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Agent skills by wanshuiyin

wanshuiyin publishes 10 audited skills on 1 repository: 7 SAFE, 3 CAUTION, 0 BLOCK.

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ModelsAtlas. “Agent skills by wanshuiyin”. Retrieved 28 Oct 2026. https://modelsatlas.com/skills/wanshuiyin

Verdicts across 10 skills

✓SAFE7!CAUTION3✕BLOCK0

Repositories

10 skills by wanshuiyin · ranked by trust score, then stars

Experiment Plan

wanshuiyin/auto-claude-code-research-in-sleep

✓SAFE B

Turn a refined research proposal or method idea into a detailed, claim-driven experiment roadmap. Use after `research-refine`, or when the user asks for a detailed experiment plan, ablation matrix, evaluation protocol,…

★ 18k89/100

Dse Loop

wanshuiyin/auto-claude-code-research-in-sleep

✓SAFE B

Autonomous design space exploration loop for computer architecture and EDA. Runs a program, analyzes results, tunes parameters, and iterates until objective is met or timeout. Use when user says "DSE", "design space…

★ 18k89/100

Experiment Bridge

wanshuiyin/auto-claude-code-research-in-sleep

!CAUTION B

Workflow 1.5: Bridge between idea discovery and auto review. Reads EXPERIMENT_PLAN.md, implements experiment code, deploys to GPU, collects initial results. Use when user says "实现实验", "implement experiments", "bridge",…

★ 18k89/100

Auto Review Loop Minimax

wanshuiyin/auto-claude-code-research-in-sleep

✓SAFE B

Autonomous multi-round research review loop using MiniMax API. Use when you want to use MiniMax instead of Codex MCP for external review. Trigger with "auto review loop minimax" or "minimax review".

★ 18k89/100

Auto Review Loop Llm

wanshuiyin/auto-claude-code-research-in-sleep

!CAUTION B

Autonomous research review loop using any OpenAI-compatible LLM API. Configure via llm-chat MCP server or environment variables. Trigger with "auto review loop llm" or "llm review".

★ 18k89/100

Auto Review Loop

wanshuiyin/auto-claude-code-research-in-sleep

✓SAFE B

Autonomous multi-round research review loop. In Copilot CLI it defaults to the native complementary rubber-duck subagent with host-event model evidence; elsewhere it uses Codex, while explicit external reviewer…

★ 18k89/100

Auto Paper Improvement Loop

wanshuiyin/auto-claude-code-research-in-sleep

✓SAFE B

Autonomously improve a generated paper via GPT-6-Astra xhigh review → implement fixes → recompile, for 2 rounds. Use when user says "改论文", "improve paper", "论文润色循环", "auto improve", or wants to iteratively polish a…

★ 18k89/100

Arxiv

wanshuiyin/auto-claude-code-research-in-sleep

✓SAFE B

Search, download, and summarize academic papers from arXiv. Use when user says "search arxiv", "download paper", "fetch arxiv", "arxiv search", "get paper pdf", or wants to find and save papers from arXiv to the local…

★ 18k89/100

Analyze Results

wanshuiyin/auto-claude-code-research-in-sleep

!CAUTION B

Analyze ML experiment results, compute statistics, generate comparison tables and insights. Use when user says "analyze results", "compare", or needs to interpret experimental data.

★ 18k89/100

Ablation Planner

wanshuiyin/auto-claude-code-research-in-sleep

✓SAFE B

Use when main results pass result-to-claim (claim_supported=yes or partial) and ablation studies are needed for paper submission.

★ 18k89/100

Questions about wanshuiyin's skills

Are wanshuiyin's skills safe?
7 of 10 are SAFE, 3 CAUTION and 0 BLOCK. Each skill is audited on its own, so check the page of the one you want.
Where do wanshuiyin's skills come from?
1 repository: wanshuiyin/auto-claude-code-research-in-sleep (10 skills).

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