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- ▌ Using Gh CLI · tools-only bundleGuides usage of the GitHub CLI (gh) for interacting with GitHub repositories, PRs, issues, and API. Use when working with GitHub resources instead of WebFetch or curl.
- ▌ Agent Development · tools-only bundleThis skill should be used when the user asks to "create an agent", "add an agent", "write a subagent", "agent frontmatter", "when to use description", "agent examples", "agent tools", "agent colors", "autonomous agent", or needs guidance on agent structure, system prompts, triggering conditions, or agent development best practices for Claude Code plugins.
- ▌ Playwright Skill · tools-only bundleComplete browser automation with Playwright. Auto-detects dev servers, writes clean test scripts to /tmp. Test pages, fill forms, take screenshots, check responsive design, validate UX, test login flows, check links, automate any browser task. Use when user wants to test websites, automate browser interactions, validate web functionality, or perform any browser-based testing.
- ▌ Skill Perfection · tools-only bundleUse this skill when you need to QA audit and fix a plugin skill file. Provides a methodology for verifying skill content against official documentation, fixing issues in-place, and producing verification reports.
- ▌ Linear Debug Bundle · tools-only bundleComprehensive debugging toolkit for Linear integrations. Use when setting up logging, tracing API calls, or building debug utilities for Linear. Trigger with phrases like "debug linear integration", "linear logging", "trace linear API", "linear debugging tools", "linear troubleshooting".
- ▌ Python3 Development · tools-only bundlePython 3.11+ development with CLI apps (Typer/Rich), testing (pytest), linting (ruff/mypy), and TDD workflows. Use when building Python CLIs, writing tests, fixing linting errors, configuring pyproject.toml, creating portable scripts, or reviewing Python code for best practices.
- ▌ Perplexity Performance Tuning · tools-only bundleOptimize Perplexity API performance with caching, batching, and connection pooling. Use when experiencing slow API responses, implementing caching strategies, or optimizing request throughput for Perplexity integrations. Trigger with phrases like "perplexity performance", "optimize perplexity", "perplexity latency", "perplexity caching", "perplexity slow", "perplexity batch".
- ▌ Customerio Load Scale · tools-only bundleImplement Customer.io load testing and scaling. Use when preparing for high traffic, load testing, or scaling integrations for enterprise workloads. Trigger with phrases like "customer.io load test", "customer.io scale", "customer.io high volume", "customer.io performance test".
- ▌ Sentry Data Handling · tools-only bundleManage sensitive data properly in Sentry. Use when configuring PII scrubbing, data retention, GDPR compliance, or data security settings. Trigger with phrases like "sentry pii", "sentry gdpr", "sentry data privacy", "scrub sensitive data sentry".
- ▌ Supabase Reference Architecture · tools-only bundleImplement Supabase reference architecture with best-practice project layout. Use when designing new Supabase integrations, reviewing project structure, or establishing architecture standards for Supabase applications. Trigger with phrases like "supabase architecture", "supabase best practices", "supabase project structure", "how to organize supabase", "supabase layout".
- ▌ Flow Work · tools-only bundleExecute a plan file or Beads epic systematically with git setup, task tracking, quality checks, and commit workflow. Use when implementing a plan, working through a spec, following documented steps, or executing a Beads issue ID (e.g., bd-123, gno-45, app-12).
- ▌ Lokalise Deploy Integration · tools-only bundleDeploy Lokalise integrations to Vercel, Netlify, and Cloud Run platforms. Use when deploying apps with Lokalise translations to production, configuring platform-specific secrets, or setting up deployment pipelines. Trigger with phrases like "deploy lokalise", "lokalise Vercel", "lokalise production deploy", "lokalise Netlify", "lokalise Cloud Run".
- ▌ Migrating Airflow 2 To 3 · tools-only bundleGuide for migrating Apache Airflow 2.x projects to Airflow 3.x. Use when the user mentions Airflow 3 migration, upgrade, compatibility issues, breaking changes, or wants to modernize their Airflow codebase. If you detect Airflow 2.x code that needs migration, prompt the user and ask if they want you to help upgrade. Always load this skill as the first step for any migration-related request.
- ▌ Firecrawl Upgrade Migration · tools-only bundleAnalyze, plan, and execute FireCrawl SDK upgrades with breaking change detection. Use when upgrading FireCrawl SDK versions, detecting deprecations, or migrating to new API versions. Trigger with phrases like "upgrade firecrawl", "firecrawl migration", "firecrawl breaking changes", "update firecrawl SDK", "analyze firecrawl version".
- ▌ Fireflies Deploy Integration · tools-only bundleDeploy Fireflies.ai integrations to Vercel, Fly.io, and Cloud Run platforms. Use when deploying Fireflies.ai-powered applications to production, configuring platform-specific secrets, or setting up deployment pipelines. Trigger with phrases like "deploy fireflies", "fireflies Vercel", "fireflies production deploy", "fireflies Cloud Run", "fireflies Fly.io".
- ▌ Improve Skill · tools-only bundleThis skill should be used when the user asks to "improve a skill", "make this skill better", "add features to a skill", "this skill is missing something", "upgrade my skill", "what's missing from this skill", "improve how the skill works step by step", "the skill doesn't do X", "make this more useful", "the skill isn't working well for me", "can this skill do more", or wants to improve skill effectiveness rather than structural correctness.
- ▌ Clay Rate Limits · tools-only bundleImplement Clay rate limiting, backoff, and idempotency patterns. Use when handling rate limit errors, implementing retry logic, or optimizing API request throughput for Clay. Trigger with phrases like "clay rate limit", "clay throttling", "clay 429", "clay retry", "clay backoff".
- ▌ Authoring Dags · tools-only bundleWorkflow and best practices for writing Apache Airflow DAGs. Use when the user wants to create a new DAG, write pipeline code, or asks about DAG patterns and conventions. For testing and debugging DAGs, see the testing-dags skill.
- ▌ Gh CLI · tools-only bundleGitHub CLI (gh) quick reference for operations not covered by MCP tools. Use for Actions workflows, repository management, releases, API calls, and fallback GitHub operations. Prefer MCP tools (github-operations skill) for issues and PRs. Triggers: "gh cli", "workflow run", "gh api", "gh release", "gh repo".
- ▌ Maintainx Sdk Patterns · tools-only bundleLearn MaintainX REST API patterns, pagination, filtering, and client architecture. Use when building robust API integrations, implementing pagination, or creating reusable SDK patterns for MaintainX. Trigger with phrases like "maintainx sdk", "maintainx api patterns", "maintainx pagination", "maintainx filtering", "maintainx client design".
- ▌ Clerk Install Auth · tools-only bundleInstall and configure Clerk SDK/CLI authentication. Use when setting up a new Clerk integration, configuring API keys, or initializing Clerk in your project. Trigger with phrases like "install clerk", "setup clerk", "clerk auth", "configure clerk API key", "add clerk to project".
- ▌ Fact Check · tools-only bundleVerify claims in backlog items, skill documentation, or plugin content against primary sources using web lookups. Spawns parallel verification agents that MUST use WebFetch/WebSearch/gh — training data recall is explicitly rejected as evidence. Produces VERIFIED/REFUTED/INCONCLUSIVE verdicts with citations. Triggers on "fact check", "verify claims", "check against primary sources", or when backlog items are marked UNVERIFIED.
- ▌ Replit Upgrade Migration · tools-only bundleAnalyze, plan, and execute Replit SDK upgrades with breaking change detection. Use when upgrading Replit SDK versions, detecting deprecations, or migrating to new API versions. Trigger with phrases like "upgrade replit", "replit migration", "replit breaking changes", "update replit SDK", "analyze replit version".
- ▌ Databricks Sdk Patterns · tools-only bundleApply production-ready Databricks SDK patterns for Python and REST API. Use when implementing Databricks integrations, refactoring SDK usage, or establishing team coding standards for Databricks. Trigger with phrases like "databricks SDK patterns", "databricks best practices", "databricks code patterns", "idiomatic databricks".
- ▌ Typo3 Update · tools-only bundleComprehensive guide for writing TYPO3 code compatible with both v13 and v14, with preference for v14. Covers version constraints, compatible patterns, and migration strategies. Use when working with update, upgrade, v13, v14, migration, lts, compatibility.
- ▌ Windsurf Common Errors · tools-only bundleDiagnose and fix Windsurf common errors and exceptions. Use when encountering Windsurf errors, debugging failed requests, or troubleshooting integration issues. Trigger with phrases like "windsurf error", "fix windsurf", "windsurf not working", "debug windsurf".
- ▌ Exa Load Scale · tools-only bundleImplement Exa load testing, auto-scaling, and capacity planning strategies. Use when running performance tests, configuring horizontal scaling, or planning capacity for Exa integrations. Trigger with phrases like "exa load test", "exa scale", "exa performance test", "exa capacity", "exa k6", "exa benchmark".
- ▌ Agents Md · tools-only bundleThis skill should be used when the user asks to "create AGENTS.md", "update AGENTS.md", "maintain agent docs", "set up CLAUDE.md", or needs to keep agent instructions concise. Guides discovery of local skills and enforces minimal documentation style.
- ▌ Openevidence Data Handling · tools-only bundleImplement HIPAA-compliant PHI data handling for OpenEvidence integrations. Use when implementing data protection, configuring retention policies, or ensuring compliance for clinical AI data flows. Trigger with phrases like "openevidence phi", "openevidence data", "openevidence hipaa data", "clinical data handling", "patient data protection".
- ▌ Maintainx Local Dev Loop · tools-only bundleSet up a local development loop for MaintainX integration development. Use when configuring dev environment, testing API calls locally, or setting up a sandbox workflow for MaintainX. Trigger with phrases like "maintainx dev setup", "maintainx local", "maintainx development environment", "maintainx testing setup".
- ▌ Retellai Security Basics · tools-only bundleApply Retell AI security best practices for secrets and access control. Use when securing API keys, implementing least privilege access, or auditing Retell AI security configuration. Trigger with phrases like "retellai security", "retellai secrets", "secure retellai", "retellai API key security".
- ▌ Zai CLI · tools-only bundleExecute z.AI CLI providing vision, search, reader, and GitHub exploration via CLI and MCP. Use when user needs image/video analysis, OCR, UI-to-code conversion, error diagnosis, real-time web search, web page to markdown extraction, or GitHub code exploration. Trigger with phrases like "analyze this image", "search the web for", "read this page", "explore this repo", or "use zai". Requires Z_AI_API_KEY.
- ▌ Retellai Local Dev Loop · tools-only bundleConfigure Retell AI local development with hot reload and testing. Use when setting up a development environment, configuring test workflows, or establishing a fast iteration cycle with Retell AI. Trigger with phrases like "retellai dev setup", "retellai local development", "retellai dev environment", "develop with retellai".
- ▌ Clang Format · tools-only bundleConfigure clang-format code formatting. Use when: user mentions clang-format or .clang-format, analyzing code style/patterns, creating/modifying formatting config, troubleshooting formatting, brace styles/indentation/spacing/alignment/pointer alignment, or codifying conventions.
- ▌ Typo3 Records List Types · tools-only bundleConfigure and extend the Records List Types extension for TYPO3 v14. Grid, Compact, Teaser, and custom view modes for the backend Records module with thumbnails, drag-and-drop, dark mode, workspace indicators, and zero-PHP extensibility via TSconfig + Fluid templates. Use when working with backend record listing, creating custom view types, or configuring per-table display fields.
- ▌ Openbb Crypto · tools-only bundleCryptocurrency market analysis using OpenBB - price data, on-chain metrics,...
- ▌ Openbb Equity · tools-only bundleComprehensive equity analysis using OpenBB - historical prices, fundamentals, technical indicators, insider trading, analyst ratings, and AI-powered insights
- ▌ Legal Advisor · tools-only bundleUse this agent when you need to draft contracts, review compliance requirements, develop IP protection strategies, or assess legal risks for technology businesses. Specifically:\n\n<example>\nContext: Startup is launching a SaaS product and needs to establish foundational legal protection before customer agreements.\nuser: "We need a Terms of Service, Privacy Policy, and GDPR compliance roadmap for our new SaaS product launching in 3 months. We're handling user data and need to ensure we're legally protected."\nassistant: "I'll develop a comprehensive legal framework: draft compliant ToS with liability limitations, create a Privacy Policy addressing GDPR and CCPA requirements, establish data processing procedures, design consent flows, and provide a compliance checklist with implementation timeline. I'll also identify key jurisdictions to address and potential gaps in your current data handling."\n<commentary>\nUse legal-advisor when launching products or services that require legal infrastructure like ToS, p
- ▌ Quant Analyst · tools-only bundleUse this agent when you need to develop quantitative trading strategies, build financial models with rigorous mathematical foundations, or conduct advanced risk analytics for derivatives and portfolios. Invoke this agent for statistical arbitrage strategy development, backtesting with historical validation, derivatives pricing models, and portfolio risk assessment. Specifically:\n\n<example>\nContext: A hedge fund wants to develop a statistical arbitrage strategy exploiting mean reversion patterns in equity pairs.\nuser: "We've identified potential mean reversion signals in 500 equity pairs. Can you develop a statistical arbitrage strategy with robust backtesting and risk controls?"\nassistant: "I'll conduct cointegration analysis on your pairs, develop a mean-reversion trading model with optimal position sizing, execute comprehensive backtesting over 10+ years with walk-forward validation, quantify risk metrics (Sharpe ratio, max drawdown, VaR), and implement dynamic stop-loss and portfolio hedging strategie
- ▌ Molfeat · tools-only bundleMolecular featurization for ML (100+ featurizers). ECFP, MACCS, descriptors, pretrained models (ChemBERTa), convert SMILES to features, for QSAR and molecular ML.
- ▌ Stable Baselines3 · tools-only bundleProduction-ready reinforcement learning algorithms (PPO, SAC, DQN, TD3, DDPG, A2C) with scikit-learn-like API. Use for standard RL experiments, quick prototyping, and well-documented algorithm implementations. Best for single-agent RL with Gymnasium environments. For high-performance parallel training, multi-agent systems, or custom vectorized environments, use pufferlib instead.
- ▌ Plg Strategy · tools-only bundleWhen the user wants to assess PLG readiness, design a product-led growth strategy, choose between freemium and free trial, evaluate PLG maturity, or plan a hybrid PLG + sales model. Also use when the user says "should we do PLG," "PLG vs sales-led," "growth motions," "PLG audit," or "go-to-market strategy." For specific mental models, see plg-mental-models. For growth loop design, see growth-loops.
- ▌ Qutip · tools-only bundleQuantum physics simulation library for open quantum systems. Use when studying master equations, Lindblad dynamics, decoherence, quantum optics, or cavity QED. Best for physics research, open system dynamics, and educational simulations. NOT for circuit-based quantum computing—use qiskit, cirq, or pennylane for quantum algorithms and hardware execution.
- ▌ Get Available Resources · tools-only bundleThis skill should be used at the start of any computationally intensive scientific task to detect and report available system resources (CPU cores, GPUs, memory, disk space). It creates a JSON file with resource information and strategic recommendations that inform computational approach decisions such as whether to use parallel processing (joblib, multiprocessing), out-of-core computing (Dask, Zarr), GPU acceleration (PyTorch, JAX), or memory-efficient strategies. Use this skill before running analyses, training models, processing large datasets, or any task where resource constraints matter.
- ▌ Arboreto · tools-only bundleInfer gene regulatory networks (GRNs) from gene expression data using scalable algorithms (GRNBoost2, GENIE3). Use when analyzing transcriptomics data (bulk RNA-seq, single-cell RNA-seq) to identify transcription factor-target gene relationships and regulatory interactions. Supports distributed computation for large-scale datasets.
- ▌ Vaex · tools-only bundleUse this skill for processing and analyzing large tabular datasets (billions of rows) that exceed available RAM. Vaex excels at out-of-core DataFrame operations, lazy evaluation, fast aggregations, efficient visualization of big data, and machine learning on large datasets. Apply when users need to work with large CSV/HDF5/Arrow/Parquet files, perform fast statistics on massive datasets, create visualizations of big data, or build ML pipelines that do not fit in memory.
- ▌ Plg Metrics · tools-only bundleWhen the user wants to define PLG metrics, build a growth dashboard, or set KPI targets -- including activation rate, free-to-paid conversion, NRR, or North Star metric. Also use when the user says "PLG dashboard," "growth KPIs," "metric definitions," or "PLG benchmarks." For activation-specific metrics, see activation-metrics. For analytics setup, see product-analytics.
- ▌ Product Manager · tools-only bundleUse this agent when you need to make product strategy decisions, prioritize features, or define roadmap plans based on user needs and business goals. Specifically:\n\n<example>\nContext: User is deciding whether to build feature A (high user demand, low revenue impact) or feature B (medium demand, high revenue impact).\nuser: "We have two features competing for Q2. How should we prioritize? Feature A is requested by many users but won't directly drive revenue. Feature B is less requested but could increase our ARPU significantly."\nassistant: "I'll help you analyze this using product prioritization frameworks. Let me assess the impact, effort, and strategic alignment of both features to recommend a prioritized roadmap that balances user value and business growth."\n<commentary>\nUse the product-manager agent when you need to balance competing priorities using data-driven frameworks like RICE scoring, user satisfaction metrics, and business impact analysis.\n</commentary>\n</example>\n\n<example>\nContext: Use
- ▌ Invoking Gemini · tools-only bundleInvokes Google Gemini models for structured outputs, multi-modal tasks, and Google-specific features. Use when users request Gemini, structured JSON output, Google API integration, or cost-effective parallel processing.
- ▌ Plantcapability · tools-only bundleMNMUK machine shop capability checker. Answers "can we make this?" queries against the plant list. Recommends optimal machine selection based on part requirements. USE WHEN user asks 'can we make', 'which machine', 'capability check', 'feasibility', 'what can we hold', 'tolerance capability', or describes a part to quote.
- ▌ Sprint · tools-only bundleRun the autonomous multi-agent sprint workflow with spec-driven development
- ▌ Agent Assistant · tools-only bundleAgent assistance skill that provides stuck detection, memory management, and session learning capabilities for AI agents Trigger terms: agent stuck, loop detected, session memory, agent learning, condense memory, stuck detection, agent memory, session learnings, extraction Use when: User reports agent is stuck, looping, or needs memory/learning management
- ▌ Cloning Project · tools-only bundleExports project instructions and knowledge files from the current Claude project. Use when users want to clone, copy, backup, or export a project's configuration and files.
- ▌ Tribalknowledge · tools-only bundleCapture and preserve machinist expertise before it retires. Structured knowledge extraction for CNC operations, troubleshooting, and process optimization. USE WHEN user says 'capture knowledge', 'document expertise', 'what does [name] know', 'troubleshooting tips', 'how do we handle', 'interview machinist', or 'tribal knowledge'.
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- ▌ Threat Modeler · tools-only bundleThreat modeling specialist using STRIDE and attack surface analysis
- ▌ Angular HTTP · tools-only bundleImplement HTTP data fetching in Angular v20+ using resource(), httpResource(), and HttpClient. Use for API calls, data loading with signals, request/response handling, and interceptors. Triggers on data fetching, API integration, loading states, error handling, or converting Observable-based HTTP to signal-based patterns.
- ▌ Activation Metrics · tools-only bundleWhen the user wants to define, measure, or optimize user activation -- including identifying the aha moment, measuring time-to-value, or building an activation funnel. Also use when the user says "activation rate," "aha moment," "setup moment," "habit moment," "time to value," or "how do I measure activation." For onboarding design, see product-onboarding. For retention, see retention-analysis.
- ▌ Plg Mental Models · tools-only bundleWhen the user needs mental models or frameworks for PLG decisions -- including product-channel fit, time-to-value, network effects, habit loops, or pricing psychology. Also use when the user asks "what framework should I use," "how should I think about this," or references a specific model like "adjacent user theory" or "bowling alley framework." For comprehensive PLG strategy, see plg-strategy. For growth loops, see growth-loops.
- ▌ Expansion Revenue · tools-only bundleWhen the user wants to grow revenue from existing customers -- including seat expansion, plan upgrades, usage upsells, or cross-sell strategies. Also use when the user says "NRR," "net revenue retention," "upsell," "expansion MRR," or "how to increase revenue from existing customers." For pricing, see pricing-strategy. For upgrade screens, see paywall-upgrade-cro.
- ▌ Plg Ideas · tools-only bundleWhen the user wants PLG ideas, tactics, or inspiration -- a mega-reference of 100+ product-led growth strategies organized by category. Also use when the user says "growth ideas," "PLG playbook," "growth tactics," "what should we try," or "growth brainstorm." For PLG strategy, see plg-strategy. For experimentation, see growth-experimentation.
- ▌ Metadata · tools-only bundleGenerate SEO-optimized metadata for YouTube, blogs, and social platforms...
- ▌ Critique · tools-only bundleChallenge a design ruthlessly - you are the last line of defense for preventing a bad design being implemented
- ▌ Repurpose · tools-only bundleTransform one long-form video into 30+ pieces of content across all platforms with platform-specific optimization
- ▌ Librarian · tools-only bundleOrganize and maintain the knowledge base. Promotes durable knowledge from daily files into structured locations, trims MEMORY.md, deduplicates, and keeps the filing system clean and current.
- ▌ Flow Next Work · tools-only bundleExecute a Flow epic or task systematically with git setup, task tracking, quality checks, and commit workflow. Use when implementing a plan or working through a spec. Triggers on /flow-next:work with Flow IDs (fn-1-add-oauth, fn-1-add-oauth.2, or legacy fn-1, fn-1.2, fn-1-xxx, fn-1-xxx.2).
- ▌ Component Boundary Identifier · tools-only bundleIdentifies boundaries between modules or components in software systems through static code analysis and dependency detection. Use when Claude needs to analyze software architecture, identify module boundaries, detect boundary violations, find circular dependencies, or assess component coupling. Supports Python (packages and imports) and Java (packages and dependencies). Trigger when users ask to "identify boundaries", "find component boundaries", "detect boundary violations", "analyze module structure", "check architecture", or "find circular dependencies".
- ▌ Bio Flow Cytometry Fcs Handling · tools-only bundleRead and manipulate Flow Cytometry Standard (FCS) files. Covers loading data, accessing parameters, and basic data exploration. Use when loading and inspecting flow or mass cytometry data before preprocessing.
- ▌ Bio Workflows Spatial Pipeline · tools-only bundleEnd-to-end spatial transcriptomics workflow for Visium/Xenium data. Covers data loading, preprocessing, spatial analysis, domain detection, and visualization with Squidpy. Use when analyzing spatial transcriptomics data.
- ▌ Group Items To Milestone · tools-only bundleUse when assigning BACKLOG.md items to a GitHub milestone. Args: {milestone-number} [P0|P1|P2|title-filter]. Reads BACKLOG.md, shows items with GitHub Issue status, lets user select which to assign. Creates missing GitHub Issues for selected P0/P1 items, assigns all to the milestone, updates Project V2 Status to Backlog. Use after create-milestone to populate a sprint or release.
- ▌ Bio Proteomics Dia Analysis · tools-only bundleData-independent acquisition (DIA) proteomics analysis with DIA-NN and other tools. Use when analyzing DIA mass spectrometry data with library-free or library-based workflows for deep proteome profiling.
- ▌ Performance Profiling · tools-only bundleIdentify computational bottlenecks, analyze scaling behavior, estimate memory requirements, and receive optimization recommendations for any computational simulation. Use when simulations are slow, investigating parallel efficiency, planning resource allocation, or seeking performance improvements through timing analysis, scaling studies, memory profiling, or bottleneck detection.
- ▌ Setting Up Synthetic Monitoring · tools-only bundleSetup synthetic monitoring for proactive performance tracking including uptime checks, transaction monitoring, and API health. Use when implementing availability monitoring or tracking critical user journeys. Trigger with phrases like "setup synthetic monitoring", "monitor uptime", or "configure health checks".
- ▌ Idea Pool Expander · tools-only bundleGenerate a large, structured brainstorm pool (60-90) for ideation and write it into `output/IDEA_SHORTLIST.md`. **Trigger**: idea pool, brainstorm pool, expand ideas, 发散, 头脑风暴, idea candidates. **Use when**: you have a core set + taxonomy map and want to expand thinking before curating a shortlist. **Skip if**: you only want a small, feasibility-first shortlist (use `idea-shortlist-curator` directly). **Network**: none. **Guardrail**: no invented papers; each Tier-1/2 idea must point to `papers/core_set.csv` paper_ids; keep cards short.
- ▌ Defect Detection AI · tools-only bundleAI-powered construction defect detection using computer vision. Identify cracks, spalling, corrosion, and other defects in concrete, steel, and building components from images and video.
- ▌ Tracking Application Response Times · tools-only bundleTrack and optimize application response times across API endpoints, database queries, and service calls. Use when monitoring performance or identifying bottlenecks. Trigger with phrases like "track response times", "monitor API performance", or "analyze latency".
- ▌ Nonlinear Solvers · tools-only bundleSelect and configure nonlinear solvers for f(x)=0 or min F(x). Use for Newton methods, quasi-Newton (BFGS, L-BFGS), Broyden, Anderson acceleration, diagnosing convergence issues, choosing line search vs trust region, and analyzing Jacobian quality.
- ▌ Data Profiler · tools-only bundleProfile construction data to understand characteristics, distributions, quality metrics, and patterns. Essential for data quality assessment and ETL planning.
- ▌ Bio Workflows Crispr Screen Pipeline · tools-only bundleEnd-to-end CRISPR screen analysis from FASTQ to hit genes. Orchestrates guide counting, QC, statistical analysis with MAGeCK, and hit calling with multiple methods. Use when analyzing pooled CRISPR screens from count data to hit calling.
- ▌ Data Sleuth · tools-only bundleIdentify non-obvious signals, hidden patterns, and clever correlations in datasets using investigative data analysis techniques. Use when analyzing social media exports, user data, behavioral datasets, or any structured data where deeper insights are desired. Pairs with personality-profiler for enhanced signal extraction. Triggers on requests like "what patterns do you see", "find hidden signals", "correlate these datasets", "what am I missing in this data", "analyze across datasets", "find non-obvious insights", or when users want to go beyond surface-level analysis. Also use proactively when you notice interesting anomalies or correlations during any data analysis task.
- ▌ Pytorch Model CLI · tools-only bundleGuidance for creating standalone CLI tools that perform neural network inference by extracting PyTorch model weights and reimplementing inference in C/C++. This skill applies when tasks involve converting PyTorch models to standalone executables, extracting model weights to portable formats (JSON), implementing neural network forward passes in C/C++, or creating CLI tools that load images and run inference without Python dependencies.
- ▌ Policyengine Interactive Tools · tools-only bundleBuilding standalone interactive calculators and dashboards that embed in policyengine.org
- ▌ Weather API · tools-only bundleFetch weather data for construction scheduling. Historical data, forecasts, and risk assessment for outdoor work.
- ▌ Bio Metagenomics Abundance · tools-only bundleSpecies abundance estimation using Bracken with Kraken2 output. Redistributes reads from higher taxonomic levels to species for more accurate estimates. Use when accurate species-level abundances are needed from Kraken2 classification output.
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- ▌ Hierarchical Matching Systems · tools-only bundleExpertise in architecting, implementing, reviewing, and debugging hierarchical matching systems. Use when working with: (1) Two-sided matching (Gale-Shapley, hospital-resident, student-school), (2) Assignment/optimization problems (Hungarian algorithm, bipartite matching), (3) Multi-level hierarchy matching (org charts, taxonomies, nested categories), (4) Entity resolution and record linkage across hierarchies. Triggers: debugging match quality issues, reviewing matching algorithms, translating business requirements into constraints, validating match correctness, architecting new matching systems, fixing unstable matches, resolving constraint violations, diagnosing preference misalignment.
- ▌ Nx CI Monitor · tools-only bundleMonitor Nx Cloud CI pipeline and handle self-healing fixes automatically. Checks for Nx Cloud connection before starting.
- ▌ Price API · tools-only bundleFetch construction material prices from open APIs. Track price trends, regional variations, and update cost databases.
- ▌ Juicebox Migration Deep Dive · tools-only bundleAdvanced Juicebox data migration strategies. Use when migrating from other recruiting platforms, performing bulk data imports, or implementing complex data transformation pipelines. Trigger with phrases like "juicebox data migration", "migrate to juicebox", "juicebox import", "juicebox bulk migration".
- ▌ Extracting PDF Text · tools-only bundleExtract text from PDFs for LLM consumption. Use when processing PDFs for RAG, document analysis, or text extraction. Supports API services (Mistral OCR) and local tools (PyMuPDF, pdfplumber). Handles text-based PDFs, tables, and scanned documents with OCR.
- ▌ Interoperability Analyzer · tools-only bundleAnalyze data interoperability issues in construction projects. Identify format incompatibilities and data loss points.
- ▌ Site Logistics Optimization · tools-only bundleOptimize construction site logistics including material delivery scheduling, crane positioning, storage area allocation, and traffic flow using operations research and simulation.
- ▌ Nl To Constraints · tools-only bundleTransforms natural language requirements (user stories, verbal descriptions, business rules) into formal specifications and constraints. Use when converting informal requirements into structured, testable specifications with explicit constraints. Outputs in multiple formats including BDD-style Given-When-Then, JSON Schema, and structured plain text requirements documents.
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- ▌ Klingai Usage Analytics · tools-only bundleBuild usage analytics and reporting for Kling AI. Use when tracking generation patterns, analyzing costs, or creating dashboards. Trigger with phrases like 'klingai analytics', 'kling ai usage report', 'klingai metrics', 'video generation stats'.
- ▌ Bio Copy Number Gatk Cnv · tools-only bundleCall copy number variants using GATK best practices workflow. Supports both somatic (tumor-normal) and germline CNV detection from WGS or WES data. Use when following GATK best practices or integrating CNV calling with other GATK variant pipelines.
- ▌ Look Ahead Scheduler · tools-only bundleGenerate rolling look-ahead schedules for construction. Create 2-week, 3-week, or 6-week look-aheads with constraint analysis and crew coordination.
- ▌ Bio Clip Seq Binding Site Annotation · tools-only bundleAnnotate CLIP-seq binding sites to genomic features including 3'UTR, 5'UTR, CDS, introns, and ncRNAs. Use when characterizing where an RBP binds in transcripts.
- ▌ Gantt Chart · tools-only bundleGenerate Gantt charts for construction scheduling. Create visual project timelines with dependencies and progress tracking.
- ▌ Rtl Specification Consistency Checker · tools-only bundleCheck behavioral consistency between high-level hardware specifications and RTL implementations. Use when asked to check RTL consistency, verify RTL against spec, check hardware specification compliance, validate RTL implementation, find spec violations in RTL, check behavioral consistency, or when working with hardware designs that need verification against protocol specifications, timing requirements, or functional specifications in Verilog, VHDL, or SystemVerilog.