Code Gen
Generate code, boilerplate, scaffolding
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."
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.
workflows:ideate
by brycewang-stanford
"Divergent research ideation — generate many candidate directions, then adversarially filter to the strongest"
stata-regression
by brycewang-stanford
Run regression analyses in Stata with publication-ready output tables.
Building Paper Screening Rubrics
by brycewang-stanford
Collaboratively build and refine paper screening rubrics through brainstorming, test-driven development, and iterative feedback
research-grants
by brycewang-stanford
Write competitive research proposals for NSF, NIH, DOE, DARPA, and Taiwan NSTC. Agency-specific formatting, review criteria, budget preparation, broader impacts, significance statements, innovation narratives, and compliance with submission requirements.
learn
by brycewang-stanford
Extract reusable knowledge from the current session into a persistent skill. Use when you discover something non-obvious, create a workaround, or develop a multi-step workflow that future sessions would benefit from.
latex-tables
by brycewang-stanford
Generate publication-ready regression tables in LaTeX.
blackbox
by NousResearch
Delegate coding tasks to Blackbox AI CLI agent. Multi-model agent with built-in judge that runs tasks through multiple LLMs and picks the best result. Requires the blackbox CLI and a Blackbox AI API key.
honcho
by NousResearch
Configure and use Honcho memory with Hermes -- cross-session user modeling, multi-profile peer isolation, observation config, dialectic reasoning, session summaries, and context budget enforcement. Use when setting up Honcho, troubleshooting memory, managing profiles with Honcho peers, or tuning observation, recall, and dialectic settings.
clip
by NousResearch
OpenAI's model connecting vision and language. Enables zero-shot image classification, image-text matching, and cross-modal retrieval. Trained on 400M image-text pairs. Use for image search, content moderation, or vision-language tasks without fine-tuning. Best for general-purpose image understanding.
mcporter
by NousResearch
Use the mcporter CLI to list, configure, auth, and call MCP servers/tools directly (HTTP or stdio), including ad-hoc servers, config edits, and CLI/type generation.
eve
by vercel
Build durable backend AI agents with the eve framework. Use when creating, editing, or debugging an eve project — agent instructions, skills, tools, connections, channels, sandboxes, subagents, schedules, or evals.
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.
skill-creator
by openai
Create or update a Codex skill with appropriately scoped instructions and any needed supporting resources.
path-types
by openai
Choose Rust types for operating system paths across the Codex repository. Use when defining new path-bearing types or explicitly migrating existing ones.