리서치·학습 스킬

Work with Zotero desktop through a command-line interface to inspect references and collections, generate citations and bibliographies, add notes, and assemble structured information for further AI analysis.

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• Browse references in a selected collection
• Generate citations and bibliographies
• Add notes to saved references

Combine tools for research, reference management, notes, document creation, and publishing. Agents check available software and credentials, then choose suitable tools based on output requirements, costs, and offline needs to build a complete workflow.

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• Review literature and organize references
• Research, write, and publish a blog post
• Turn competitor research into a presentation

Work with NotebookLM through an installed command-line tool to list notebooks, add URL sources, ask questions, generate artifacts, and download results. It also provides commands for checking authentication, conversation history, and sharing status.

한국어 요약은 준비 중입니다. 영어 요약을 표시하고 있습니다.

• List notebooks and inspect their sources
• Add URL sources to a notebook
• Ask questions and review conversation history

Search the web with Exa and retrieve full page text, highlights, or summaries. Choose search modes, narrow results by category and supported filters, and receive structured JSON for research and content collection workflows.

한국어 요약은 준비 중입니다. 영어 요약을 표시하고 있습니다.

• Find research papers on a specific topic
• Collect information about companies
• Track news within a publication date range

Support decisions with market, technical, competitor, and other research. Draft prompts for external research tools, condense existing reports into source-cited summaries, or conduct web research directly, including comparisons between candidates.

한국어 요약은 준비 중입니다. 영어 요약을 표시하고 있습니다.

• Researching markets or competitors for a decision
• Drafting a prompt for an external research tool
• Turning an existing report into a source-cited summary

Compare job requirements with your current skills and experience to identify learning priorities. Get a report with ranked gaps, study resources found through web searches, estimated learning time, and a recommended study sequence.

한국어 요약은 준비 중입니다. 영어 요약을 표시하고 있습니다.

• Identify skill gaps across tracked jobs
• Build a learning plan for one job posting
• Choose study resources and a learning sequence

Coordinate a research project from topic exploration to a final manuscript. The skill connects research, writing, integrity checks, review, and revision workflows, tracks deliverables, and records progress with user confirmation at stage boundaries.

한국어 요약은 준비 중입니다. 영어 요약을 표시하고 있습니다.

• Taking a research topic through to a final manuscript
• Resuming a workflow from an existing draft or reviewer comments
• Tracking checks, revisions, and the paper creation process

Plan, draft, and revise academic papers with support for literature reviews, bilingual abstracts, citation checks, and responses to reviewers. The skill also formats manuscripts for publication requirements and produces Markdown, LaTeX, DOCX, or PDF outputs.

한국어 요약은 준비 중입니다. 영어 요약을 표시하고 있습니다.

• Planning a paper’s structure and evidence
• Drafting a manuscript and bilingual abstracts
• Turning reviewer comments into a revision plan

Simulate peer review through five perspectives covering journal fit, methods, subject expertise, interdisciplinary implications, and counterarguments. Receive separate review reports, an editorial decision, and a revision roadmap, or check whether revisions address earlier comments.

한국어 요약은 준비 중입니다. 영어 요약을 표시하고 있습니다.

• Simulate peer review before journal submission
• Check research methods and statistical validity
• Test core arguments against counterarguments

Develop a research question, search and verify literature, and combine findings into an academic report. Modes also support guided research discussions, claim checking, paper comparisons, and systematic reviews with optional meta-analysis, which statistically combines study results.

한국어 요약은 준비 중입니다. 영어 요약을 표시하고 있습니다.

• Clarify a research direction through guided questions
• Search literature and compare findings across sources
• Check specific claims against supporting sources

Screen study titles, abstracts, and full texts against confirmed eligibility rules. Two AI reviewers assess records separately, with a third resolving conflicts, while outputs document exclusion reasons, selection counts, and the methods used.

한국어 요약은 준비 중입니다. 영어 요약을 표시하고 있습니다.

• Define eligibility rules from a review protocol
• Screen titles, abstracts, and full texts
• Resolve conflicting screening decisions

Stress-test research plans by comparing possible scenarios, such as sample losses, unavailable materials, or methods failing to transfer. Record assumptions and evidence, compare response options, and define contingency plans and observable triggers for changing course.

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• Plan responses to higher-than-expected sample losses
• Prepare backups for unavailable reagents or datasets
• Compare research options under resource constraints

Use SymPy to simplify expressions, solve equations, and calculate derivatives, integrals, and matrices with exact symbolic results. Specify assumptions, verify solutions, and turn mathematical expressions into numerical functions, source code, or LaTeX output.

한국어 요약은 준비 중입니다. 영어 요약을 표시하고 있습니다.

• Solving equations and checking their solutions
• Calculating symbolic derivatives, integrals, and limits
• Finding matrix eigenvalues with exact arithmetic

Check physical units, propagate measurement uncertainty through calculations, and format results with meaningful precision. Local tools also inspect Python code for unit and uncertainty mistakes and assess whether calculated magnitudes are physically plausible.

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• Convert units while carrying measurement uncertainty
• Build an uncertainty budget from calibration data
• Audit Python calculations for unit and uncertainty errors

Run protein structure prediction, molecular design, and docking tools on Tamarind Bio without a local GPU. Guides tool selection, input validation, job submission, batch processing, and result retrieval through its REST API or MCP server.

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• Predicting protein structures in the cloud
• Running binder or antibody design tools
• Submitting batches of sequences for analysis

Simulate concentration changes over time from biochemical models in SBML or Antimony, and compare fixed parameter conditions. Checks model units and exports CSV results plus COMBINE archives containing models and experiment settings, then replays them to compare results.

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• Calculate concentration changes in reaction networks
• Compare baseline and altered kinetic parameters
• Inspect model units and consistency warnings

Retrieve, validate, and export protocols.io experimental procedures while preserving version and attribution details. Check saved JSON offline, save protocol PDFs, or prepare reviewable plans for updates and publication; bundled scripts do not execute changes.

한국어 요약은 준비 중입니다. 영어 요약을 표시하고 있습니다.

• Retrieve a specific version of an experimental protocol
• Validate saved protocol JSON offline
• Export a protocol as a PDF

Design and review laboratory automation with PyLabRobot, including equipment layouts and liquid transfers. Check planned volumes and tip capacities, draft protocols, and simulate operations in software before a trained operator reviews any physical run.

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• Reviewing liquid-transfer plans
• Checking labware layouts and capacities
• Simulating protocols without physical equipment

Assess scientific claims by examining study design, statistics, bias, and evidence quality. Use structured appraisal frameworks to identify supported conclusions, explain uncertainties, and propose practical improvements with concerns traced to specific evidence.

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• Check whether a paper's conclusions match its evidence
• Review study design before collecting data
• Identify statistical problems and potential biases

Simulate lithium-ion battery charging, discharging, and rest with PyBaMM. Track voltage and capacity, record parameter sources, check how numerical settings affect predictions, and compare simulated curves with measured cycling data.

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• Predicting voltage changes during charge, discharge, and rest
• Comparing simulation results with measured cycling data
• Checking how numerical settings affect predictions

Build quantum circuits with Qiskit, test them locally, and prepare them for IBM quantum hardware. The skill covers hardware-specific circuit conversion, sampling, expectation values, and analysis of measurement results, uncertainty, and resource usage.

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• Building and simulating quantum circuits locally
• Adapting circuits to IBM quantum hardware
• Comparing sampled results and expectation values

Develop and prioritize early research ideas through independent brainstorming, structured discussion, evidence checks, and critical review. Keep assumptions, uncertainty, dissent, and scoring reasons visible, then record the human decision and appropriate next steps.

한국어 요약은 준비 중입니다. 영어 요약을 표시하고 있습니다.

• Exploring candidate directions for a new research topic
• Organizing ideas before a research team discussion
• Comparing proposals using explicit evaluation criteria

Manage Zotero reference libraries through Python: search, create, update, and delete references, organize collections and tags, upload PDF attachments, and export citation data. Guidance covers both remote libraries and access through a running local Zotero app.

한국어 요약은 준비 중입니다. 영어 요약을 표시하고 있습니다.

• Searching references in a Zotero library
• Organizing references with collections and tags
• Uploading PDF attachments to references

Validate and convert crystal and molecular structures, compare symmetry assignments, and build phase diagrams showing relative stability from local calculation data. Preserve sources and parameters while analyzing materials data or planning limited Materials Project queries.

한국어 요약은 준비 중입니다. 영어 요약을 표시하고 있습니다.

• Validating crystal structures in CIF files
• Comparing symmetry assignments across tolerances
• Converting structure files and checking information loss