accessibility-review
Run a WCAG 2.1 AA accessibility audit on a design or page. Trigger with "audit accessibility", "check a11y", "is this accessible?", or when reviewing a design for color contrast, keyboard navigation, touch target size, or screen reader behavior before handoff.
cuda-kernels
Provides guidance for writing and benchmarking optimized CUDA kernels for NVIDIA GPUs (H100, A100, T4) targeting HuggingFace diffusers and transformers libraries. Supports models like LTX-Video, Stable Diffusion, LLaMA, Mistral, and Qwen. Includes integration with HuggingFace Kernels Hub (get_kernel) for loading pre-compiled kernels. Includes benchmarking scripts to compare kernel performance against baseline implementations.
Target Site Proxy Optimizer
Optimize a Webshare proxy pool for a specific target website by testing, analyzing, and replacing blocked proxies.
ai-slop-remover
Identifies and removes AI-generated code smells without changing behavior. Targets obvious comments, over-defensive code, spaghetti nesting, and generic naming.
Icp Intelligence Mcp
Deep ICP Analysis with Pattern Detection - 9 B2B targeting tools
prompt-improver
This skill enriches vague prompts with targeted research and clarification before execution. Should be used when a prompt is determined to be vague and requires systematic research, question generation, and execution guidance.
transform
Use this to author and change a dbt project: bootstrap a new dbt project in a repo that has none (`transform init`), write or refactor dbt model SQL from staging to marts, add tests and docs in schema.yml, manage dependencies, and define or update the semantic layer (dbt semantic models / MetricFlow: entities, dimensions, measures, metrics). Trigger it for requests like "set up a dbt project in this repo", "build a staging model for this table", "refactor this model", "add tests to this model", "create a mart for X", "define a revenue metric", or "add a dimension to this entity". Every change is a reviewable diff to the dbt project; any warehouse build is dev-target only, gated, and cost-surfaced first. Do not use it to explore or profile a warehouse (use explore) or to detect drift and reconcile a project that has fallen out of sync (use maintain).
Contact Qualification Framework
This skill guides someone through building a contact qualification framework for their company â the criteria for what makes a specific person at a target account worth pursuing, organized as persona classification (what they do) and fit assessment (whether they're relevant to your sales process).
alfworld-appliance-navigator
Navigates the agent to a target appliance (microwave, stove, fridge, or sinkbasin) needed for object processing. Use when you are holding an object that needs heating, cooling, or cleaning and must move to the correct appliance station. Identifies the required appliance from the task context and executes the movement action.
bb-methodology
Use at the START of any bug bounty hunting session, when switching targets, or when feeling lost about what to do next. Master orchestrator that combines the 5-phase non-linear hunting workflow with the critical thinking framework (developer psychology, anomaly detection, What-If experiments). Routes to all other skills based on current hunting phase. Also use when asking "what should I do next" or "where am I in the process."
ielts-listening-review
Review IELTS Listening or dictation errors from transcripts, answers, and timestamps, then generate targeted replay drills and a validated Listening Error Notebook DOCX. Use when a learner asks why they missed listening answers, wants a dictation review, provides a transcript or answer key, or needs a focused listening repair plan.
Determine target group: "Carousels" if saved in Carousels/, else "Animations"
group_name = "Carousels" # or "Animations"
crawl-apis
Scan a target codebase for API definitions (OpenAPI, REST routes, GraphQL schemas) and propose api_contract and api_endpoint registry entries. Presents findings for review before writing files.
external-browser-driver
Control a user-paired external browser through a Chrome extension, explicit typed targets, and semantic operations.
cleanup-build-artifacts
Removes transient build artifacts this task produced in the ironlint repo before declaring work done. Use at the end of any task that ran `cargo build --release`, `cargo mutants`, `cargo llvm-cov`, generated a one-off binary, wrote a scratch file like `pr.diff` or an ad-hoc tarball, or any other throwaway output. Do NOT use to wipe the actively-iterating `target/` directory.
codefix
Fix BLOCK and WARN findings from CODEREVIEW.md. Reads findings as a spec, applies minimal targeted fixes. Never evaluates its own work; that is the reviewer's job. Invoked by /codereview, not directly by users.
alterlab-arboreto
Infer 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. Part of the AlterLab Academic Skills suite.
Opentargets
Open Targets MCP server for targets, diseases, drugs, variants, and evidence
agentdeck-deploy
Build, install, launch, and configure AgentDeck on connected Android, Apple, ESP32, Stream Deck, or daemon targets. Use when the user asks to deploy AgentDeck or names target devices such as pantone, crema, lenovo, iphone, ipad, macos, esp32, tc001, bridge, daemon, or plugin.
Frontend Improver
A unified entry point for all frontend improvement steering commands. Each command targets a specific dimension of interface quality.
sidecar
Spawn conversations with other LLMs (Gemini, GPT, ChatGPT, Codex, o3, DeepSeek, Qwen, Grok, Mistral, etc.) and fold results back into your context. TRIGGER when: user asks to talk to, chat with, use, call, or spawn another LLM or model; user mentions Gemini, GPT, ChatGPT, Codex, o3, DeepSeek, Claude (as a sidecar target), Qwen, Grok, Mistral, or any non-current model by name; user asks to get a second opinion from another model; user wants parallel exploration with a different model; user says "sidecar", "fork", or "fold". CRITICAL RULES: (1) ALWAYS launch sidecar CLI commands with Bash tool's run_in_background: true. Never run sidecar start/resume/continue in the foreground. (2) The fold summary returns on stdout when the user clicks Fold in the GUI or the headless agent finishes. Use TaskOutput to read it when the background task completes. (3) Use --prompt for the start command (NOT --briefing). --briefing is only for subagent spawn. (4) NEVER use o3 or o3-pro unless the user explicitly asks for it by name. These models are extremely expensive ($10-60+ per request). If the user asks for o3, warn them about the cost before proceeding. Default to gemini for most tasks. (5) When the user asks to query MULTIPLE LLMs simultaneously (e.g., "ask Gemini AND ChatGPT", "compare Gemini vs GPT"), ALWAYS use --no-ui (headless) for all of them unless the user explicitly requests interactive. Opening multiple Electron windows at once is disruptive. Launch them all in parallel with run_in_background: true.
quality-scan
Validates structural consistency, cleans up junk files (SCREAMING_TEXT.md, temp files), and performs comprehensive quality scans across codebase to identify critical bugs, logic errors, caching issues, and workflow problems. Spawns specialized agents for targeted analysis and generates prioritized improvement tasks. Use when improving code quality, before releases, or investigating issues.
dg-design
Generate a DESIGN.md from a brand brief. Use when the user wants to create a visual identity, design system, or brand style guide for a web project. Also use when starting a new website from scratch. Asks for company name, industry, target audience, and aesthetic direction. Outputs an 8-section design spec with colors, typography, and anti-slop rules.
aws-agentic-ai
AWS Bedrock AgentCore comprehensive expert for deploying and managing all AgentCore services. Use when working with Gateway, Runtime, Memory, Identity, or any AgentCore component. Covers MCP target deployment, credential management, schema optimization, runtime configuration, memory management, and identity services.
algo-ad-bidding
Implement and select ad bidding strategies from manual CPC to automated target-CPA and target-ROAS. Use this skill when the user needs to choose a bidding strategy, set up automated bidding, or optimize bid parameters â even if they say 'what bidding strategy should I use', 'target CPA setup', or 'smart bidding configuration'.
vgv-accessibility
Flutter accessibility auditing and remediation with WCAG 2.1 level selection (A, AA, AAA) across mobile, desktop, and web platforms. Use when building, auditing, or reviewing widgets for screen reader support, touch targets, focus management, color contrast, text scaling, or motion sensitivity. Begins by asking the WCAG conformance level and target platform(s) before applying level-appropriate, platform-aware criteria.
translation-diff-export
Export a JSON translation patch containing only untranslated or source-changed UniGetUI strings for a target language.
buck2-rule-basics
Guide users through writing their first Buck2 rule to learn fundamental concepts including rules, actions, targets, configurations, analysis, and select(). Use this skill when users want to learn Buck2 basics hands-on or need help understanding rule writing.
rdc-cli
Use this skill when working with RenderDoc capture files (.rdc), analyzing GPU frames, tracing shaders, inspecting draw calls, or running CI assertions against GPU captures. Trigger phrases: "open capture", "rdc file", ".rdc", "renderdoc", "shader debug", "pixel trace", "draw calls", "GPU frame", "assert pixel", "export render target".
autoresearch-create
Set up and run an autonomous experiment loop for any optimization target. Gathers what to optimize, then starts the loop immediately. Use when asked to "run autoresearch", "optimize X in a loop", "set up autoresearch for X", or "start experiments".
maui-ai-debugging
End-to-end workflow for building, deploying, inspecting, and debugging .NET MAUI and MAUI Blazor Hybrid apps as an AI agent. Use when: (1) Building or running a MAUI app on iOS simulator, Android emulator, Mac Catalyst, macOS (AppKit), or Linux/GTK, (2) Inspecting or interacting with a running app's UI (visual tree, tapping, filling text, screenshots, property queries), (3) Debugging Blazor WebView content via CDP, (4) Managing simulators or emulators, (5) Setting up MauiDevFlow in a MAUI project, (6) Completing a build-deploy-inspect-fix feedback loop, (7) Handling permission dialogs and system alerts, (8) Managing multiple simultaneous apps via the broker daemon. Covers: maui-devflow CLI, androidsdk.tool, appledev.tools, adb, xcrun simctl, xdotool, and dotnet build/run for all MAUI target platforms including macOS (AppKit) and Linux/GTK.
affinity_maturation
Affinity Maturation Pipeline - Affinity maturation: compute binding affinity, predict mutations, compute hydrophilicity, and predict drug-target interaction. Use this skill for antibody engineering tasks involving ComputeAffinityCalculator zero shot sequence prediction ComputeHydrophilicity PredictDrugTargetInteraction. Combines 4 tools from 3 SCP server(s).
add-molab-badge
Add "Open in molab" badge(s) linking to marimo notebooks. Works with READMEs, docs, websites, or any markdown/HTML target.
add-agent-target
Use when adding support for a new AI agent target to agentsmesh. Covers official format research, canonical mapping, importer/generator/linter work, realistic fixtures, unit/integration/e2e coverage, matrix/docs updates, and final verification. Includes both project and global mode from day one.
resume-generation
Generate a highly targeted YAML resume from a Job Description. Use when the user provides a JD (job description, job posting, job ad, role description) and asks for a tailored resume, an updated resume, a resume polish, or a resume that matches the role.
click-target
Find and click a target object in XR. Use when testing UI interactions, clicking buttons, or verifying interactable elements work correctly.
skillboss-cold-email
Automated cold email pipeline. Finds target companies, enriches contacts, scrapes websites, and generates personalized cold emails using AI. One API call does it all: search â enrich â scrape â write.
figma-design-to-code
Implement or update project-consistent UI code from a Figma selection or nodeId using TemPad Dev MCP. Use when the user wants visible Figma UI recreated, ported, or integrated into the target project's framework, styling system, tokens, and existing components when available. Do not use for design critique, product invention, generic code review, or for guessing hidden states, responsiveness, or behavior not shown in design or project evidence.
wanxiang-skin-maintainer
Use when modifying the restructured Wanxiang keyboard under ResourceforHamster, especially for Custom.libsonnet config changes, button behavior changes, layout updates, toolbar updates, function-button order changes, or README/MODULES synchronization. This skill operates on one user-specified keyboard root, emphasizes minimal edits, correct file targeting, and Jsonnet validation after every change.
Ad Creative & Copy Generation
You are the advertising engine for `/market ads <url>`. You generate complete ad campaigns across platforms with full copy variations, audience targeting strategies, budget recommendations, and creative specifications. Every ad is ready for production or handoff to a media buyer.
account-qualification
Systematically evaluate whether a target account is worth pursuing. Scoring frameworks, qualification criteria, and prioritization models that prevent wasted outreach on bad-fit prospects.
a11y-debugging
Uses Chrome DevTools MCP for accessibility (a11y) debugging and auditing based on web.dev guidelines. Use when testing semantic HTML, ARIA labels, focus states, keyboard navigation, tap targets, and color contrast.
attack-path-architect
Generates strategic attack trees and kill chains from reconnaissance data or domain input. Maps MITRE ATT&CK TTPs, identifies chaining opportunities, trust relationships, and prioritizes attack paths by feasibility and impact. Use when user asks for "attack path", "kill chain", "attack tree", "threat modeling from recon", "attack surface analysis", or "prioritize targets". Requires prior recon data or a domain to analyze. For authorized pentesting and red team engagements only.
ispc-builtins
Best practices for creating and modifying ISPC builtin files. Use when adding target-specific optimizations, implementing new builtin functions, or working with the hierarchical target system.
autosar-swc
AUTOSAR SWC expert. Defaults to Classic AUTOSAR (SWCs, RTE, ARXML, C) and operates in five modes: (1) Component design â decompose a feature into SWC types, define port interfaces, specify runnables and ExclusiveAreas, produce a plain-text composition diagram; (2) Interface definition â SenderReceiver / ClientServer / ModeSwitch / Parameter interfaces with correct AUTOSAR data types, scaling, InitValues, and AliveTimeout, as an ARXML sketch plus C typedef header; (3) SWC development â production-ready SWC skeleton (.c + .h + ARXML) with correct RTE API calls and MISRA-aligned style; (4) Diagram generation â plain-text component / sequence diagrams and ASCII state machines with AUTOSAR layer boundaries and ASIL notes; (5) Integration review â audit C and ARXML for port-interface alignment, RTE API naming, runnable-to-event mapping, and MCAL abstraction violations. Targets EB Tresos and Vector DaVinci. Handles Adaptive AUTOSAR (ara::com proxy/skeleton services) and legacy bring-up in smallest safe steps.
pitch-generator
Generate concise, targeted pitch drafts for products, projects, or ideas tailored to a target audience. Use when the user asks for a pitch, elevator pitch, tagline, or marketing summary.
proteus
Use this skill when the user asks you to work with protein structures, molecular visualization, or structural biology tools. TRIGGER when: the user mentions PyMOL, ChimeraX, AlphaFold, Rosetta, PyRosetta, UniProt, RCSB PDB, PDBe, PDB files, protein structures, molecular rendering, pLDDT, RMSD, structure alignment, binding pockets, drug-target analysis, cryo-EM density maps, homology modeling, or protein design. Also trigger when the user opens/loads .pdb, .cif, .mmcif, .sdf, or .mol2 files, or .mrc density maps (see references/chimerax.md for cryo-EM workflows). DO NOT TRIGGER for: general biology questions with no structural component, bioinformatics sequence-only tasks (BLAST, MSA), or genomics/transcriptomics.
audience-review
Audit who your ads actually target and where they run, compare it against the STRATEGY.md Persona, and surface exclusions, bid adjustments, lookalikes, and placement pruning tied to that Persona. Use when the user asks to review targeting, audiences, demographics, placements, or device performance, to check whether spend matches the Persona, to find wasted placements (e.g. Audience Network with no conversions), or requests ãªã¼ãã£ã¨ã³ã¹ã¬ãã¥ã¼ / é ç½®ã¬ãã¥ã¼ / ã¿ã¼ã²ãã£ã³ã°è¦ç´ã / ãã«ã½ãã¨é ä¿¡ã®ãºã¬ãç¢ºèª / é¤å¤è¨å®ãææ¡ãã¦. Reads Persona + Target Audience from STRATEGY.md and drives the read-only targeting tools.
banner-creator
Create banners using AI image generation. Discuss format/style, generate variations, iterate with user feedback, crop to target ratio. Use when user wants to create a banner, header, hero image, cover image, GitHub banner, Twitter header, or readme banner.
bgclick-rev
Reverse-engineer a macOS GUI automation app's background-click path and produce a Swift reproduction. Use only when the user provides a target .app and explicitly asks for IDA-backed background-click reverse engineering. Requires IDA Pro with IDA MCP attached.