Use when a team wants to compare outbound variants, learn from response rates, and update sequence guidance without overclaiming causality.
Use when evaluating whether a research idea clears the REStud top-5 bar, or when sharpening a fuzzy idea into one clean original contribution for a The Review of Economic Studies…
Track manuscript resubmission deadlines and automatically generate phase-appropriate task breakdowns for academic researchers based on remaining time.
Assesses whether study results are trustworthy by auditing design integrity, sample structure, statistical handling, bias control, validation chain, and claim discipline.
Use when experiments complete to judge what claims the results support, what they do not, and what evidence is still missing.
Use when the user wants to inspect, search, normalize, resume, hand off, or optionally import local Codex, Claude, or Antigravity CLI conversation history.
Produces a structured verification checklist for any scientific paper or research claim you plan to cite, covering every step a journalist should take to confirm the paper is…
Analyses sprint delivery data and produces a structured retrospective brief. Use when asked to run a retrospective, analyse sprint data, prepare a retro brief, or turn sprint…
Agente Researcher do time Code New Project Agents. A partir de `ideation.md`, aprofunda o público-alvo em 1 a 3 personas estruturadas com jornadas.
Adversarial review of any input (human idea, agent analysis, research report, feedback, observation) BEFORE it mutates persistent project state.
When the user wants to research customer pain points, complaints, or sentiment using review platforms like Trustpilot, G2, Capterra, or app stores.
Use when targeting Review of Economics and Statistics (REStat) or deciding whether an applied econometrics manuscript fits this venue.
EXPERIMENTAL. Review stage execution friction and draft improvements back to the plugin.
Use when asked to review a branch, PR, or implementation where the quality of the approach itself is in question — not just code style, but whether the technique or design is…
Select merged PRs with substantive human reviews for reviewer distillation experiment
Use when targeting Reviews of Geophysics (Rev Geophys) or deciding whether an Earth or space science review fits this authoritative, very-high-impact invited-review venue.
Use when targeting Reviews of Modern Physics (RMP) or deciding whether a physics review manuscript fits this largely invited, authoritative synthesis venue.
Builds prioritized manuscript revision plans for major or minor revisions by separating comments that require experiments, analyses, clarification, restructuring, or wording…
Deep investigation across multiple sources with analysis. Creates comprehensive reports. Use when user says "deep research", "investigate", "thorough analysis".
Use when the causal-inference or asset-pricing identification strategy is the bottleneck for a The Review of Financial Studies (RFS) manuscript — quasi-experiments (DID, IV, RDD,…
Use when the research question or contribution is the bottleneck for a The Review of Financial Studies (RFS) manuscript.
Use when you have a normalized peak-abundance matrix from FT-ICR MS data (peaks as rows, samples as columns) and need to compare the number and diversity of detected molecular…
Performs ARA Seal Level 2 semantic epistemic review on Agent-Native Research Artifacts, scoring six dimensions (evidence relevance, falsifiability, scope calibration, argument…
RIPER methodology orchestrator — Research → Innovate → Plan → Execute → Review — the FOURTH instance of the AD/AID-PDLC sub-cycle contract (ADR-010 / RFC-018).
Use when after identifying precursor peptides from genome assemblies via BGC mining, when you need to enumerate the chemical space of PTM variants (lantibiotic, lassopeptide,…
Deterministic deep research via RivalSearchMCP. 9 tools: 5-engine web search (DuckDuckGo/Bing/Yahoo/Mojeek/Wikipedia), 9-platform social search…
Use when running the final pre-submission preflight for The RAND Journal of Economics (RJE) via the Wiley Research Exchange portal — hard page caps (40/50 pp, double-spaced), the…
Use to test whether a research question fits The RAND Journal of Economics (RJE) — the flagship industrial-organization journal with a deliberately narrow applied-microeconomics…
Update a task/study RLXP report from structured evidence, including incumbent, experiment table, metrics, guardrails, decisions, budget usage, open risks, next action, and stop…
Phase 1 — Market research and idea discovery via store top charts and competitor analysis.
Use when before constructing a DESeqDataSet from count data or tximport output, when you have raw RNA-seq samples that need to be annotated with experimental conditions, treatment…
Use when you have paired scATAC-seq and scRNA-seq data from the same cells (multiome experiment) and want to perform integrated analysis that leverages both chromatin…
Compute the bacterial pan-genome from Prokka/Bakta GFF3 annotations with Roary's CD-HIT + BLAST + MCL clustering pipeline.
Use when after drift correction of LC-MS peak intensity data, when you need to identify metabolic features with excessive internal spread (within-group variability in QC samples)…
Use when the credibility core of a Review of Finance (RoF) manuscript is the bottleneck — causal identification for empirical finance (DID, IV, RDD, event study, natural…
Web page fetching and crawling for AI agents. Extract content from URLs for research, documentation, and competitive analysis.
HV (Horizontal-Vertical) Analysis deep research skill for products, companies, concepts, technologies, or people.
Invoke when comparing models or prompts and you want evidence, not a vibe check — choosing a model for a task (opus vs sonnet vs haiku; Claude vs Codex vs Gemini), A/B testing…
Use when you have CDF-format mass spectrometry imaging files from plant roots with accompanying MATLAB workspace files (.mat), and your research goal is to reproduce linear-axis…
Specialized research and analysis prompt methodology for Claude. Provides 11 tested approaches (3 identity, 4 reasoning, 4 output) for data analysis, policy research, systematic…
Use when performing statistical unfolding for an ATLAS cross-section measurement: building a response matrix from MC, applying Bayesian iterative unfolding (RooUnfoldBayes), SVD…
Expert guidance for ROS 2 (Jazzy) development in Python (rclpy) and C++ (rclcpp). Use whenever the user works with ROS 2 nodes, topics, services, actions, QoS, parameters,…
Rowan is a cloud-native molecular modeling and medicinal-chemistry workflow platform with a Python API.
Rowan is a cloud-native molecular modeling and medicinal-chemistry workflow platform with a Python API.
Use after /rpi-research when you want an interactive, gated plan-creation flow. Interactive: presents understanding, design options, phase outline, then draft — each gated on user…
Use when starting the RPI flow and you want to deeply understand a question, system, or feature by reading the codebase before planning.
Explain the rpm plugin and list its commands. Use when the user asks what rpm is, how /rpm works, which rpm commands are available, or needs an overview of the session-lifecycle /…
Interact with R and RStudio environments for scientific research tasks including creating projects, running analyses, managing dependencies, and generating publication-quality…
Use when stuck on a problem — structured debugging: rubber duck, web research, AI consultation, then escalate.
Orchestrate multiple specialized agents or agent roles for a project. Use when the user says "rudhra swarm", "spin multiple agents", "orchestrate agents", "parallel agents",…
Sustained metric-improvement loop with atomic commits, auto-rollback, and experiment logging. Iterates with specialist agents, commits atomically, auto-rolls back on regression.
Use Aut Sci Write to let an agent search scholarly sources, download papers, extract PDF evidence, sync Zotero citations, and produce review or presentation artifacts.
Guide literature review, experiment tracking, evidence records, result reporting, and paper-writing work through a structured research-agent workflow.
Use claude-code-my-workflow when a research task needs a Claude Code workflow for papers, slides, data analysis, or replication packages with specialist-agent review and…
Use GPT Researcher to plan, gather, source, and assemble cited web or local research reports through a repeatable agent workflow.
Design and run chaos experiments using Litmus or Chaos Mesh. Test system resilience via controlled fault injection, validate hypothesis-driven tests, improve failure recovery.
Build, run, and verify the cim-cac-maxcut-g22 Ising-machine MAX-CUT solvers (CIM / CAC / SB / SA) and the dated parallel-tempering (PT) experiment modules.
Turn Claude Code into a command-driven workflow surface for research, planning, implementation, testing, and review instead of steering every step ad hoc.
Use Open Deep Research when an agent should run a configurable research job that searches, compresses, synthesizes, and writes a cited report across multiple model and search…
Use to keep research a habit, not a phase — small weekly touchpoints with real users, structured as an opportunity-solution tree, with every belief paired to the cheapest test…