A full-process AI Agent research training package that teaches students to deploy Codex, Claude Code, OpenClaw, Hermes, and other Agents from scratch; use tools such as Skills, Feishu, AMiner, AI4Scholar, Zotero, and Obsidian; and complete real-world literature searches, daily literature reviews, knowledge-base construction, topic generation, theory building, scenario experiment design, scale development, statistical analysis, causal inference, text mining, EEG/ERP experiments, BCI EEG modeling,
Paddle-based deep learning workflows from the course materials, including DNN/RNN text-style baselines and the CNN/LeNet image classification case using folder-labeled digit images. Use when a user asks Codex to train, evaluate, save, load, or predict with course DNN, CNN/LeNet, or RNN/GRU examples.
Chinese sentiment analysis workflows using dictionary scoring, traditional machine learning classifiers, and LLM API calls. Use when a user asks Codex to label sentiment, calculate dictionary sentiment scores, train a TF-IDF sentiment classifier, predict sentiment from a saved classifier, or call a large language…
Basic Chinese NLP and text analysis workflows for PDF text/table extraction, jieba tokenization, word and sentence frequency, word clouds, TF-IDF, Word2Vec, sentence embeddings, and text similarity. Use when a user asks Codex to extract text from PDFs, segment Chinese text, count terms or sentences, create word…
Topic modeling workflows for Chinese corpora using LDA, Dynamic Topic Model/DTM, and BERTopic. Use when a user asks Codex to discover topics, train LDA models, compute topic keywords, model topic evolution over time, train DTM, run BERTopic, export document-topic assignments, or create topic visualization outputs from…
Systematic writing framework for philosophy and interdisciplinary academic papers from optimized outline to submission-ready manuscript. Use when users want to: (1) write a paper from a detailed outline, (2) ensure quality control during writing, (3) maintain consistency across chapters, (4) prepare a submission-ready…
Systematic strategic planning framework for philosophy and interdisciplinary academic papers targeting preprint platforms (PhilArchive, arXiv, PhilSci-Archive). Use when users want to: (1) plan a paper on a specific topic, (2) identify research gaps and assess originality, (3) develop optimized paper outlines, (4)…
Guide users through a structured workflow for co-authoring documentation. Use when user wants to write documentation, proposals, technical specs, decision docs, or similar structured content. This workflow helps users efficiently transfer context, refine content through iteration, and verify the doc works for readers.…
A framework for writing empirical research papers in finance, economics, and accounting. Empirical research uses observed data or experiments to test claims.
Apply the ScholarEval framework to systematically evaluate scholarly and research work. This skill provides structured evaluation methodology based on peer-reviewed research assessment criteria, enabling comprehensive analysis of academic papers, research proposals, literature reviews, and scholarly writing across…
Core skill for the deep research and writing tool. Write scientific manuscripts in full paragraphs (never bullet points). Use two-stage process: (1) create section outlines with key points using research-lookup, (2) convert to flowing prose. IMRAD structure, citations (APA/AMA/Vancouver), figures/tables, reporting…
Access comprehensive LaTeX templates, formatting requirements, and submission guidelines for major scientific publication venues (Nature, Science, PLOS, IEEE, ACM), academic conferences (NeurIPS, ICML, CVPR, CHI), research posters, and grant proposals (NSF, NIH, DOE, DARPA). This skill should be used when preparing…
Browser automation CLI for AI agents. Use when the user needs to interact with websites, including navigating pages, filling forms, clicking buttons, taking screenshots, extracting data, testing web apps, or automating any browser task. Triggers include requests to "open a website", "fill out a form", "click a…
Set up AI4Scholar access through MCP or the OpenClaw plugin. Trigger for AI4Scholar deployment, ai4scholar.net API key configuration, mcp.ai4scholar.net/sse, OpenClaw plugin install, Scholar plugin setup, gateway restart, Windows plugin install troubleshooting, or verifying AI4Scholar availability.
Use AI4Scholar OpenClaw plugin Scholar Mode and slash commands for literature projects, local paper library, project reading lists, and academic assistant context. Trigger for /library, /projects, /reading-list, Scholar Mode, AI4Scholar project workflow, downloaded-paper library, or managing papers inside OpenClaw.
Build apps with the Claude API or Anthropic SDK. TRIGGER when: code imports anthropic/@anthropic-ai/sdk/claudeagentsdk, or user asks to use Claude API, Anthropic SDKs, or Agent SDK. DO NOT TRIGGER when: code imports openai/other AI SDK, general programming, or ML/data-science tasks.
Guide for creating high-quality MCP (Model Context Protocol) servers that enable LLMs to interact with external services through well-designed tools. Use when building MCP servers to integrate external APIs or services, whether in Python (FastMCP) or Node/TypeScript (MCP SDK).
Search the web, extract URL content, and run deep research using the Parallel Chat API and Extract API. Use for ALL web searches, research queries, and general information gathering. Provides synthesized summaries with citations.
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