Research

Detects new files in the Obsidian vault Clippings folder (from Web Clipper)

Test JSON SQL primitives with semantic-scholar output

Tests project primitive (SELECT fields)

Tests pluck primitive (SELECT single field)

Tests filter-structured primitive (WHERE clause)

Global embedding-based search across all Notes; returns a Collection of matches

Create a Collection object and bind to variable

Guides a founder through the full Y Combinator batch application end-to-end. A 10-phase workflow that captures the live YC form, profiles the founders, stress-tests the idea via an embedded grill loop, runs a mandatory 5-agent parallel external research pass on the startup, drafts every form field with anti-pattern and accepted-example checks, produces founder-video bullet notes (no script), runs a final adversarial gate, generates paste-ready submission answers, unlocks an interview-prep sim...

Comprehensive startup idea validation and market analysis tool. Use when users need to evaluate a startup idea, assess market fit, analyze competition, validate problem-solution fit, or determine market positioning. Triggers include requests to "validate my startup idea", "analyze market opportunity", "check if there's demand for", "research competition for", "evaluate business idea", or "see if my idea is viable". Provides data-driven analysis using web search, market frameworks, competitive...

Search external libraries and frameworks using Sourcebot MCP. Use when researching external code patterns, library APIs, framework examples, or documentation from repositories like Effect-TS/effect, vercel/ai, tanstack/query. NEVER use for local project code.

从 wiki 知识生成论文 Related Work 章节：主题分组 → 叙事结构 → LaTeX 输出，遵循 citation-verification 和 academic-writing

端到端研究编排器：idea 发现 → 实验设计 → 执行 → 判决 → 论文撰写，带人工门控和状态恢复

从 claim graph 编译论文大纲：编译 evidence map → 叙事结构 → 章节计划 + figure plan + citation plan，Review LLM review 必选

从 PAPER_PLAN 起草 LaTeX 论文：逐 section 从 wiki 取材撰写 + 生成 figures/tables + BibTeX 验证 + de-AI polish

实验判决门：Review LLM 独立评判实验结果 → 4 种判决路径 → 自动更新 claims confidence、ideas status、graph edges

扫描全 wiki 发现健康问题，生成修复建议报告（覆盖全 9 种 entity + graph 一致性）

Create an automation that writes a recurring research brief. Uses Tavily MCP for web research and Notion MCP to publish the final brief with executive summary, implications, and source citations.

Install and use pdflatex to compile LaTeX documents into PDFs on Linux. Use when generating academic papers, research publications, or any documents written in LaTeX.

Organize information, evaluate sources, and synthesize findings on any topic. Trigger on phrases like "research assistance", "research this topic", "literature review", "synthesize findings", "source evaluation".

Use Emacs for academic writing, research, and publication preparation with Org-mode and LaTeX. Trigger on phrases like "academic writing in emacs", "emacs academic workflow", "research in emacs", "org-mode thesis", "emacs latex writing".

Write and structure academic papers, theses, and research documents. Trigger on phrases like "academic writing", "scholarly writing", "research paper", "thesis writing", "academic paper structure".

Triage a security alert or case. Use when given an ALERT_ID or CASE_ID to assess if it's a real threat. Enriches IOCs, searches SIEM for context, and determines if the alert should be closed (false positive) or escalated for investigation.

Conduct proactive, hypothesis-driven threat hunting. Use when performing advanced hunting based on threat intelligence, TTPs, or anomalies. For Tier 3 analysts or dedicated threat hunters. Supports iterative search, pivoting, and comprehensive documentation.

Hunt for lateral movement using PsExec, WMI, or similar techniques. Use when proactively searching for attackers moving through your network using admin tools. Searches for service installations, remote process execution, and suspicious network correlations.