claude-scholar

Expert code review specialist. Proactively reviews code for quality, security, and maintainability. Use immediately after writing or modifying code. MUST BE USED for all code changes.

Use this agent when the user provides a Kaggle competition URL or asks to learn from Kaggle winning solutions. Examples:

Use this agent when the user asks to "conduct literature review", "search for papers", "analyze research papers", "identify research gaps", "review related work", or mentions starting a research project. This agent integrates with Zotero for automated paper collection, organization, and full-text analysis. Examples:

Use this agent when the user provides a research paper (PDF/DOCX/arXiv link) or asks to learn writing patterns from papers, extract venue-specific writing signals, study paper structure, or mine rebuttal strategies. The agent writes extracted knowledge into the active installed paper-miner writing memory for ml-paper-writing. It does not maintain project-specific writing memory.

Use this agent when the user asks to "write rebuttal", "respond to reviewers", "analyze review comments", or needs help with academic paper review response. This agent specializes in systematic rebuttal writing with professional tone and structured responses.

Test-driven development guide for writing tests first, implementing the smallest passing change, and keeping verification tight. Use when the user explicitly wants TDD or when a task should be driven by failing tests before code.

Run a blocker-first post-experiment workflow: validate evidence, produce strict statistical analysis when possible, and generate a decision-oriented results report only when the analysis bundle is sufficient. Uses results-analysis + results-report as a gated two-stage workflow.

Commit changes following Conventional Commits format (local only, no push).

Create a new project from template with uv and Git initialization

Archive, detach, purge, or rename KB objects while keeping registry, index, and links consistent.

Refresh the auto index block inside 02-Index.md without overwriting curated content.

Ingest external material into Sources/* inside the bound project KB, then update registry, index, and daily note as needed.

Initialize or rebuild a vault-first, project-scoped Obsidian KB under Research/{project-slug}/ for the current repository.

Repair or strengthen wikilinks among canonical KB notes without generating extra artifact sprawl.

Run deterministic KB health checks and rewrite _system/lint-report.md.

Run the project-scoped literature workflow from Sources/Papers into Knowledge, Writing, and Maps/literature.canvas.

Update the current project Daily note and, when needed, the plan, hub, and runtime binding summary.

Generate or repair derived KB artifacts such as literature.canvas, optional Bases, or other explicit map outputs.

Promote durable content from Daily or source notes into canonical Knowledge, Experiments, Results, Results/Reports, or Writing notes.

Summarize the current bound project KB status, including registry counts and key project note paths.

Run deterministic KB maintenance to refresh scaffold integrity, registry, index, daily note, and runtime binding summary.

Read one or more papers and update the active installed paper-miner writing memory with reusable writing patterns, structure signals, reusable phrasing, venue-specific signals, and rebuttal-friendly language.

Restate requirements, assess risks, and create step-by-step implementation plan. WAIT for user CONFIRM before touching any code.

Design academic poster for conference