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Agent skills
ai-skills

Topic: ai-skills

5,410 skills in this topic.

pufferlib This skill should be used when working with reinforcement learning tasks including high-performance RL training, custom environment development, vectorized parallel simulation, multi-agent systems, or integration with existing RL environments (Gymnasium, PettingZoo, Atari, Procgen, etc.). Use this skill for implementing PPO training, creating PufferEnv environments, optimizing RL performance, or developing policies with CNNs/LSTMs.
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pubmed-database Direct REST API access to PubMed. Advanced Boolean/MeSH queries, E-utilities API, batch processing, citation management. For Python workflows, prefer biopython (Bio.Entrez). Use this for direct HTTP/REST work or custom API implementations.
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system-design Use when designing, architecting, or planning a new system from requirements or ideas - transforms concepts into navigable design catalog using EventStorming methodology, Mermaid diagrams, and progressive elaboration through 5 phases (Requirements, Big Picture, Processes, Data/Flows, Integration)
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tavily-search-free Use Tavily Search API for optimized, real-time web search results for RAG. A pre-configured, cost-effective search tool.
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svg-logo-generator Generate high-quality, minimalistic, and geometric SVG logos using Python scripts. Use this skill when users need to create logos, icons, or visual identities with geometric primitives (circles, rects, paths) and specific color schemes. Applies generative design principles with standardized workflows for scalable SVG output.
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booth-invitation-writer Write personalized trade show booth invitation emails, pre-show outreach sequences, and exhibition meeting requests. Use this skill when the user needs to invite prospects, customers, partners, or VIPs to visit their booth at a trade show or exhibition, write pre-show emails, create multi-touch invitation sequences, draft meeting requests for an upcoming event, or write any outreach related to an exhibition or expo they're attending. Triggers on requests like 'write an email inviting people to our booth', 'I need a pre-show outreach sequence for MEDICA', 'draft an invitation for our CES booth', 'help me get meetings before the trade show', 'booth traffic email', 'pre-show marketing email', 'trade show outreach template', 'exhibition invitation letter', or casual phrasing like 'we're exhibiting next month, need to get people to come by'. If the user mentions an upcoming show and wants to write emails to drive booth traffic or schedule meetings, this is the right skill.
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post-show-followup Create post-trade-show follow-up email sequences, lead nurture campaigns, and meeting recap emails. Use this skill when the user needs to follow up with leads after a trade show, exhibition, expo, or conference — including tiered email sequences (hot/warm/cold), thank-you emails, meeting recap emails, badge-scan follow-ups, or any post-event outreach. Triggers on phrases like 'follow up after the show', 'post-show emails', 'write a thank you to people we met at [event]', 'we collected 200 leads at [show], help me write follow-up', 'the show just ended, now what', 'convert trade show leads into pipeline', 'trade show lead follow-up template', 'post-event email sequence', 'convert trade show leads', 'follow up with expo contacts', or 'I have a spreadsheet of contacts from the expo'. Also use this skill if the user mentions having just returned from a trade show and wants to do something with the contacts they collected.
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tmux Remote control tmux sessions for interactive CLIs, background tasks, and services. Supports sub-tasks, long-running processes, and service management with session persistence and automatic cleanup.
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project-planner Comprehensive project planning and documentation generator for software projects. Creates structured requirements documents, system design documents, and task breakdown plans with implementation tracking. Use when starting a new project, defining specifications, creating technical designs, or breaking down complex systems into implementable tasks. Supports user story format, acceptance criteria, component design, API specifications, and hierarchical task decomposition with requirement traceability.
aiskillstore/marketplace 232
pathml Computational pathology toolkit for analyzing whole-slide images (WSI) and multiparametric imaging data. Use this skill when working with histopathology slides, H&E stained images, multiplex immunofluorescence (CODEX, Vectra), spatial proteomics, nucleus detection/segmentation, tissue graph construction, or training ML models on pathology data. Supports 160+ slide formats including Aperio SVS, NDPI, DICOM, OME-TIFF for digital pathology workflows.
aiskillstore/marketplace 232
streaming-llm-responses Implement real-time streaming UI patterns for AI chat applications. Use when adding response lifecycle handlers, progress indicators, client effects, or thread state synchronization. Covers onResponseStart/End, onEffect, ProgressUpdateEvent, and client tools. NOT when building basic chat without real-time feedback.
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teach-impeccable One-time setup that gathers design context for your project and saves it to your AI config file. Run once to establish persistent design guidelines.
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scaffolding-openai-agents Builds AI agents using OpenAI Agents SDK with async/await patterns and multi-agent orchestration. Use when creating tutoring agents, building agent handoffs, implementing tool-calling agents, or orchestrating multiple specialists. Covers Agent class, Runner patterns, function tools, guardrails, and streaming responses. NOT when using raw OpenAI API without SDK or other agent frameworks like LangChain.
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planning Transform ideas into actionable implementation plans. Combines Socratic questioning for requirements discovery with detailed task breakdown for zero-context engineers. Use before any feature development.
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context-optimization Apply optimization techniques to extend effective context capacity. Use when context limits constrain agent performance, when optimizing for cost or latency, or when implementing long-running agent systems.
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project-structure Organize project folders following industry best practices. Use when setting up new projects, reorganizing codebases, or when folder structure becomes messy. Covers Next.js, Bulletproof React, and FSD patterns.
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prompt-engineering Advanced prompt engineering techniques for optimal AI responses. Use this when crafting prompts, optimizing AI interactions, or designing system prompts for applications.
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evaluation Build evaluation frameworks for agent systems. Use when testing agent performance, validating context engineering choices, or measuring improvements over time.
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building-chatgpt-apps Guides creation of ChatGPT Apps with interactive widgets using OpenAI Apps SDK and MCP servers. Use when building ChatGPT custom apps with visual UI components, embedded widgets, or rich interactive experiences. Covers widget architecture, MCP server setup with FastMCP, response metadata, and Developer Mode configuration. NOT when building standard MCP servers without widgets (use building-mcp-servers skill instead).
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building-rag-systems Build production RAG systems with semantic chunking, incremental indexing, and filtered retrieval. Use when implementing document ingestion pipelines, vector search with Qdrant, or context-aware retrieval. Covers chunking strategies, change detection, payload indexing, and context expansion. NOT when doing simple similarity search without production requirements.
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building-nextjs-apps Build Next.js 16 applications with correct patterns and distinctive design. Use when creating pages, layouts, dynamic routes, upgrading from Next.js 15, or implementing proxy.ts. Covers breaking changes (async params/searchParams, Turbopack, cacheComponents) and frontend aesthetics. NOT when building non-React or backend-only applications.
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building-mcp-servers Guides creation of high-quality MCP (Model Context Protocol) servers that enable LLMs to interact with external services through well-designed tools. Use when building MCP servers to integrate external APIs or services, whether in Python (FastMCP) or Node/TypeScript (MCP SDK). Covers tool design, authentication, Docker deployment, and evaluation creation. NOT when consuming existing MCP servers (use the server directly).
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configuring-better-auth Implement OAuth 2.1 / OIDC authentication using Better Auth with MCP assistance. Use when setting up a centralized auth server (SSO provider), implementing SSO clients in Next.js apps, configuring PKCE flows, or managing tokens with JWKS verification. Uses Better Auth MCP for guided setup. NOT when using simple session-only auth without OAuth/OIDC requirements.
aiskillstore/marketplace 232
building-chat-widgets Build interactive AI chat widgets with buttons, forms, and bidirectional actions. Use when creating agentic UIs with clickable widgets, entity tagging (@mentions), composer tools, or server-handled widget actions. Covers full widget lifecycle. NOT when building simple text-only chat without interactive elements.
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