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Infer ligand-receptor interactions and cell-cell communication networks from single-cell RNA-seq data using the LIANA+ framework. Identifies potential signaling events between cell types based on gene expressio...
基于 PPT 模板生成新内容。PDF 自动转图片 → 分析模板风格 → 拆分文章内容 → 生成提示词 → AI 生图 → 打包 PPTX。
Rust 技能索引。提供所有技能的快速导航和查询入口。触发词：skill, index, 技能, 索引, 目录
Comprehensive vitest testing patterns covering test structure, AAA pattern, parameterized tests, assertions, mocking, test doubles, error handling, async testing, and performance optimization. Use when writing,...
嵌入式 C 代码风格助手。基于 51 单片机例程学习的代码规范, 用于创建项目和优化代码。
高级生命周期专家。处理 HRTB, GAT, 'static 约束, dyn trait object, 泛型边界冲突等问题。触发词：lifetime, HRTB, GAT, 'static, dyn, trait object, one type is more general, 生命周期, 类型约束
并发与异步专家。处理 Send, Sync, thread, async, await, tokio, channel, Mutex, deadlock, race condition, 并发, 异步, 死锁等问题。触发词：thread, spawn, channel, mpsc, Mutex, RwLock, Atomic, async, await, Future,...
高级异步模式专家。处理 Stream 实现, 零拷贝, tokio::spawn 生命周期, 插件系统调度, tonic 流式响应等问题。触发词：async, Stream, tokio::spawn, 零拷贝, 插件系统, tonic, 流式, BorrowedMessage, 异步调度
类型驱动设计专家。处理 newtype, type state, PhantomData, marker trait, builder pattern, 类型状态, 新类型模式, 编译时验证, sealed trait, ZST
可变性专家。处理 E0596, E0499, E0502, interior mutability, Cell, RefCell, Mutex, RwLock, borrow conflict, 可变性, 内部可变性, 借用冲突
高级异步模式专家。处理 Stream, backpressure, select, join, cancellation, Future trait 等问题。触发词：async, Stream, backpressure, select, Future, tokio, async-std, 异步, 流, 取消
深入错误处理专家。处理 Result vs Option, thiserror, anyhow, error context, library vs application errors, 错误处理, Result 用法, 什么时候用 panic
Run smoke tests on a deployed environment to ensure basic functionality.
Design principles for multi-agent workflows with validation gates using the Ralph Wiggum technique. Use when orchestrating multiple AI agents (Opus/Sonnet/Gemini/Codex) for complex autonomous development tasks...
Pin 与自引用类型专家。处理 Pin, Unpin, self-referential, Future, async, Generator, Pinning projection 等问题。触发词：Pin, Unpin, self-referential, Future, async, Generator, 自引用, Pinning
Bootstrap new projects with strong typing, linting, formatting, and testing. Supports Python, TypeScript, and other languages with research fallback.
Execute evidence-based decision-making through 6-stage causal flow. Use for known processes, operational execution, and decisions with clear cause-effect chains.
Track goal progress, derive state from execution, identify gaps, trigger actions. Use for goal status checks, progress reviews, and operational goal management.
Transform objectives into structured goals with plans. Use when user declares intent ("I want to...", "Goal is to...", "Achieve X by Y"). Decomposes into subgoals, milestones, success criteria.
iOS HealthKit data sync CLI commands and patterns. Use when working with healthsync CLI, fetching Apple Health data (steps, heart rate, sleep, workouts), pairing iOS devices over local network, or understanding...
Creates and reviews CLAUDE.md configuration files for Claude Code. Applies HumanLayer guidelines including instruction budgets (~50 user-level, ~100 project-level), WHAT/WHY/HOW framework, and progressive discl...
基于 docs/ARCHITECTURE.md 的规范，安全地实现新功能或优化现有代码。
Use when the user asks for recommendations, next steps, best approaches, or “what should I do” guidance to achieve a goal or fix a problem.
Generate and evaluate explanatory hypotheses from incomplete observations. Use when diagnosing anomalies, explaining unexpected outcomes, or inferring causes from effects. Produces ranked hypotheses with eviden...
Le classement utilise les étoiles du dépôt GitHub indexé. Plusieurs skills peuvent partager ce nombre : ce n’est ni un nombre d’installations ni une note de qualité.