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Prepare constructive review drafts for scientific manuscripts, protocols, preprints, and proposals. Organize checks of claims, evidence, methods, statistics, reproducibility, ethics, figures, and citations into specific comments that a responsible human reviewer can verify and revise.

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• Draft evidence-based comments on a scientific manuscript
• Check methods, statistics, and reproducibility reporting
• Choose reporting guidelines and identify missing information

Turn one scientific paper into a structured, 16-section reading card. Break down its methods, connect claims to experimental evidence, identify limitations, and develop research hypotheses, with source references and clear labels for anything the supplied material cannot support.

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• Break down a paper’s methods and assumptions
• Connect central claims to experimental evidence
• Organize limitations and gaps in supporting evidence

Check Binance options for buying or selling crypto with government-issued currencies, such as yen or euros. Look up country-specific payment methods, limits, and reference prices, plus order and payment history when API credentials are available.

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• Check supported currencies and services for a country
• Compare payment methods and transaction limits
• Look up fiat-to-crypto reference prices

Analyzes one .NET project to plan integration tests for an Oracle-to-PostgreSQL migration. Identifies database access methods, prioritizes migration risks, and documents test cases, seed data, and coverage, including empty strings, NULL values, and timezone behavior.

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• Identifying database access methods that need integration tests
• Prioritizing tests for Oracle-specific behavior
• Planning checks for empty strings, NULL values, and timezones

Evaluate companies using projected cash flows, dividends, business segments, and comparisons with peers. Select suitable valuation methods, examine how assumptions change estimated value, and check for problems that can make a seemingly cheap stock misleading.

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• Selecting valuation methods suited to a company
• Comparing estimated value across multiple methods
• Testing growth-rate and discount-rate assumptions

Investigate OpenSEO production errors in Cloudflare Workers Observability. Count worker invocations accurately, compare periods and deployment versions, and filter previously investigated noise to focus analysis on errors that need attention.

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• Investigating a spike in production errors
• Counting out-of-memory events and worker failures
• Comparing error rates across periods or deployments

Diagnose unresponsive GKE GPU or TPU nodes and pods stuck terminating through read-only checks of node status, logs, serial output, and repair history. Receive documented recovery guidance to apply yourself.

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• Investigate nodes stuck in NodeStatusUnknown
• Find kernel panic or hardware failure evidence
• Check node auto-repair settings and failures

Configure GKE ComputeClasses, which define preferred computing resources for workloads. Set fallback options between Spot and on-demand VMs, target GPUs or machine families, control class usage, and investigate pods waiting for suitable nodes.

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• Configuring fallback from Spot VMs to on-demand capacity
• Selecting GPUs, TPUs, or machine families
• Restricting ComputeClass editing and workload usage

Diagnoses storage failures in GKE, Google's managed Kubernetes service, including stuck Pods, disk attachment errors, storage pressure, and missing volume expansion. It provides diagnostic commands and reviewable configuration patches for deployment through GitOps.

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• Diagnose Pods stuck in ContainerCreating
• Investigate slow disks and node storage pressure
• Find why expanded storage is missing inside a container

Manage payment administration with Stripe-compatible tools for creating and finding customers, setting up recurring subscriptions, attaching payment methods, and reviewing customer balance changes. The supplied workflows use Composio's Stripe toolkit through Rube MCP.

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• Create, update, and search customer records
• Create subscriptions and check their status
• List and attach customer payment methods

Build mods that combine content or gameplay from different games. Choose between content ports, two games exchanging data, embedded game engines, or rewritten rules, with clear integration plans and checks against the original behavior.

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• Bring an enemy or weapon from one game into another
• Connect two running games through shared state
• Rebuild another game's rules inside a host game

Prepare a finished game mod for release by checking packaged files, arranging the required folder structure, writing installation instructions and credits, and drafting a video-led announcement. Includes versioning and platform-specific packaging guidance for user-controlled publishing.

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• Checking a mod package before release
• Packaging a mod for its distribution platform
• Writing installation instructions and credits

Examines project code, development history, tests, and documentation, then asks three focused questions to recommend a combination of AI-assisted development methods, with practical starting steps tailored to the project.

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• Choosing development methods for a solo prototype
• Reviewing workflows for an existing SaaS product
• Selecting evaluation methods for an AI product

Analyze .NET test suites for repeated setup, assertions, and copied test methods. Get a report with file locations, before-and-after refactoring examples, priorities, and readability trade-offs, without changing the source files.

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• Finding repeated setup and assertions
• Combining copied tests into parameterized tests
• Identifying shared setup and cleanup opportunities

Assess gRPC services for exposed internal methods, missing access controls, identity spoofing through proxies, and unencrypted traffic. The skill guides service discovery and validates findings using response status codes, external reachability, and demonstrated effects on private data or system state.

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• Inventory exposed gRPC services and methods
• Check authentication and permissions on internal APIs
• Compare identity handling at proxies and backends

Choose quantitative or qualitative methods that fit a research question and dataset. Compare alternatives, check assumptions, generate analysis code, interpret results, and examine sensitivity, meaning how conclusions change under different analytical choices.

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• Choosing methods for a research question
• Generating analysis code in R or Python
• Planning theme identification in interview data

Clarify the philosophical assumptions behind a research project and check whether they fit the proposed methods. Get a reasoned research stance, draft proposal wording, and guidance for explaining how the researcher's background and values shape the study.

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• Clarifying philosophical foundations for a research proposal
• Explaining why the chosen research methods fit the study
• Drafting a statement about the researcher's position

Turn social science papers into structured Markdown reading notes covering contributions, key findings, methods, data, and limitations. Summaries include quantitative results, references to relevant tables or pages, keywords, and a BibTeX citation for later reference.

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• Creating reading notes from a paper PDF
• Summarizing a directory of papers
• Reviewing key estimates and research methods

Choose and implement machine learning methods for estimating causal effects with many control variables or effects that differ across groups. Guidance covers DML, causal forests, and related methods, including diagnostics and limits on interpretation.

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• Estimating average effects with many control variables
• Studying how treatment effects differ across groups
• Implementing cross-fitting for causal estimation

Operate Iris jobs and tasks, from submission and monitoring to debugging and recovery. The skill also guides scheduling checks, coordination between clusters, controller deployments, development GPU or TPU reservations, and investigation of stuck CoreWeave pods.

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• Monitoring Iris jobs and investigating failures
• Diagnosing scheduling delays and cross-cluster coordination
• Deploying or rolling back controllers

Choose methods for interpolation, estimating values between known data points, based on spacing, smoothness, and noise. Provides SciPy implementation examples, polynomial calculations, and checks for boundary oscillations, prediction error, and the shape of resulting curves.

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• Estimating values between known data points
• Choosing between polynomial and spline interpolation
• Considering fitting methods for noisy data

Work through optimization problems using gradients, which indicate how a function changes. The skill guides method selection, step size choices, and convergence checks, with SciPy examples for conjugate gradient and BFGS methods.

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• Choosing a method for an optimization problem
• Adjusting gradient descent step sizes
• Investigating oscillation or slow convergence

Detect horizontal gene transfer (HGT / LGT) using compositional methods (GC%, codon usage, tetranucleotide z-scores via SIGI-HMM, AlienHunter, IslandViewer 4, IslandPath-DIMOB), phylogenetic-incongruence methods (AvP, HGTphyloDetect, ALE / GeneRax / AleRax reconciliation, RANGER-DTL), and BLAST-distribution methods (HGTector v2, DarkHorse, Alien Index). Use when screening prokaryote genomes for genomic islands and HGT events, distinguishing HGT from incomplete lineage sorting / differential gene loss / hybridization, mapping donor lineages via phylogenetic placement, separating eukaryotic HGT from contamination, ruling out gBGC as a false signal, or quantifying DTL rates with ALE/GeneRax on bacterial trees.

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Provides R wrappers of several on-target and off-target scoring methods for CRISPR guide RNAs (gRNAs). The following nucleases are supported: SpCas9, AsCas12a, enAsCas12a, and RfxCas13d (CasRx). The available on-target cutting efficiency scoring methods are RuleSet1, Azimuth, DeepHF, DeepCpf1, enPAM+GB, and CRISPRscan. Both the CFD and MIT scoring methods are available for off-target specificity prediction. The package also provides a Lindel-derived score to predict the probability of a gRNA to

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