mit-network
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- ▌ Copilot Sdk · mit-networkBuild agentic applications with GitHub Copilot SDK. Use when embedding AI agents in apps, creating custom tools, implementing streaming responses, managing sessions, connecting to MCP servers, or creating custom agents. Triggers on Copilot SDK, GitHub SDK, agentic app, embed Copilot, programmable agent, MCP server, custom agent.
- ▌ Eval Driven Dev · mit-network bundleAdd instrumentation, build golden datasets, write eval-based tests, run them, root-cause failures, and iterate — Ensure your Python LLM application works correctly. Make sure to use this skill whenever a user is developing, testing, QA-ing, evaluating, or benchmarking a Python project that calls an LLM. Use for making sure an LLM application works correctly, catching regressions after prompt changes, fixing unexpected behavior, or validating output quality before shipping.
- ▌ Iterate Pr · mit-networkIterate on a PR until CI passes. Use when you need to fix CI failures, address review feedback, or continuously push fixes until all checks are green. Automates the feedback-fix-push-wait cycle.
- ▌ SEO Images · mit-networkImage optimization analysis for SEO and performance. Checks alt text, file sizes, formats, responsive images, lazy loading, and CLS prevention. Use when user says "image optimization", "alt text", "image SEO", "image size", or "image audit".
- ▌ Fixing Metadata · mit-networkAudit and fix HTML metadata including page titles, meta descriptions, canonical URLs, Open Graph tags, Twitter cards, favicons, JSON-LD structured data, and robots directives. Use when adding or reviewing SEO and social metadata.
- ▌ Transformers JS · mit-network bundleRun Hugging Face models in JavaScript or TypeScript with Transformers.js in Node.js or the browser.
- ▌ Wiki Researcher · mit-networkYou are an expert software engineer and systems analyst. Use when user asks "how does X work" with expectation of depth, user wants to understand a complex system spanning many files, or user asks for architectural analysis or pattern investigation.
- ▌ Hugging Face Jobs · mit-network bundleRun workloads on Hugging Face Jobs with managed CPUs, GPUs, TPUs, secrets, and Hub persistence.
- ▌ Hugging Face Papers · mit-networkRead and analyze Hugging Face paper pages or arXiv papers with markdown and papers API metadata.
- ▌ Hugging Face Trackio · mit-network bundleTrack ML experiments with Trackio using Python logging, alerts, and CLI metric retrieval.
- ▌ Nextjs Supabase Auth · mit-networkExpert integration of Supabase Auth with Next.js App Router Use when: supabase auth next, authentication next.js, login supabase, auth middleware, protected route.
- ▌ React Best Practices · mit-network bundleComprehensive performance optimization guide for React and Next.js applications, maintained by Vercel. Use when writing new React components or Next.js pages, implementing data fetching (client or server-side), or reviewing code for performance issues.
- ▌ Xvary Stock Research · mit-network bundleThesis-driven equity analysis from public SEC EDGAR and market data; /analyze, /score, /compare workflows with bundled Python tools (Claude Code, Cursor, Codex).
- ▌ Postgres Best Practices · mit-network bundlePostgres performance optimization and best practices from Supabase. Use this skill when writing, reviewing, or optimizing Postgres queries, schema designs, or database configurations.
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- ▌ Fixing Motion Performance · mit-networkAudit and fix animation performance issues including layout thrashing, compositor properties, scroll-linked motion, and blur effects. Use when animations stutter, transitions jank, or reviewing CSS/JS animation performance.
- ▌ Hugging Face Model Trainer · mit-network bundleTrain or fine-tune TRL language models on Hugging Face Jobs, including SFT, DPO, GRPO, and GGUF export.
- ▌ Hugging Face Vision Trainer · mit-network bundleTrain or fine-tune vision models on Hugging Face Jobs for detection, classification, and SAM or SAM2 segmentation.
- ▌ Mobile Games · mit-networkMobile game development principles. Touch input, battery, performance, app stores.
- ▌ Hugging Face Community Evals · mit-network bundleRun local evaluations for Hugging Face Hub models with inspect-ai or lighteval.
- ▌ Hugging Face Paper Publisher · mit-network bundlePublish and manage research papers on Hugging Face Hub. Supports creating paper pages, linking papers to models/datasets, claiming authorship, and generating professional markdown-based research articles.
- ▌ Wordpress Plugin Development · mit-networkWordPress plugin development workflow covering plugin architecture, hooks, admin interfaces, REST API, security best practices, and WordPress 7.0 features: Real-Time Collaboration, AI Connectors, Abilities API, DataViews, and PHP-only blocks.
- ▌ Wordpress Woocommerce Development · mit-networkWooCommerce store development workflow covering store setup, payment integration, shipping configuration, customization, and WordPress 7.0 features: AI connectors, DataViews, and collaboration tools.
- ▌ Viboscope · mit-networkPsychological compatibility matching — find cofounders, collaborators, and friends through validated psychometrics
- ▌ Wordpress · mit-networkComplete WordPress development workflow covering theme development, plugin creation, WooCommerce integration, performance optimization, and security hardening. Includes WordPress 7.0 features: Real-Time Collaboration, AI Connectors, Abilities API, DataViews, and PHP-only blocks.
- ▌ Simplify Code · mit-networkReview a diff for clarity and safe simplifications, then optionally apply low-risk fixes.
- ▌ Threejs Skills · mit-networkCreate 3D scenes, interactive experiences, and visual effects using Three.js. Use when user requests 3D graphics, WebGL experiences, 3D visualizations, animations, or interactive 3D elements.
- ▌ Threejs Loaders · mit-networkThree.js asset loading - GLTF, textures, images, models, async patterns. Use when loading 3D models, textures, HDR environments, or managing loading progress.
- ▌ Threejs Shaders · mit-networkThree.js shaders - GLSL, ShaderMaterial, uniforms, custom effects. Use when creating custom visual effects, modifying vertices, writing fragment shaders, or extending built-in materials.
- ▌ Hugging Face CLI · mit-networkUse the Hugging Face Hub CLI (`hf`) to download, upload, and manage models, datasets, and Spaces.
- ▌ Playwright Skill · mit-network bundleIMPORTANT - Path Resolution: This skill can be installed in different locations (plugin system, manual installation, global, or project-specific). Before executing any commands, determine the skill directory based on where you loaded this SKILL.md file, and use that path in all commands below.
- ▌ Red Team Tactics · mit-networkRed team tactics principles based on MITRE ATT&CK. Attack phases, detection evasion, reporting.
- ▌ Threejs Geometry · mit-networkThree.js geometry creation - built-in shapes, BufferGeometry, custom geometry, instancing. Use when creating 3D shapes, working with vertices, building custom meshes, or optimizing with instanced rendering.
- ▌ Threejs Lighting · mit-networkThree.js lighting - light types, shadows, environment lighting. Use when adding lights, configuring shadows, setting up IBL, or optimizing lighting performance.
- ▌ Threejs Textures · mit-networkThree.js textures - texture types, UV mapping, environment maps, texture settings. Use when working with images, UV coordinates, cubemaps, HDR environments, or texture optimization.
- ▌ Clarvia Aeo Check · mit-networkScore any MCP server, API, or CLI for agent-readiness using Clarvia AEO (Agent Experience Optimization). Search 15,400+ indexed tools before adding them to your workflow.
- ▌ Threejs Animation · mit-networkThree.js animation - keyframe animation, skeletal animation, morph targets, animation mixing. Use when animating objects, playing GLTF animations, creating procedural motion, or blending animations.
- ▌ Threejs Materials · mit-networkThree.js materials - PBR, basic, phong, shader materials, material properties. Use when styling meshes, working with textures, creating custom shaders, or optimizing material performance.
- ▌ Akf Trust Metadata · mit-networkThe AI native file format. EXIF for AI — stamps every file with trust scores, source provenance, and compliance metadata. Embeds into 20+ formats (DOCX, PDF, images, code). EU AI Act, SOX, HIPAA auditing.
- ▌ IOS Debugger Agent · mit-network bundleDebug the current iOS project on a booted simulator with XcodeBuildMCP.
- ▌ Odoo Edi Connector · mit-networkGuide for implementing EDI (Electronic Data Interchange) with Odoo: X12, EDIFACT document mapping, partner onboarding, and automated order processing.
- ▌ App Store Changelog · mit-network bundleGenerate user-facing App Store release notes from git history since the last tag.
- ▌ Hugging Face Gradio · mit-network bundleBuild or edit Gradio apps, layouts, components, and chat interfaces in Python.
- ▌ Project Skill Audit · mit-network bundleAudit a project and recommend the highest-value skills to add or update.
- ▌ Swiftui UI Patterns · mit-network bundleApply proven SwiftUI UI patterns for navigation, sheets, async state, and reusable screens.
- ▌ Threejs Interaction · mit-networkThree.js interaction - raycasting, controls, mouse/touch input, object selection. Use when handling user input, implementing click detection, adding camera controls, or creating interactive 3D experiences.
- ▌ Swiftui Liquid Glass · mit-network bundleImplement or review SwiftUI Liquid Glass APIs with correct fallbacks and modifier order.
- ▌ Threejs Fundamentals · mit-networkThree.js scene setup, cameras, renderer, Object3D hierarchy, coordinate systems. Use when setting up 3D scenes, creating cameras, configuring renderers, managing object hierarchies, or working with transforms.
- ▌ Phase Gated Debugging · mit-networkUse when debugging any bug. Enforces a 5-phase protocol where code edits are blocked until root cause is confirmed. Prevents premature fix attempts.
- ▌ Snowflake Development · mit-networkComprehensive Snowflake development assistant covering SQL best practices, data pipeline design (Dynamic Tables, Streams, Tasks, Snowpipe), Cortex AI functions, Cortex Agents, Snowpark Python, dbt integration, performance tuning, and security hardening.
- ▌ Swiftui View Refactor · mit-network bundleRefactor SwiftUI views into smaller components with stable, explicit data flow.
- ▌ Threejs Postprocessing · mit-networkThree.js post-processing - EffectComposer, bloom, DOF, screen effects. Use when adding visual effects, color grading, blur, glow, or creating custom screen-space shaders.
- ▌ Macos Menubar Tuist App · mit-network bundleBuild, refactor, or review SwiftUI macOS menubar apps that use Tuist.
- ▌ Macos Spm App Packaging · mit-network bundleScaffold, build, sign, and package SwiftPM macOS apps without Xcode projects.
- ▌ Odoo Woocommerce Bridge · mit-networkSync Odoo with WooCommerce: products, inventory, orders, and customers via WooCommerce REST API and Odoo external API.
- ▌ Active Directory Attacks · mit-network bundleProvide comprehensive techniques for attacking Microsoft Active Directory environments. Covers reconnaissance, credential harvesting, Kerberos attacks, lateral movement, privilege escalation, and domain dominance for red team operations and penetration testing.
- ▌ Attack Tree Construction · mit-network bundleBuild comprehensive attack trees to visualize threat paths. Use when mapping attack scenarios, identifying defense gaps, or communicating security risks to stakeholders.
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- ▌ Pc Games · mit-networkPC and console game development principles. Engine selection, platform features, optimization strategies.
- ▌ Swiftui Performance Audit · mit-network bundleAudit SwiftUI performance issues from code review and profiling evidence.
- ▌ Orchestrate Batch Refactor · mit-network bundlePlan and execute large refactors with dependency-aware work packets and parallel analysis.
- ▌ Hugging Face Dataset Viewer · mit-networkQuery Hugging Face datasets through the Dataset Viewer API for splits, rows, search, filters, and parquet links.
- ▌ Wordpress Theme Development · mit-networkWordPress theme development workflow covering theme architecture, template hierarchy, custom post types, block editor support, responsive design, and WordPress 7.0 features: DataViews, Pattern Editing, Navigation Overlays, and admin refresh.
- ▌ Popup Cro · mit-networkCreate and optimize popups, modals, overlays, slide-ins, and banners to increase conversions without harming user experience or brand trust.
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- ▌ Recallmax · mit-networkFREE — God-tier long-context memory for AI agents. Injects 500K-1M clean tokens, auto-summarizes with tone/intent preservation, compresses 14-turn history into 800 tokens.
- ▌ Scala Pro · mit-networkMaster enterprise-grade Scala development with functional programming, distributed systems, and big data processing. Expert in Apache Pekko, Akka, Spark, ZIO/Cats Effect, and reactive architectures.
- ▌ SEO Audit · mit-networkDiagnose and audit SEO issues affecting crawlability, indexation, rankings, and organic performance.
- ▌ Sveltekit · mit-networkBuild full-stack web applications with SvelteKit — file-based routing, SSR, SSG, API routes, and form actions in one framework.
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- ▌ Videodb · mit-network bundleVideo and audio perception, indexing, and editing. Ingest files/URLs/live streams, build visual/spoken indexes, search with timestamps, edit timelines, add overlays/subtitles, generate media, and create real-time alerts.
- ▌ Wiki QA · mit-networkAnswer repository questions grounded entirely in source code evidence. Use when user asks a question about the codebase, user wants to understand a specific file, function, or component, or user asks "how does X work" or "where is Y defined".
- ▌ Bash Pro · mit-networkMaster of defensive Bash scripting for production automation, CI/CD pipelines, and system utilities. Expert in safe, portable, and testable shell scripts.
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- ▌ Database · mit-networkDatabase development and operations workflow covering SQL, NoSQL, database design, migrations, optimization, and data engineering.
- ▌ Debugger · mit-networkDebugging specialist for errors, test failures, and unexpected behavior. Use proactively when encountering any issues.
- ▌ Defuddle · mit-networkExtract clean markdown content from web pages using Defuddle CLI, removing clutter and navigation to save tokens. Use instead of WebFetch when the user provides a URL to read or analyze, for online documentation, articles, blog posts, or any standard web page.
- ▌ Firebase · mit-networkYou're a developer who has shipped dozens of Firebase projects. You've seen the "easy" path lead to security breaches, runaway costs, and impossible migrations. You know Firebase is powerful, but you also know its sharp edges.
- ▌ Form Cro · mit-networkOptimize any form that is NOT signup or account registration — including lead capture, contact, demo request, application, survey, quote, and checkout forms.
- ▌ Fp Async · mit-networkPractical async patterns using TaskEither - clean pipelines instead of try/catch hell, with real API examples
- ▌ Fp React · mit-networkPractical patterns for using fp-ts with React - hooks, state, forms, data fetching. Works with React 18/19, Next.js 14/15.
- ▌ Java Pro · mit-networkMaster Java 21+ with modern features like virtual threads, pattern matching, and Spring Boot 3.x. Expert in the latest Java ecosystem including GraalVM, Project Loom, and cloud-native patterns.
- ▌ Langfuse · mit-networkYou are an expert in LLM observability and evaluation. You think in terms of traces, spans, and metrics. You know that LLM applications need monitoring just like traditional software - but with different dimensions (cost, quality, latency).
- ▌ Manifest · mit-networkInstall and configure the Manifest observability plugin for your agents. Use when setting up telemetry, configuring API keys, or troubleshooting the plugin.
- ▌ Networkx · mit-networkNetworkX is a Python package for creating, manipulating, and analyzing complex networks and graphs.
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- ▌ Paid Ads · mit-networkYou are an expert performance marketer with direct access to ad platform accounts. Your goal is to help create, optimize, and scale paid advertising campaigns that drive efficient customer acquisition.
- ▌ Remotion · mit-networkGenerate walkthrough videos from Stitch projects using Remotion with smooth transitions, zooming, and text overlays
- ▌ Ruby Pro · mit-networkWrite idiomatic Ruby code with metaprogramming, Rails patterns, and performance optimization. Specializes in Ruby on Rails, gem development, and testing frameworks.
- ▌ Rust Pro · mit-networkMaster Rust 1.75+ with modern async patterns, advanced type system features, and production-ready systems programming.
- ▌ SEO Page · mit-networkDeep single-page SEO analysis covering on-page elements, content quality, technical meta tags, schema, images, and performance. Use when user says "analyze this page", "check page SEO", or provides a single URL for review.
- ▌ SEO Plan · mit-network bundleStrategic SEO planning for new or existing websites. Industry-specific templates, competitive analysis, content strategy, and implementation roadmap. Use when user says "SEO plan", "SEO strategy", "content strategy", "site architecture", or "SEO roadmap".
- ▌ Telegram · mit-network bundleIntegracao completa com Telegram Bot API. Setup com BotFather, mensagens, webhooks, inline keyboards, grupos, canais. Boilerplates Node.js e Python.
- ▌ Agentmail · mit-networkEmail infrastructure for AI agents. Create accounts, send/receive emails, manage webhooks, and check karma balance via the AgentMail API.
- ▌ Agents Md · mit-networkThis 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. Enforces research-backed best practices for minimal, high-signal agent documentation.
- ▌ Appdeploy · mit-networkDeploy web apps with backend APIs, database, and file storage. Use when the user asks to deploy or publish a website or web app and wants a public URL. Uses HTTP API via curl.
- ▌ Auri Core · mit-networkAuri: assistente de voz inteligente (Alexa + Claude claude-opus-4-20250805). Visao do produto, persona Vitoria Neural, stack AWS, modelo Free/Pro/Business/Enterprise, roadmap 4 fases, GTM, north star WAC e analise competitiva.
- ▌ Biopython · mit-networkBiopython is a comprehensive set of freely available Python tools for biological computation. It provides functionality for sequence manipulation, file I/O, database access, structural bioinformatics, phylogenetics, and many other bioinformatics tasks.
- ▌ Blueprint · mit-networkTurn a one-line objective into a step-by-step construction plan any coding agent can execute cold. Each step has a self-contained context brief — a fresh agent in a new session can pick up any step without reading prior steps.
- ▌ Create Pr · mit-networkAlias for sentry-skills:pr-writer. Use when users explicitly ask for "create-pr" or reference the legacy skill name. Redirects to the canonical PR writing workflow.