joint-hubs

Use Firecrawl for markdown-first web scraping, crawling, and site mapping. Use when: "firecrawl", "crawl docs", "scrape website to markdown", "map website", "rag crawl".

ThoughtMap pipeline, output interpretation, and MCP vector search tools. Use when: "thoughtmap", "thought clusters", "search thoughts", "what am I thinking about", "semantic search notes", "knowledge base", "vector search", "find context in notes", "cluster distances", "topic map", "thinking patterns".

Create and edit JSON Canvas files (.canvas) with nodes, edges, groups, and connections. Use when working with .canvas files, creating visual canvases, mind maps, flowcharts, or when the user mentions Canvas files in Obsidian.

Create and edit Obsidian Bases (.base files) with views, filters, formulas, and summaries. Use when working with .base files, creating database-like views of notes, or when the user mentions Bases, table views, card views, filters, or formulas in Obsidian.

Interact with Obsidian vaults using the Obsidian CLI to read, create, search, and manage notes, tasks, and properties. Also supports plugin and theme development. Use when the user asks to interact with their Obsidian vault from the command line, manage notes, search vault content, or develop and debug Obsidian plugins and themes.

Create and edit Obsidian Flavored Markdown with wikilinks, embeds, callouts, properties, and other Obsidian-specific syntax. Use when working with .md files in Obsidian, or when the user mentions wikilinks, callouts, frontmatter, tags, embeds, or Obsidian notes.

Daily log conventions for agent memory between sessions. Use when: "daily log", "today's note", "what happened today", "session start", "check context".

Design review checklists, accessibility standards, and UX patterns. Use when: "review design", "check accessibility", "design critique", "UX audit"

Statistical Context Engineering algorithm implementation and verification. Use when verifying code against paper equations, checking cross-fitting logic, auditing for leakage, reviewing Algorithm 1, or debugging statistical computations. Triggers include cross-fitting, leakage, equations, paper, algorithm, phi, context operator, variance reduction, out-of-fold.

CI pipeline for auto-generating documentation and architecture diagrams. Use when setting up CI, generating diagrams, updating README automatically, or validating metadata. Triggers include CI, auto-generate, diagram, Mermaid, dependency graph, architecture.

Productionalize R&D ML projects with the craft of an experienced engineer. Use when: "wrap up my ML project", "make this production ready", "productionalize", "I need to ship this model", "prepare for release", "add tests to my pipeline", "make my code look professional", "this needs to not look AI-generated", "review my ML code", "make this reproducible". Covers testing, reproducibility, documentation, code quality, and release prep.

ICML 2025 paper visuals, figures, and LaTeX tables. Use when generating figures, formatting tables, or preparing appendix materials. Triggers include figure, M1, M2, M3, publication, LaTeX, consolidated, ICML, paper.

SCE dataset management, loading, and anonymization. Use when loading datasets, anonymizing sources, managing parquet files, choosing storage strategy, or validating checksums. Triggers include dataset, parquet, download, anonymize, checksums, Hugging Face.

SCE Python library architecture and coding standards. Use when creating new modules, refactoring code, checking dependencies, defining module responsibilities, or writing module headers. Triggers include module, architecture, dependency, imports, engine.py, pipeline.py, meta.py, component.