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- ▌ Bio Crispr Screens Batch Correction · tools-only bundleBatch effect correction for CRISPR screens. Covers normalization across batches, technical replicate handling, and batch-aware analysis. Use when combining screens from multiple batches or correcting systematic technical variation.
- ▌ Microimpute · tools-only bundleML-based variable imputation for survey data - used in policyengine-us-data to fill missing values
- ▌ UI UX Pro Max · tools-only bundleUI/UX design intelligence. 50 styles, 21 palettes, 50 font pairings, 20 charts, 9 stacks (React, Next.js, Vue, Svelte, SwiftUI, React Native, Flutter, Tailwind, shadcn/ui). Actions: plan, build, create, design, implement, review, fix, improve, optimize, enhance, refactor, check UI/UX code. Projects: website, landing page, dashboard, admin panel, e-commerce, SaaS, portfolio, blog, mobile app, .html, .tsx, .vue, .svelte. Elements: button, modal, navbar, sidebar, card, table, form, chart. Styles: glassmorphism, claymorphism, minimalism, brutalism, neumorphism, bento grid, dark mode, responsive, skeuomorphism, flat design. Topics: color palette, accessibility, animation, layout, typography, font pairing, spacing, hover, shadow, gradient. Integrations: shadcn/ui MCP for component search and examples.
- ▌ Bio Gene Regulatory Networks Differential Networks · tools-only bundleCompare gene regulatory and co-expression networks between biological conditions to identify rewired regulatory relationships using DiffCorr. Detects gained, lost, and reversed gene-gene correlations between conditions. Use when comparing co-expression networks between disease vs control, treatment conditions, or developmental stages.
- ▌ Forecasting Time Series Data · tools-only bundleProcess this skill enables AI assistant to forecast future values based on historical time series data. it analyzes time-dependent data to identify trends, seasonality, and other patterns. use this skill when the user asks to predict future values of a time ser... Use when appropriate context detected. Trigger with relevant phrases based on skill purpose.
- ▌ Bio Flow Cytometry Compensation Transformation · tools-only bundleSpillover compensation and data transformation for flow cytometry. Covers compensation matrix calculation, application, and biexponential/arcsinh transforms. Use when correcting spectral overlap between fluorophores or transforming data for analysis.
- ▌ Annotating Task Lineage · tools-only bundleAnnotate Airflow tasks with data lineage using inlets and outlets. Use when the user wants to add lineage metadata to tasks, specify input/output datasets, or enable lineage tracking for operators without built-in OpenLineage extraction.
- ▌ Eval UI UX · tools-only bundleSpecialized UI/UX evaluator for the Evaluate-Loop. Use this for evaluating UI shell tracks, design system tracks, screen implementation tracks, or any track where the primary deliverable is visual/interactive UI. Checks design system adherence, visual consistency, layout structure, responsive behavior, component states, animations, accessibility baseline, and usability check (copy quality). Dispatched by loop-execution-evaluator when track type is 'ui', 'design-system', or 'screens'. Triggered by: 'evaluate UI', 'UI review', 'design review', 'visual audit'.
- ▌ Bio Workflows Timecourse Pipeline · tools-only bundleEnd-to-end time-course analysis from expression matrix to temporal patterns and enrichment. Covers temporal DE, Mfuzz soft clustering, optional rhythm detection, GAM trajectory fitting, and per-cluster pathway enrichment. Use when analyzing bulk time-series expression experiments from any omics platform.
- ▌ Bio Admet Prediction · tools-only bundlePredicts ADMET properties using ADMETlab 3.0 API or DeepChem models. Estimates bioavailability, CYP inhibition, hERG liability, and 119 toxicity endpoints with uncertainty quantification. Filters for PAINS and other structural alerts. Use when filtering compounds for drug-likeness or prioritizing leads by predicted safety.
- ▌ Microsim Generator · tools-only bundleCreates interactive educational MicroSims using the best-matched JavaScript library (p5.js, Chart.js, Plotly, Mermaid, vis-network, vis-timeline, Leaflet, Venn.js). Analyzes user requirements to route to the appropriate visualization type and generates complete MicroSim packages with HTML, JavaScript, CSS, documentation, screen capture, and metadata.
- ▌ Audit Skill Lifecycle · tools-only bundleAudit skill lifecycle by tracing call chains, detecting circular dependencies, finding instruction contradictions, identifying duplicated datasets, analyzing bidirectional coherence, discovering scriptable sequences, and learning patterns. Use when checking skill coherence, validating skill workflow, finding semantic gaps in plugin structure, or auditing plugin before marketplace submission. Generates audit reports to .claude/audits/ with findings by dimension.
- ▌ Bio Sra Data · tools-only bundleDownload sequencing data from NCBI SRA using the SRA toolkit. Use when downloading FASTQ files from SRA accessions, prefetching large datasets, or validating SRA downloads.
- ▌ Github Readme Generator · tools-only bundleGenerate professional GitHub project README.md with standard structure including project intro, features, installation, usage, documentation, FAQ, contact info, donation, statistics, roadmap, and license. Auto-detects project type and tech stack.
- ▌ Bio Metabolomics Lipidomics · tools-only bundleSpecialized lipidomics analysis for lipid identification, quantification, and pathway interpretation. Covers LC-MS lipidomics with LipidSearch, MS-DIAL, and LipidMaps annotation. Use when analyzing lipid classes, chain composition, or lipid-specific pathways.
- ▌ Bio Seq Objects · tools-only bundleCreate and manipulate Seq, MutableSeq, and SeqRecord objects using Biopython. Use when creating sequences from strings, modifying sequence data in-place, or building annotated sequence records.
- ▌ Bio Spatial Transcriptomics Spatial Statistics · tools-only bundleCompute spatial statistics for spatial transcriptomics data using Squidpy. Calculate Moran's I, Geary's C, spatial autocorrelation, co-occurrence analysis, and neighborhood enrichment. Use when computing spatial autocorrelation or co-occurrence statistics.
- ▌ Bio Epitranscriptomics M6anet Analysis · tools-only bundleDetect m6A modifications from Oxford Nanopore direct RNA sequencing using m6Anet. Use when analyzing epitranscriptomic modifications from long-read RNA data without immunoprecipitation.
- ▌ Bio Data Visualization Genome Browser Tracks · tools-only bundleGenerate genome browser visualizations using pyGenomeTracks or IGV batch scripting for publication figures. Use when creating publication figures of genomic regions with multiple data tracks.
- ▌ Explainer Visuals · tools-only bundleCreate high-quality animated explainer visuals for essays and blog posts. Use when the user wants to visualize concepts, processes, data, or ideas with interactive web animations. Triggers on requests like "create a visual for", "animate this concept", "make an explainer", "visualize this idea", "diagram this process", "show this data", or when essay content would benefit from visual explanation. Handles abstract concepts (mental models, frameworks), technical processes (algorithms, systems), and data visualization (trends, comparisons). Outputs self-contained HTML/CSS/JS that embeds directly in web content.
- ▌ Golf Data · tools-only bundlePGA Tour, LPGA, and DP World Tour golf data via ESPN public endpoints — tournament leaderboards, scorecards, season schedules, golfer profiles/overviews, and news. Zero config, no API keys. Use when: user asks about golf scores, tournament leaderboards, scorecards, PGA Tour schedule, golfer profiles, golfer season stats, LPGA results, or golf news. Don't use when: user asks about other sports.
- ▌ SEO Checklist · tools-only bundleSEO first principles for PolicyEngine web applications - meta tags, crawlability, performance, and dual-mode (standalone + iframe) considerations
- ▌ Markdown Exporter · tools-only bundleConvert Markdown text to DOCX, PPTX, XLSX, PDF, PNG, HTML, IPYNB, MD, CSV, JSON, JSONL, XML files, and extract code blocks in Markdown to Python, Bash,JS and etc files. Also known as the md_exporter skill.
- ▌ Unit Price Database Manager · tools-only bundleManage construction unit price databases: update prices, track vendors, apply location factors, maintain historical records. Essential for accurate estimating.
- ▌ Bio Imaging Mass Cytometry Cell Segmentation · tools-only bundleCell segmentation from multiplexed tissue images. Covers deep learning (Cellpose, Mesmer) and classical approaches for nuclear and whole-cell segmentation. Use when extracting single-cell data from IMC or MIBI images after preprocessing.
- ▌ Bio Workflows Crispr Editing Pipeline · tools-only bundleEnd-to-end CRISPR experiment design from target selection to delivery-ready constructs. Covers guide RNA design, off-target assessment, and specialized editing strategies including knockouts, base editing, and HDR knockins. Use when designing complete CRISPR editing experiments for gene knockout, correction, or tagging.
- ▌ Watchos Design Guidelines · tools-only bundleApple Human Interface Guidelines for Apple Watch. Use when building watchOS apps, complications, or workout features. Triggers on tasks involving Watch UI, Digital Crown, glanceable interfaces, or wrist-based interactions.
- ▌ Policyengine Python Client · tools-only bundleONLY use this skill when users explicitly ask about the PolicyEngine Python package installation, REST API endpoints, API authentication, rate limits, or policyengine.py client library. DO NOT use for household benefit/tax calculations — ALWAYS use policyengine-us or policyengine-uk instead. This skill is about the API/client tooling itself, not about calculating benefits or taxes.
- ▌ CSV Handler · tools-only bundleHandle CSV files from construction software exports. Auto-detect delimiters, encodings, and clean messy data.
- ▌ Bio Imaging Mass Cytometry Quality Metrics · tools-only bundleQuality metrics for IMC data including signal-to-noise, channel correlation, tissue integrity, and acquisition QC. Use when assessing data quality before analysis or troubleshooting problematic acquisitions.
- ▌ Bio Spatial Transcriptomics Spatial Domains · tools-only bundleIdentify spatial domains and tissue regions in spatial transcriptomics data using Squidpy and Scanpy. Cluster spots considering both expression and spatial context to define anatomical regions. Use when identifying tissue domains or spatial regions.
- ▌ Ifc Data Extraction · tools-only bundleExtract structured data from IFC (Industry Foundation Classes) files using IfcOpenShell. Parse BIM models, extract quantities, properties, spatial relationships, and export to various formats.
- ▌ Bio Atac Seq Nucleosome Positioning · tools-only bundleExtract nucleosome positions from ATAC-seq data using NucleoATAC, ATACseqQC, and fragment analysis. Use when analyzing chromatin organization, identifying nucleosome-free regions at promoters, or characterizing nucleosome occupancy patterns from ATAC-seq fragment size distributions.
- ▌ Langchain Incident Runbook · tools-only bundleIncident response procedures for LangChain production issues. Use when responding to production incidents, diagnosing outages, or implementing emergency procedures for LLM applications. Trigger with phrases like "langchain incident", "langchain outage", "langchain production issue", "langchain emergency", "langchain down".
- ▌ Bio Rna Quantification Count Matrix Qc · tools-only bundleQuality control and exploration of RNA-seq count matrices before differential expression. Check for outliers, batch effects, and sample relationships. Use when assessing count matrix quality before DE analysis.
- ▌ Graphrag Query · tools-only bundleAnswer questions using internal documents and enterprise knowledge via GraphRAG.
- ▌ Bio Rna Structure Secondary Structure Prediction · tools-only bundlePredicts RNA secondary structures using minimum free energy folding and partition function analysis with ViennaRNA (RNAfold, RNAalifold, RNAcofold). Computes base-pair probabilities, centroid structures, and consensus structures from alignments. Use when predicting RNA folding, evaluating structural stability, or comparing structures across homologs.
- ▌ Tlaplus Model Reduction · tools-only bundleAutomatically simplify and minimize TLA+ specifications by reducing redundant state variables, merging equivalent actions, and minimizing invariants while preserving specified properties. Use when working with TLA+ specifications that need optimization, simplification, or reduction. Triggers when users ask to minimize, reduce, simplify, or optimize TLA+ specs, or when they want to remove redundancy from formal specifications while maintaining semantic equivalence.
- ▌ React PDF · tools-only bundleGenerates PDF documents using the React-PDF library (@react-pdf/renderer) with TypeScript and JSX. Use when creating PDFs, generating reports, invoices, forms, resumes, or any document that needs flexbox layout, SVG graphics, custom fonts, or professional typesetting. Prefer over Python PDF libraries (ReportLab, fpdf2) when layout complexity matters.
- ▌ React Flow Implementation · tools-only bundleImplements React Flow node-based UIs correctly using @xyflow/react. Use when building flow charts, diagrams, visual editors, or node-based applications with React. Covers nodes, edges, handles, custom components, state management, and viewport control.
- ▌ LLM Data Automation · tools-only bundleAutomate construction data processing using LLM (ChatGPT, Claude, LLaMA). Generate Python/Pandas scripts, extract data from documents, and create automated pipelines without deep programming knowledge.
- ▌ Tiling Tree · tools-only bundleExhaustive problem space exploration using the MIT Synthetic Neurobiology "tiling tree" method. Partitions a problem into MECE (Mutually Exclusive, Collectively Exhaustive) subsets recursively via parallel subagents, then evaluates leaf ideas against specified criteria. Use when users say "tiling tree", "tile the solution space", "exhaustively explore approaches to", "what are all the ways to", or request a MECE breakdown of a problem. Requires orchestrating-agents skill.
- ▌ Nav Profile · tools-only bundleManage user preferences and corrections for bilateral modeling. Auto-learns from session corrections. Use when user says "save my preferences", "remember I like...", or auto-triggers after corrections.
- ▌ Open Data Integrator · tools-only bundleIntegrate open construction datasets. Combine open data sources for enhanced analysis
- ▌ Publish X Article · tools-only bundlePublish Markdown articles to X (Twitter) Articles editor with proper formatting. Use when user wants to publish a Markdown file/URL to X Articles, or mentions "publish to X", "post article to Twitter", "X article", or wants help with X Premium article publishing. Handles cover image upload, converts Markdown to rich text, and automatically converts unsupported elements (tables, mermaid diagrams, deep headers) to images.
- ▌ Mteb Retrieve · tools-only bundleGuidance for text embedding retrieval tasks using sentence transformers or similar embedding models. This skill should be used when the task involves loading documents, encoding text with embedding models, computing similarity scores (cosine similarity), and retrieving/ranking documents based on semantic similarity to a query. Applies to MTEB benchmark tasks, document retrieval, semantic search, and text similarity ranking.
- ▌ Bio Reporting Figure Export · tools-only bundleExports publication-ready figures in various formats with proper resolution, sizing, and typography. Use when preparing figures for journal submission, creating vector graphics for presentations, or ensuring consistent figure styling across analyses.
- ▌ Excel Report Generator · tools-only bundleAutomatically generate Excel reports from data sources including CSV, databases, or Python data structures. Supports data analysis reports, business reports, data export, and template-based report generation using pandas and openpyxl. Activate when users mention Excel, spreadsheet, report generation, data export, or business reporting.
- ▌ Linear Core Workflow B · tools-only bundleProject and cycle management workflows with Linear. Use when implementing sprint planning, managing projects and roadmaps, or organizing work into cycles. Trigger with phrases like "linear project", "linear cycle", "linear sprint", "linear roadmap", "linear planning", "organize linear work".
- ▌ Bio Clinical Databases Polygenic Risk · tools-only bundleCalculate polygenic risk scores using PRSice-2, LDpred2, or PRS-CS from GWAS summary statistics. Use when predicting disease risk from genome-wide genetic variants.
- ▌ Dasel Reference · tools-only bundleUse when querying, modifying, or converting JSON, YAML, TOML, XML, CSV, HCL, or INI with dasel v3. Complete reference for selectors, functions, conditionals, variables, spread operator, type casting, and format-specific patterns.
- ▌ Spring Mvc To Boot Migrator · tools-only bundleAutomatically migrate Spring MVC applications to Spring Boot. Use when you need to modernize a Spring MVC project to Spring Boot while preserving functionality. The skill analyzes the codebase, updates build configuration (Maven/Gradle), migrates annotations, converts XML configuration to Java/properties, updates controllers and tests, and creates the Spring Boot main application class. Creates git commits for each migration phase and generates a comprehensive summary. Supports both Maven and Gradle projects.
- ▌ Bio Epidemiological Genomics Variant Surveillance · tools-only bundleAssign pathogen lineages and track variants using Nextclade and pangolin for viral surveillance. Monitor variant prevalence and identify emerging variants of concern. Use when classifying viral sequences, tracking lineage dynamics, or monitoring for variants of concern.
- ▌ Bio Crispr Screens Jacks Analysis · tools-only bundleJACKS (Joint Analysis of CRISPR/Cas9 Knockout Screens) for modeling sgRNA efficacy and gene essentiality. Use when analyzing multiple CRISPR screens simultaneously or when accounting for variable sgRNA efficiency across experiments.
- ▌ Bio Data Visualization Genome Tracks · tools-only bundleCreate genome browser-style visualizations showing multiple data tracks (coverage, peaks, genes) using pyGenomeTracks, Gviz, and IGV. Use when visualizing genomic data at specific loci with multiple aligned tracks.
- ▌ Bio Workflows Imc Pipeline · tools-only bundleEnd-to-end imaging mass cytometry workflow from raw acquisitions to spatial cell analysis. Orchestrates image preprocessing, segmentation, phenotyping, and spatial statistics. Use when analyzing imaging mass cytometry data end-to-end.
- ▌ Model Guided Code Repair · tools-only bundleAutomatically repair code violations of temporal properties using model-checking counterexamples as guidance. Use when working with formal verification results, temporal logic property violations (LTL, CTL), model checking counterexamples, or when asked to repair property violations, fix counterexamples, repair temporal properties, fix model checking violations, or repair code based on counterexamples. Applicable to concurrent systems, state machines, synchronization issues, safety/liveness properties, and resource management violations.
- ▌ Bio Experimental Design Batch Design · tools-only bundleDesigns experiments to minimize and account for batch effects using balanced layouts and blocking strategies. Use when planning multi-batch experiments, assigning samples to sequencing lanes, or designing studies where technical variation could confound biological signals.
- ▌ Circuit Fibsqrt · tools-only bundleGuide for implementing combinational/sequential logic circuits using gate-level descriptions in text-based simulators. This skill applies when building circuits for mathematical functions like integer square root, Fibonacci sequences, or similar computations that require both combinational logic (arithmetic operations) and sequential logic (feedback loops, state machines). Use this skill when the task involves generating gate netlists, implementing multi-bit arithmetic circuits, or debugging event-driven circuit simulators.
- ▌ Kotlin Specialist · tools-only bundleUse when building Kotlin applications requiring coroutines, multiplatform development, or Android with Compose. Invoke for Flow API, KMP projects, Ktor servers, DSL design, sealed classes.
- ▌ Juicebox Common Errors · tools-only bundleDiagnose and fix Juicebox common errors. Use when encountering API errors, debugging integration issues, or troubleshooting Juicebox connection problems. Trigger with phrases like "juicebox error", "fix juicebox issue", "juicebox not working", "debug juicebox".
- ▌ Vector Search · tools-only bundleImplement semantic vector search for construction data. Build AI-powered search using embeddings and vector databases (Qdrant, ChromaDB) for intelligent querying of specifications, standards, and project documents.
- ▌ Design Pattern Suggestor · tools-only bundleRecommends appropriate software design patterns based on problem descriptions, requirements, or code scenarios. Use when designing software architecture, refactoring code, solving common design problems, or choosing between design approaches. Analyzes the problem context and suggests suitable creational, structural, behavioral, architectural, or concurrency patterns with implementation guidance and trade-off analysis.
- ▌ Cursor Multi Repo · tools-only bundleManage work with multiple repositories in Cursor. Triggers on "cursor multi repo", "cursor multiple projects", "cursor monorepo", "cursor workspace". Use when working with cursor multi repo functionality. Trigger with phrases like "cursor multi repo", "cursor repo", "cursor".
- ▌ Azure AI Openai Dotnet · tools-only bundleAzure OpenAI SDK for .NET. Client library for Azure OpenAI and OpenAI services. Use for chat completions, embeddings, image generation, audio transcription, and assistants. Triggers: "Azure OpenAI", "AzureOpenAIClient", "ChatClient", "chat completions .NET", "GPT-4", "embeddings", "DALL-E", "Whisper", "OpenAI .NET".
- ▌ Gamma Sdk Patterns · tools-only bundleLearn idiomatic Gamma SDK patterns and best practices. Use when implementing complex presentation workflows, handling async operations, or structuring Gamma code. Trigger with phrases like "gamma patterns", "gamma best practices", "gamma SDK usage", "gamma async", "gamma code structure".
- ▌ Bio Phasing Imputation Genotype Imputation · tools-only bundleImpute missing genotypes using reference panels with Beagle or Minimac4. Use when increasing variant density for GWAS, harmonizing data across genotyping platforms, or inferring variants not directly typed in array data.
- ▌ Better Auth · tools-only bundleProvides Better Auth authentication integration patterns for NestJS backend and Next.js frontend with Drizzle ORM and PostgreSQL. Use when implementing authentication - Setting up Better Auth with NestJS backend, Integrating Next.js App Router frontend, Configuring Drizzle ORM schema with PostgreSQL, Implementing social login (GitHub, Google, etc.), Adding plugins (2FA, Organization, SSO, Magic Link, Passkey), Email/password authentication with session management, Creating protected routes and middleware
- ▌ Writing Claude Md Files · tools-only bundleUse when creating or updating CLAUDE.md files for projects or subdirectories - covers top-level vs domain-level organization, capturing architectural intent and contracts, and mandatory freshness dates
- ▌ Describe Design · tools-only bundleResearch a codebase and create architectural documentation describing how features or systems work. Use when the user asks to: (1) Document how a feature works, (2) Create an architecture overview, (3) Explain code structure for onboarding or knowledge transfer, (4) Research and describe a system's design. Produces markdown documents with Mermaid diagrams and stable code references suitable for humans and AI agents.
- ▌ Bio Systems Biology Gene Essentiality · tools-only bundlePerform in silico gene knockout analysis and synthetic lethality screens using COBRApy single and double deletions. Predict essential genes and identify synthetic lethal pairs for drug target discovery. Use when identifying essential genes or finding synthetic lethal drug targets.
- ▌ Commitlint · tools-only bundleWhen setting up commit message validation for a project. When project has commitlint.config.js or .commitlintrc files. When configuring CI/CD to enforce commit format. When extracting commit rules for LLM prompt generation. When debugging commit message rejection errors.
- ▌ Reference Docs · tools-only bundleReference documentation patterns for API and symbol documentation. Use when writing reference docs, API docs, parameter tables, or technical specifications. Triggers on reference docs, API reference, function reference, parameters table, symbol documentation.
- ▌ Bio Hi C Analysis Hic Differential · tools-only bundleCompare Hi-C contact matrices between conditions to identify differential chromatin interactions. Compute log2 fold changes, statistical significance, and visualize differential contact maps. Use when comparing Hi-C contacts between conditions.
- ▌ Vastai Enterprise Rbac · tools-only bundleConfigure Vast.ai enterprise SSO, role-based access control, and organization management. Use when implementing SSO integration, configuring role-based permissions, or setting up organization-level controls for Vast.ai. Trigger with phrases like "vastai SSO", "vastai RBAC", "vastai enterprise", "vastai roles", "vastai permissions", "vastai SAML".
- ▌ Clay Observability · tools-only bundleSet up comprehensive observability for Clay integrations with metrics, traces, and alerts. Use when implementing monitoring for Clay operations, setting up dashboards, or configuring alerting for Clay integration health. Trigger with phrases like "clay monitoring", "clay metrics", "clay observability", "monitor clay", "clay alerts", "clay tracing".
- ▌ Azure Usage · tools-only bundleThis skill should be used when user asks to "query Azure resources", "list storage accounts", "manage Key Vault secrets", "work with Cosmos DB", "check AKS clusters", "use Azure MCP", or interact with any Azure service.
- ▌ Bio Rna Structure Ncrna Search · tools-only bundleSearches for non-coding RNA homologs and classifies RNA families using Infernal covariance model searches against the Rfam database. Identifies structured RNAs by sequence and secondary structure conservation. Use when querying sequences against Rfam, building custom covariance models for novel RNA families, or classifying non-coding transcripts by family.
- ▌ Openrouter Function Calling · tools-only bundleImplement function/tool calling with OpenRouter models. Use when building agents or structured outputs. Trigger with phrases like 'openrouter functions', 'openrouter tools', 'openrouter agent', 'function calling'.
- ▌ Playwright Patterns · tools-only bundleUse when writing Playwright automation code, building web scrapers, or creating E2E tests - provides best practices for selector strategies, waiting patterns, and robust automation that minimizes flakiness
- ▌ Bio Workflows Neoantigen Pipeline · tools-only bundleEnd-to-end neoantigen discovery from somatic variants to ranked vaccine candidates. Integrates HLA typing, MHC binding prediction, pVACtools neoantigen calling, and immunogenicity scoring. Use when identifying tumor neoantigens for personalized vaccine design or checkpoint biomarkers.
- ▌ Cwicr Waste Calculator · tools-only bundleCalculate material waste factors and losses using CWICR norms. Apply waste percentages, cutting losses, and spillage factors to material quantities.
- ▌ Estimate Builder · tools-only bundleBuild construction project estimates. Generate detailed cost breakdowns with labor, materials, equipment, and overhead.
- ▌ Nav Loop · tools-only bundleRun tasks until complete with structured completion signals. Auto-invoke when user says "run until done", "keep going until complete", "iterate until finished", "loop mode", "autonomous mode".
- ▌ Systematic Debugging · tools-only bundleUse when encountering any bug, test failure, or unexpected behavior, before proposing fixes
- ▌ Cursor Skill Creator · tools-only bundleCreates Cursor-specific AI agent skills with SKILL.md format. Use when creating skills for Cursor editor specifically, following Cursor's patterns and directories (.cursor/skills/). Triggers on "cursor skill", "create cursor skill".
- ▌ Ideogram Sdk Patterns · tools-only bundleApply production-ready Ideogram SDK patterns for TypeScript and Python. Use when implementing Ideogram integrations, refactoring SDK usage, or establishing team coding standards for Ideogram. Trigger with phrases like "ideogram SDK patterns", "ideogram best practices", "ideogram code patterns", "idiomatic ideogram".
- ▌ Bio Temporal Genomics Trajectory Modeling · tools-only bundleModels continuous temporal trajectories from bulk or time-resolved omics data using generalized additive models (mgcv), spline regression, and changepoint detection (segmented, ruptures). Fits smooth gene expression curves and tests trajectory differences between conditions. Use when fitting non-linear temporal models to bulk time-series data or comparing developmental trajectories across conditions. Not for single-cell pseudotime (see single-cell/trajectory-inference).
- ▌ Coderabbit Enterprise Rbac · tools-only bundleConfigure CodeRabbit enterprise SSO, role-based access control, and organization management. Use when implementing SSO integration, configuring role-based permissions, or setting up organization-level controls for CodeRabbit. Trigger with phrases like "coderabbit SSO", "coderabbit RBAC", "coderabbit enterprise", "coderabbit roles", "coderabbit permissions", "coderabbit SAML".
- ▌ Bio Clinical Databases Clinvar Lookup · tools-only bundleQuery ClinVar for variant pathogenicity classifications, review status, and disease associations via REST API or local VCF. Use when determining clinical significance of variants for diagnostic or research purposes.
- ▌ Dspy Output Refinement Constraints · tools-only bundleThis skill should be used when the user asks to "refine DSPy outputs", "enforce constraints", "use dspy.Refine", "select best output", "use dspy.BestOfN", mentions "output validation", "constraint checking", "multi-attempt generation", "reward function", or needs to improve output quality through iterative refinement or best-of-N selection with custom constraints.
- ▌ Deepgram Webhooks Events · tools-only bundleImplement Deepgram callback and webhook handling for async transcription. Use when implementing callback URLs, processing async transcription results, or handling Deepgram event notifications. Trigger with phrases like "deepgram callback", "deepgram webhook", "async transcription deepgram", "deepgram events", "deepgram notifications".
- ▌ Project Planner · tools-only bundleBreaks down complex projects into actionable tasks with timelines, dependencies, and milestones. Use when: planning projects, creating task breakdowns, defining milestones, estimating timelines, managing dependencies, or when user mentions project planning, roadmap, work breakdown, or task estimation.
- ▌ AI Elements Chatbot · tools-only bundleThis skill provides production-ready AI chat UI components built on shadcn/ui for conversational AI interfaces. Use when building ChatGPT-style chat interfaces with streaming responses, tool/function call displays, reasoning visualization, or source citations. Provides 30+ components including Message, Conversation, Response, CodeBlock, Reasoning, Tool, Actions, Sources optimized for Vercel AI SDK v5. Prevents common setup errors with Next.js App Router, Tailwind v4, shadcn/ui integration, AI SDK v5 migration, component composition patterns, voice input browser compatibility, responsive design issues, and streaming optimization. Keywords: ai-elements, vercel-ai-sdk, shadcn, chatbot, conversational-ai, streaming-ui, chat-interface, ai-chat, message-components, conversation-ui, tool-calling, reasoning-display, source-citations, markdown-streaming, function-calling, ai-responses, prompt-input, code-highlighting, web-preview, branch-navigation, thinking-display, perplexity-style, claude-artifacts
- ▌ Server Action Builder · tools-only bundleCreate Next.js Server Actions with Zod validation, authentication, and service layer integration for Next.js/Supabase applications. Use when implementing mutations, form submissions, or API operations that need authentication and validation ('create a server action', 'add an update action', 'wire up the form submission', 'build the delete endpoint'). Generates schema + service + action files following established patterns. Do NOT use for service layer logic (use service-builder), forms (use react-form-builder), route handlers (see patterns rule), or database schemas (use postgres-expert).
- ▌ Replit Advanced Troubleshooting · tools-only bundleApply Replit advanced debugging techniques for hard-to-diagnose issues. Use when standard troubleshooting fails, investigating complex race conditions, or preparing evidence bundles for Replit support escalation. Trigger with phrases like "replit hard bug", "replit mystery error", "replit impossible to debug", "difficult replit issue", "replit deep debug".
- ▌ Github Wayback Recovery · tools-only bundleRecover deleted GitHub content using the Wayback Machine and Archive.org APIs. Use when repositories, files, issues, PRs, or wiki pages have been deleted from GitHub but may persist in web archives. Covers CDX API queries, URL patterns, and systematic recovery workflows.
- ▌ Langfuse Security Basics · tools-only bundleImplement Langfuse security best practices for API keys and data privacy. Use when securing Langfuse integration, protecting API keys, or implementing data privacy controls for LLM observability. Trigger with phrases like "langfuse security", "langfuse API key security", "langfuse data privacy", "secure langfuse", "langfuse PII".
- ▌ Juicebox Security Basics · tools-only bundleApply Juicebox security best practices. Use when securing API keys, implementing access controls, or auditing Juicebox integration security. Trigger with phrases like "juicebox security", "secure juicebox", "juicebox API key security", "juicebox access control".
- ▌ Openrouter Known Pitfalls · tools-only bundleExecute avoid common OpenRouter mistakes and anti-patterns. Use when reviewing code or onboarding developers. Trigger with phrases like 'openrouter pitfalls', 'openrouter mistakes', 'openrouter gotchas', 'openrouter common issues'.