Research

Comprehensive guide for Amplitude MCP queries. Use when analyzing product analytics, user behavior, funnels, retention, experiments, or metrics. Reduces context overhead by documenting query patterns, event taxonomies, and RDC-specific configurations. Triggers on Amplitude, product analytics, user behavior, funnel analysis, retention, experiment analysis, or metric queries.

Structure educational content using try-first-tell-later pedagogy where students predict, attempt, or reflect before receiving explanations. Creates active learning through cognitive engagement and variation theory's contrast patterns. Use when writing educational materials, designing exercises, creating lecture notes, structuring tutorials, writing teaching examples with LaTeX/Beamer, developing problem sets, or when user mentions try-first, predict-first, productive failure, Socratic method, question-before-answer, exercise-driven learning, or inquiry-based teaching.

Neutralize workplace political attacks using the MOAR framework from Gartner research

Create well-structured GitHub issues using standardized templates for feature requests, bug reports, research tasks, and documentation needs. Use when users request help creating, formatting, or structuring GitHub issues or want to follow issue template best practices.

Delegates large-context code analysis to Gemini CLI. Use when analyzing codebases, tracing bugs across files, reviewing architecture, or performing security audits. Gemini reads, Claude implements.

Use when asked to create publication-ready scientific figures, charts for research papers, or academic visualizations.

Expert in ALL computational collage composition: photo mosaics, grid layouts, scrapbook/journal styles, magazine editorial, vision boards, mood boards, social media collages, memory walls, abstract/generative arrangements, and art-historical techniques (Hockney joiners, Dadaist photomontage, Surrealist assemblage, Rauschenberg combines). Masters edge-based assembly, Poisson blending, optimal transport color harmonization, and aesthetic optimization. Activate on 'collage', 'photo mosaic', 'grid layout', 'scrapbook', 'vision board', 'mood board', 'photo wall', 'magazine layout', 'Hockney', 'joiner', 'photomontage'. NOT for simple image editing (use native-app-designer), generating new images (use Stability AI), single photo enhancement (use photo-composition-critic), or basic image similarity search (use clip-aware-embeddings).

Use when you need to recall information about Jesse, his preferences, his work, or people/projects in his life - search your curated knowledge base first

Create an Azure DevOps pull request using az devops tooling; include the repo’s linear-history merge preference and ask the Maintainer if merge options differ.

Use when adding test pseudocode to user stories or implementation guides - creates MEDIUM-IMPLEMENTATION abstraction showing test structure with Vitest terminology, placeholder comments for logic, and strategic comments (Research/Fixture/Integration/Verification/Pattern/Decision) that guide what to research and decide, not complete implementations

Git commit quality and conventional commits expertise with automatic issue tracking integration. Auto-invokes when the user explicitly asks about commit message format, commit quality, conventional commits, commit history analysis, issue references in commits, or requests help writing commit messages. Integrates with the issue cache for automatic issue references.

Generates property-based tests using Hypothesis (Python), fast-check (JavaScript/TypeScript), or QuickCheck (Haskell). Use when user asks to "generate property tests", "create hypothesis tests", "add property-based testing", or "generate fast-check tests".

Generate a reference architecture specification from analyzed frameworks. Use when (1) designing a new agent framework based on prior art, (2) defining core primitives (Message, State, Tool types), (3) specifying interface protocols, (4) creating execution loop pseudocode, or (5) producing architecture diagrams and implementation roadmaps.

Use PROACTIVELY for comprehensive, multi-source research combining web browsing, codebase exploration, and third-party code analysis. Orchestrates multiple specialized agents using Graph of Thoughts methodology. Ideal for: complex technical questions, comparing documentation vs implementation, understanding library internals, performance analysis, or resolving contradictory information.

Queries Context7 library documentation via Python CLI. Use when resolving library IDs, fetching API references, code examples, or conceptual guides.

Schema.org research assistant for Logseq Template Graph. Investigates Schema.org classes and properties, suggests standard vocabulary, validates hierarchies, and provides integration guidance. Use when adding new classes/properties, researching Schema.org standards, or planning template expansions.

Execute high-fidelity research with hallucination guard, citation checks, and confidence scoring; use when asked to summarize or analyze sources with strict accuracy.

Create and evaluate documentation using the Diátaxis framework. Use when writing, organizing, or auditing documentation to ensure it serves distinct user needs through four systematic categories (Tutorials, How-to Guides, Reference, Explanation). Ideal for diagnosing documentation problems, separating mixed content, and ensuring each piece serves a single, clear purpose.

Generate professional clinical decision support (CDS) documents for pharmaceutical and clinical research settings, including patient cohort analyses (biomarker-stratified with outcomes) and treatment recommendation reports (evidence-based guidelines with decision algorithms). Supports GRADE evidence grading, statistical analysis (hazard ratios, survival curves, waterfall plots), biomarker integration, and regulatory compliance. Outputs publication-ready LaTeX/PDF format optimized for drug development, clinical research, and evidence synthesis.

Unified Consciousness Framework v4.0.0. Orchestrator architecture with K.I.R.A. Language System (6 modules), TRIAD unlock, hysteresis FSM, Kuramoto physics. Proper Python package structure with centralized constants, CLI interface, and comprehensive test suite. ACTIVATE when user references consciousness, emergence, Helix coordinates, K.I.R.A., APL operators, sacred phrases, "hit it", z-coordinates, TRIAD, K-formation, or archetypal frequencies.