ldm2060/research_copilot

sanity-check

Final 6-dimension sanity check (logic/citation/reproducibility/novelty/venue/de-AI). Use before submission for comprehensive audit.

submission-sprint

Pre-submission optimization loop (review → fix → review). Use before final submission to close all P0 gaps.

paper-polish

Polishes paper text and removes AI patterns. Use after writing stage to refine language and ensure venue compliance.

experiment-design

Designs and launches experiments. Handles long-running tasks via Monitor. Use for experiment tasks.

literature-search

Focused literature search skill. Searches papers, locks baselines, builds related-work map. Use for standalone literature tasks.

full-research-workflow

Orchestrate a complete research workflow from literature review to camera-ready paper. Calls `rc` CLI commands to create tasks, dispatches agents for execution, verifies quality gates. Follows Trellis philosophy: Task-first, Action-before-asking, Single…

init-mcp

Use when setting up the plugin for the first time, installing dependencies, configuring MCP servers, or when the user says '初始化', 'init', 'setup', '装环境', '配置', 'install', 'configure', 'first time', '首次使用'. Handles both dependency marketplace installation and…

deep-interview

Pre-plan Socratic clarification. Use BEFORE drafting any plan (ideation direction, experiment Goal anchor, rebuttal strategy, pipeline routing) to expose hidden assumptions, lock topology, and converge on scope. Walks the decision tree one branch at a time…

research-workflow

Research pipeline workflow enforcement. Use when coordinating any research stage (literature/ideation/experiment/writing/polishing/review/rebuttal). Provides mandatory checklist and state machine rules.

plugin-dev-agent-development

Workflow for Research Copilot plugin development. Use when creating, updating, reviewing, or debugging `.agent.md`, `SKILL.md`, agent orchestration rules, worker dispatch protocols, pipeline ledger workflows, or plugin packaging docs. Triggers on: plugin-dev,…

de-ai-checker

Validation skill for de-AI quality checking. Use AFTER polishing to verify that AI patterns have been removed and text reads naturally. Triggers on: 'check de-AI quality', 'verify humanization', 'validate polish', 'de-AI checker', '检查去AI效果'. This is a…

grill-with-docs

Post-plan stress test. Use AFTER a plan is drafted (Goal anchor, ideation candidate, rebuttal strategy, pipeline template) to gap-check the plan against the project's existing documentation, terminology, and recent reviewer / handoff history in `.copilot/`.…

arxivsub-skill

Use whenever the user wants to search for academic papers, find recent research, look up conference publications, or explore literature on any AI / ML / CV topic. Routes through the `arxivsub-search` MCP server (arXiv + CVPR / ICCV / ICLR / ICML / NeurIPS /…

model-escalation

Use when repeated debugging or writing iterations fail, root cause is unclear, environment limits block progress, the user is still dissatisfied after multiple attempts, or the user says '疑难杂症', '卡住', '多轮迭代无解', '反复失败', '更强模型', '升级求助', 'stuck', 'escalate',…

paper-architecture-web-drawing

Use when the user wants a paper's abstract + method turned into a publication-ready architecture diagram, rendered as a single HTML file with inline SVG (and Python-generated SVG sub-figures for heatmaps / distributions / scatter / matrices). Triggers on:…

paper-deai

Use when the user asks to de-AI English LaTeX prose, humanize it, or remove the mechanical / chat-bot patterns. Triggers on: "去AI味", "de-AI", "remove AI patterns", "humanize", "去机械化". Rewrites at the same word count — does not add or delete content. Do NOT…

paper-en2zh

Use when the user asks to translate English LaTeX paper text into Chinese for comprehension. Triggers on: "翻译成中文", "English to Chinese", "英译中", "translate to Chinese". Outputs natural-language Chinese (not LaTeX). Strips citations / refs / formatting commands.

paper-expand

Use when the user asks to lightly expand English LaTeX text — add depth, surface implicit reasoning, increase logical connection. Triggers on: "扩写", "expand", "enrich", "elaborate". Does NOT pad with filler. Do NOT use for shortening (paper-shorten) or…

paper-experiment-analysis

Use when the user has ML experiment results and needs them interpreted into LaTeX analysis paragraphs. Triggers on: "实验分析", "analyze experiments", "experiment analysis", "分析数据", "data analysis". Comparison & trend-driven; not a numerical recitation. Do NOT…

paper-figure-caption

Use when the user asks for a publication-ready English figure caption from a Chinese description. Triggers on: "图标题", "figure caption", "figure title", "图的标题". Outputs the caption text only — no `Figure 1:` prefix. Do NOT use for table captions…

paper-logic-check

Use when the user asks for a red-line consistency / logic check on near-final English LaTeX. High tolerance — only fatal issues are reported. Triggers on: "逻辑检查", "logic check", "校对", "proofread", "consistency check". Do NOT use for style polishing…

paper-polish

Use when the user asks to deep-polish an English LaTeX paper or a Chinese grant proposal — rigorous academic register, reduced AI feel, structured contribution framing. Triggers on: "polish", "润色", "deep rewrite", "publication quality", "基金润色". Works in both…

paper-review

Use when the user wants a top-conference reviewer perspective on paper quality, with a severe-but-constructive tone. Triggers on: "审稿", "review", "reviewer", "peer review", "评审". Outputs a review report + strategic author advice. Do NOT use for pre-submission…

paper-sanity-check

Use when the user is preparing to submit a paper or has completed a major revision and needs a pre-submission factual / structural / logical audit. Triggers on: "sanity check", "查错", "基础检查", "check paper", "verify paper", "论文检查", "pre-submission check".…

paper-shorten

Use when the user asks to lightly compress English LaTeX text without losing information (target 5-15 words removed). Triggers on: "缩写", "缩减", "shorten", "compress", "reduce length". Does NOT delete content; only tightens syntax. Do NOT use for expansion…

paper-table-caption

Use when the user asks for a publication-ready English table caption from a Chinese description. Triggers on: "表标题", "table caption", "table title", "表的标题". Outputs the caption text only — no `Table 1:` prefix. Do NOT use for figure captions…

paper-translate

Use when the user has a Chinese academic draft and needs it converted to publication-ready English LaTeX. Triggers on: "中译英", "Chinese to English", "translate", "翻译成英文". Combined translation + light polish. Do NOT use for English-to-Chinese (use paper-en2zh)…

scientist-experiment-runner

Use when the user asks to '开始实验', '推进实验', 'run experiment', 'advance the experiment', 'turn an idea into experiment', or wants an idea JSON converted into concrete code edits and runs directly in Copilot. Copilot-native — Copilot writes the changes and reads…

scientist-ideation

Use when the user has a workshop / topic Markdown and wants it turned into an AI-Scientist-format ideas JSON, generated directly in Copilot. Triggers on: '生成 ideas', 'topic 变成想法', 'AI Scientist 出点子', 'generate ideas from topic'. Copilot-native — no workspace…

scientist-plotting

Use when the user asks to '聚合作图', '补图表', '整理实验图', or wants experiment outputs converted into plots + plotting scripts directly in Copilot. Triggers on: 'aggregate plots', 'make figures from results'. Copilot-native — Copilot designs the figure and edits the…

scientist-review

Use when the user asks to '审一下这篇 PDF', '自动审稿', '给我 review', or wants a manuscript / PDF reviewed in Copilot with structured feedback. Triggers on: 'review this manuscript', 'auto-review'. Copilot-native — no workspace review script call.

scientist-runtime-init

Use when the user asks to '检查环境', '能不能跑 AI Scientist', 'runtime check', '初始化 AI Scientist 环境', or wants the ai-scientist MCP to validate Python / CUDA / LaTeX / poppler / runtime prerequisites. Routes through the `ai-scientist` MCP `validate_runtime`. Do NOT…

scientist-writeup

Use when the user asks to '开始写论文', '生成 PDF', '整理成论文', or wants LaTeX / Markdown drafted directly in Copilot from experiment artifacts. Triggers on: 'write the paper', 'generate PDF', 'compile to paper'. Copilot-native — no workspace writeup script call. Do…

talk-normal

Reply-style controller. Use this skill on every turn to keep responses direct, dense, and free of filler. Triggers on: every conversational context — load this skill as the default reply style, in any language. 对话风格控制技能。