QingFeng Li

Prepare market research reports covering market size, competitors, entry opportunities, and risks. Organize cited evidence, distinguish assumptions from facts, and present charts and strategic recommendations with implementation plans to support business and investment decisions.

한국어 요약은 준비 중입니다. 영어 요약을 표시하고 있습니다.

• Estimating market size for a new product
• Comparing competitors and their market positions
• Evaluating opportunities to enter a new market

Convert documents, spreadsheets, images, and audio into structured Markdown for AI processing. Extract tables, recognize text in images, transcribe audio, and batch convert files using command-line tools or Python.

한국어 요약은 준비 중입니다. 영어 요약을 표시하고 있습니다.

• Convert PDF papers into Markdown
• Extract Excel tables for analysis
• Recognize text in scanned documents

Find the right code for Roo Code evaluations, which test AI coding tasks. This skill explains the execution system, management interface, and public results page, helping agents identify where changes and debugging work belong.

한국어 요약은 준비 중입니다. 영어 요약을 표시하고 있습니다.

• Locate code for evaluation infrastructure fixes
• Find guidance for adding exercises or languages
• Identify files for the evaluation management interface

Handle review and discussion comments on the open GitHub pull request for the current branch. Collect comments, number and summarize the requested changes, then apply fixes for the comments the user chooses using the GitHub CLI.

한국어 요약은 준비 중입니다. 영어 요약을 표시하고 있습니다.

• Reviewing comments on the current branch's pull request
• Listing requested changes with numbered summaries
• Applying fixes for selected review comments

Prepare LaTeX manuscripts for submission by applying publication templates, managing references, fixing compilation problems, and setting up automated PDF builds. The workflow also covers formatting checks and packaging submission files into a zip archive.

한국어 요약은 준비 중입니다. 영어 요약을 표시하고 있습니다.

• Apply journal or conference templates
• Fix compilation and reference errors
• Automate PDF builds with GitHub Actions

Turn prompts, bug fixes, design ideas, and workflow lessons from conversations into organized Obsidian notes. It captures context, tags, and analysis, then can automatically commit and push saved notes to GitHub for backup and version history.

한국어 요약은 준비 중입니다. 영어 요약을 표시하고 있습니다.

• Save useful prompts with reflections
• Record bug fixes and their causes
• Capture design ideas and reusable code patterns

Work through optimization problems using gradients, which indicate how a function changes. The skill guides method selection, step size choices, and convergence checks, with SciPy examples for conjugate gradient and BFGS methods.

한국어 요약은 준비 중입니다. 영어 요약을 표시하고 있습니다.

• Choosing a method for an optimization problem
• Adjusting gradient descent step sizes
• Investigating oscillation or slow convergence

Search and summarize public FDA data through openFDA using Python. Retrieve adverse event reports, recalls, drug labels, device approvals, and substance identifiers to support safety research, regulatory analysis, and comparisons across products or time periods.

한국어 요약은 준비 중입니다. 영어 요약을 표시하고 있습니다.

• Summarizing drug adverse event reports
• Researching medical device approvals and recalls
• Tracking food recalls involving allergens

Find and download public cancer imaging datasets from NCI Imaging Data Commons. Filter scans and pathology images by metadata, preview them in a browser, check licenses, and generate source citations for research or AI training.

한국어 요약은 준비 중입니다. 영어 요약을 표시하고 있습니다.

• Select cancer imaging datasets for AI training
• Find scans by cancer type, imaging modality, or anatomical site
• Preview radiology and pathology images in a browser

Retrieves aggregated hedge fund time series from the public OFR API for research on industry size, leverage, counterparty concentration, and liquidity. It supports finding datasets, comparing series, and downloading data without an API key.

한국어 요약은 준비 중입니다. 영어 요약을 표시하고 있습니다.

• Tracking changes in hedge fund size and leverage
• Studying counterparty concentration and liquidity
• Comparing repo volumes and financing conditions

Evaluate code generation models with HumanEval, MBPP, and multilingual benchmarks. The skill guides test execution and model comparisons using pass@k, an estimate of whether at least one of k generated solutions passes the tests.

한국어 요약은 준비 중입니다. 영어 요약을 표시하고 있습니다.

• Compare code generation models on shared benchmarks
• Measure code generation performance across languages
• Evaluate instruction-tuned coding models

Explain an existing machine learning model by summarizing influential input features and examining individual predictions. It helps investigate unexpected feature interactions and communicate model behavior to nontechnical stakeholders, while noting limitations and potentially misleading explanations.

한국어 요약은 준비 중입니다. 영어 요약을 표시하고 있습니다.

• Explaining why a model made a particular prediction
• Identifying influential input features
• Investigating unexpected feature interactions

Search NCBI GEO for gene expression studies, retrieve experiment details and expression tables, and prepare public datasets for analysis. Includes workflows for data quality checks, comparisons between sample groups, and expression summaries across studies.

한국어 요약은 준비 중입니다. 영어 요약을 표시하고 있습니다.

• Finding expression datasets for a disease or organism
• Downloading expression tables and sample details
• Comparing control and treatment groups

Create reports, guides, and project documents in Markdown with Mermaid, a text-based diagram format. Use document templates and style guides to explain workflows, relationships, and timelines while keeping text and diagrams editable and suitable for version control.

한국어 요약은 준비 중입니다. 영어 요약을 표시하고 있습니다.

• Writing research reports with explanatory diagrams
• Documenting workflows and system relationships
• Preparing project timelines and status reports

Investigate failed pull request checks in GitHub Actions using the GitHub CLI. The skill gathers logs, summarizes failures, proposes a repair plan, and applies changes after explicit approval, with a summary of changes and tests.

한국어 요약은 준비 중입니다. 영어 요약을 표시하고 있습니다.

• Investigating failed GitHub Actions checks
• Reviewing a repair plan before approving changes
• Summarizing failure logs for a pull request

Develop workflows for satellite imagery and geographic data, using guidance and code examples to calculate vegetation indicators, classify land cover, analyze terrain, and find road routes. Covers GIS, software for working with location-based information, and spatial machine learning.

한국어 요약은 준비 중입니다. 영어 요약을 표시하고 있습니다.

• Tracking vegetation changes in satellite imagery
• Classifying land cover with machine learning
• Aggregating location data by region

Implement, customize, and debug legends in G2 charts with guidance on rendering, layout calculations, and user interactions. Understand category and continuous legends, adjust their appearance, and investigate sizing or filtering problems.

한국어 요약은 준비 중입니다. 영어 요약을 표시하고 있습니다.

• Customize legend placement and appearance
• Investigate legend sizing problems
• Implement filtering through legend selections

Retrieve company filings from the SEC, the US securities regulator, using Python. Extract financial statements, insider transactions, and institutional holdings to research companies and compare financial data across reporting periods.

한국어 요약은 준비 중입니다. 영어 요약을 표시하고 있습니다.

• Extracting annual and quarterly financial statements
• Comparing company financials across periods
• Researching insider transactions and institutional holdings

Work with geographic points, lines, and areas in Python. Read spatial files, combine datasets by location, calculate areas and distances, transform coordinate systems, and export results as maps or converted files.

한국어 요약은 준비 중입니다. 영어 요약을 표시하고 있습니다.

• Aggregate point data by geographic area
• Find buildings near roads
• Create maps colored by population

Choose embedding models, which turn text into numerical representations of meaning, for semantic search and AI answers grounded in retrieved documents. Includes examples for document splitting, preprocessing, multilingual content, and measuring retrieval quality.

한국어 요약은 준비 중입니다. 영어 요약을 표시하고 있습니다.

• Choosing an embedding model for document search
• Adjusting document chunk sizes and overlap
• Designing search across multiple languages

Search the European Nucleotide Archive for DNA and RNA sequences, raw sequencing reads, and assembled genomes. Retrieve records by accession, a unique record identifier, or filter by research metadata, then download data for analysis workflows.

한국어 요약은 준비 중입니다. 영어 요약을 표시하고 있습니다.

• Retrieve sequence data by accession
• List samples belonging to a study
• Find genome assemblies for an organism

Consult an archived reference for classifying errors, reading stack traces, investigating root causes, and recording reusable fixes. Retained for migration, it documents a debugging process while directing current bug investigation to systematic-debugging.

한국어 요약은 준비 중입니다. 영어 요약을 표시하고 있습니다.

• Reviewing a structured error diagnosis process
• Consulting error patterns across languages and tools
• Checking templates for reusable solution records

Edit and compare phylogenetic trees, diagrams showing evolutionary relationships. Use ETE to identify gene duplication and speciation events, add NCBI taxonomy information, and export annotated tree figures as PDF, SVG, or PNG files.

한국어 요약은 준비 중입니다. 영어 요약을 표시하고 있습니다.

• Pruning and rerooting existing phylogenetic trees
• Investigating gene duplication and speciation events
• Adding scientific names and taxonomy to trees

Assess language models with over 60 academic benchmark tests using consistent prompts and scoring. Compare models, track performance during training, and organize research results with support for HuggingFace models, vLLM, and APIs.

한국어 요약은 준비 중입니다. 영어 요약을 표시하고 있습니다.

• Compare models on standard knowledge and reasoning tests
• Track model performance across training checkpoints
• Organize evaluation results for research reports