Code Gen
Generate code, boilerplate, scaffolding
create-skill
by microsoft
'Create a reusable skill (SKILL.md) that packages a workflow.'
create-hook
by microsoft
'Create a hook (.json) to enforce policy or automate agent lifecycle events.'
update-skills
by microsoft
Create or update repository skills and instructions when major learnings are discovered during a session. Use when the user says "learn!", when a significant pattern or pitfall is identified, or when reusable domain knowledge should be captured for future sessions.
create-instructions
by microsoft
'Create an instructions file (.instructions.md) for a project rule or convention.'
create-prompt
by microsoft
'Create a reusable prompt file (.prompt.md) for a common task.'
init
by microsoft
Generate or update chat customization files for AI coding agents
cli
by lobehub
LobeHub CLI (@lobehub/cli) development guide — commands, subcommands, architecture.
trpc-router
by lobehub
'TRPC router development guide. Use when creating or modifying apps/server/src/routers, adding procedures, or implementing server-side API endpoints.'
pr
by lobehub
"Create a PR for the current branch (targets canary by default), including splitting one cross-layer branch into ordered stacked PRs so a lower layer (db / shared package / server TRPC) merges before its callers (desktop / CLI / UI). Use when the user asks to create / submit a PR, or to split a branch because clients call a server contract that isn't on the trunk yet. Triggers on 'pr', 'create pr', 'submit pr', 'open a PR', 'pull request', 'split this PR', 'stacked PR', 'backend should merge first', '提 PR', '提个 PR', '新建 PR', '拆 PR', '后端先合', '分层合并'."
db-migrations
by lobehub
'Use for database rollout strategy, Drizzle migrations, online index creation, data backfills, migration regeneration, sequence conflicts after rebase, idempotent SQL review, or migration renames.'
data-fetching-architecture
by lobehub
'LobeHub data-fetching pipeline guide. Use for service layer, Zustand store, SWR, lambdaClient, useClientDataSWR, useFetchXxx hooks, or migrating useEffect fetches.'
workflows:ideate
by brycewang-stanford
"Divergent research ideation — generate many candidate directions, then adversarially filter to the strongest"
hypothesis-generation
by brycewang-stanford
"Generate testable hypotheses. Formulate from observations, design experiments, explore competing explanations, develop predictions, propose mechanisms, for scientific inquiry across domains."
hypothesis-generation
by brycewang-stanford
Structured hypothesis formulation from observations. Use when you have experimental observations or data and need to formulate testable hypotheses with predictions, propose mechanisms, and design experiments to test them. Follows scientific method framework. For open-ended ideation use scientific-brainstorming; for automated LLM-driven hypothesis testing on datasets use hypogenic.
autoresearch
by brycewang-stanford
Orchestrates end-to-end autonomous AI research projects using a two-loop architecture. The inner loop runs rapid experiment iterations with clear optimization targets. The outer loop synthesizes results, identifies patterns, and steers research direction. Routes to domain-specific skills for execution, supports continuous agent operation via Claude Code /loop and OpenClaw heartbeat, and produces research presentations and papers. Use when starting a research project, running autonomous experiments, or managing a multi-hypothesis research effort.
scientific-critical-thinking
by brycewang-stanford
"Evaluate research rigor. Assess methodology, experimental design, statistical validity, biases, confounding, evidence quality (GRADE, Cochrane ROB), for critical analysis of scientific claims."
research-grants
by brycewang-stanford
"Write competitive research proposals for NSF, NIH, DOE, and DARPA. Agency-specific formatting, review criteria, budget preparation, broader impacts, significance statements, innovation narratives, and compliance with submission requirements."
stata-data-cleaning
by brycewang-stanford
Clean and transform messy data in Stata with reproducible workflows
create-lecture
by brycewang-stanford
Create new Beamer lecture from papers and materials. Guided workflow with notation consistency.
Subagent-Driven Literature Review
by brycewang-stanford
Use parallel subagents for large-scale paper screening and deep dive analysis
python-panel-data
by brycewang-stanford
Panel data analysis with Python using linearmodels and pandas.
research-proposal
by brycewang-stanford
Generate academic research proposals for PhD applications. Use when user asks to "write a research proposal", "create PhD proposal", "generate research plan", "撰写研究计划", "写博士申请", "doctoral proposal", or mentions specific research topics for PhD application. Supports STEM, humanities, and social sciences with field-specific adaptations. Follows Nature Reviews-style academic writing conventions. Supports both English and Chinese output based on user preference.
devils-advocate
by brycewang-stanford
Challenge slide design with 5-7 pedagogical questions. Checks ordering, prerequisites, and cognitive load.
nature-reviewer
by Yuan1z0825
Simulate Nature-style or general pre-submission peer review from the referee perspective, not an author rebuttal. Use for reviewer reports, mock peer review, manuscript critique, novelty/significance/technical-soundness assessment, 审稿人视角评估, 模拟审稿, 预审, 投稿前自审, 审稿意见模拟, or 帮我审一下论文. Produce evidence-grounded Major Concerns, Minor Comments, and blocking flags. For multiple reviewers, keep every reviewer mutually blind in a separate context, freeze all reports before comparison, and create any synthesis only afterward as a separate editor/author-facing artifact.