Research

When the user requests information about academic benchmarks, datasets, or research papers, particularly in machine learning, deep learning, or logical reasoning domains. This skill enables systematic research of academic benchmarks by searching web sources, downloading and analyzing arXiv papers, extracting key metadata (number of tasks, training availability, difficulty levels), and compiling comparative summaries. It triggers on requests involving dataset comparisons, benchmark analysis, o...

Access ZINC (230M+ purchasable compounds). Search by ZINC ID/SMILES, similarity searches, 3D-ready structures for docking, analog discovery, for virtual screening and drug discovery.

Access comprehensive LaTeX templates, formatting requirements, and submission guidelines for major scientific publication venues (Nature, Science, PLOS, IEEE, ACM), academic conferences (NeurIPS, ICML, CVPR, CHI), research posters, and grant proposals (NSF, NIH, DOE, DARPA). This skill should be used when preparing manuscripts for journal submission, conference papers, research posters, or grant proposals and need venue-specific formatting requirements and templates.

Generate concise (3-4 page), focused medical treatment plans in LaTeX/PDF format for all clinical specialties. Supports general medical treatment, rehabilitation therapy, mental health care, chronic disease management, perioperative care, and pain management. Includes SMART goal frameworks, evidence-based interventions with minimal text citations, regulatory compliance (HIPAA), and professional formatting. Prioritizes brevity and clinical actionability.

Look up current research information using Perplexity's Sonar Pro or Sonar Reasoning Pro models through OpenRouter. Automatically selects the best model based on query complexity. Search academic papers, recent studies, technical documentation, and general research information with citations.

Write competitive research proposals for NSF, NIH, DOE, and DARPA. Agency-specific formatting, review criteria, budget preparation, broader impacts, significance statements, innovation narratives, and compliance with submission requirements.

Systematic peer review toolkit. Evaluate methodology, statistics, design, reproducibility, ethics, figure integrity, reporting standards, for manuscript and grant review across disciplines.

Query Open Targets Platform for target-disease associations, drug target discovery, tractability/safety data, genetics/omics evidence, known drugs, for therapeutic target identification.

Create professional research posters in LaTeX using beamerposter, tikzposter, or baposter. Support for conference presentations, academic posters, and scientific communication. Includes layout design, color schemes, multi-column formats, figure integration, and poster-specific best practices for visual communication.

Automated hypothesis generation and testing using large language models. Use this skill when generating scientific hypotheses from datasets, combining literature insights with empirical data, testing hypotheses against observational data, or conducting systematic hypothesis exploration for research discovery in domains like deception detection, AI content detection, mental health analysis, or other empirical research tasks.

Apply behavioral science to product design and produce a Behavioral Product Design Pack (target behavior, behavioral diagnosis, intervention map, prioritized concepts, design specs, experiment + instrumentation plan, ethics/trust review). Use for retention, onboarding, habit loops, and behavior change problems.

PROACTIVELY analyze completed Beads issues to identify patterns, tech debt, and gaps. Suggests new OpenSpec proposals based on discovered work. Use after closing issues or when user asks "what should we work on next?"

Manage beads correctly including claiming, closing, announcements, and dependencies. Use when starting work on a task, when finishing a task, when the user mentions beads or tasks, or when coordinating with other agents on task ownership.

Using BDD to validate architectural hypotheses in TMNL. Covers H1/H2/H3 hypothesis patterns from testbeds, connecting specs to acceptance criteria, and damage reports for antipattern discovery. EDIN-aligned experimentation.

Perform AI-powered web searches with real-time information using Perplexity models via LiteLLM and OpenRouter. This skill should be used when conducting web searches for current information, finding recent scientific literature, getting grounded answers with source citations, or accessing information beyond the model's knowledge cutoff. Provides access to multiple Perplexity models including Sonar Pro, Sonar Pro Search (advanced agentic search), and Sonar Reasoning Pro through a single OpenRo...

Query Open Targets Platform for target-disease associations, drug target discovery, tractability/safety data, genetics/omics evidence, known drugs, for therapeutic target identification.

Query Open Targets Platform for target-disease associations, drug target discovery, tractability/safety data, genetics/omics evidence, known drugs, for therapeutic target identification.

Query Open Targets Platform for target-disease associations, drug target discovery, tractability/safety data, genetics/omics evidence, known drugs, for therapeutic target identification.

Uluslararası bir derginin tam akran denetimi (peer review) sürecini simüle eder: Makalenin alanını otomatik olarak tanımlar, 5 hakemi (Genel Yayın Yönetmeni + 3 Hakem + Şeytanın Avukatı) dinamik olarak yapılandırır. Bu hakemler; metodoloji, alan uzmanlığı, disiplinler arası bakış açıları ve temel argüman meydan okumaları olmak üzere dört çakışmayan perspektiften inceleme yaparak yapılandırılmış bir **Editoryal Karar** ve **Revizyon Yol Haritası** üretir. **Çıktı:** 1. Makalenin alanını ve met...

MCP server tools are available as **direct tool calls** — just like `Read`, `Grep`, or `Bash`. They are NOT CLI commands. Do NOT run them via `claude mcp call` or any shell command. Call them directly as tools. **CORRECT** — call the tool directly: ``` Tool: mcp__playwright__browser_snapshot Parameters: {} ``` **WRONG** — do NOT shell out: ``` Bash: claude mcp call playwright browser_snapshot ... # WRONG — not a CLI command ```

**Date:** 2025-11-01 **Session Type:** Debugging & System Configuration **Skill Used:** learning-capture **ROI Estimate:** 500+ tokens saved per similar incident × 5-10 future occurrences = 2500-5000 tokens ---

Verify claims in backlog items, skill documentation, or plugin content against primary sources using web lookups. Spawns parallel verification agents that MUST use WebFetch/WebSearch/gh — training data recall is explicitly rejected as evidence. Produces VERIFIED/REFUTED/INCONCLUSIVE verdicts with citations. Triggers on "fact check", "verify claims", "check against primary sources", or when backlog items are marked UNVERIFIED.

Interactive debugging companion for Hive agents - identifies runtime issues and proposes solutions

Interactive debugging companion for Hive agents - identifies runtime issues and proposes solutions