Plugin Claude Code
Plugin marketplace listing 1 plugin: auto-research-with-eyes.
Plugin Claude Code
Plugin marketplace listing 1 plugin: auto-research-with-eyes.
Plugin Claude Code
Autonomous ML research pipeline: idea discovery → experiment → review → paper writing.
MCP server Claude CodeCodexCursor +2
MCP server "codex" as configured in llv22/AutoResearchWithEyes. Launched with codex mcp-server.
Instructions file
Instructions for llv22/AutoResearchWithEyes, covering autoresearchwitheyes: centralized constants, models (cross-model, no self-play), idea discovery & pilot experiments, review loop and workflow orchestration.
Agent
Use this agent when the paper-writing pipeline needs to iteratively improve a compiled paper. Runs REVIEWERMODEL xhigh review, implements fixes, and recompiles for MAXIMPROVEMENTROUNDS rounds to polish writing quality, fix theoretical inconsistencies, and soften overclaims.
Agent
Use this agent when the idea-discovery pipeline needs external critical feedback on research ideas, papers, or experimental results. Invokes REVIEWERMODEL via Codex MCP with xhigh reasoning to act as a senior ML reviewer.
Command
Autonomous multi-round research review loop. Repeatedly reviews via Codex MCP, implements fixes, and re-reviews until positive assessment or max rounds reached. Use when user says "auto review loop", "review until it passes", or wants autonomous iterative improvement.
Command
Workflow 1: Full idea discovery pipeline. Orchestrates research-lit → idea-creator → novelty-check → research-reviewer to go from a broad research direction to validated, pilot-tested ideas. Use when user says "idea discovery pipeline" or wants the complete idea exploration workflow.
Command
Workflow 3: Full paper writing pipeline. Orchestrates paper-plan → paper-figure → paper-write → paper-compile → paper-improver to go from a narrative report to a polished, submission-ready PDF. Use when user says "write paper pipeline", "paper writing", or wants the complete paper generation workflow.
Command
Full research pipeline: Workflow 1 (idea discovery) → implementation → Workflow 2 (auto review loop). Goes from a broad research direction to validated, reviewed research. Use when user says "full pipeline", "end-to-end research", or wants the complete autonomous research lifecycle. Does NOT include paper writing…
Command
Download and set up venue-specific LaTeX templates. Supports iclr2026, neurips2026, icml2026, emnlp2026, or a custom venue. Use when user says "download template", "setup venue", or wants to configure a new conference template.
Skill Claude CodeCodex
Analyze ML experiment results, compute statistics, generate comparison tables and insights. Use when user says "analyze results", "compare", or needs to interpret experimental data.
Skill Claude CodeCodex
Generate and rank research ideas given a broad direction. Use when user says "找idea", "brainstorm ideas", "generate research ideas", "what can we work on", or wants to explore a research area for publishable directions.
Skill Claude CodeCodex
Monitor running experiments, check progress, collect results. Use when user says "check results", "is it done", "monitor", or wants experiment output.
Skill Claude CodeCodex
Verify research idea novelty against recent literature. Use when user says "查新", "novelty check", "有没有人做过", "check novelty", or wants to verify a research idea is novel before implementing.
Skill Claude CodeCodex
Compile LaTeX paper to PDF, fix errors, and verify output. Use when user says "编译论文", "compile paper", "build PDF", "生成PDF", or wants to compile LaTeX into a submission-ready PDF.
Skill Claude CodeCodex
Generate publication-quality figures and tables from experiment results. Use when user says "画图", "作图", "generate figures", "paper figures", or needs plots for a paper.
Skill Claude CodeCodex
Generate a structured paper outline from review conclusions and experiment results. Use when user says "写大纲", "paper outline", "plan the paper", "论文规划", or wants to create a paper plan before writing.
Skill Claude CodeCodex
Draft LaTeX paper section by section from an outline. Use when user says "写论文", "write paper", "draft LaTeX", "开始写", or wants to generate LaTeX content from a paper plan.
Skill Claude CodeCodex
Search and analyze research papers, find related work, summarize key ideas. Use when user says "find papers", "related work", "literature review", "what does this paper say", or needs to understand academic papers.
Skill Claude CodeCodex
Deploy and run ML experiments on local or remote GPU servers. Use when user says "run experiment", "deploy to server", "跑实验", or needs to launch training jobs.