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- ▌ Create Milestone · tools-only bundleCreate a GitHub milestone for Jamie-BitFlight/claude_skills. No args: guided intake (title, due date, description). With 'quick {title}': minimal prompts. Creates milestone via gh api REST, checks for duplicates. Returns milestone number for use with group-items-to-milestone. Use when starting a new sprint, release, or theme grouping of backlog items.
- ▌ Monitoring Error Rates · tools-only bundleMonitor and analyze application error rates to improve reliability. Use when tracking errors in applications including HTTP errors, exceptions, and database issues. Trigger with phrases like "monitor error rates", "track application errors", or "analyze error patterns".
- ▌ Sprint Planner · tools-only bundleAgile sprint planning with story estimation, capacity planning, and sprint goal setting. Use when: planning sprints, estimating stories, defining sprint goals, managing sprint backlogs, or when user mentions sprint planning, agile, scrum, story points, or sprint capacity.
- ▌ Windsurf Release Automation · tools-only bundleExecute automate release processes with semantic versioning. Activate when users mention "release automation", "version bump", "changelog generation", "semantic release", or "publish release". Handles release engineering automation. Use when working with windsurf release automation functionality. Trigger with phrases like "windsurf release automation", "windsurf automation", "windsurf".
- ▌ Splitting Datasets · tools-only bundleProcess split datasets into training, validation, and testing sets for ML model development. Use when requesting "split dataset", "train-test split", or "data partitioning". Trigger with relevant phrases based on skill purpose.
- ▌ Training Machine Learning Models · tools-only bundleBuild train machine learning models with automated workflows. Analyzes datasets, selects model types (classification, regression), configures parameters, trains with cross-validation, and saves model artifacts. Use when asked to "train model" or "evalua... Trigger with relevant phrases based on skill purpose.
- ▌ Data Evolution Analysis · tools-only bundleAnalyze data evolution patterns in construction organizations. Assess digital maturity and data strategy for construction companies
- ▌ Enterprise Readiness · tools-only bundleAssess and enhance software projects for enterprise-grade security, quality, and automation. Aligned with OpenSSF Scorecard, SLSA, and S2C2F. Use when working with enterprise, openssf, slsa, security, scorecard, supply chain, badge.
- ▌ Fireflies CI Integration · tools-only bundleConfigure Fireflies.ai CI/CD integration with GitHub Actions and testing. Use when setting up automated testing, configuring CI pipelines, or integrating Fireflies.ai tests into your build process. Trigger with phrases like "fireflies CI", "fireflies GitHub Actions", "fireflies automated tests", "CI fireflies".
- ▌ Design Smell Detector · tools-only bundleIdentify design quality issues in code including high coupling, low cohesion, God classes, long methods, and other code smells. Use when: (1) Reviewing code architecture and design quality, (2) Identifying refactoring opportunities, (3) Detecting God classes or classes with too many responsibilities, (4) Finding high coupling or low cohesion issues, (5) Analyzing code maintainability and technical debt. Detects coupling smells, cohesion problems, complexity issues, size violations, and encapsulation problems with actionable refactoring suggestions.
- ▌ Delay Analysis · tools-only bundleAnalyze construction schedule delays for claims and recovery. Perform time impact analysis, identify delay causes, calculate damages, and document for disputes.
- ▌ Deepagents Setup Configuration · tools-only bundleInitialize, validate, and troubleshoot Deep Agents projects in Python or JavaScript using the `deepagents` package. Use when users need to create agents with built-in planning/filesystem/subagents, configure middleware/backends/checkpointing/HITL, migrate from `create_react_agent` or `create_agent`, scaffold projects with repo scripts, validate agent config files, and confirm compatibility with current LangChain/LangGraph/LangSmith docs.
- ▌ Obsidian Daily Driver · tools-only bundleManages daily notes workflow in Obsidian. Appends tasks, session logs, and learnings to today's daily note. Creates the daily note if it doesn't exist. Bridges Claude Code sessions to your daily note so nothing gets lost. Activates on "add to daily", "log this", "daily note", or end of session when daily notes are enabled.
- ▌ Retention Tracker · tools-only bundleTrack construction retainage/retention amounts. Monitor held amounts by subcontractor, track release conditions, and manage retainage billing.
- ▌ Add New Feature · tools-only bundleSAM-style feature initiation workflow: discovery -> codebase analysis -> architecture spec -> task decomposition -> validation -> context manifest. Use when a user asks to add a feature, plan a feature, or convert an idea into executable task files.
- ▌ Meeting Minutes Generator · tools-only bundleGenerate structured construction meeting minutes. Track action items, decisions, and attendees.
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- ▌ Pr Pusher · tools-only bundleEnsures PRs are properly formatted with changelog, linting, and tests before pushing
- ▌ UI Designer · tools-only bundleUse this agent when designing visual interfaces, creating design systems, building component libraries, or refining user-facing aesthetics requiring expert visual design, interaction patterns, and accessibility considerations. Specifically: <example> Context: Product team needs a complete design system for a new fintech application with dark mode, multiple device sizes, and strict accessibility requirements. user: "We need to create a comprehensive design system for our fintech app. Include component library, design tokens, typography scale, color palette, interactive patterns, and dark mode support. Must meet WCAG 2.1 AA." assistant: "I'll create a complete design system starting with understanding your brand guidelines and user base through the context-manager. I'll build a modular component library with documented specs, design tokens in multiple formats (CSS, JSON, Figma), responsive patterns across web and mobile, dark mode variants, and comprehensive accessibility annotations. I'll deliver Figma files,
- ▌ Pyhealth · tools-only bundleComprehensive healthcare AI toolkit for developing, testing, and deploying machine learning models with clinical data. This skill should be used when working with electronic health records (EHR), clinical prediction tasks (mortality, readmission, drug recommendation), medical coding systems (ICD, NDC, ATC), physiological signals (EEG, ECG), healthcare datasets (MIMIC-III/IV, eICU, OMOP), or implementing deep learning models for healthcare applications (RETAIN, SafeDrug, Transformer, GNN).
- ▌ Histolab · tools-only bundleLightweight WSI tile extraction and preprocessing. Use for basic slide processing tissue detection, tile extraction, stain normalization for H&E images. Best for simple pipelines, dataset preparation, quick tile-based analysis. For advanced spatial proteomics, multiplexed imaging, or deep learning pipelines use pathml.
- ▌ Pydeseq2 · tools-only bundleDifferential gene expression analysis (Python DESeq2). Identify DE genes from bulk RNA-seq counts, Wald tests, FDR correction, volcano/MA plots, for RNA-seq analysis.
- ▌ Matchms · tools-only bundleSpectral similarity and compound identification for metabolomics. Use for comparing mass spectra, computing similarity scores (cosine, modified cosine), and identifying unknown compounds from spectral libraries. Best for metabolite identification, spectral matching, library searching. For full LC-MS/MS proteomics pipelines use pyopenms.
- ▌ Statsmodels · tools-only bundleStatistical models library for Python. Use when you need specific model classes (OLS, GLM, mixed models, ARIMA) with detailed diagnostics, residuals, and inference. Best for econometrics, time series, rigorous inference with coefficient tables. For guided statistical test selection with APA reporting use statistical-analysis.
- ▌ Lamindb · tools-only bundleThis skill should be used when working with LaminDB, an open-source data framework for biology that makes data queryable, traceable, reproducible, and FAIR. Use when managing biological datasets (scRNA-seq, spatial, flow cytometry, etc.), tracking computational workflows, curating and validating data with biological ontologies, building data lakehouses, or ensuring data lineage and reproducibility in biological research. Covers data management, annotation, ontologies (genes, cell types, diseases, tissues), schema validation, integrations with workflow managers (Nextflow, Snakemake) and MLOps platforms (W&B, MLflow), and deployment strategies.
- ▌ Astropy · tools-only bundleComprehensive Python library for astronomy and astrophysics. This skill should be used when working with astronomical data including celestial coordinates, physical units, FITS files, cosmological calculations, time systems, tables, world coordinate systems (WCS), and astronomical data analysis. Use when tasks involve coordinate transformations, unit conversions, FITS file manipulation, cosmological distance calculations, time scale conversions, or astronomical data processing.
- ▌ Qiskit · tools-only bundleIBM quantum computing framework. Use when targeting IBM Quantum hardware, working with Qiskit Runtime for production workloads, or needing IBM optimization tools. Best for IBM hardware execution, quantum error mitigation, and enterprise quantum computing. For Google hardware use cirq; for gradient-based quantum ML use pennylane; for open quantum system simulations use qutip.
- ▌ Exploratory Data Analysis · tools-only bundlePerform comprehensive exploratory data analysis on scientific data files across 200+ file formats. This skill should be used when analyzing any scientific data file to understand its structure, content, quality, and characteristics. Automatically detects file type and generates detailed markdown reports with format-specific analysis, quality metrics, and downstream analysis recommendations. Covers chemistry, bioinformatics, microscopy, spectroscopy, proteomics, metabolomics, and general scientific data formats.
- ▌ Deepchem · tools-only bundleMolecular ML with diverse featurizers and pre-built datasets. Use for property prediction (ADMET, toxicity) with traditional ML or GNNs when you want extensive featurization options and MoleculeNet benchmarks. Best for quick experiments with pre-trained models, diverse molecular representations. For graph-first PyTorch workflows use torchdrug; for benchmark datasets use pytdc.
- ▌ Markitdown · tools-only bundleConvert files and office documents to Markdown. Supports PDF, DOCX, PPTX, XLSX, images (with OCR), audio (with transcription), HTML, CSV, JSON, XML, ZIP, YouTube URLs, EPubs and more.
- ▌ Clinical Reports · tools-only bundleWrite comprehensive clinical reports including case reports (CARE guidelines), diagnostic reports (radiology/pathology/lab), clinical trial reports (ICH-E3, SAE, CSR), and patient documentation (SOAP, H&P, discharge summaries). Full support with templates, regulatory compliance (HIPAA, FDA, ICH-GCP), and validation tools.
- ▌ Clinical Decision Support · tools-only bundleGenerate professional clinical decision support (CDS) documents for pharmaceutical and clinical research settings, including patient cohort analyses (biomarker-stratified with outcomes) and treatment recommendation reports (evidence-based guidelines with decision algorithms). Supports GRADE evidence grading, statistical analysis (hazard ratios, survival curves, waterfall plots), biomarker integration, and regulatory compliance. Outputs publication-ready LaTeX/PDF format optimized for drug development, clinical research, and evidence synthesis.
- ▌ Neurokit2 · tools-only bundleComprehensive biosignal processing toolkit for analyzing physiological data including ECG, EEG, EDA, RSP, PPG, EMG, and EOG signals. Use this skill when processing cardiovascular signals, brain activity, electrodermal responses, respiratory patterns, muscle activity, or eye movements. Applicable for heart rate variability analysis, event-related potentials, complexity measures, autonomic nervous system assessment, psychophysiology research, and multi-modal physiological signal integration.
- ▌ Market Research Reports · tools-only bundleGenerate comprehensive market research reports (50+ pages) in the style of top consulting firms (McKinsey, BCG, Gartner). Features professional LaTeX formatting, extensive visual generation with scientific-schematics and generate-image, deep integration with research-lookup for data gathering, and multi-framework strategic analysis including Porter Five Forces, PESTLE, SWOT, TAM/SAM/SOM, and BCG Matrix.
- ▌ Pymatgen · tools-only bundleMaterials science toolkit. Crystal structures (CIF, POSCAR), phase diagrams, band structure, DOS, Materials Project integration, format conversion, for computational materials science.
- ▌ Geopandas · tools-only bundlePython library for working with geospatial vector data including shapefiles, GeoJSON, and GeoPackage files. Use when working with geographic data for spatial analysis, geometric operations, coordinate transformations, spatial joins, overlay operations, choropleth mapping, or any task involving reading/writing/analyzing vector geographic data. Supports PostGIS databases, interactive maps, and integration with matplotlib/folium/cartopy. Use for tasks like buffer analysis, spatial joins between datasets, dissolving boundaries, clipping data, calculating areas/distances, reprojecting coordinate systems, creating maps, or converting between spatial file formats.
- ▌ Networkx · tools-only bundleComprehensive toolkit for creating, analyzing, and visualizing complex networks and graphs in Python. Use when working with network/graph data structures, analyzing relationships between entities, computing graph algorithms (shortest paths, centrality, clustering), detecting communities, generating synthetic networks, or visualizing network topologies. Applicable to social networks, biological networks, transportation systems, citation networks, and any domain involving pairwise relationships.
- ▌ Pymoo · tools-only bundleMulti-objective optimization framework. NSGA-II, NSGA-III, MOEA/D, Pareto fronts, constraint handling, benchmarks (ZDT, DTLZ), for engineering design and optimization problems.
- ▌ Scikit Bio · tools-only bundleBiological data toolkit. Sequence analysis, alignments, phylogenetic trees, diversity metrics (alpha/beta, UniFrac), ordination (PCoA), PERMANOVA, FASTA/Newick I/O, for microbiome analysis.
- ▌ Datamol · tools-only bundlePythonic wrapper around RDKit with simplified interface and sensible defaults. Preferred for standard drug discovery including SMILES parsing, standardization, descriptors, fingerprints, clustering, 3D conformers, parallel processing. Returns native rdkit.Chem.Mol objects. For advanced control or custom parameters, use rdkit directly.
- ▌ Semantic Szz Analyzer · tools-only bundleIdentify bug-introducing commits using semantic analysis that extends traditional SZZ algorithm. Distinguishes semantic changes from refactorings or code movements using control-flow and data-flow similarity analysis. Use when analyzing bug-fix commits to trace back to bug-introducing changes, investigating software evolution, conducting empirical studies on defect prediction, or reducing false positives in bug localization. Supports git repositories and provides explanations for why commits are identified as bug-introducing.
- ▌ Bio Metagenomics Amr Detection · tools-only bundleDetect antimicrobial resistance genes using AMRFinderPlus, ResFinder, and CARD. Screen isolates and metagenomes for resistance determinants. Use when characterizing resistance profiles in clinical isolates, surveillance samples, or metagenomic data.
- ▌ Perplexity CI Integration · tools-only bundleConfigure Perplexity CI/CD integration with GitHub Actions and testing. Use when setting up automated testing, configuring CI pipelines, or integrating Perplexity tests into your build process. Trigger with phrases like "perplexity CI", "perplexity GitHub Actions", "perplexity automated tests", "CI perplexity".
- ▌ Analyzing Text Sentiment · tools-only bundleExecute this skill enables AI assistant to analyze the sentiment of text data. it identifies the emotional tone expressed in text, classifying it as positive, negative, or neutral. use this skill when a user requests sentiment analysis, opinion mining, or emoti... Use when analyzing code or data. Trigger with phrases like 'analyze', 'review', or 'examine'.
- ▌ Diagram Design · tools-only bundleBest practices for creating research diagrams with Excalidraw MCP tools
- ▌ Gallery Scraper · tools-only bundleBulk download images from login-protected gallery websites using browser automation. Use when asked to scrape, download, or save images from gallery pages that require authentication, extract full-size images from thumbnails, or batch download from multi-page galleries.
- ▌ Klingai CI Integration · tools-only bundleExecute integrate Kling AI video generation into CI/CD pipelines. Use when automating video content generation in build pipelines. Trigger with phrases like 'klingai ci', 'kling ai github actions', 'klingai automation', 'automated video generation'.
- ▌ Start Milestone · tools-only bundleBegin active work on a GitHub milestone. Args: {milestone-number}. Lists all open issues in the milestone, shows current label state, asks for confirmation, then bulk-transitions status labels from 'status:needs-grooming' to 'status:in-progress' and updates GitHub Projects V2 Status to 'In Progress'. Use after group-items-to-milestone when the team is ready to begin the sprint or release cycle.
- ▌ API Contract · tools-only bundleConfigure this skill should be used when the user asks about "API contract", "api-contract.md", "shared interface", "TypeScript interfaces", "request response schemas", "endpoint design", or needs guidance on designing contracts that coordinate backend and frontend agents. Use when building or modifying API endpoints. Trigger with phrases like 'create API', 'design endpoint', or 'API scaffold'.
- ▌ N8n Pto Pipeline · tools-only bundleCreate n8n workflow for daily task assignment from PTO engineer to foreman via Telegram bot with status reporting.
- ▌ Azure Appconfiguration Py · tools-only bundleAzure App Configuration SDK for Python. Use for centralized configuration management, feature flags, and dynamic settings. Triggers: "azure-appconfiguration", "AzureAppConfigurationClient", "feature flags", "configuration", "key-value settings".
- ▌ LLM Document Extraction · tools-only bundleExtract structured data from construction documents using LLMs. Process RFIs, submittals, contracts, specifications. Convert unstructured PDFs to structured JSON/Excel.
- ▌ Github Pull Requests · tools-only bundleManage GitHub pull requests using MCP tools. Use this skill when users want to create PRs, review code, merge branches, request reviews, update PR details, or check PR status. Triggers on requests like "create a PR", "merge this branch", "request a review", "update the PR description", "check PR status", or any pull request lifecycle task.
- ▌ Critical Interval Security Checker · tools-only bundleAnalyzes code to identify security-critical time intervals and timing vulnerabilities in authentication, authorization, and time-sensitive security operations. Use this skill when reviewing code for proper timeout enforcement, token expiration, session management, rate limiting, password reset validity, or any time-sensitive security mechanism. Detects missing expiration checks, excessive timeout values, lack of rate limiting, client-side only validation, hardcoded timeouts, and timing attack vulnerabilities. Triggers when users ask to check security timeouts, verify token expiration handling, audit session timeout implementation, review rate limiting, or analyze time-based security controls.
- ▌ N8n Project Management · tools-only bundleBuild a complete project management system with Telegram bot, task distribution, and photo reports using n8n. Based on DDC Project Management repository.
- ▌ SEO Technical Indexing · tools-only bundleWhen the user wants to fix indexing issues from Search Console, use noindex, or implement Google Indexing API. Also use when the user mentions "fix indexing," "not indexed," "Crawled - currently not indexed," "noindex," or "Google Indexing API."
- ▌ Linux Privilege Escalation · tools-only bundleThis skill should be used when the user asks to "escalate privileges on Linux", "find privesc vectors on Linux systems", "exploit sudo misconfigurations", "abuse SUID binaries", "ex...
- ▌ Review Plan · tools-only bundleReview plan.md OR a single phase file against templates AND codebase compliance. Use after creating planning documents or when asked to 'review the plan', 'check the phase', 'verify template compliance'. Each invocation reviews ONE file only. Do NOT use for creating plans (use /create-plan) or implementing phases (use /implement).
- ▌ Coderabbit CI Integration · tools-only bundleConfigure CodeRabbit CI/CD integration with GitHub Actions and testing. Use when setting up automated testing, configuring CI pipelines, or integrating CodeRabbit tests into your build process. Trigger with phrases like "coderabbit CI", "coderabbit GitHub Actions", "coderabbit automated tests", "CI coderabbit".
- ▌ Rodney · tools-only bundleGuide for automating Chrome browser interactions using the rodney CLI. This skill should be used when performing web automation tasks such as navigating to pages, taking screenshots, clicking elements, filling forms, extracting page content, or any other browser-based interaction.
- ▌ Linear CI Integration · tools-only bundleConfigure Linear CI/CD integration with GitHub Actions and testing. Use when setting up automated testing, configuring CI pipelines, or integrating Linear sync into your build process. Trigger with phrases like "linear CI", "linear GitHub Actions", "linear automated tests", "CI linear pipeline", "linear CI/CD".
- ▌ Safety Inspection Checklist · tools-only bundleDigital safety inspection checklists for construction sites. Generate, conduct, and track safety inspections with automated reporting and compliance monitoring.
- ▌ Gamma CI Integration · tools-only bundleConfigure Gamma CI/CD integration with GitHub Actions and testing. Use when setting up automated testing, configuring CI pipelines, or integrating Gamma tests into your build process. Trigger with phrases like "gamma CI", "gamma GitHub Actions", "gamma automated tests", "CI gamma", "gamma pipeline".
- ▌ Scanning For Vulnerabilities · tools-only bundleThis skill enables comprehensive vulnerability scanning using the vulnerability-scanner plugin. It identifies security vulnerabilities in code, dependencies, and configurations, including CVE detection. Use this skill when the user asks to scan for vulnerabilities, security issues, or CVEs in their project. Trigger phrases include "scan for vulnerabilities", "find security issues", "check for CVEs", "/scan", or "/vuln". The plugin performs static analysis, dependency checking, and configuration analysis to provide a detailed vulnerability report.
- ▌ Bio Workflows Scrnaseq Pipeline · tools-only bundleEnd-to-end single-cell RNA-seq workflow from 10X Genomics data to annotated cell types. Covers QC, normalization, clustering, marker detection, and cell type annotation. Use when analyzing single-cell RNA-seq data.
- ▌ Maintainx Data Handling · tools-only bundleData synchronization, ETL patterns, and data management for MaintainX. Use when syncing data between MaintainX and other systems, building ETL pipelines, or managing data consistency. Trigger with phrases like "maintainx data sync", "maintainx etl", "maintainx export", "maintainx data migration", "maintainx data pipeline".
- ▌ Markdown Document Structurer · tools-only bundleReorganizes markdown documents into well-structured, consistent format while preserving content and improving readability. Use when Claude needs to: (1) Fix heading hierarchy issues (skipped levels, multiple h1s), (2) Generate or update table of contents, (3) Standardize formatting (lists, code blocks, emphasis, links), (4) Improve grammar and spelling, (5) Add missing standard sections (installation, usage, etc.), (6) Remove redundant or duplicate content, (7) Restructure technical docs, READMEs, or long-form content for better organization and flow.
- ▌ Fuzzing Apis · tools-only bundleThis skill enables Claude to perform automated fuzz testing on APIs to discover vulnerabilities, crashes, and unexpected behavior. It leverages malformed inputs, boundary values, and random payloads to generate comprehensive fuzz test suites. Use this skill when you need to identify potential SQL injection, XSS, command injection vulnerabilities, input validation failures, and edge cases in APIs. Trigger this skill by requesting fuzz testing, vulnerability scanning, or security analysis of an API. The skill is invoked using the `/fuzz-api` command.
- ▌ Revonc Eas Deploy · tools-only bundleRevOnc mobile app EAS deployment guide. Build, deploy, and publish OTA updates for iOS/Android via Expo Application Services. Use for "/eas", "deploy to testflight", "push ota update", or "build ios/android".
- ▌ Windsurf CI Integration · tools-only bundleConfigure Windsurf CI/CD integration with GitHub Actions and testing. Use when setting up automated testing, configuring CI pipelines, or integrating Windsurf tests into your build process. Trigger with phrases like "windsurf CI", "windsurf GitHub Actions", "windsurf automated tests", "CI windsurf".
- ▌ Drawing Analyzer · tools-only bundleAnalyze construction drawings to extract dimensions, annotations, symbols, and metadata. Support quantity takeoff and design review automation.
- ▌ Vastai CI Integration · tools-only bundleConfigure Vast.ai CI/CD integration with GitHub Actions and testing. Use when setting up automated testing, configuring CI pipelines, or integrating Vast.ai tests into your build process. Trigger with phrases like "vastai CI", "vastai GitHub Actions", "vastai automated tests", "CI vastai".
- ▌ Asking Clarifying Questions · tools-only bundleUse after initial design context is gathered, before brainstorming - resolves contradictions in requirements, disambiguates terminology, clarifies scope boundaries, and verifies assumptions to prevent building the wrong solution
- ▌ Vulnerability Pattern Matcher · tools-only bundleDetects security vulnerabilities by matching code against known vulnerability patterns, insecure coding idioms, and CVE-style patterns. Explains why patterns are risky and under what conditions they are exploitable. Use when analyzing code for security issues, reviewing for common vulnerabilities, or assessing exploitability of suspicious code patterns.
- ▌ Customerio CI Integration · tools-only bundleConfigure Customer.io CI/CD integration. Use when setting up automated testing, deployment pipelines, or continuous integration for Customer.io integrations. Trigger with phrases like "customer.io ci", "customer.io github actions", "customer.io pipeline", "customer.io automated testing".
- ▌ Flow Next Setup · tools-only bundleOptional local install of flowctl CLI and CLAUDE.md/AGENTS.md instructions. Use when user runs /flow-next:setup.
- ▌ Dspy Miprov2 Optimizer · tools-only bundleThis skill should be used when the user asks to "optimize a DSPy program", "use MIPROv2", "tune instructions and demos", "get best DSPy performance", "run Bayesian optimization", mentions "state-of-the-art DSPy optimizer", "joint instruction tuning", or needs maximum performance from a DSPy program with substantial training data (200+ examples).
- ▌ Search Youtube · tools-only bundleThis skill should be used when the user asks to "search YouTube", "find videos about", "get a transcript", "download subtitles", "extract audio from YouTube", "scan a channel", "research a topic on YouTube", "get video metadata", "what videos exist about", "download YouTube audio", "YouTube research", "summarize this video", "what is this video about", "pull captions from", "grab the audio from", or provides a YouTube/Vimeo/video URL and wants to extract information from it. Also triggers on "batch download transcripts", "analyze a channel", or any multi-video research workflow.
- ▌ Design Orchestration · tools-only bundleOrchestrates design workflows by routing work through brainstorming, multi-agent review, and execution readiness in the correct order. Prevents premature implementation, skipped validation, and unreviewed high-risk designs.
- ▌ Managing Autonomous Development · tools-only bundleExecute enables AI assistant to manage sugar's autonomous development workflows. it allows AI assistant to create tasks, view the status of the system, review pending tasks, and start autonomous execution mode. use this skill when the user asks to create a new develo... Use when appropriate context detected. Trigger with relevant phrases based on skill purpose.
- ▌ Customerio Primary Workflow · tools-only bundleExecute Customer.io primary messaging workflow. Use when setting up email campaigns, push notifications, SMS messaging, or in-app message workflows. Trigger with phrases like "customer.io campaign", "customer.io workflow", "customer.io email automation", "customer.io messaging".
- ▌ Youtube Research · tools-only bundleThis skill should be used when the user asks to "search YouTube", "find videos about", "get a transcript", "download subtitles", "extract audio from YouTube", "scan a channel", "research a topic on YouTube", "get video metadata", "what videos exist about", "download YouTube audio", "YouTube research", "summarize this video", "what is this video about", "pull captions from", "grab the audio from", or provides a YouTube/Vimeo/video URL and wants to extract information from it. Also triggers on "batch download transcripts", "analyze a channel", or any multi-video research workflow.
- ▌ Bim Validation Report · tools-only bundleGenerate comprehensive BIM model validation reports. Check data quality, completeness, and compliance with standards.
- ▌ Nanobanana Restore · tools-only bundleRestore or enhance an existing image using the Nano Banana MCP server. Use when the user wants to fix, repair, restore, upscale, enhance, or improve an old, damaged, blurry, or low-quality image — such as removing scratches, fixing tears, enhancing colors, improving sharpness, or denoising photos. Triggers on requests like "restore this old photo", "fix this damaged image", "enhance this picture", "improve image quality", or "upscale this photo".
- ▌ Validating Performance Budgets · tools-only bundleValidate application performance against defined budgets to identify regressions early. Use when checking page load times, bundle sizes, or API response times against thresholds. Trigger with phrases like "validate performance budget", "check performance metrics", or "detect performance regression".
- ▌ Tracking Resource Usage · tools-only bundleTrack and optimize resource usage across application stack including CPU, memory, disk, and network I/O. Use when identifying bottlenecks or optimizing costs. Trigger with phrases like "track resource usage", "monitor CPU and memory", or "optimize resource allocation".
- ▌ M365 Agents Dotnet · tools-only bundleMicrosoft 365 Agents SDK for .NET. Build multichannel agents for Teams/M365/Copilot Studio with ASP.NET Core hosting, AgentApplication routing, and MSAL-based auth. Triggers: "Microsoft 365 Agents SDK", "Microsoft.Agents", "AddAgentApplicationOptions", "AgentApplication", "AddAgentAspNetAuthentication", "Copilot Studio client", "IAgentHttpAdapter".
- ▌ Verification Loop Construction · tools-only bundleComprehensive verification system for construction automation deliverables. Use after completing estimates, schedules, reports, or data processing tasks to ensure quality.
- ▌ Static Reasoning Verifier · tools-only bundleVerify code correctness statically against specifications using type checking, contract verification, and formal methods. Use when: (1) Verifying type safety and null safety in Python, Java, or C/C++ code, (2) Checking design-by-contract specifications (preconditions, postconditions, invariants), (3) Validating code against formal specifications, (4) Ensuring code quality and correctness before runtime, (5) Finding potential bugs through static analysis. Supports Python (mypy, contracts), Java (javac, JML), and provides verification scripts and contract specification guidelines.
- ▌ Replit Policy Guardrails · tools-only bundleImplement Replit lint rules, policy enforcement, and automated guardrails. Use when setting up code quality rules for Replit integrations, implementing pre-commit hooks, or configuring CI policy checks for Replit best practices. Trigger with phrases like "replit policy", "replit lint", "replit guardrails", "replit best practices check", "replit eslint".
- ▌ Managing Environment Configurations · tools-only bundleThis skill enables Claude to manage environment configurations and secrets across different deployments using the environment-config-manager plugin. It is invoked when the user needs to generate, update, or retrieve configuration settings for various environments (e.g., development, staging, production). Use this skill when the user explicitly mentions "environment configuration," "secrets management," "deployment configuration," or asks to "generate config files". It helps streamline DevOps workflows by providing production-ready configurations based on best practices.
- ▌ Bio Workflow Management Nextflow Pipelines · tools-only bundleCreate scalable, containerized bioinformatics pipelines with Nextflow DSL2 supporting Docker, Singularity, and cloud execution. Use when building portable pipelines with container support, running workflows on cloud platforms (AWS, Google Cloud), or leveraging nf-core community pipelines.
- ▌ UI Visual Validator · tools-only bundleRigorous visual validation expert specializing in UI testing, design system compliance, and accessibility verification. Masters screenshot analysis, visual regression testing, and component validation. Use PROACTIVELY to verify UI modifications have achieved their intended goals through comprehensive visual analysis.
- ▌ Dspy Gepa Reflective · tools-only bundleThis skill should be used when the user asks to "optimize an agent with GEPA", "use reflective optimization", "optimize ReAct agents", "provide feedback metrics", mentions "GEPA optimizer", "LLM reflection", "execution trajectories", "agentic systems optimization", or needs to optimize complex multi-step agents using textual feedback on execution traces.
- ▌ Complete Implementation · tools-only bundleHolistic completion workflow after a feature's tasks are marked COMPLETE: code review, feature verification, integration check, documentation drift audit/update, and context refinement. Creates follow-up task files when issues are found.
- ▌ Regression Consistency Checker · tools-only bundleChecks whether a new version of a repository preserves the behavior observed by tests on the old version. Use this skill when comparing two versions of code to detect regressions, verify refactoring safety, validate bug fixes don't break existing functionality, or ensure backward compatibility. Detects differences in function outputs, exceptions, observable states, and performance between versions. Generates reports highlighting potential regressions (critical, high, medium, low severity), improvements, and areas requiring verification. Triggers when users ask to check for regressions between versions, compare test behavior across versions, verify behavior preservation, or validate that changes don't break existing tests.
- ▌ Shap · tools-only bundleModel interpretability and explainability using SHAP (SHapley Additive exPlanations). Use this skill when explaining machine learning model predictions, computing feature importance, generating SHAP plots (waterfall, beeswarm, bar, scatter, force, heatmap), debugging models, analyzing model bias or fairness, comparing models, or implementing explainable AI. Works with tree-based models (XGBoost, LightGBM, Random Forest), deep learning (TensorFlow, PyTorch), linear models, and any black-box model.
- ▌ Growth Modeling · tools-only bundleWhen the user wants to build quantitative growth models -- including loop-based models, sensitivity analysis, revenue forecasting, or unit economics. Also use when the user says "growth forecast," "revenue model," "CAC LTV," "growth projections," or "financial model." For growth loops, see growth-loops. For PLG metrics, see plg-metrics.
- ▌ Scientific Visualization · tools-only bundleMeta-skill for publication-ready figures. Use when creating journal submission figures requiring multi-panel layouts, significance annotations, error bars, colorblind-safe palettes, and specific journal formatting (Nature, Science, Cell). Orchestrates matplotlib/seaborn/plotly with publication styles. For quick exploration use seaborn or plotly directly.
- ▌ Flowio · tools-only bundleParse FCS (Flow Cytometry Standard) files v2.0-3.1. Extract events as NumPy arrays, read metadata/channels, convert to CSV/DataFrame, for flow cytometry data preprocessing.