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codex-collab
by miracloon
【WHEN】当用户命令中明确包含"codex协作"、"codex协同"、"与codex合作"等指令时启用； 【WHEN】当用户要求使用 codex MCP 工具进行代码分析、原型生成、review 等协作开发场景时启用。 【WHEN NOT】不用于单独的代码实现任务、不用于纯文档编写、不用于不涉及 codex 的常规开发流程。
godot-tdd-full
by Chen19007
Complete TDD workflow for Godot projects. Integrates interface design, GUT testing, code implementation, and verification tools.
governance-docs-codex-review
by miracloon
【WHEN】当需要对“治理层文档”进行 Codex 审阅并输出 vN-review.md 时调用。 【WHEN NOT】不用于提案生成；不用于落地修改；不用于业务/代码设计。
governance-docs-standard
by miracloon
【WHEN】当用户要新增/修改/评审“治理层文档”（README.md、CLAUDE.md、以及用户显式指定的其他治理层文档）时启用； 【WHEN】当输出提案 vN.md、落地修改治理层文档、或产出 vN-review.md 时启用。 【WHEN NOT】不用于业务功能开发、不用于代码实现细节、不用于非治理层文档（如普通开发笔记/模块设计/接口文档）。
elevated-design
by nitinm21
Create sophisticated, Apple-inspired web interfaces with refined aesthetics and corporate elegance. Emphasizes generous whitespace, ultra-precise typography, asymmetric layouts, and purposeful interactions. Combines minimalist design philosophy with premium brand execution. Use when building premium landing pages, marketing sections, product showcases, or corporate interfaces that demand visual sophistication beyond standard business UI.
plan-to-spec
by miracloon
将 Plan Mode 的讨论结论固化为可执行的 Markdown 施工图纸。当用户完成 Plan 讨论、准备进入开发阶段时使用。生成 overview.md（战略层）、taskXX_*.md（战术层）、summary.md（审计层）三类文档，实现上下文序列化，避免 Plan 与 Code 偏航。
bio-fasta
by dakesan
"Read/write FASTA, GenBank, FASTQ files. Sequence manipulation (complement, translate). Indexed random access via faidx. For NGS pipelines (SAM/BAM/VCF), use pysam. For BLAST, use gget or blat-integration."
merge-resolver
by blueif16
自动合并所有已完成部分，解决冲突，验证集成。仅当执行管理器检测到所有部分完成时调用。
fix-engine
by blueif16
从验收标准创建检查清单，编排executor→validator循环并带重试逻辑。当子协调器开始实现或收到验证失败时使用。
bio-blast
by dakesan
"NCBI BLAST sequence similarity search using BioPython. Use when a user wants to run BLAST programmatically with blastn/blastp and retrieve results in JSON format."
bio-blat
by dakesan
"Runs local BLAT searches for DNA sequence alignment against hg38 or CHM13 using local .2bit references. Use when a user wants to align a DNA sequence without relying on UCSC API access."
api-expert
by dtsvetkov1
Handles backend integration using best practices like expo/fetch and React Query. Use when the user needs to connect to an API, handle data fetching, or implement caching.
change-writer
by dtsvetkov1
Generates clean, human-readable changelogs and release notes from git commits and file changes. Use when preparing for a release or summarizing recent work.
doc-sync
by dtsvetkov1
Ensures that documentation files like README.md and AGENTS.md stay in sync with the actual code and project structure. Use when adding new features or changing project architecture.
mobile-perf
by dtsvetkov1
Optimizes React Native Expo applications for speed, responsiveness, and battery efficiency. Use when fixing lag, optimizing lists, or reducing bundle size.
navigation-architect
by dtsvetkov1
Designs and implements navigation flows using Expo Router (file-based routing). Use when adding new screens, handling deep links, or restructuring the app's layout.
opinion-critic
by dtsvetkov1
Provides critical feedback and alternative architectural perspectives on code changes. Use when you want to explore different ways to implement a feature or find potential flaws in the current plan.
security-audit
by dtsvetkov1
Scans code for security vulnerabilities, hardcoded secrets, and unsafe patterns in React Native and Expo applications. Use before merging sensitive changes or as part of a regular audit.
eval-frameworks
by cuba6112
Evaluation framework patterns for RAG and LLMs, including faithfulness metrics, synthetic dataset generation, and LLM-as-a-judge patterns. Triggers: ragas, deepeval, llm-eval, faithfulness, hallucination-check, synthetic-data.
git-commit-helper
by cuba6112
Adherence to Conventional Commits and efficient Git history management using types, scopes, and advanced commit tools like fixup/amend. Triggers: git-commit, conventional-commits, breaking-change, fixup, git-amend, rebase.
langchain-agents
by cuba6112
Building LLM agents with LangChain and LangGraph, covering tool-calling model initialization, state management, and observability with LangSmith. Triggers: langchain, langgraph, langsmith, agent-executor, chat-model-tools.
agentic-patterns
by cuba6112
Design and operate multi-agent orchestration patterns (ReAct loops, evaluator-optimizer, orchestrator-workers, tool routing) for LLM systems. Use when building or debugging agent workflows, tool-use loops, or multi-step task delegation; triggers: agentic, multi-agent, orchestration, ReAct, evaluator-optimizer, tool-use, handoff.
numpy-linalg
by cuba6112
Linear algebra operations in NumPy, including matrix multiplication, SVD, system solving, and least squares fitting. Triggers: linalg, matrix multiplication, SVD, eigenvalues, matrix decomposition, lstsq, multi_dot.
fastapi-patterns
by cuba6112
Advanced FastAPI patterns including hierarchical dependency injection, background task management, and type-safe dependency annotation. Triggers: fastapi, dependency-injection, background-tasks, annotated-dependency, permission-chain.