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scientific-data-preprocessing
⚠️ CRITICAL: USER'S HARD-WON EXPERIENCE - MANDATORY CONSULTATION ⚠️ This skill encapsulates painful lessons learned from real preprocessing disasters ...
speckit-clarify
$ARGUMENTS You MUST consider the user input before proceeding (if not empty). Goal: Detect and reduce ambiguity or missing decision points in the acti...
commit-with-reflection
自动化Git提交并生成深度调试反思报告的技能。将AI编码过程中的错误、调试经验和解决方案转化为结构化的知识文档,保存在GitHub仓库中供长期参考和学习。 在以下情况下使用此技能: 用户说:"反思提交"、"智能提交"、"生成调试报告" 用户说:"commit with reflection"、"re...
submission-checklist
把“投稿”拆成可执行、可复用的清单，避免典型的“低级错误导致 desk reject / major revision”的情况。 本 skill 不是写论文正文，而是为以下阶段提供可执行 checklist + 模板： Pre-submission（投稿前自检） Submission（提交包与系统填...
fluidsim
Use this skill only for FluidSim or explicit CFD workflows such as Navier-Stokes, turbulence, shallow-water, stratified-flow, or pseudospectral fluid ...
explaining-machine-learning-models
Treat this skill as an explicit/manual helper for interpretability work. Use this skill when: Understand why a machine learning model made a specific ...
evaluating-machine-learning-models
Use this skill when the model exists and the question is whether it is good enough. This skill focuses on choosing and interpreting the right evaluati...
evaluating-llms-harness
lm-evaluation-harness evaluates LLMs across 60+ academic benchmarks using standardized prompts and metrics. Installation: pip install lm-eval Evaluate...
evals-context
Use this skill when the task involves: Modifying or debugging the evals execution infrastructure Adding new eval exercises or languages Working with t...
docs-write
@./../shared/metabase-style-guide.md Who is this for? Match complexity to audience. Don't oversimplify hard things or overcomplicate simple ones. What...
webthinker-deep-research
Use this skill when the task requires deep web research (not just one-shot search), for example: Multi-hop questions (“find → open → follow links → ve...
document-skills
Use this skill when the task is clearly “document work” but the exact format is not yet fixed, or when the user mixes multiple formats (e.g., “把论文里的表格...