Auto-claude-code-research-in-sleep
★ 11.0k
vs
pfc-mcp
★ 59
Auto-claude-code-research-in-sleep vs pfc-mcp
Auto-claude-code-research-in-sleep: Auto-claude-code-research-in-sleep (ARIS) is a set of custom Claude Code skills for autonomous ML research workflows. It orchestrates cross-model collaboration, with Claude Code executing research tasks and an external LLM (like GPT-5.4) critically reviewing. This system can autonomously discover ideas, run experiments, and write/refine research papers, allowing researchers to wake up to ready-to-submit results.; pfc-mcp: pfc-mcp connects AI agents to ITASCA PFC through the Model Context Protocol. It provides tools for browsing PFC documentation and executing simulations via natural conversation. The project supports multiple PFC versions and works with various MCP clients.
01
TL;DR
Choose Auto-claude-code-research-in-sleep if…Explore new research areas and discover novel ideas through literature surveys and brainstorming.
Choose pfc-mcp if…Browse and search PFC documentation
02
Side-by-Side Comparison
03
Features
Auto-claude-code-research-in-sleep0118 composable skills for flexible workflow chaining.
02Automated idea discovery including literature survey, brainstorming, novelty check, and GPU pilot experiments.
03Autonomous multi-round review loop to iteratively improve research with experiments.
04Comprehensive paper writing pipeline from narrative to submission-ready LaTeX/PDF.
05Cross-model collaboration for adversarial review, breaking single-model blind spots.
pfc-mcp01Multi-version PFC support
02Hierarchical documentation browsing
03Enhanced plot documentation
04Interactive REPL
05Task lifecycle management
04
Use Cases
Auto-claude-code-research-in-sleep↳Explore new research areas and discover novel ideas through literature surveys and brainstorming.
↳Automate the iterative review and refinement of research projects, including running experiments, until submission-ready.
↳Transform research narratives into submission-ready academic papers with a full writing and formatting pipeline.
pfc-mcp↳Browse and search PFC documentation
↳Run and manage simulations via AI agents
↳Execute and test PFC code interactively
05
Best For
Auto-claude-code-research-in-sleepTrendingMulti-AgentWorkflow Automation
pfc-mcpTrendingDev Tooling
FAQ
FAQ
What is the difference between Auto-claude-code-research-in-sleep and pfc-mcp?
Both Auto-claude-code-research-in-sleep and pfc-mcp are in the Workflow Automation category. Auto-claude-code-research-in-sleep has 11.0k stars, while pfc-mcp has 59 stars.
Which is better, Auto-claude-code-research-in-sleep or pfc-mcp?
The best choice depends on your use case. Choose Auto-claude-code-research-in-sleep if Explore new research areas and discover novel ideas through literature surveys and brainstorming., and pfc-mcp if Browse and search PFC documentation.
Is Auto-claude-code-research-in-sleep free or open source?
Yes, Auto-claude-code-research-in-sleep is open source on GitHub (MIT).
Is pfc-mcp free or open source?
Yes, pfc-mcp is open source on GitHub (MIT).
→