Remix. Notion's warm neutral document surface + Duolingo's saturated greens, rounded corners, and tactile feedback. For learning platforms, courses, and education tools that want to feel like a serious workspace and a friendly tutor at o. Use when building UI components, applying design tokens, or implementing visual styles for remix notion x duolingo.
EnglishUse when the user asks to \"implement LLM-as-judge\", \"compare model outputs\", \"create evaluation rubrics\", \"mitigate evaluation bias\", or mentions direct scoring, pairwise comparison, position bias, evaluation pipelines, or automated quality assessment. Use when you need help with advanced evaluation.
EnglishDetect requests for iterative autonomous agent loops and route to the appropriate loop…
EnglishBuild production Apache Airflow DAGs with best practices for operators, sensors, testing, and deployment.
EnglishPDF-RAG API reference. REQUIRED after any failed curl/jq to localhost:8000 (404, null, jq error). Also use when uncertain about endpoint path or response shape.
EnglishComprehensive authentication implementation guidance including JWT best practices, OAuth 2.0/OIDC flows, Passkeys/FIDO2/WebAuthn, MFA patterns, and secure session management. Use when implementing login systems, token-based auth, SSO, passwordless authentication, or reviewing authentication security.
EnglishBuild content moderation applications with Azure AI Content Safety SDK for Java. Use when implementing text/image analysis, blocklist management, or harm detection for hate, violence, sexual content, and self-harm.
EnglishComprehensive Bun runtime expertise covering all major features. Use when working with Bun projects, migrating from Node.js, or leveraging Bun-specific APIs. Activates for: Bun.serve, Bun.file, bun:test, bun:sqlite, bun install, bun build, bunfig.toml, TypeScript in Bun, package manager operations, bundler configuration, and Node.js compatibility questions.
EnglishBun runtime patterns and best practices. Package management, bundling, testing, scripts. Use when working with Bun as the JavaScript runtime.
EnglishAdd detailed comments explaining WHY code works, its context, edge cases, and performance implications. Use when user mentions "add comments", "document", "explain code", "improve readability", or "maintainability". Supports C++, Python, Java, JavaScript, Go, Rust, SQL.
EnglishDeep expertise in code-specific embedding models — voyage-code-3, jina-embeddings-v2-base-code, jina-code-embeddings, CodeRankEmbed, GraphCodeBERT. Use when implementing vector search, embeddings storage, or similarity queries with code embed.
EnglishUse when moving logic between layers, deprecating patterns, refactoring responsibilities, or enforcing canonical owners. Ensures migrations are complete with no legacy coexistence.
EnglishUse when designing or revising a company's commercial policy — the rules of engagement governing discounts off list price, approver thresholds, exception flows, and the…
EnglishGenerate and track compliance matrices for RFP requirements. Use when building requirements tracking features, implementing compliance checklists, or ensuring proposal coverage.
EnglishStep-by-step guide for capturing key application requirements for NoSQL use-case and produce Azure Cosmos DB Data NoSQL Model design using best practices and common…
English中文优先:用于C++codingstandards相关任务,帮助识别、设计、实现或验证对应工作流。English keywords: C++ coding standards based on the C++ Core Guidelines (isocpp.github.io). Use when writing, reviewing, or refactoring C++ code to enforce modern, safe, and idiomatic practices.
EnglishDesign effective dashboards with clear layouts, KPI displays, data grids, and real-time updates.
EnglishUse when optimizing database queries, indexes, N+1 problems, slow queries, or analyzing query performance. Triggers on keywords like "slow query", "N+1", "index", "query optimization", "database performance", "eager loading".
EnglishComprehensive web, mobile, and backend development workflow bundling frontend, backend, full-stack, and mobile development skills for end-to-end application delivery.
EnglishDjango architecture patterns, REST API design with DRF, ORM best practices, caching, signals, middleware, and production-grade Django apps.
EnglishCreate optimized Dockerfiles with multi-stage builds, security hardening, layer caching, and health checks. Includes docker-compose patterns for development and production environments.
EnglishGenerate documentation for migrated systems including API docs, architecture docs, and…
EnglishSolve a small tabular MDP exactly via policy iteration or value iteration. Report convergence behavior. Use when you need help with dp solver.
English
AGENT SKILLS ATLASIncludes Acd Remix Notion X Duolingo Design, Advanced Evaluation, Agent Loop, and other workflows.
Claude Code
Codex
Cursor
GitHub Copilot
Gemini CLISupported by the Atlas install prompt. Skill-specific requirements vary.
Pack stats
What’s included
Acd Remix Notion X Duolingo Design
Remix. Notion's warm neutral document surface + Duolingo's saturated greens, rounded corners, and tactile feedback. For learning platforms, courses, and education tools that want to feel like a serious workspace and a friendly tutor at o. Use when building UI components, applying design tokens, or implementing visual styles for remix notion x duolingo.
Advanced Evaluation
Use when the user asks to \"implement LLM-as-judge\", \"compare model outputs\", \"create evaluation rubrics\", \"mitigate evaluation bias\", or mentions direct scoring, pairwise comparison, position bias, evaluation pipelines, or automated quality assessment. Use when you need help with advanced evaluation.
Agent Loop
Detect requests for iterative autonomous agent loops and route to the appropriate loop executor
AI Native CLI
Design spec with 98 rules for building CLI tools that AI agents can safely use. Covers structured JSON output, error handling, input contracts, safety guardrails, exit co
Airflow Dag Patterns
Build production Apache Airflow DAGs with best practices for operators, sensors, testing, and deployment. Use when creating data pipelines, orchestrating workflows, or sc
API Reference
PDF-RAG API reference. REQUIRED after any failed curl/jq to localhost:8000 (404, null, jq error). Also use when uncertain about endpoint path or response shape.
Authentication Patterns
Comprehensive authentication implementation guidance including JWT best practices, OAuth 2.0/OIDC flows, Passkeys/FIDO2/WebAuthn, MFA patterns, and secure session management. Use when implementing login systems, token-based auth, SSO, passwordless authentication, or reviewing authentication security.
Azure AI Contentsafety Java
Build content moderation applications with Azure AI Content Safety SDK for Java. Use when implementing text/image analysis, blocklist management, or harm detection for hate, violence, sexual content, and self-harm.
Bun Expert
Comprehensive Bun runtime expertise covering all major features. Use when working with Bun projects, migrating from Node.js, or leveraging Bun-specific APIs. Activates for: Bun.serve, Bun.file, bun:test, bun:sqlite, bun install, bun build, bunfig.toml, TypeScript in Bun, package manager operations, bundler configuration, and Node.js compatibility questions.
Bun Runtime
Bun runtime patterns and best practices. Package management, bundling, testing, scripts. Use when working with Bun as the JavaScript runtime.
Code Commenter
Add detailed comments explaining WHY code works, its context, edge cases, and performance implications. Use when user mentions "add comments", "document", "explain code", "improve readability", or "maintainability". Supports C++, Python, Java, JavaScript, Go, Rust, SQL.
Code Embed Expert
Deep expertise in code-specific embedding models — voyage-code-3, jina-embeddings-v2-base-code, jina-code-embeddings, CodeRankEmbed, GraphCodeBERT. Use when implementing vector search, embeddings storage, or similarity queries with code embed.
Code Migration
Use when moving logic between layers, deprecating patterns, refactoring responsibilities, or enforcing canonical owners. Ensures migrations are complete with no legacy coexistence.
Commercial Policy
Use when designing or revising a company's commercial policy — the rules of engagement governing discounts off list price, approver thresholds, exception flows, and the d
Compliance Matrix
Generate and track compliance matrices for RFP requirements. Use when building requirements tracking features, implementing compliance checklists, or ensuring proposal coverage.
Cosmosdb Datamodeling
Step-by-step guide for capturing key application requirements for NoSQL use-case and produce Azure Cosmos DB Data NoSQL Model design using best practices and common patte
Cpp Coding Standards
中文优先:用于C++codingstandards相关任务,帮助识别、设计、实现或验证对应工作流。English keywords: C++ coding standards based on the C++ Core Guidelines (isocpp.github.io). Use when writing, reviewing, or refactoring C++ code to enforce modern, safe, and idiomatic practices.
Dashboard Design
Design effective dashboards with clear layouts, KPI displays, data grids, and real-time updates. Covers dashboard patterns, information hierarchy, responsive grids, widge
Database Optimization
Use when optimizing database queries, indexes, N+1 problems, slow queries, or analyzing query performance. Triggers on keywords like "slow query", "N+1", "index", "query optimization", "database performance", "eager loading".
Development
Comprehensive web, mobile, and backend development workflow bundling frontend, backend, full-stack, and mobile development skills for end-to-end application delivery.
Django Patterns
Django architecture patterns, REST API design with DRF, ORM best practices, caching, signals, middleware, and production-grade Django apps.
Docker Best Practices
Create optimized Dockerfiles with multi-stage builds, security hardening, layer caching, and health checks. Includes docker-compose patterns for development and production environments.
Documentation Generator
Generate documentation for migrated systems including API docs, architecture docs, and runbooks
Dp Solver
Solve a small tabular MDP exactly via policy iteration or value iteration. Report convergence behavior. Use when you need help with dp solver.
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