Galaxy-Dawn/claude-scholar

Agent Identifier helps you create and configure Claude Code agents, including YAML frontmatter, triggering descriptions, system prompts, model, color, and tool settings. Use it when setting up autonomous subagents, writing agent frontmatter, or designing agent behavior.

Architecture Design defines the standard code architecture for machine learning projects using Factory and Registry patterns. Use it when creating new registrable ML components such as datasets, models, or modules that require decorators and factory wiring.

Bug Detective provides a systematic debugging workflow for investigating and resolving code errors, exceptions, and failures. Use it when debugging, fixing errors, or troubleshooting broken code.

Citation Verification provides reference guidance for verifying academic citations during paper writing. Use it when checking citation accuracy, preventing fake citations, or integrating verification into an ML paper workflow.

Code Review Excellence provides principles, checklists, and techniques for reviewing diffs and pull requests, writing actionable feedback, and establishing team review standards. Use it when auditing code quality, mentoring developers, or improving review cycles.

Command Development guides creating Claude Code slash commands, covering Markdown structure, YAML frontmatter, dynamic arguments, file references, and bash execution. Use it when building reusable, interactive, or namespaced commands for agent workflows.

Daily Coding provides a quality assurance checklist for writing or modifying source code. Use it before, during, and after coding tasks to ensure minimal changes, type safety, security, and clean execution.

Daily Paper Generator discovers, screens, and summarizes recent arXiv and bioRxiv papers for any research topic, producing bilingual Chinese/English structured notes with a Top 10 to Top 3 to Top 1 selection workflow.

Defuddle extracts clean Markdown from web pages so agents can ingest them into a knowledge base, typically under Sources/Web/.

Doc Co-Authoring guides users through a structured three-stage workflow—context gathering, iterative refinement, and reader testing—to collaboratively produce documentation, proposals, technical specs, decision docs, or RFCs.

Expression structures responses with conclusion-first logic, concrete evidence, risk disclosure, and actionable next steps. Use it for task reports, file-operation summaries, research discussion, study-note synthesis, planning, and writing feedback.

Frontend Design creates distinctive, production-grade frontend interfaces with high design quality, avoiding generic AI aesthetics. Use it when building web components, pages, landing pages, dashboards, React components, or HTML/CSS layouts.

Git Workflow provides standards for commit messages, branch management, merge strategies, and conflict resolution. Use it when setting up or following a team Git workflow with Conventional Commits.

Hook Development provides guidance for creating Claude Code plugin hooks, focusing on prompt-based hooks and event-driven automation. Use it when implementing PreToolUse, PostToolUse, Stop, SubagentStop, SessionStart, or other hook events to validate tool use, enforce policies, or add context.

Kaggle Learner extracts and applies knowledge from winning Kaggle competition solutions across NLP, CV, time series, tabular, and multimodal domains. Use it when studying Kaggle competitions, looking for proven techniques, or needing code templates for ML tasks.

LaTeX Conference Template Organizer converts messy conference LaTeX template .zip files into clean, Overleaf-ready submission templates. Use it when asked to organize a LaTeX template zip, clean up example content, or prepare an Overleaf submission.

MCP Integration guides configuring Model Context Protocol servers in Claude Code plugins to expose external service capabilities as tools. Use it when adding, integrating, or connecting MCP servers (SSE, stdio, HTTP, WebSocket) with authentication and environment variable configuration.

ML Paper Writing drafts publication-ready papers for AI conferences like NeurIPS, ICML, ICLR, ACL, AAAI, and COLM. Use it when turning research code and results into a manuscript, finding related work, verifying citations programmatically, or preparing camera-ready submissions.

Nature Data Availability prepares, audits, or revises Nature-ready Data Availability statements, data repository plans, dataset citations, and FAIR metadata checklists for manuscripts. Use it when preparing a submission or responding to reviewer requests for data sharing, repository selection, accession numbers, or restricted-data access wording.

Nature Response drafts, audits, and revises point-by-point reviewer response letters for Nature-family manuscript revisions. Use it when you have editor decision letters, reviewer comments, or draft rebuttals and need an auditable response package.

Nature-Style Academic Polishing polishes, restructures, or translates academic prose into Nature-leaning English using writing-strategy principles, curated Nature/Nature Communications patterns, and Academic Phrasebank. Use when asked to improve a manuscript paragraph, abstract, introduction, results, discussion, conclusion, title, methods section, or Chinese academic draft.

Nature-Style Scientific Writing drafts and structures manuscript sections (abstract, introduction, results, discussion, title) from author-provided evidence and notes. Use it to build or rebuild a paper's argument and prose, not polish finished text.

Obsidian KB Artifacts handles Obsidian-native formatting and derived artifacts such as Markdown formatting, wikilinks, registry tables, canvas files, optional Bases, CLI operations, and link repair. Use it when working with an Obsidian knowledge base.

Obsidian Literature Workflow organizes project literature reviews in Obsidian, moving paper notes from Sources/Papers through synthesis in Knowledge and handoff to Writing. Use it to build evidence-gated literature overviews, method taxonomies, research gaps, claim maps, and related-work drafts.

Obsidian Project Knowledge Base Core manages a vault-first, project-scoped Obsidian research knowledge base. It handles bootstrap, routing, daily logging, hub/plan/index maintenance, registry updates, lifecycle actions, and lint orchestration for research projects.