Research & Search

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Statistical analysis toolkit. Hypothesis tests (t-test, ANOVA, chi-square), regression, correlation, Bayesian stats, power analysis, assumption checks, APA reporting, for academic research. Use when this capability is needed.

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Meet your SOTA longevity research partner. Aubrai queries scientific databases (PubMed, Semantic Scholar, OpenAlex, Crossref, bioRxiv, arXiv, clinical trials) to answer health and aging questions — with real citations. Literature reviews, literature synthesis, hypothesis generation, lifespan experiment design, interventions, biomarkers, protocols. Science, not speculation. chat.aubr.ai. Try at chat.aubr.ai. Use when this capability is needed.

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YouTube Research Pro

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Deep Research Skill

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PHP CI tools knowledge base. Provides PHPStan levels and configuration, Psalm integration, PHP-CS-Fixer rules, DEPTRAC layer analysis, Rector automated refactoring, and code coverage tools. Use when this capability is needed.

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Research-driven critique and enhancement of Amelia architecture or ideas docs. Use with GPT-5.2 when given a design/architecture doc to analyze concepts, find sources, and propose improvements plus OSS candidates. Use when this capability is needed.

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Perplexity Sonar API development with search-augmented generation, real-time web search, citations, and OpenAI-compatible Chat Completions. Use for AI-powered applications requiring up-to-date information, research assistants, and grounded responses with sources. Use when this capability is needed.

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Clean Architecture knowledge base. Provides patterns, antipatterns, and PHP-specific guidelines for Clean Architecture and Hexagonal Architecture audits. Use when this capability is needed.

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Layered Architecture knowledge base. Provides patterns, antipatterns, and PHP-specific guidelines for traditional N-tier/Layered Architecture audits. Use when this capability is needed.

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法律检索助手

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Run, screenshot, and drive the reg_webapp dev setup (FastAPI backend + Use when this capability is needed.

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Expert consultant in user research, persona development, user journey mapping, and flow design for complex systems with 10+ years of experience. Specializes in SaaS products, operational systems, DevOps, NOC, observability, and AI assistants. Use when user needs help with personas, user journeys, user flows, understanding user needs, or mapping user processes. Triggers include "Create a persona", "Map the user journey", "Design the user flow", "Who are our users", or similar requests. Provides strategic user understanding that informs UX and UI decisions. Use when this capability is needed.

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Research Management Skill

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Add field definitions to existing research outline. Use when this capability is needed.

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Generates comprehensive company research reports for sales preparation. Use this skill when preparing for executive meetings, researching target accounts, creating account plans, or understanding competitive landscape.

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ALWAYS use this skill whenever the user asks about their Telegram history/messages/chats/DMs (search Telegram, find a message, summarize a chat, extract action items, who said what, recap last week). Uses the Relay API to query the user's synced Telegram messages. Use when this capability is needed.

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Structured workflow that separates research, planning, annotation, and implementation. Use when tackling non-trivial coding tasks that require architecture control, reduced rework, and explicit user sign-off before writing code. Use when this capability is needed.

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Build long-form book manuscripts from outline through revision. Use when users ask for chapter-by-chapter outlines, chapter drafts, illustrative stories, research integration, exercises, transitions, case studies, conclusions, or chapter quality reviews. Use when this capability is needed.

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Use when bootstrapping or revising the language servers for this project — detecting each language in the checkout, installing and configuring its LSP (pyright/pylsp, rust-analyzer, typescript-language-server), confirming the server resolves the project, and smoke-testing each LSP operation against the published contract. Applies once per environment when bootstrapping or revising the codebase language servers, never inside a research session.

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Research ideation partner. Generate hypotheses, explore interdisciplinary connections, challenge assumptions, develop methodologies, identify research gaps, for creative scientific problem-solving. Use when this capability is needed.

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Orchestrates life sciences APIs to build knowledge graphs using the Fuzzy-to-Fact protocol, combining MCPs for nodes and curl for edges, then persisting to Graphiti. This skill should be used when the user asks to \"build knowledge graphs\", \"find biological connections\", \"explore drug repurposing\", \"validate drug targets\", or mentions traversing gene→protein→pathway→drug→disease paths, multi-API orchestration, or graph persistence workflows. Use when this capability is needed.

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Saga Pattern knowledge base. Provides patterns, antipatterns, and PHP-specific guidelines for saga orchestration, choreography, and distributed transaction audits. Use when this capability is needed.

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Provides brand naming frameworks, evaluation criteria, and templates for startup naming work. Auto-activates during brand name development, name evaluation, domain checking, and trademark research. Use when discussing brand name, company name, product name, naming strategy, SMILE SCRATCH framework, domain availability, trademark, name evaluation, sound symbolism, or naming matrix.

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Context Research

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Aggregate prospect intelligence from multiple sources including news, social media, company websites, and financial data. Use when this capability is needed.

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Adds PyTorch FSDP2 (fully_shard) to training scripts with correct init, sharding, mixed precision/offload config, and distributed checkpointing. Use when models exceed single-GPU memory or when you need DTensor-based sharding with DeviceMesh. Use when this capability is needed.

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Checkpoint Workflow Skill

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Academic writing, research methodology, and scholarly communication workflows. Use when writing papers, literature reviews, grant proposals, conducting research, managing citations, or preparing for peer review. Essential for researchers, graduate students, and academics across disciplines. Use when this capability is needed.

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Research Handoff (Oracle)

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3DGS Visualizer — Publication-Quality Research Visualizations

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Analyze and synthesize user research findings following PM best practices. Use when the user provides user research data, interview transcripts, survey results, or user feedback that needs to be analyzed, synthesized, or summarized into insights and recommendations. Use when this capability is needed.

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Queries protein databases (UniProt, STRING, BioGRID) via curl for protein lookups, protein-protein interactions, functional enrichment analysis, and cross-database ID mapping. This skill should be used when the user asks to \"find protein interactions\", \"analyze interaction networks\", \"perform GO enrichment\", \"map protein IDs\", or mentions PPI networks, UniProt accessions, STRING scores, BioGRID interactions, or protein ID conversion between databases. Use when this capability is needed.

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Hexagonal Architecture (Ports & Adapters) knowledge base. Provides patterns, antipatterns, and PHP-specific guidelines for Hexagonal Architecture audits. Use when this capability is needed.

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Use when a task needs capabilities BEYOND basic tools (Read/Grep/Glob/Bash) - semantic search, AI analysis, research, image generation, etc.

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Conducts comprehensive, autonomous deep research on specific topics using Google's Gemini Deep Research API. Initiates long-running background research tasks that synthesize multiple sources into detailed reports. Use when users request deep analysis, comprehensive research, or multi-source synthesis on complex topics. Triggered by phrases like "research", "deep dive", "comprehensive analysis", or when simple fact lookups are insufficient. Use when this capability is needed.

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Generates comprehensive drug research reports with compound disambiguation, evidence grading, and mandatory completeness sections. Covers identity, chemistry, pharmacology, targets, clinical trials, safety, pharmacogenomics, and ADMET properties. Use when users ask about drugs, medications, therapeutics, or need drug profiling, safety assessment, or clinical development research.