Academic
Academic writing, research, citations
idea-generation
by lingzhi227
Generate novel research ideas with iterative refinement and novelty checking against literature. Score ideas on Interestingness, Feasibility, and Novelty. Use when brainstorming research directions or validating idea novelty.
self-review
by lingzhi227
Automatically review an academic paper using the NeurIPS review form with three reviewer personas, ensemble scoring, and reflection refinement. Extracts text from PDF, runs structured review, and outputs actionable feedback. Use when the user wants to review a paper before submission or get feedback on a draft.
literature-search
by lingzhi227
Search academic literature using Semantic Scholar, arXiv, and OpenAlex APIs. Returns structured JSONL with title, authors, year, venue, abstract, citations, and BibTeX. Use when the user needs to find papers, check related work, or build a bibliography.
deep-research
by lingzhi227
Conduct systematic academic literature reviews in 6 phases, producing structured notes, a curated paper database, and a synthesized final report. Output is organized by phase for clarity.
figure-generation
by lingzhi227
Generate publication-quality scientific figures using matplotlib/seaborn with a three-phase pipeline (query expansion, code generation with execution, VLM visual feedback). Handles bar charts, line plots, heatmaps, training curves, ablation plots, and more. Use when the user needs figures, plots, or visualizations for a paper.
infocard
by markdown-viewer
Create editorial-style information cards using HTML/CSS embedded directly in Markdown. Best for knowledge summaries, data highlights, topic overviews, event announcements, and content cards with magazine-quality typography and layout. NOT for architecture diagrams (use architecture), flowcharts (use mermaid), or data visualization (use vega).
deep-research
by youlianvr
"Run a disciplined, multi-source research investigation for a high-stakes question or decision — fan-out web search across many channels, parallel batched searches, source triangulation (each claim backed by ≥3 independent sources), an adversarial review pass, and every source saved to its own file with verbatim quotes for reuse. Use when a low-quality answer is expensive: strategy work, comparing N products/methods/markets, validating a hypothesis with external data, or mapping how a field works. NOT for quick fact-checks (answer directly), structured 12-dimension competitor scoring (use competitive-teardown), or fast topic overviews where the decision risk is low (use the research router instead)."
aggg2-persona
by youlianvr
Use for ANY communication with the user — how to speak and respond: when to explain simply and step by step, when briefly, how to react to a difficult situation, how to verify your own answers, how to reduce the interlocutor's load, how not to pass guesses off as facts. Covers: tone and style (calm, human, no sugarcoating), adaptation to the interlocutor (pace, level, mood), "explain step by step" mode, how to explain complex things (audience → layers → analogy → comprehension check), visual presentation (tables, hierarchy, highlighting, diagrams), importance of no hallucinations (fact checking, "verify" instead of guessing), testing answers through a beginner's eyes, answer structure (result first, next step last). Not for techniques (web-research-camoufox, db-first-search) — this skill is about HOW to speak.
ln-200-scope-decomposer
by levnikolaevich
"Orchestrates full decomposition (scope → Epics → Stories → RICE prioritization) by delegating ln-210 → ln-220 → ln-230. Sequential processing. Epic 0 for Infrastructure."
ln-230-story-prioritizer
by levnikolaevich
RICE prioritization per Story with market research. Generates consolidated prioritization table in docs/market/[epic-slug]/prioritization.md. L2 worker called after ln-220.
ln-001-standards-researcher
by levnikolaevich
Research standards/patterns via MCP Ref. Generates Standards Research for Story Technical Notes subsection. Reusable worker.
novelty-assessment
by lingzhi227
Assess research idea novelty through systematic literature search. Multi-round search-evaluate loops with harsh critic persona. Binary novel/not-novel decision with justification. Use before committing to a research direction.
report-writing
by vstorm-co
Guidelines for writing well-structured, cited research reports
diagram-design
by vstorm-co
Best practices for creating research diagrams with Excalidraw MCP tools
ln-520-test-planner
by levnikolaevich
"Orchestrates test planning pipeline (research → manual → auto tests). Coordinates ln-521, ln-522, ln-523. Invoked by ln-500-story-quality-gate."
brainstorming-ideas
by alexei-led
Turn ideas into designs through collaborative dialogue. Use when user wants to brainstorm, design features, explore approaches, or think through implementation before coding.
ln-222-story-replanner
by levnikolaevich
Replans Stories when Epic requirements change. Compares IDEAL vs existing, categorizes operations (KEEP/UPDATE/OBSOLETE/CREATE), executes in Linear.
ln-220-story-coordinator
by levnikolaevich
CREATE/REPLAN Stories for Epic (5-10 Stories). Delegates ln-001-standards-researcher for standards research. Decompose-First Pattern. Auto-discovers team/Epic.
smart-search
by AIsa-team
'Intelligent hybrid search combining web and academic sources via AIsa Smart Search endpoint. Best when you need both web and scholarly results. Use when: the user needs web search, research, source discovery, or content extraction.'
notion-research-documentation
by ComposioHQ
Research across Notion and synthesize into structured documentation; use when gathering info from multiple Notion sources to produce briefs, comparisons, or reports with citations.
paper-interpreter
by chujianyun
论文解读助手。适用于用户发送 arXiv 论文链接，并希望下载论文、解读论文、生成读书笔记、做论文拆解或输出详细报告时使用。会在工作目录创建论文文件夹、下载 PDF 与 TeX Source（如有）、生成中文 Markdown 报告。默认先交付初稿，不自动复查；如果用户明确同意，再安排后续复查。不适用于只要简短推荐语的情况。
aiox-pm
by SynkraAI
Product Manager (Morgan). Use for PRD creation (greenfield and brownfield), epic creation and management, product strategy and vision, feature prioritization (MoSCoW, RICE), roa...
paper-writing-section
by lingzhi227
Write a specific section of an academic paper (Abstract, Introduction, Background, Related Work, Methods, Experiments, Results, Discussion/Conclusion) with section-specific guidance and two-pass refinement. Use when the user wants to write, draft, or improve a paper section.
paper-revision
by lingzhi227
Revise papers based on reviewer feedback. Map reviewer concerns to specific sections, apply targeted edits, run additional experiments if needed, and verify improvements. Use after receiving peer review with revision requests.