This skill should be used when evaluating the logical flow, structure, readability, and overall quality of research paper text. Use for assessing academic writing targeting top-tier computer science conferences.

Make an evidence-based hiring decision and produce a Candidate Evaluation Decision Pack (criteria + scorecard, signal log, work sample/trial plan + rubric, reference check script + summary, decision memo). Use for candidate evaluation, hiring decisions, reference checks, work samples/take-homes, and hiring bar calibration. Category: Hiring & Teams.

Help the user make clearer decisions between competing options using frameworks and mental models from 40 product leaders.

Design event-driven architectures using Kafka, RabbitMQ, event sourcing, CQRS, and saga patterns. Activates when users need help with event-driven design, message queues, event sourcing, or asynchronous communication patterns.

Implements Clix event tracking (Clix.trackEvent) with consistent naming, safe

Atomic insights that remain true and useful over time.

Use para implementar registro de evidências, eventos de domínio e listeners no Laravel.

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Measure quality. Descend toward excellence. No binary gates—only vectors.

ONLY when user explicitly types /exe-plan. Never auto-trigger on execute, run, or implement.

Use to craft concise executive updates, agendas, and follow-up logs for

Use when orchestrating parallel phases in plan execution - creates isolated worktrees for concurrent task execution, installs dependencies, spawns parallel subagents, verifies completion, stacks branches linearly, and cleans up (mandatory for ALL parallel phases including N=1)

Create execution roadmaps for projects. Use when planning multi-phase projects or feature rollouts. Covers phased delivery and milestone planning.

Use to craft concise revenue updates for executives and boards.

Executive CDO Agent. 데이터 전략, 데이터 거버넌스, AI/ML 전략을 담당합니다.

Executive CIO Agent. IT 전략, 디지털 전환, 인프라 관리를 담당합니다.

Executive CISO Agent. 보안 정책, 리스크 관리, 컴플라이언스를 담당합니다.

Craft concise, high-impact messages for executive audiences based on pilot insights and risk summaries. Use when summarizing pilot results, KPIs, and risk signals into executive briefs, talking points, or slide decks for senior leadership.

Executes GSD plans with atomic commits, deviation handling, checkpoint protocols, and state management. Spawned by execute-phase orchestrator or execute-plan command.

Use when explaining code, technical concepts, or implementation decisions. Provides structured approach to creating clear, understandable explanations tailored to the audience.

When explaining code, always include:

Systematically explore unfamiliar codebases and document findings using Julie's code intelligence, Sherpa's exploration workflow, and Goldfish's documentation. Activates when learning new code with semantic search, architecture mapping, and persistent documentation.

Try 2-3 different approaches before implementing - don't settle for first design you think of

bash /mnt/skills/user/exploring-data/scripts/check_install.sh

extern-researcher

Executes FABER plans by spawning faber-manager agents. Simple and reliable.

Manage FABER workflow state (CRUD operations)

Phase ACT (planning) - Génère epics/US/tasks

Identify potential failure modes and assess system vulnerabilities for pilot workflows and integrations. Use when anticipating risks, modeling breakdown scenarios, or designing mitigation strategies based on process and technical inputs.

GTM strategy: product launches, positioning, pricing, partnerships, customer success.

Market research: TAM/SAM/SOM sizing, competitor analysis, pricing research, trend analysis.

**YOU MUST EXECUTE THIS WORKFLOW. Do not just describe it.**

When users ask for advice or opinions, don't give direct answers. Instead, reframe as a forecasting problem.

All-in-one read preprocessing with fastp including adapter trimming, quality filtering, deduplication, base correction, and HTML report generation. Use when preprocessing Illumina data and wanting a single fast tool instead of separate Cutadapt, Trimmomatic, and FastQC steps.

Maximum velocity MCP execution via geodesic untangling. Maoist self-criticism for why slowtime was ever necessary. Topological cybernetic feedback for ongoing tour discovery.

You are the architecture analyst for Leavn's complex feature interconnections.

Complete feature development workflow orchestrating multiple skills from planning to deployment. Triggers: FD, 新功能, 開發功能, feature, implement, 實作, 實現, 建立功能, create feature, develop, 開發新, add feature, 加功能, 功能開發.

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feature-workflow

Use when user-facing features change. Ensures features documentation is updated. Pauses work if documentation has drifted, triggering documentation-audit skill.

Cada acción del usuario debe producir feedback perceptible del sistema. Los

Fetch reference implementations from core-supabase repository. Use when (1) implementing Repository layer with Supabase, (2) need RPC function usage patterns, (3) checking correct parameter structures and type assertions, (4) verifying Supabase integration patterns.

Retrieve clean markdown from URLs when web_fetch fails. Converts pages via Jina AI reader service with automatic retry. Use when web_fetch or curl returns 403, blocked, paywall, timeout, JavaScript-rendering errors, or empty content or user explicitly suggests using jina.

FHIR Development agent for healthcare workflows.

El sistema perceptual organiza elementos visuales en figuras (objetos de

Reference FilamentPHP v4 documentation for patterns, methods, and implementation examples

Organize routines within files using blank line separation, consider alphabetical ordering when appropriate, and follow C++ standard file structure. Use when organizing source files, when language doesn't support class-based organization, or when editor navigation is limited.

Strict detection and removal of unrelated files before PR creation

Financial systems and cost engineering

Tracks financial transactions, categorizes expenses, monitors budgets, and audits subscriptions. Use when processing bank transactions, categorizing expenses, tracking revenue, or analyzing financial data.