Best agent skills for developers, page 780

Ankh 蛋白质语言模型昇腾 NPU 迁移 Skill，适用于 Ankh base/large、Ankh3 large/XL 以及同类基于 HuggingFace Transformers 与 PyTorch 的蛋白模型从 CUDA/GPU 到华为 Ascend NPU 的环境检查、代码适配、权重加载、验证脚本补齐与文档沉淀。

ascend-ai-coding/awesome-ascend-skills

昇腾 TensorFlow Community 迁移适配 Skill，适用于将基于 TensorFlow 2.x 的模型原生部署到华为 Ascend NPU，而不经过 TF 到 PyTorch 转换，覆盖 aarch64 源码编译 TF 2.6.5、tfplugin 安装、自动迁移工具使用、手动适配与精度验证。

ascend-ai-coding/awesome-ascend-skills

BoltzGen 昇腾 NPU 迁移与复现 Skill，适用于在华为 Ascend NPU 上部署 BoltzGen 生成式蛋白设计与逆折叠流程，覆盖环境准备、权重缓存、cuEquivariance 兼容、源码适配和端到端推理验证。

ascend-ai-coding/awesome-ascend-skills

DeepFRI 的 TensorFlow 到 PyTorch 转换与昇腾 NPU 迁移 Skill，适用于蛋白质功能预测场景下的 TF 模型分析、PyTorch 重写、权重逐层映射、NPU 推理与精度验证，尤其适合需要在 Ascend 上运行 DeepFRI CNN 或 GCN 路径时使用。

ascend-ai-coding/awesome-ascend-skills

DeepFRI TensorFlow 原生昇腾 NPU 迁移 Skill，适用于不做 TF 到 PyTorch 转换、而是直接使用 TensorFlow 2.6.5 与 npudevice 在华为 Ascend 上运行 DeepFRI 的场景，覆盖源码编译、tfplugin 安装、代码适配、推理与 CPU 对比验证。

ascend-ai-coding/awesome-ascend-skills

DiffSBDD 昇腾 NPU 迁移 Skill，适用于将基于等变扩散模型的结构化药物设计项目从 CUDA 迁移到华为 Ascend NPU，覆盖环境搭建、依赖安装、torchscatter 源码编译、代码适配以及 de novo 推理验证。

ascend-ai-coding/awesome-ascend-skills

GENERator DNA 序列生成模型的昇腾 NPU 迁移 Skill，适用于将基于 HuggingFace Transformers 的 Causal LM 从 CUDA 迁移到华为 Ascend NPU，覆盖环境搭建、依赖安装、代码适配、多进程处理和 sequence recovery 验证。

ascend-ai-coding/awesome-ascend-skills

OligoFormer 昇腾 NPU 迁移 Skill，适用于将基于 PyTorch Transformer 的 siRNA 效能预测模型迁移到华为 Ascend NPU，覆盖环境搭建、RNA-FM 依赖安装、代码适配、推理验证与可选训练流程。

ascend-ai-coding/awesome-ascend-skills

ProteinBERT 昇腾 NPU 部署与迁移 Skill，适用于将 TensorFlow 或 Keras 版 ProteinBERT 转成基于 PyTorch 与 torchnpu 的实现，覆盖权重转换、embedding 提取、微调训练、注意力可视化和 GPU 与 NPU 精度验证。

ascend-ai-coding/awesome-ascend-skills

TensorFlow 或 Keras 模型改写到 PyTorch 的通用 Skill，适用于在华为 Ascend NPU 或其他依赖 PyTorch 生态的平台上完成层级映射、权重转换、逐层数值验证和端到端精度对比，尤其适合 ProteinBERT、DeepFRI 这类科学模型的跨框架迁移。

ascend-ai-coding/awesome-ascend-skills

HuggingFace Diffusers 环境配置指南，用于华为昇腾 NPU。覆盖 CANN 版本检测、PyTorch + torchnpu 安装、Diffusers 库安装及环境验证。当用户需要在昇腾 NPU 上配置 Diffusers 环境时使用。

ascend-ai-coding/awesome-ascend-skills

从用户 PyTorch/Python 代码中提取算子实现，构建为算子任务格式的标准化 任务文件。支持两种模式：单 case（单一自包含 .py，getinputs 返回单组）和 多 case（.py + 同名 .json 配对，getinputgroups 返回多组）。

ascend-ai-coding/awesome-ascend-skills

能完成昇腾NPU驱动和固件安装部署，实现安装包正则匹配提取、按需添加可执行权限、Python+Shell双重包校验、系统依赖先验后装、适配CentOS/RHEL/Ubuntu/Debian系统，适用于昇腾NPU驱动和固件安装部署。

ascend-ai-coding/awesome-ascend-skills

根据设计文档生成 AscendC 算子完整代码实现并完成框架适配。TRIGGER when: 设计文档已完成，需要生成 ophost/opkernel 代码、注册到 PyTorch 框架、编译测试。关键词：代码生成、ophost、opkernel、tiling、kernel、框架适配、算子注册。

ascend-ai-coding/awesome-ascend-skills

Ascend C 算子 mssanitizer 内存检测分析技能。用于检测和分析算子内存问题：非法内存访问、非法释放、内存泄漏、UB地址越界，生成问题报告。自动识别算子工程类型（ops算子仓用GE IR模式，自定义算子用Python模式）。触发关键词：mssanitizer、内存检测、内存泄漏、非法访问、illegal free、内存错误。

ascend-ai-coding/awesome-ascend-skills

昇腾 NPU 平台 vLLM 大模型推理服务一键部署。触发：用户说'部署 模型名'、'NPU 部署模型'、'vllm serve'。流程：SSH检查 → NPU检查 → 配置发现(必须验证) → 用户确认 → 部署 → cron监控 → 验证。约束：(1) 配置必须从官方文档验证，禁止猜测；(2) 后台启动必须用cron监控，禁止手动轮询。支持…

ascend-ai-coding/awesome-ascend-skills

面向 Ascend PyTorch Profiler / msprof DB（如 ascendpytorchprofiler.db、msprof.db）的 SQL 分析技能。将自然语言问题（算子耗时、通信、下发、调度、schema/table 查询）转为安全可执行 SQL，并按需从官方文档提取表结构详情。

ascend-ai-coding/awesome-ascend-skills

用于审查 GitCode PR，并结合 PR metadata、diff 与整个代码仓上下文生成深度审查结论或发布逐行评论。当用户希望 review GitCode PR、检查某个 GitCode PR 链接、分析变更风险、或将审查意见发布到 GitCode PR 时使用。典型触发方式包括“review this PR”“检视这个 PR”“检查 PR”，或直接提供 GitCode PR…

ascend-ai-coding/awesome-ascend-skills

GitHub Issue root cause analysis skill. An agent skill from ascend-ai-coding/awesome-ascend-skills.

ascend-ai-coding/awesome-ascend-skills

模型层 Tensor 打点与精度对比工具。用于在模型 forward 过程中捕获模型各层中间 tensor，实现 GPU/NPU 精度对比调试。支持 vLLM、SGLang 推理框架。When to use： When you need to debug precision issues between GPU and NPU,or validate layer-wise tensor…

ascend-ai-coding/awesome-ascend-skills

MindSpeed-MM multimodal model suite environment setup guide for Huawei Ascend NPU.

ascend-ai-coding/awesome-ascend-skills

Universal VLM (vision-language understanding model) training guide for Huawei Ascend NPU using MindSpeed-MM.

ascend-ai-coding/awesome-ascend-skills

Directly launch Docker containers on Ascend NPU servers for users.

ascend-ai-coding/awesome-ascend-skills

评估 CANN 算子仓的「进阶教程 / 开发指南」类文档质量——通读文档 + 对照算子代码静态查证(默认不跑),按五轴(找得到/信得过/学得会/可操作/读得懂)找出 漏讲/讲不清/过时/对不上代码/概念讲错,产出带证据与改进建议的体检报告(MD + HTML)。涉及「评进阶教程 / 开发指南文档质量 / 文档对不对得上代码 / 教程审稿 / tutorial 体检 /…

ascend-ai-coding/awesome-ascend-skills

Generates an executable, end-to-end VERL reinforcement learning quickstart runbook for Ascend/NPU (docker image, dataset preprocessing, model setup, mainppo training, and examples/run.sh flow).

ascend-ai-coding/awesome-ascend-skills

Deploy vLLM inference services on Ascend NPU servers with automatic model detection and optimized configuration.

ascend-ai-coding/awesome-ascend-skills

Run an extremely strict maintainability review for abstraction quality, giant files, and spaghetti-condition growth.

nicknisi/claude-plugins

Run parallel or isolated subagents for independent subtasks (research, parallel analysis, one-shot transforms) to avoid bloating the main context.

av/mi

Answer "how does X work", "where is X defined", or "trace through Y" questions about a codebase using parallel subagent searches with cited summaries.

av/mi

Add new behavior test-first (write failing test → make it pass → refactor).

av/mi

A skill your agent uses when reducing context cost in an agent skill by deciding what belongs in metadata, SKILL.md body, references, scripts, assets, or validation files; trigger when SKILL.md is…

BingHanOfUESTC/open_agent_team

Versioned fiction revision workflow. An agent skill from BingHanOfUESTC/open_agent_team.

BingHanOfUESTC/open_agent_team

A skill your agent uses when designing the structure of a new agent skill, choosing skill name, folder layout, freedom level, references/scripts/assets split, dependencies, validation plan, and…

BingHanOfUESTC/open_agent_team

A skill your agent uses when writing or updating SKILL.md for an agent skill, including model-facing frontmatter description, concise body instructions, workflow steps, resource navigation, gotchas…

BingHanOfUESTC/open_agent_team

A skill your agent uses when reviewing or maintaining an agent skill after creation, especially to add gotchas from failures, check over-triggering or under-triggering, assess action-at-a-distance…

BingHanOfUESTC/open_agent_team

A skill your agent uses when creating a new agent skill from a user problem, repeated workflow, expected output, examples, or failure cases; extract trigger conditions, reusable capability, inputs…

BingHanOfUESTC/open_agent_team

Comprehensive end-to-end testing skill using Playwright for web applications, covering page objects, selectors, assertions, waits, fixtures, and test organization.

PramodDutta/qaskills

A robust methodology for LLM-based requirements gathering and high-fidelity artifact generation.

GoogleCloudPlatform/cxas-scrapi

Entry point for any CometChat task on any platform. An agent skill from cometchat/cometchat-skills.

cometchat/cometchat-skills

See what your chat is doing — pull usage & message metrics via REST, stream real-time events to your data/observability stack via webhooks, monitor client-side errors & the init/login path, and read…

cometchat/cometchat-skills

Add or enable a specific CometChat feature in an Android v6 app — receipts, typing, reactions, mentions, threads, search, polls, stickers, translation, link previews, AI smart replies / conversation…

cometchat/cometchat-skills

Diagnose a broken CometChat Android v6 integration — dependency and version conflicts, init/login failures, blank or stuck screens, empty lists, missing realtime updates, keyboard/inset layout bugs…

cometchat/cometchat-skills

Web push notifications for a CometChat Angular app — the Notifications product, FCM registration, the service worker, and token lifecycle.

cometchat/cometchat-skills

Project wiring for the Flutter v6 UI Kit — navigation (Navigator / gorouter / autoroute), state management (bloc / riverpod / provider / getx), config & secrets, platform setup, and web/desktop…

cometchat/cometchat-skills

Diagnose a broken CometChat Flutter integration — blank screens, unbounded-height crashes, lists that don't fill, login and Region failures, calls that never ring, push that never arrives, and v5…

cometchat/cometchat-skills

Add push notifications to an iOS CometChat app — APNs registration, token handoff, tap-to-open, badge counts and VoIP call pushes.

cometchat/cometchat-skills

Diagnose a broken CometChat iOS (Swift) integration — a screen that never populates, credentials read as the literal $(...), login that silently fails, empty lists, no messages, or a version/SDK…

cometchat/cometchat-skills

Diagnose a broken CometChat React v7 integration — blank panes, a collapsed/0-height surface, empty lists, no messages, the kit's error state, events that never fire, or a versionconflict.

cometchat/cometchat-skills