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17,409 published skills · page 159 of 175

  1. ▌
    Product Analytics · tools-only bundle
    When the user wants to set up product analytics -- including event taxonomy, tracking plans, funnel analysis, or tool selection (Mixpanel, Amplitude, PostHog). Also use when the user says "event tracking," "analytics setup," "tracking plan," "analytics implementation," or "user identification." For PLG metrics, see plg-metrics. For experimentation, see growth-experimentation.
    7 repo stars
  2. ▌
    Trial Optimization · tools-only bundle
    When the user wants to optimize free trial conversion -- including trial length, trial type selection, expiry flows, or trial email sequences. Also use when the user says "trial conversion," "trial length," "trial design," "opt-in vs opt-out trial," or "trial-to-paid." For activation, see activation-metrics. For feature gating, see feature-gating.
    7 repo stars
  3. ▌
    Install Plg Skills · tools-only bundle
    Installs all 27 PLG skills from SkeneTechnologies/plg-skills repository. Clones the repository and copies all skills to the target location (personal or project). Use when the user wants to install PLG skills, add skills from the plg-skills repository, or set up Product-Led Growth skills for Cursor.
    7 repo stars
  4. ▌
    Feature Gating · tools-only bundle
    When the user wants to decide what features to gate vs keep free, design usage limits, implement reverse trials, or plan a free tier. Also use when the user says "what should be free," "feature gate," "paywall placement," "usage limits," or "reverse trial." For pricing strategy, see pricing-strategy. For upgrade screens, see paywall-upgrade-cro.
    7 repo stars
  5. ▌
    Simpy · tools-only bundle
    Process-based discrete-event simulation framework in Python. Use this skill when building simulations of systems with processes, queues, resources, and time-based events such as manufacturing systems, service operations, network traffic, logistics, or any system where entities interact with shared resources over time.
    7 repo stars
  6. ▌
    Self Serve Motion · tools-only bundle
    When the user wants to reduce friction in the self-serve buying experience, optimize in-product checkout, remove "contact sales" gates, or design self-serve onboarding and support. Also use when the user says "frictionless," "self-service," "remove sales gates," "no-demo experience," or "friction audit." For signup flow optimization, see signup-flow-cro. For pricing page design, see pricing-strategy.
    7 repo stars
  7. ▌
    Pricing Strategy · tools-only bundle
    When the user wants to design or optimize pricing, packaging, or monetization -- including tier structure, freemium design, value metrics, or price research. Also use when the user says "pricing page," "how to price," "freemium vs free trial," "Good-Better-Best tiers," or "value-based pricing." For feature gating, see feature-gating. For trial optimization, see trial-optimization. For usage-based models, see usage-based-pricing.
    7 repo stars
  8. ▌
    AI Sdk UI · tools-only bundle
    Expert guidance for building chat UIs with AI SDK React hooks. Use when: (1) Building chatbots with useChat hook, (2) Implementing tool UIs with server/client execution, (3) Handling message persistence and stream resumption, (4) Creating generative UI with React components, (5) Integrating with Next.js/Node/Fastify/Nest backends, (6) Using useObject for streaming structured data. Triggers: useChat, useObject, useCompletion, chat UI, chatbot, generative UI, message persistence, @ai-sdk/react, UIMessage, tool parts, streaming UI, toUIMessageStreamResponse.
    7 repo stars
  9. ▌
    Learn · tools-only bundle
    Toggle learning mode with educational micro-explanations
    7 repo stars
  10. ▌
    Johnw · tools-only bundle
    Write in John Wiegley's authentic voice. Use when drafting technical articles, blog posts, essays, or any written material that should read as if John wrote it himself. Captures patterns from 1,100+ posts spanning 1992-2026 across both technical (newartisans) and personal (johnwiegley) blogs. Focuses on technical writing but incorporates cross-cutting voice patterns from the full corpus.
    7 repo stars
  11. ▌
    Travel · tools-only bundle
    Complete AI-powered travel planner with real-time weather, budget estimation, itinerary generation, and smart packing lists
    7 repo stars
  12. ▌
    File Analyzer · tools-only bundle
    Performs deep regression analysis on a single FILE-N group
    7 repo stars
  13. ▌
    Planner · tools-only bundle
    Use this agent when you need to create comprehensive test plan for a web application or website
    7 repo stars
  14. ▌
    Sharding · tools-only bundle
    Implement horizontal database sharding for massive scale applications
    7 repo stars
  15. ▌
    Currency · tools-only bundle
    Real-time currency conversion with exchange rates, historical trends, and...
    7 repo stars
  16. ▌
    Progress · tools-only bundle
    Create visual progress updates - charts, before/after comparisons, metrics...
    7 repo stars
  17. ▌
    N8n Expert · tools-only bundle
    Expert n8n workflow designer specializing in complex automation
    7 repo stars
  18. ▌
    Python Dev · tools-only bundle
    Build Python backend with FastAPI. Implement async patterns, APIs, database...
    7 repo stars
  19. ▌
    API Expert · tools-only bundle
    API debugging specialist - analyzes failures and suggests solutions
    7 repo stars
  20. ▌
    Auth Setup · tools-only bundle
    Generate authentication boilerplate with JWT, OAuth, and session support
    7 repo stars
  21. ▌
    Merge Safe · tools-only bundle
    Check for conflicts before merging branches safely
    7 repo stars
  22. ▌
    UX Designer · tools-only bundle
    Interaction design for terminal UI, task flow optimization, information architecture, CLI usability, command structure design, Rich component selection, accessibility in terminal context
    7 repo stars
  23. ▌
    Golang Pro · tools-only bundle
    Use when building Go applications requiring concurrent programming, high-performance systems, microservices, or cloud-native architectures where idiomatic patterns, error handling excellence, and efficiency are critical. Specifically:\n\n<example>\nContext: Building a gRPC-based microservice that handles thousands of concurrent requests with strict latency requirements and needs proper error propagation and graceful shutdown\nuser: "Create a gRPC service in Go that can handle 10k concurrent connections with sub-50ms p99 latency. Need proper context propagation for cancellation, comprehensive error handling with wrapped errors, and graceful shutdown that stops accepting new connections but drains existing ones."\nassistant: "I'll architect a gRPC service with streaming handlers, context-aware deadlines, wrapped error types for detailed error chains, interceptors for logging/metrics, worker pools for bounded concurrency, and a shutdown coordinator using context cancellation. This ensures low-latency responses,
    7 repo stars
  24. ▌
    Refactorer · tools-only bundle
    Code refactoring specialist for improving code quality, reducing technical debt, eliminating code smells, reducing complexity, and applying design patterns. Use when code needs restructuring, simplification, tech debt reduction, or when applying DRY/SOLID principles.
    7 repo stars
  25. ▌
    Debug Code Analyzer · tools-only bundle
    Investigates kernel code paths to confirm or eliminate a debugging theory
    7 repo stars
  26. ▌
    AWS Sdk Java V2 Messaging · tools-only bundle
    Implement AWS messaging patterns using AWS SDK for Java 2.x for SQS queues and SNS topics. Send/receive messages, manage FIFO queues, implement DLQ, publish messages, manage subscriptions, and build pub/sub patterns.
    7 repo stars
  27. ▌
    Lint · tools-only bundle
    Run linting and formatting on files or discover project linters. Usage with /lint path or /lint init with optional --force flag
    7 repo stars
  28. ▌
    Docs · tools-only bundle
    Plan documentation workflow with dynamic grouping (≤10 docs/task), generates IMPL tasks for parallel module trees, README, ARCHITECTURE, and HTTP API docs
    7 repo stars
  29. ▌
    Sf Debug · tools-only bundle
    Salesforce debugging and troubleshooting skill with log analysis, governor limit detection, and agentic fix suggestions. Parse debug logs, identify performance bottlenecks, analyze stack traces, and automatically suggest fixes.
    7 repo stars
  30. ▌
    Remembering · tools-only bundle
    Advanced memory operations reference. Basic patterns (profile loading, simple recall/remember) are in project instructions. Consult this skill for background writes, memory versioning, complex queries, edge cases, session scoping, retention management, type-safe results, proactive memory hints, GitHub access detection, and ops priority ordering.
    7 repo stars
  31. ▌
    Alphafold · tools-only bundle
    Validate protein designs using AlphaFold2 structure prediction. Use this skill when: (1) Validating designed sequences fold correctly, (2) Predicting binder-target complex structures, (3) Calculating confidence metrics (pLDDT, pTM, ipTM), (4) Self-consistency validation of designs, (5) Multi-chain complex prediction with AlphaFold-Multimer. For faster single-chain prediction, use esm. For QC thresholds, use protein-qc.
    7 repo stars
  32. ▌
    Agent Prompt Behavior · tools-only bundle
    Design agent system prompts with explicit behavior rules and cognitive control. This skill should be used when users need to define agent instructions, create intent-to-tool mappings, establish confirmation policies, or prevent hallucinated actions in AI agents.
    7 repo stars
  33. ▌
    Telegram · tools-only bundle
    Process Telegram messages via GramJS MTProto client. Read messages, generate AI drafts, save drafts, and create intro groups. Use when handling Telegram conversations or facilitating introductions.
    7 repo stars
  34. ▌
    Diagram Reports Generator · tools-only bundle
    This skill generates comprehensive diagram and MicroSim reports for the geometry course by analyzing chapter markdown files and creating table and detail reports. Use this skill when working with an intelligent textbook (specifically geometry-course) that needs updated visualization of all diagrams and MicroSims across chapters, including their status, difficulty, Bloom's Taxonomy levels, and UI complexity.
    7 repo stars
  35. ▌
    Sf Diagram Nanobananapro · tools-only bundle
    AI-powered visual content generation for Salesforce development. Generates ERD diagrams, LWC mockups, architecture visuals using Nano Banana Pro. Also provides Gemini as a parallel sub-agent for code review and research.
    7 repo stars
  36. ▌
    Sf Testing · tools-only bundle
    Comprehensive Salesforce testing skill with test execution, code coverage analysis, and agentic test-fix loops. Run Apex tests, analyze coverage, generate test patterns, and automatically fix failing tests with 120-point scoring.
    7 repo stars
  37. ▌
    MCP Management · tools-only bundle
    Manage Model Context Protocol (MCP) servers - discover, analyze, and execute tools/prompts/resources from configured MCP servers. Use when working with MCP integrations, need to discover available MCP capabilities, filter MCP tools for specific tasks, execute MCP tools programmatically, access MCP prompts/resources, or implement MCP client functionality. Supports intelligent tool selection, multi-server management, and context-efficient capability discovery.
    7 repo stars
  38. ▌
    Anubis Windows Commands · tools-only bundle
    Prevents Git Bash path conversion issues when running Anubis commands on Windows. Use when building targets with `cargo run` or `anubis.exe` that use `//` target paths.
    7 repo stars
  39. ▌
    Scan Movers · tools-only bundle
    Scan for top market movers across crypto, stocks, and forex with real-time...
    7 repo stars
  40. ▌
    Track Price · tools-only bundle
    Track real-time prices across crypto, stocks, forex, and commodities with...
    7 repo stars
  41. ▌
    Name Picker · tools-only bundle
    Creates tailored brand names through iterative refinement with user input. Use when users need help generating memorable, strategic brand names.
    7 repo stars
  42. ▌
    Cursor Privacy Settings · tools-only bundle
    Configure Cursor privacy and data handling settings. Triggers on "cursor privacy", "cursor data", "cursor security", "privacy mode", "cursor telemetry". Use when working with cursor privacy settings functionality. Trigger with phrases like "cursor privacy settings", "cursor settings", "cursor".
    7 repo stars
  43. ▌
    Maintainx Hello World · tools-only bundle
    Create a minimal working MaintainX example - your first work order. Use when starting a new MaintainX integration, testing your setup, or learning basic MaintainX API patterns. Trigger with phrases like "maintainx hello world", "maintainx example", "maintainx quick start", "create first work order", "simple maintainx code".
    7 repo stars
  44. ▌
    Versioning Apis · tools-only bundle
    Implement API versioning with backward compatibility, deprecation notices, and migration paths. Use when managing API versions and backward compatibility. Trigger with phrases like "version the API", "manage API versions", or "handle API versioning".
    7 repo stars
  45. ▌
    Firecrawl Core Workflow B · tools-only bundle
    Execute FireCrawl secondary workflow: Core Workflow B. Use when implementing secondary use case, or complementing primary workflow. Trigger with phrases like "firecrawl secondary workflow", "secondary task with firecrawl".
    7 repo stars
  46. ▌
    Evernote Security Basics · tools-only bundle
    Implement security best practices for Evernote integrations. Use when securing API credentials, implementing OAuth securely, or hardening Evernote integrations. Trigger with phrases like "evernote security", "secure evernote", "evernote credentials", "evernote oauth security".
    7 repo stars
  47. ▌
    Deepgram Install Auth · tools-only bundle
    Install and configure Deepgram SDK/CLI authentication. Use when setting up a new Deepgram integration, configuring API keys, or initializing Deepgram in your project. Trigger with phrases like "install deepgram", "setup deepgram", "deepgram auth", "configure deepgram API key".
    7 repo stars
  48. ▌
    Code Simplifier · tools-only bundle
    Simplifies and refines code for clarity, consistency, and maintainability while preserving all functionality. Use when asked to "simplify code", "clean up code", "refactor for clarity", "improve readability", or review recently modified code for elegance. Focuses on project-specific best practices.
    7 repo stars
  49. ▌
    Setting Up Distributed Tracing · tools-only bundle
    Execute this skill automates the setup of distributed tracing for microservices. it helps developers implement end-to-end request visibility by configuring context propagation, span creation, trace collection, and analysis. use this skill when the user re... Use when appropriate context detected. Trigger with relevant phrases based on skill purpose.
    7 repo stars
  50. ▌
    CLI · tools-only bundle
    Comprehensive R package for command-line interface styling, semantic messaging, and user communication. Use this skill when working with R code that needs to: (1) Format console output with inline markup and colors, (2) Display errors, warnings, or messages with cli_abort/cli_warn/cli_inform, (3) Show progress indicators for long-running operations, (4) Create semantic CLI elements (headers, lists, alerts, code blocks), (5) Apply themes and customize output styling, (6) Handle pluralization in user-facing text, (7) Work with ANSI strings, hyperlinks, or custom containers. Also use when migrating from base R message/warning/stop, debugging cli code, or improving existing cli usage.
    7 repo stars
  51. ▌
    Checkpoint · tools-only bundle
    Meta-cognitive decision support that analyzes current context and surfaces intelligent next-step options to the user. Use this skill when: (1) User explicitly invokes /checkpoint, (2) Significant work has been completed and a checkpoint is valuable, (3) Uncertainty or ambiguity exists about requirements or approach, (4) Task complexity has expanded beyond initial scope, (5) Before finalizing or committing to ensure nothing is missed. This skill pauses execution, assesses the situation holistically, and presents 2-5 contextually-appropriate options via AskUserQuestion, with a recommended option and rationale.
    7 repo stars
  52. ▌
    Tlaplus Spec Generator · tools-only bundle
    Automatically generate TLA+ specifications from source code (C/C++, Python) for formal verification of distributed systems. Use when users need to: (1) Generate TLA+ specs from program implementations, (2) Model distributed systems, consensus protocols, or concurrent algorithms, (3) Extract state variables, actions, and invariants from code, (4) Create formal specifications for model checking with TLC, (5) Verify safety and liveness properties of distributed systems. Particularly effective for message-passing systems, replication protocols, consensus algorithms, and distributed transactions.
    7 repo stars
  53. ▌
    Figlet Text Converter · tools-only bundle
    This skill processes files containing figlet tags and replaces them with ASCII art representations. It detects and preserves comment styles (forward slash forward slash, hash, double-dash, forward slash asterisk), automatically manages Node.js dependencies, and supports 400+ fonts (defaulting to the standard font). The skill should be used when a user requests converting marked text in a file to ASCII art using figlet tag syntax, or when they want to list available fonts.
    7 repo stars
  54. ▌
    Release Change Analyzer · tools-only bundle
    Compares HEAD with the latest published version to analyze real changes, group by type, and recommend version bumps. Use before publishing a release to understand what actually changed.
    7 repo stars
  55. ▌
    Rust · tools-only bundle
    Robust Rust patterns for file-backed data, parsing, persistence, FFI boundaries, and system integration. Use when writing Rust that handles file formats, subprocess integration, PID/process management, Serde serialization, or UniFFI boundaries. Covers UTF-8 safety, atomic writes, state machines, and defensive error handling.
    7 repo stars
  56. ▌
    Cwicr Subcontractor · tools-only bundle
    Analyze and compare subcontractor bids against CWICR benchmarks. Evaluate pricing, identify outliers, and support negotiation.
    7 repo stars
  57. ▌
    Gamma Common Errors · tools-only bundle
    Debug and resolve common Gamma API errors. Use when encountering authentication failures, rate limits, generation errors, or unexpected API responses. Trigger with phrases like "gamma error", "gamma not working", "gamma API error", "gamma debug", "gamma troubleshoot".
    7 repo stars
  58. ▌
    Obsidian Master Skill · tools-only bundle
    Comprehensive Obsidian vault management. USE WHEN obsidian, vault, note, daily note, PARA, inbox, knowledge capture, dataview, DQL, search vault, .base, bases, wikilink, frontmatter, second brain, markdown syntax, obsidian.nvim, OR obsidian API. Python-powered tools for search, creation, and vault health.
    7 repo stars
  59. ▌
    Bio Crispr Screens Base Editing Analysis · tools-only bundle
    Analyzes base editing and prime editing outcomes including editing efficiency, bystander edits, and indel frequencies. Use when quantifying CRISPR base editor results, comparing ABE vs CBE efficiency, or assessing prime editing fidelity.
    7 repo stars
  60. ▌
    N8n · tools-only bundle
    N8N Documentation - Workflow automation platform with AI capabilities
    7 repo stars
  61. ▌
    Cursor Indexing Issues · tools-only bundle
    Manage troubleshoot Cursor codebase indexing problems. Triggers on "cursor indexing", "cursor index", "cursor codebase", "@codebase not working", "cursor search broken". Use when working with cursor indexing issues functionality. Trigger with phrases like "cursor indexing issues", "cursor issues", "cursor".
    7 repo stars
  62. ▌
    Lokalise Data Handling · tools-only bundle
    Implement Lokalise translation data handling, PII management, and compliance patterns. Use when handling sensitive translation data, implementing data redaction, or ensuring compliance with privacy regulations for Lokalise integrations. Trigger with phrases like "lokalise data", "lokalise PII", "lokalise GDPR", "lokalise data retention", "lokalise privacy", "lokalise compliance".
    7 repo stars
  63. ▌
    Bio Immunoinformatics Epitope Prediction · tools-only bundle
    Predict B-cell and T-cell epitopes using BepiPred, IEDB tools, and structure-based methods for vaccine and antibody design. Identify immunogenic regions in antigens. Use when designing vaccines, mapping antibody binding sites, or predicting immunogenic peptides.
    7 repo stars
  64. ▌
    Openrouter Sdk Patterns · tools-only bundle
    Implement common SDK patterns for OpenRouter integration. Use when building production applications. Trigger with phrases like 'openrouter sdk', 'openrouter client pattern', 'openrouter best practices', 'openrouter code patterns'.
    7 repo stars
  65. ▌
    Writing Implementation Plans · tools-only bundle
    Use when design is complete and you need detailed implementation tasks for engineers with zero codebase context - creates comprehensive implementation plans with exact file paths, complete code examples, and verification steps assuming engineer has minimal domain knowledge
    7 repo stars
  66. ▌
    Bash Lint · tools-only bundle
    This skill should be used when the user asks to "lint bash script", "run shellcheck", "format shell script", "use shfmt", "fix shellcheck errors", or mentions shell script linting, formatting, code quality, or pre-commit hooks for bash.
    7 repo stars
  67. ▌
    Regex Chess · tools-only bundle
    Guidance for generating legal chess moves using only regex pattern matching and substitution. This skill applies when implementing chess move generators constrained to regex-only solutions, FEN notation parsing/manipulation, or similar pattern-matching-based board game logic. Use this skill for tasks requiring regex-based state transformations on structured string representations.
    7 repo stars
  68. ▌
    Openevidence Common Errors · tools-only bundle
    Diagnose and resolve common OpenEvidence API errors. Use when encountering error codes, debugging failed requests, or implementing error handling for clinical queries. Trigger with phrases like "openevidence error", "openevidence failing", "fix openevidence", "openevidence debug", "openevidence 4xx", "openevidence 5xx".
    7 repo stars
  69. ▌
    Reference Builder · tools-only bundle
    Creates exhaustive technical references and API documentation. Generates comprehensive parameter listings, configuration guides, and searchable reference materials. Use PROACTIVELY for API docs, configuration references, or complete technical specifications.
    7 repo stars
  70. ▌
    Bio Uniprot Access · tools-only bundle
    Access UniProt protein database for sequences, annotations, and functional information. Use when retrieving protein data, GO terms, domain annotations, or protein-protein interactions.
    7 repo stars
  71. ▌
    Pydantic AI Model Integration · tools-only bundle
    Configure LLM providers, use fallback models, handle streaming, and manage model settings in PydanticAI. Use when selecting models, implementing resilience, or optimizing API calls.
    7 repo stars
  72. ▌
    Azure AI Projects Java · tools-only bundle
    Azure AI Projects SDK for Java. High-level SDK for Azure AI Foundry project management including connections, datasets, indexes, and evaluations. Triggers: "AIProjectClient java", "azure ai projects java", "Foundry project java", "ConnectionsClient", "DatasetsClient", "IndexesClient".
    7 repo stars
  73. ▌
    Headless Terminal · tools-only bundle
    This skill provides guidance for implementing headless terminal interfaces that programmatically control interactive shell sessions. Use this skill when tasks involve creating terminal emulators, implementing pseudo-terminal (PTY) wrappers, building programmatic shell interfaces, or any scenario requiring automated interaction with command-line programs.
    7 repo stars
  74. ▌
    React Native Expert · tools-only bundle
    Use when building cross-platform mobile applications with React Native or Expo. Invoke for navigation patterns, platform-specific code, native modules, FlatList optimization.
    7 repo stars
  75. ▌
    Typo3 Core Contributions · tools-only bundle
    TYPO3 Core contribution workflow. Use when working with Forge issues, submitting patches to Gerrit, or contributing docs.
    7 repo stars
  76. ▌
    Lindy Local Dev Loop · tools-only bundle
    Set up local development workflow for Lindy AI agents. Use when configuring local testing, hot reload, or development environment. Trigger with phrases like "lindy local dev", "lindy development", "lindy hot reload", "test lindy locally".
    7 repo stars
  77. ▌
    Deepgram Debug Bundle · tools-only bundle
    Collect Deepgram debug evidence for support and troubleshooting. Use when preparing support tickets, investigating issues, or collecting diagnostic information for Deepgram problems. Trigger with phrases like "deepgram debug", "deepgram support", "collect deepgram logs", "deepgram diagnostic", "deepgram debug bundle".
    7 repo stars
  78. ▌
    Create Python X402 Client · tools-only bundle
    Create x402 HTTP clients with httpx (async) or requests (sync) that automatically handle 402 payments on Algorand. Use when building Python HTTP clients that pay for API access, setting up automatic 402 payment handling, implementing ClientAvmSigner for payment signing, or choosing between httpx and requests for x402. Strong triggers include "create a Python x402 client", "httpx with x402 payments", "requests with x402 Algorand", "automatic 402 payment handling in Python", "wrapHttpxWithPayment", "wrapRequestsWithPayment", "x402HttpxClient setup", "x402_requests setup", "how do I pay for API access with Algorand in Python?", "ClientAvmSigner implementation".
    7 repo stars
  79. ▌
    Bio Machine Learning Model Validation · tools-only bundle
    Implements nested cross-validation and stratified splits for unbiased model evaluation on biomedical datasets. Prevents data leakage and overfitting in biomarker discovery. Use when validating classifiers or optimizing hyperparameters on omics data.
    7 repo stars
  80. ▌
    Bio Longitudinal Monitoring · tools-only bundle
    Tracks ctDNA dynamics over time for treatment response monitoring using serial liquid biopsy samples. Analyzes tumor fraction trends, mutation clearance kinetics, and defines molecular response criteria. Use when monitoring patients during therapy or detecting molecular relapse before clinical progression.
    7 repo stars
  81. ▌
    Cwicr Value Engineering · tools-only bundle
    Perform value engineering analysis using CWICR data. Identify cost-saving alternatives while maintaining function and quality.
    7 repo stars
  82. ▌
    Posthog Webhooks Events · tools-only bundle
    Implement PostHog webhook signature validation and event handling. Use when setting up webhook endpoints, implementing signature verification, or handling PostHog event notifications securely. Trigger with phrases like "posthog webhook", "posthog events", "posthog webhook signature", "handle posthog events", "posthog notifications".
    7 repo stars
  83. ▌
    Learning A Tool · tools-only bundle
    Create learning paths for programming tools, and define what information should be researched to create learning guides. Use when user asks to learn, understand, or get started with any programming tool, library, or framework.
    7 repo stars
  84. ▌
    Ml Model Builder · tools-only bundle
    Build ML models for construction predictions. Train and evaluate custom models for cost, duration, and risk prediction.
    7 repo stars
  85. ▌
    Coderabbit Performance Tuning · tools-only bundle
    Optimize CodeRabbit API performance with caching, batching, and connection pooling. Use when experiencing slow API responses, implementing caching strategies, or optimizing request throughput for CodeRabbit integrations. Trigger with phrases like "coderabbit performance", "optimize coderabbit", "coderabbit latency", "coderabbit caching", "coderabbit slow", "coderabbit batch".
    7 repo stars
  86. ▌
    AWS Cloudformation Ec2 · tools-only bundle
    Provides AWS CloudFormation patterns for EC2 instances, Security Groups, IAM roles, and load balancers. Use when creating EC2 instances, SPOT instances, Security Groups, IAM roles for EC2, Application Load Balancers (ALB), Target Groups, and implementing template structure with Parameters, Outputs, Mappings, Conditions, and cross-stack references.
    7 repo stars
  87. ▌
    Emitting API Events · tools-only bundle
    Build event-driven APIs with webhooks, Server-Sent Events, and real-time notifications. Use when building event-driven API architectures. Trigger with phrases like "add webhooks", "implement events", or "create event-driven API".
    7 repo stars
  88. ▌
    Clinical Research Pitfalls · tools-only bundle
    Avoid common methodological mistakes in clinical research with EHR databases. Covers immortal time bias, information leakage, selection bias, and other critical pitfalls.
    7 repo stars
  89. ▌
    Spec Miner · tools-only bundle
    Use when understanding legacy or undocumented systems, creating documentation for existing code, or extracting specifications from implementations. Invoke for legacy analysis, code archaeology, undocumented features.
    7 repo stars
  90. ▌
    Bio Molecular Io · tools-only bundle
    Reads, writes, and converts molecular file formats (SMILES, SDF, MOL2, PDB) using RDKit and Open Babel. Handles structure parsing, canonicalization, and full standardization pipeline including sanitization, normalization, and tautomer canonicalization. Use when loading chemical libraries, converting formats, or preparing molecules for analysis.
    7 repo stars
  91. ▌
    Bio Flow Cytometry Bead Normalization · tools-only bundle
    Bead-based normalization for CyTOF and high-parameter flow cytometry. Covers EQ bead normalization, signal drift correction, and batch normalization. Use when correcting instrument drift in CyTOF or harmonizing data across batches.
    7 repo stars
  92. ▌
    Brainstorming · tools-only bundle
    Use when creating or developing anything, before writing code or implementation plans - refines rough ideas into fully-formed designs through structured Socratic questioning, alternative exploration, and incremental validation
    7 repo stars
  93. ▌
    Bio Variant Normalization · tools-only bundle
    Normalize indel representation and split multiallelic variants using bcftools norm. Use when comparing variants from different callers or preparing VCF for downstream analysis.
    7 repo stars
  94. ▌
    Deepgram Common Errors · tools-only bundle
    Diagnose and fix common Deepgram errors and issues. Use when troubleshooting Deepgram API errors, debugging transcription failures, or resolving integration issues. Trigger with phrases like "deepgram error", "deepgram not working", "fix deepgram", "deepgram troubleshoot", "transcription failed".
    7 repo stars
  95. ▌
    Bio Clip Seq Clip Peak Calling · tools-only bundle
    Call protein-RNA binding site peaks from CLIP-seq data using CLIPper, PureCLIP, or Piranha. Use when identifying RBP binding sites from aligned CLIP reads.
    7 repo stars
  96. ▌
    Salesforce Developer · tools-only bundle
    Use when developing Salesforce applications, Apex code, Lightning Web Components, SOQL queries, triggers, integrations, or CRM customizations. Invoke for governor limits, bulk processing, platform events, Salesforce DX.
    7 repo stars
  97. ▌
    Policyengine Review Patterns · tools-only bundle
    PolicyEngine code review patterns - validation checklist, common issues, review standards
    7 repo stars
  98. ▌
    Windsurf Known Pitfalls · tools-only bundle
    Identify and avoid Windsurf anti-patterns and common integration mistakes. Use when reviewing Windsurf code for issues, onboarding new developers, or auditing existing Windsurf integrations for best practices violations. Trigger with phrases like "windsurf mistakes", "windsurf anti-patterns", "windsurf pitfalls", "windsurf what not to do", "windsurf code review".
    7 repo stars
  99. ▌
    Fuzzing Input Generator · tools-only bundle
    Generate randomized and edge-case inputs to detect unexpected failures, bugs, and security vulnerabilities through fuzz testing. Use when creating test cases for robustness testing, generating adversarial inputs, testing error handling, finding edge cases, or security testing. Produces Python test code with fuzzing inputs for strings, numbers, and structured data focusing on edge cases, invalid inputs, and random valid inputs. Triggers when users ask to generate fuzz tests, create randomized test inputs, test edge cases, find bugs through fuzzing, or generate adversarial test cases.
    7 repo stars
  100. ▌
    Bio Immunoinformatics Immunogenicity Scoring · tools-only bundle
    Score and prioritize neoantigens and epitopes for immunogenicity using multi-factor models combining MHC binding, processing, expression, and sequence features. Rank candidates for vaccine design. Use when prioritizing epitopes for vaccine development or identifying the most immunogenic neoantigens.
    7 repo stars