py` + `initial.<ext>`). Use when an agent needs to launch async evolution runs quickly with required `--results_dir`, generation count, and strict namespaced keyword overrides.

Load top-performing Shinka programs into agent context using `shinka.utils.load_programs_to_df`, and emit a compact Markdown bundle for iteration planning.

Convert an existing codebase in the current working directory into a ShinkaEvolve task directory by snapshotting the relevant code, adding evolve blocks, and generating `evaluate.py` plus Shinka runner/config files. Use when the user wants to optimize existing code with Shinka instead of creating a brand-new task from a natural-language description.

Write the best DMR code possible with all the recommended best practices, avoiding common mistakes.

Generate django-modern-rest transport-layer skeletons from OpenAPI 3.1+ specs. Use when Codex needs to turn an OpenAPI file, URL, or pasted document into typed DTOs, controllers, routers, Django URL wiring, and minimal tests for this repository or similar projects built on dmr. Trigger on requests to scaffold APIs, bootstrap apps, or map OpenAPI operations to Controller, Router, and OpenAPI view constructs without implementing business logic.

Migrate an existing Django API from Django REST Framework to django-modern-rest while preserving routes, request/response contracts, auth, permissions, throttling, pagination, and test coverage. Use when replacing APIView/ViewSet/GenericAPIView and DRF serializers/routers with dmr controllers/routers and typed DTOs.

Migrate an existing Django API from django-ninja/ninja-extra to django-modern-rest while preserving routes, request/response contracts, auth, throttling, and test coverage. Use when replacing NinjaExtraAPI/api_controller/http_* handlers/ninja.Schema with dmr controllers/routers and typed DTOs.

将多个 Word 文档合并为一个文件。当用户提到 Word 合并、合并 docx、合并多个 Word 时使用。

从 Word 文档中提取所有图片并保存到指定目录。当用户提到 Word 提取图片、docx 抠图、Word 取图时使用。

将 Word 文档（.docx）转换为 PDF，支持单文件和整个文件夹批量转换。当用户提到 Word 转 PDF、docx 转 PDF 时使用。

将新版 Word 文档（.docx）转换为旧版（.doc）。当用户提到 docx 转 doc、新 Word 转旧 Word 时使用。

将旧版 Word 文档（.doc）转换为新版（.docx）。当用户提到 doc 转 docx、旧 Word 转新 Word 时使用。

通过微信自动化向指定联系人发送消息。当用户提到微信发消息、微信机器人、给某人发微信时使用。

通过微信在指定时间向联系人发送定时消息。当用户提到定时发微信、微信定时消息、预约发微信时使用。

通过微信向指定联系人发送文件。当用户提到微信发文件、微信传文件、微信机器人传文件时使用。

通过微信接收消息并保存到本地文件。当用户提到微信收消息、接收微信消息、微信消息保存时使用。

通过微信向多个联系人群发消息。当用户提到微信群发、批量发微信、群发助手时使用。

通过微信与指定联系人进行智能聊天（基于 AI 回复）。当用户提到微信智能聊天、微信 AI 对话、微信机器人时使用。

通过微信按关键词列表与指定联系人自动聊天。当用户提到微信自动回复、关键词回复、微信机器人聊天时使用。