Research AI Skills

Brief, dispatch and verify agent work so nothing depends on session memory.

[Activation] Use when the user provides a PDF and requests OCR, Markdown conversion, or structured experiment extraction. [Scope] Submit the PDF to the AMiner PDF OCR open platform…

Recommend and verify target journals for a finished or near-finished manuscript. Use for submission shortlists, single-journal fit checks, realistic venue-level calibration, indexing/OA/APC/speed…

Create editable research PowerPoint decks for lab meetings, supervisor discussions, research progress, and a separate paper-reading mode. Use for 科研汇报PPT、研究进展、组会汇报、导师讨论、文献汇报 and scientific slide…

Guided statistical analysis with test selection and reporting. Use when you need help choosing appropriate tests for your data, assumption checking, power analysis, and APA-formatted results. Best for…

Use when selecting, starting, or resuming an evidence-gated research route for a top computer-science venue or Nature-family journal; source-grounded paper reading, AI-for-biology data feasibility,…

Plan, draft, revise, and audit theses, papers, literature reviews, methods, results, and discussions for argument, evidence, structure, citations, and style.

Skill-driven exploration, targeted reading, web research, and deep-dive analysis for delegate agents. Use when the primary delegates investigation or information gathering rather than artifact review…

Drafts or rewrites a Related Work / prior work section positioned against actually-retrieved papers — derives the REQUIRED clusters from the paper's own claimed scope (not just whatever was…

Structure and derive research formulas when the user wants to 推导公式, derive a theory line, build equations from a problem statement, clarify assumptions, separate formal derivation from remarks, or…

Capture and analyze search queries, web-search calls, sources, citations, and answers exposed by the OpenAI Responses API. Use for GEO research or to examine how a question expands into web searches.…

Extracts and analyses empirical results from primary research papers, summarising each result, explaining its importance, and decomposing the discussion into supporting or contrasting citations. Use…

Transform a product brief into a technical specification.

Apply consistent, professional Markdown formatting rules whenever producing or reformatting Markdown output. Use this skill when generating any Markdown document, when the user asks to reformat or…

Detects statistical errors, logical fallacies, and methodological issues in research content. Checks for p-hacking, correlation/causation confusion, underpowered samples, multiple comparisons…

End-to-end social science and humanities manuscript workflow for research design, literature reviews, questionnaires, interviews, qualitative coding, survey analysis, APA/GB/T citation checks, ethics…

A humanities lecture: how Renaissance linear perspective reshaped early cartography — sources, argument, and evidence. Built as a decision-grade academic research deck for faculty, graduate seminar.

Draft or audit manuscript Data/Code Availability statements, dataset access routes, repository plans, and FAIR metadata. Use for 数据可用性声明、数据共享、数据仓库选择 and dataset citations; not general data cleaning or…

Get a deep critical review of research from Claude via claude-review MCP. Use when user says "review my research", "help me review", "get external review", or wants critical feedback on research…

This skill should be used for advanced LLM evaluation: LLM-as-judge systems, direct scoring, pairwise comparison, rubric calibration, evaluator bias mitigation, confidence scoring, and automated…

AI Berkshire skill: 财务数据获取与交叉验证规范. Source: skills/financial-data.md.

AI crawler access analysis. Checks robots.txt, meta tags, and HTTP headers to determine which AI crawlers can access the site. Provides a complete access map and recommendations for maximizing AI…

Use when you have a task and must decide WHO does it — yourself, a spawned subagent, or another agent in the topology that already holds the context. The rule: how much would a blank slate have to…

Comprehensive citation management for academic research. Search Google Scholar and PubMed for papers, extract accurate metadata, validate citations, and generate properly formatted BibTeX entries.…

Use when creating data visualizations for papers - generates publication-quality plots with top-journal color schemes

Conduct enterprise-grade research with multi-source synthesis, citation tracking, and verification. Use when user needs comprehensive analysis requiring 10+ sources, verified claims, or comparison of…

Scan recent arXiv/OpenReview papers, venue feeds, labs, and competitors for overlap. Use for 竞品监控, 新论文追踪, 论文跟踪, and recurring novelty watch. Give dated evidence and changes since the prior scan. Broad…

读取调研outline，为每个item启动独立agent进行深度调研。禁用task output。

Reverse-engineer what a company is building by scraping their job postings, careers page, LinkedIn Jobs, and engineering blog using TinyFish web agents. Use whenever a user wants to understand a…

Design, build, deploy, and operate production AI agent systems — single agents, multi-agent teams, and autonomous swarms. Complete methodology from agent architecture through orchestration, memory…

Generate hands-on technical tutorials for any topic on demand. Use when the user invokes /lathe with a topic like "/lathe build a digital synth in Zig" or "/lathe how to build a compiler in Rust".

Deep research and analysis tool. Generates comprehensive HTML reports on any topic, domain, paper, or technology. Use when user asks to research, analyze, investigate, deep-dive, or generate a report…

Turn external URLs and documents into LLM-ready content — load + cache web pages (HQCC compression) and OCR PDFs/images to Markdown. Use whenever the user gives a URL, asks you to read a webpage, or…

This skill should be used when picking or diagnosing a training move (SFT, LoRA, DPO/KTO/ORPO, RFT, GRPO/PPO/RLOO, RLHF), or when the user mentions fine-tuning, post-training, training recipe, reward…

Researches what prompts people ask AI engines (ChatGPT, Gemini, Perplexity, Claude) about a product category and produces a prompts.csv artifact — a prioritized, strictly-schema'd list of the queries…

Use when user asks to "read paper", "analyze paper", "summarize paper", "读论文", "分析文献", "帮我看一下这篇paper", "论文笔记", or provides a PDF file that appears to be an academic paper. Specialized for CV/DL…

Autonomously improve a generated paper via GPT-5.4 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…

OpenProse VM skill pack. Activate on any `prose` command, .prose files, or OpenProse mentions; orchestrates multi-agent workflows.

Generate professional slide deck images from academic papers and content. Creates comprehensive outlines with style instructions, auto-detects figures from PDFs, then generates individual slide…

Expert India Digital Personal Data Protection Act, 2023 (DPDPA) compliance advisor. Use this skill whenever a user asks about the DPDPA, DPDP Act, DPDP Rules 2025, India data privacy law, Data…

Use when a task needs current public-web facts, comparisons, fact-checking, sources, or a multi-source synthesis and both web_search and web_fetch are available.

Book cover design with genre-specific conventions, typography rules, and AI image generation. Covers fiction and non-fiction genres, sizing, thumbnail testing, and iteration workflows. Use for:…

Live affiliate program data from openaffiliate.dev. Search programs, compare commissions, check cookie days, find top performers. Use when researching affiliate programs, comparing options, or…

ARA Seal Level 2: Semantic Epistemic Review. Acts as an objective research reviewer for Agent-Native Research Artifacts. Assumes Level 1 structural validation has already passed. Evaluates six…

Reverse-engineer raw materials (Sparse idea, Dense idea, experimental log) from an existing AI research paper to build a benchmark case for evaluating paper-writing pipelines. Replicates the…

Competitive intelligence orchestrator tracking companies across 8+ platforms (GitHub, Twitter, Reddit, HN, PH, YC Jobs) with heat scores and AI briefings.

Build or refresh a readable local AI and agent intelligence feed from the official X MCP server. Use when the user asks for an X-based digest, monitoring dashboard, daily AI feed, source-account…

Reference vocabulary for interpreting vulnerability findings — detector-vs-impact distinction, severity anchoring on demonstrated evidence, the eleven-item interpretation rubric, delegation…

Create polished, fully-editable Word (.docx) documents end to end — research or read the source, outline the structure, pick a style set, build native editable content (cover / headings / body / lists…

Retrieve arXiv paper metadata with keyword queries or import an offline arXiv export, and save results as JSONL (`papers/papers_raw.jsonl`).

Use this academic writing skill to polish or translate academic writing with an explicit Nature, IEEE, Elsevier, or neutral profile. Selects a profile by explicit venue, journal allowlist, then…