🎯Skills218
Automates video processing with FFmpeg including cutting, trimming, concatenation, audio mixing, transitions, subtitle handling, and export optimization for YouTube and social media.
A photo composition critic skill from a curated collection of Claude Code skills for enhancing development productivity and workflows.
A collection of 135+ production-ready skills and 2 MCP servers for Claude Code, covering domains from development to accessibility design. Includes a plugin marketplace, manual installation, and individual skill downloads.
Provides expert interior design guidance covering space planning, color theory (Munsell, NCS), lighting design (IES standards), furniture proportions, and AI-assisted visualization.
Professional CV and resume builder that transforms career narratives into ATS-optimized resumes in multiple formats including PDF, DOCX, LaTeX, and JSON Resume
A collection of creative and technical Claude Code skills including Metal shader programming (MSL/TBDR), color theory and palette design, sound engineering, agent creation, vaporwave UI design, security auditing, DevOps automation, and color contrast accessibility.
Optimizes mobile user interfaces by implementing touch-friendly, responsive design patterns with proper viewport handling and performance considerations.
Progressive Web App development expert with Service Workers, offline support, caching strategies, and install prompts for app-like web experiences
Provides monetization strategies for indie developers and solopreneurs, covering freemium models, SaaS pricing, sponsorships, and passive income approaches.
A collection of creative and technical Claude Code skills including Metal shader programming (MSL/TBDR), color theory and palette design, sound engineering, agent creation, vaporwave UI design, security auditing, DevOps automation, and color contrast accessibility.
Guides script-to-video production pipelines on Apple Silicon Macs with hybrid local/cloud workflows, LoRA training, and motion graphics generation.
Writes tests using Vitest and React Testing Library, covering unit tests, component tests, integration tests, mock patterns, and coverage best practices.
Expert skill for photo content analysis and intelligent curation, combining classical computer vision with deep learning. Covers face/animal recognition, perceptual hashing for de-duplication, burst photo selection, screenshot detection, and NSFW filtering.
Creates unique web designs with brand identity, color palettes, typography, and modern UI/UX patterns for responsive web interfaces.
ADHD-focused daily planner skill with time-blind friendly planning, executive function support, dopamine-aware task design, and realistic time estimation systems designed for neurodivergent minds
State-of-the-art data visualization for React/Next.js/TypeScript with Tailwind CSS, creating compelling and accessible visualizations following Tufte principles and NYT Graphics standards.
Extends and modifies admin dashboards, developer portals, and operations consoles including metrics, monitoring features, and internal tools.
Master typographer specializing in font pairing, typographic hierarchy, OpenType features, variable fonts, and performance-optimized web typography.
Expert in voice synthesis, TTS, voice cloning, podcast production, speech processing, and voice UI design via ElevenLabs integration, with specialization in vocal clarity, loudness standards, and dialogue mixing.
Processes, analyzes, and visualizes geospatial data at scale, handling drone imagery, GPS tracks, GeoJSON optimization, coordinate transformations, and tile generation.
Expert code refactoring specialist that improves code quality without changing behavior, addressing code smells, technical debt, and applying DRY and SOLID principles.
A collection of creative and technical Claude Code skills including Metal shader programming (MSL/TBDR), color theory and palette design, sound engineering, agent creation, vaporwave UI design, security auditing, DevOps automation, and color contrast accessibility.
A collection of creative and technical Claude Code skills including Metal shader programming (MSL/TBDR), color theory and palette design, sound engineering, agent creation, vaporwave UI design, security auditing, DevOps automation, and color contrast accessibility.
Provides longitudinal memory tracking, philosophy teaching (Stoicism/Buddhism), and personal accountability coaching with compassion and pattern recognition.
Expert debugger for Next.js, Cloudflare Workers, and Supabase stacks, providing systematic troubleshooting for auth, caching, RLS, CORS, and build issues.
A dark mode design expert skill from a curated collection of Claude Code skills for enhancing development productivity and workflows.
A document generation pdf skill from a curated collection of Claude Code skills for enhancing development productivity and workflows.
Coaches real-time partner communication by analyzing emotional subtext, suggesting thoughtful responses, and helping de-escalate conflicts using attachment theory, NVC, and Gottman research.
Analyzes UX friction using cognitive psychology, ADHD-friendly design, Gestalt principles, and flow state engineering for friction audits and conversion optimization.
Skill for generating hand-drawn style infographics and diagrams for recovery education articles, creating anatomist's notebook aesthetic visuals with brain diagrams, timelines, and process flows using AI image generation.
Builds production computer vision pipelines for object detection, tracking, and video analysis, supporting YOLO, Detectron2, TensorFlow, and PyTorch for applications like drone footage and wildlife monitoring.
Coaches the transition from big tech ML engineer to indie founder, specializing in idea validation, MVP development, and sustainable growth strategies for entrepreneurs with ADHD.
A collection of creative and technical Claude Code skills including Metal shader programming (MSL/TBDR), color theory and palette design, sound engineering, agent creation, vaporwave UI design, security auditing, DevOps automation, and color contrast accessibility.
Provides ADHD-optimized project management with hyperfocus management, context-switching minimization, and gentle parakeet-style task reminders for engineers managing multiple concurrent projects.
A diagramming expert skill from a curated collection of Claude Code skills for enhancing development productivity and workflows.
Optimizes job applications with strategic resume SEO, ATS optimization, and opportunity qualification, approaching applications like marketing campaigns.
Specialist skill for designing digital experiences optimized for ADHD brains, combining neuroscience research and UX principles. Covers reducing cognitive load, time blindness solutions, dopamine-driven engagement, and compassionate design patterns.
A collection of creative and technical Claude Code skills including Metal shader programming (MSL/TBDR), color theory and palette design, sound engineering, agent creation, vaporwave UI design, security auditing, DevOps automation, and color contrast accessibility.
Neobrutalist web designer skill for building modern web applications with authentic neobrutalist aesthetic featuring bold typography, hard shadows, thick borders, and high-contrast colors.
Performs comprehensive SEO audits, AI crawler optimization (llms.txt/robots.txt), schema markup, and social launch strategies for web projects.
Creates production-ready Model Context Protocol (MCP) servers with proper security, error handling, and developer experience, supporting tool development and external state management.
Builds blazing-fast reactive dashboards with comprehensive testing, mastering React performance patterns and real-world strategies from Linear, Vercel, and Notion.
Generates comprehensive design systems with production-ready CSS, creating scalable design tokens, component libraries, and style guides with expert architectural precision.
Designs high-performing team structures using organizational psychology and dynamically creates new skills when team needs unmet expertise.
Provides expertise in drone systems, computer vision, and autonomous navigation, specializing in flight control, SLAM, object detection, sensor fusion, and path planning.
A career biographer skill from a curated collection of Claude Code skills for enhancing development productivity and workflows.
A collection of creative and technical Claude Code skills including Metal shader programming (MSL/TBDR), color theory and palette design, sound engineering, agent creation, vaporwave UI design, security auditing, DevOps automation, and color contrast accessibility.
Designs APIs across REST, GraphQL, and gRPC architectures with expertise in OpenAPI specs, versioning strategies, rate limiting, and OAuth flows.
A drizzle migrations skill from a curated collection of Claude Code skills for enhancing development productivity and workflows.
A large scale map visualization skill from a curated collection of Claude Code skills for enhancing development productivity and workflows.
Creates realistic ocean and water wave effects for web using SVG filters (feTurbulence, feDisplacementMap), CSS animations, and layering techniques for ocean backgrounds, underwater distortion, ripple effects, and liquid glass UI.
Comprehensive test automation specialist covering unit, integration, and E2E testing strategies with expertise in Jest, Vitest, Playwright, Cypress, and pytest, including test pyramid design, coverage optimization, and CI/CD integration.
A collection of creative and technical Claude Code skills including Metal shader programming (MSL/TBDR), color theory and palette design, sound engineering, agent creation, vaporwave UI design, security auditing, DevOps automation, and color contrast accessibility.
Provides expertise in Jungian analytical psychology including shadow work, archetypal analysis, dream interpretation, active imagination, and the individuation process.
Guides creation of high-quality Agent Skills with domain expertise, anti-pattern detection, and progressive disclosure best practices.
Creates breathtaking iOS/Mac and web apps with organic, non-AI aesthetic, specializing in SwiftUI, React animations, physics-based motion, and human-crafted design.
Implements AI chatbot analytics and conversation monitoring, tracking metrics, user engagement, and building conversation dashboards.
Designs and implements scalable data pipelines, transforming raw data into analytics-ready formats using modern ETL technologies and best practices.
Part of a 135+ skill collection for Claude Code that includes design, engineering, testing, and creative skills, along with MCP servers for prompt optimization and resume/CV creation.
Master coordinator that delegates to specialist skills, synthesizes outputs, and creates new skills on-the-fly for capability gaps, with expertise in problem decomposition and workflow design.
Ensures HIPAA compliance when handling Protected Health Information (PHI), providing guidelines for audit logging, data access, security events, and compliance.
Designs personalized landscape solutions by mapping yard potential, selecting ideal plants, and creating architecture-harmonized outdoor spaces with expert plant knowledge.
Skill architect for designing and creating new Claude Code skills with proper structure and documentation.
A skill for diagnosing and fixing React performance issues to achieve 60fps, implementing memoization, virtualization, code splitting, and bundle optimization.
Enables passwordless authentication with passkeys, OAuth, magic links, and multi-factor strategies for modern web applications.
Generates legally-sound terms of service, privacy policies, and medical disclaimers for recovery and wellness applications with HIPAA, GDPR, and CCPA compliance.
A github actions pipeline builder skill from a curated collection of Claude Code skills for enhancing development productivity and workflows.
Evaluates product desirability, market positioning, and emotional resonance to assess whether users will want a product, analyzing trust signals, identity fit, and value proposition clarity.
Architects end-to-end form validation with react-hook-form, Zod schemas, error messaging, field arrays, and multi-step wizard patterns for complex React forms.
Expert prompt optimization skill for LLMs and AI systems. Use proactively when building AI features, improving agent performance, or crafting system prompts.
A skill from a collection of 135+ production-ready skills and 2 MCP servers for Claude Code, providing automatic stateful prompt improvement capabilities built by a former Meta ML engineer.
A drone inspection specialist skill from a curated collection of Claude Code skills for enhancing development productivity and workflows.
Generates comprehensive technical documentation across developer guides, API references, runbooks, and tutorials using structured writing frameworks.
Detects crisis signals in user content using NLP and mental health sentiment analysis, implementing suicide ideation detection, automated escalation, and crisis resource integration for mental health and recovery applications.
Sanitizes MDX content by escaping angle brackets, generics, and JSX-conflicting patterns to prevent build failures and parsing errors.
Skill logging tool from a collection of 135+ production-ready skills by an ex-Meta ML engineer for Claude Code.
Processes background jobs with Bull/BullMQ (Redis), Celery, and cloud queues, implementing retries, scheduling, priority queues, and worker management for async task processing.
Specializes in building Discord, Telegram, and Slack bots with expertise in rate limiting, state machines, event sourcing, moderation systems, and conversational AI integration.
Provides compassionate bereavement support, memorial creation, grief education, and healing journey guidance, specializing in understanding grief stages and creating meaningful tributes.
Builds production-ready LLM applications, advanced RAG systems, and intelligent agents with vector search, multimodal AI, and agent orchestration capabilities.
Manages Supabase administration including RLS policies, database migrations, schema design, authentication integration, and performance tuning.
Real-time rope/cable physics skill using Position-Based Dynamics, Verlet integration, and constraint solvers with quaternion math.
Email composer skill for drafting professional emails for business, technical, and customer communication contexts.
A skill for computational collage composition covering photo mosaics, grid layouts, scrapbook styles, editorial layouts, vision boards, and advanced techniques like Poisson blending, optimal transport color harmonization, and aesthetic optimization.
Expert skill in maximalist interior wall decoration including bold color choices, freehand paintings, statement wallpapers, gallery walls, and curated chaos design principles.
Validates Docusaurus build health and ensures deployment safety with pre-commit MDX validation, link checking, and post-build health reports for a Claude Skills showcase site.
Documents and syncs Claude Skills to a showcase website, managing tag taxonomy, badges, metadata, and multi-skill collaboration artifacts.
Handles mental health crisis situations in AI coaching applications, providing guidance for implementing crisis detection, safety protocols, emergency escalation, and suicide prevention features with hotline integration and risk assessment.
Builds comprehensive visual design databases from hundreds of real-world examples, extracting color palettes, typography patterns, layout systems, and interaction design across domains.
An expert legal research agent skill for finding and scraping state-by-state expungement data. Covers authoritative source hierarchies, Firecrawl configuration for court systems and legislatures, 2026 law changes including Clean Slate acts, and systematic URL pattern building for legal data collection.
Designs REST API endpoints with Zod validation, implementing robust request/response schemas, error handling, and OpenAPI documentation for Next.js applications.
Guides users through creating specialized skills by providing templates, documentation, and best practices for extending Claude's capabilities with domain-specific knowledge and workflows.
Skill for building real-time collaboration engines with WebSockets, OT/CRDT conflict resolution, cursor tracking, and offline sync capabilities.
Translates emotional vibes and brand keywords into concrete visual DNA including colors, typography, layouts, and interactions for design specifications.
Develops Cloudflare Workers applications with KV, Durable Objects, and edge computing, covering serverless APIs, caching, rate limiting, and real-time features.
A skill that conducts thorough landscape research, competitive analysis, best practices evaluation, and evidence-based recommendations. Supports web search and content fetching for market research and trend analysis.
Strategic analyst skill that maps competitive landscapes, identifies white space opportunities, and provides positioning recommendations for products, services, and portfolios across any domain.
Deploys Next.js applications to Vercel with proper configuration, covering environment variables, edge functions, deployment setup, and build troubleshooting.
A hrv alexithymia expert skill from a curated collection of Claude Code skills for enhancing development productivity and workflows.
A systematic framework for resurrecting and modernizing legacy codebases through archaeology, resurrection, and rejuvenation phases. Designed for inherited codebases with no documentation and significant technical debt.
An LLM streaming response handler skill from a collection of 135+ production-ready skills and 2 MCP servers for Claude Code, built by an ex-Meta ML engineer with 12 years of experience and 12 patents.
A skill for creating authentic Windows 3.1 aesthetic in modern web applications with pixel-perfect retro UI including beveled borders, system gray palettes, and program manager styling.
Specializes in marketing and promoting Claude ecosystem technology including MCP servers, skills, plugins, and agents, with expertise in community engagement, registry submissions, and developer relations.
Provides expert guidance on photorealistic and stylized VR avatar systems for Apple Vision Pro, Meta Quest, and cross-platform metaverse, specializing in facial tracking with 52+ blend shapes, subsurface scattering, Persona-style generation, and real-time LOD.
Creates realistic cloud effects for web pages using SVG filters, CSS animations, and layering techniques for atmospheric backgrounds, weather effects, skyboxes, and parallax scenes.
Specializes in 2000s-era music visualization (Milkdrop, AVS, Geiss) and modern WebGL implementations, covering Butterchurn integration, Web Audio API FFT data, and GLSL shaders for audio-reactive visuals.
Provides expert speech-language pathology guidance specializing in AI-powered speech therapy, phoneme analysis, articulation visualization, voice disorders, fluency intervention, and assistive communication technology.
Transforms wedding photos and video footage into immersive 3D Gaussian Splatting experiences with theatre mode replay, face-clustered guest rosters, and AI-curated best photos per person. Specializes in 3DGS pipelines, face clustering, aesthetic scoring, and adaptive design matching.
A skill for digital equity and trauma-informed design targeting marginalized populations. Covers accessibility, offline-first design, shared device considerations, low-literacy interfaces, and intermittent access patterns for civic tech and reentry/recovery populations.
A hr network analyst skill from a curated collection of Claude Code skills for enhancing development productivity and workflows.
Visualizes and explains braid theory, knot mathematics, and topological concepts for educational purposes, creating interactive visualizations, explainer cards, and step-wise animations that translate abstract algebra into intuitive understanding.
Organizes digital life for legacy planning, emergency access, and death preparedness, specializing in password management, account documentation, and digital asset preservation.
Skill for managing feature manifests for code traceability, supporting feature creation, updates, health checks, manifest validation, changelog updates, and feature-to-code relationship exploration.
Expert skill for temporal event detection, spatio-temporal clustering using ST-DBSCAN, photo context understanding, shareability prediction, place recognition, and life event detection from photo metadata.
Executes tasks rapidly without hesitation, specializing in overcoming blockers, making quick decisions, and maintaining forward momentum for urgent actions.
Translates multi-agent ecosystem activity into clear, actionable human communication, creating status briefings, decision requests, celebration reports, concern alerts, and opportunity summaries.
Provides compassionate support for pet loss through memorial creation, tribute writing, keepsake ideas, and guidance on navigating the unique grief of losing a pet.
A skill for semantic image-text matching with CLIP and alternatives, supporting image search, zero-shot classification, and similarity matching workflows.
A comprehensive knowledge system for addiction recovery environments, supporting residential and outpatient patients with evidence-based treatment modalities including CBT, DBT, MI, EMDR, and MAT.
Provides expert guidance for designing and implementing onboarding flows in recovery, wellness, and mental health applications, including first-time user experiences, feature discovery, and tutorial systems for vulnerable populations.
Part of a collection of 135+ production-ready skills and 2 MCP servers for Claude Code, featuring prompt learning optimization, CV creation, and installable via plugin marketplace or manual download.
Generates comprehensive, context-aware code review checklists tailored to the specific codebase, programming language, and team standards. Analyzes PR diffs and suggests what reviewers should focus on during reviews.
Specializes in residential hollow space detection, hidden room discovery, and safe room planning, using architectural analysis, construction methods, and non-destructive investigation techniques to map house dimensions and identify anomalies.
Automates web application testing using Playwright, enabling comprehensive browser-based UI verification, interaction testing, and screenshot capture.
A trauma-informed AI moderator skill for addiction recovery communities that applies harm reduction principles, honors 12-step traditions, distinguishes healthy conflict from abuse, and detects crisis posts.
A collection of 135+ production-ready Claude Code skills and 2 MCP servers built by an ex-Meta ML engineer, covering design, computer vision, ML/AI, devops, databases, and more — installable via the plugin marketplace or manual git clone.
Privacy-first social features skill for recovery apps, covering sponsor/sponsee systems, meeting-based groups, peer support messaging, friend connections, and sober networking with accountability partners.
A collection of 135+ production-ready Claude Code skills and 2 MCP servers built by an ex-Meta ML engineer, covering design, computer vision, ML/AI, devops, databases, and more — installable via the plugin marketplace or manual git clone.
Aesthetic assessment and remix partner with trained visual taste. Provides structured design critiques using a 6-dimension scoring system inspired by VisualQuality-R1 chain-of-thought reasoning.
A sober addict protector skill from a curated collection of Claude Code skills for enhancing development productivity and workflows.
Performance optimization and continuous improvement skill for the sobriety.tools recovery app, covering load time optimization, offline capability, crisis detection, and performance monitoring.
Part of a 135+ skill collection for Claude Code spanning design, engineering, DevOps, and creative domains, with MCP servers for prompt learning optimization and AI-powered resume creation.
Guides AI agents to follow the Recovery Coach application's codebase patterns and conventions when writing new components, API routes, database queries, and making architectural decisions in the Next.js project.
Generates a comprehensive design system with customizable components, color palettes, typography, and layout guidelines for rapid UI development.
A skill from a collection of 135+ production-ready Claude Code skills built by an ex-Meta ML engineer, providing AI agents with structured knowledge for creating weather-based web applications.
Implements OAuth 2.0 and OpenID Connect authentication flows, generating secure tokens and handling client-side authorization processes.
A curated collection of 135+ production-ready Claude Code skills and 2 MCP servers built by an Ex-Meta ML engineer, spanning categories like design, computer vision, ML, DevOps, finance, and more, installable via plugin marketplace or manual setup.
A Claude Code skill that guides AI agents in writing complete OpenAPI specifications, covering endpoint definitions, schemas, authentication, and proper RESTful API documentation.
Skill
A Claude skill for generating pixel art diagrams and infographics in a retro 16-bit game aesthetic, designed for recovery education articles. Creates neuroscience brain diagrams, social situation comparisons, process flows, and data visualizations using a specific leather-and-ember color palette.
A collection of 135+ production-ready skills and 2 MCP servers for Claude Code, spanning design, computer vision, development, coaching, health, and meta-orchestration categories. Includes specialized skills like ADHD-focused UX design, drone computer vision, prompt optimization, and resume building.
A collection of 135+ production-ready Claude Code skills and 2 MCP servers covering design, computer vision, development, coaching, health, and meta-orchestration, along with prompt optimization and resume creation tools.
Provides deep expertise in criminal record expungement laws across all 50 US states and DC, covering eligibility rules, waiting periods, processes, fees, and special categories like marijuana, juvenile, and Clean Slate automatic expungement.
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Creates modern web applications with authentic Windows 95 aesthetic, extrapolating Win95 design patterns (gradient title bars, Start menu, taskbar, 3D beveled chrome) to AI chatbots, mobile UIs, and responsive layouts.
A collection of 135+ production-ready skills and 2 MCP servers for Claude Code, spanning design, computer vision, development, coaching, health, and meta-orchestration categories. Includes specialized skills like ADHD-focused UX design, drone computer vision, prompt optimization, and resume building.
A collection of 135+ production-ready skills and 2 MCP servers for Claude Code, spanning design, computer vision, development, coaching, health, and meta-orchestration categories. Includes specialized skills like ADHD-focused UX design, drone computer vision, prompt optimization, and resume building.
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A skill covering application architecture patterns — clean, hexagonal, feature-based, and vertical slice — to help choose structures for new projects and diagnose existing problems like fat controllers, circular dependencies, and tangled business logic.
Part of a 135+ skill collection by an ex-Meta ML engineer, this skill provides Windows 3.1-era audio design expertise as one of many domain-specific skills spanning design, computer vision, development, coaching, health, and meta-orchestration for Claude Code.
Part of the erichowens/some_claude_skills collection, offering 135+ production-ready skills and 2 MCP servers for Claude Code. The collection spans design, computer vision, development, coaching, health, and meta-orchestration categories, built by an ex-Meta ML engineer.
Designs and orchestrates a realistic interview simulation platform with voice AI, whiteboard evaluation, gaze-tracking proctoring, and mobile spaced repetition for mock interview practice.
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Analyzes current design trends and recommends appropriate styles, color palettes, and typography systems for projects based on contemporary design movements.
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Part of a collection of 135+ production-ready skills by an ex-Meta ML engineer, this skill provides guided workflows for conducting and preparing for senior-level coding interviews, including system design, algorithms, and behavioral assessment frameworks.
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Detects fabricated content, false citations, and unverifiable claims in AI agent outputs using source verification and consistency checking.
A dag task scheduler skill from a curated collection of Claude Code skills for enhancing development productivity and workflows.
Manages agent isolation levels and resource boundaries within a DAG framework, configuring strict, moderate, and permissive isolation profiles for agent containment and sandboxing.
Performs root cause analysis on DAG execution failures, tracing failure propagation, identifying systemic issues, and generating actionable remediation guidance.
Parses complex problems into DAG execution structures, decomposing tasks into nodes with dependencies, identifying parallelization opportunities, and creating optimal execution plans.
A dag confidence scorer skill from a curated collection of Claude Code skills for enhancing development productivity and workflows.
Part of a collection of 135+ production-ready skills and 2 MCP servers for Claude Code, built by an ex-Meta ML engineer with 12 years of experience.
A dag pattern learner skill from a curated collection of Claude Code skills for enhancing development productivity and workflows.
A dag dependency resolver skill from a curated collection of Claude Code skills for enhancing development productivity and workflows.
End-to-end DAG execution orchestrator skill that decomposes arbitrary tasks into agent graphs and executes them in parallel, serving as the intelligence layer for DAG framework operations.
Ranks skill matches by fit, performance history, and contextual relevance, applying multi-factor scoring including success rate, resource usage, and task alignment.
Central catalog of available skills with metadata, capabilities, and performance history, providing skill discovery and lookup services within a DAG framework.
Traces complete execution paths through DAG workflows, recording timing, inputs, outputs, and state transitions for all nodes to support debugging and observability.
A dag performance profiler skill from a curated collection of Claude Code skills for enhancing development productivity and workflows.
Modifies DAG structure during execution in response to failures, new requirements, or runtime discoveries, supporting node insertion, removal, and dependency rewiring.
A Claude Code skill that manages context passing between DAG (Directed Acyclic Graph) nodes and spawned agents, handling context summarization, selective forwarding, and token budget optimization.
Identifies when task outputs require iteration based on quality signals, unmet requirements, or explicit feedback, and triggers appropriate re-execution strategies as part of the DAG Framework.
Validates agent outputs against expected schemas and quality criteria, ensuring outputs meet structural requirements and content standards as part of the DAG Framework.
Tracks iteration progress toward task completion goals by monitoring quality trends, detecting plateauing, and recommending when to stop iterating, as part of the DAG Framework.
Enforces file system boundaries and tool access restrictions at runtime within the DAG framework. Blocks unauthorized operations and logs violations, providing security guardrails for AI-assisted development workflows.
Combines and synthesizes outputs from parallel DAG branches, handling merge strategies, conflict resolution, and result formatting for fan-in operations.
Synthesizes actionable feedback from validation results, confidence scores, and iteration triggers to create structured improvement guidance for re-execution within a DAG framework.
Validates permission inheritance between parent and child agents, ensuring child permissions are equal to or more restrictive than parent within a DAG framework.
Matches natural language task descriptions to appropriate skills using semantic similarity, handling fuzzy matching, intent extraction, and capability alignment.
Skill
Design modern, intuitive DAG/workflow visual editors with LEGO-like composability, progressive disclosure, and clear data flow—avoiding cluttered LabView-style complexity.