A virtual Kanban expert who can diagnose flow problems, design board configurations, set up multi-portfolio operating models, calibrate WIP limits, establish service level expectations, and guide Scrum-to-Kanban transitions. Load this when your team is struggling with throughput, cycle times are unpredictable…
Platform-agnostic Mermaid.js diagramming — flowcharts, sequence diagrams, C4 (via Structurizr or flowchart workarounds), class/state/ER diagrams, Gantt, and block diagrams. Generates valid Mermaid syntax, renders via mmdc CLI or CDN, and validates before output. Portable — works in CLI, markdown, HTML, PDF, and any…
Machine learning engineering methodology — model training, fine-tuning (LoRA/QLoRA), evaluation, quantization, deployment, and MLOps pipeline design. Grounded in practical engineering patterns for production ML systems.
Make good open source contributions — check CONTRIBUTING.md first, follow project norms, be a good citizen. Covers bug reports, feature requests, and pull requests with a defensible default posture when the project hasn't documented expectations.
COO methodology for process design, organizational scaling, operational metrics, compliance and audit, vendor management, and team topology. Covers value stream mapping, BPMN, bottleneck analysis, scaling from 10 to 100 to 1000 people, KPI design, balanced scorecard, SOC 2, ISO 27001, GDPR readiness, RFP processes…
Infrastructure as code, CI/CD, container orchestration, service networking — methodology and reference patterns for building and operating internal developer platforms.
Product management frameworks embedded in references/: RICE, MoSCoW, Opportunity Solution Trees, customer interviews, spec template, stakeholder communication, decision log. All output is organized as an artifact pyramid with full SOURCES navigation at every layer.
Quality assurance methodology — test strategy design, test automation patterns, regression testing, CI quality gates, test data management, and quality metrics. Grounded in practical patterns for teams that want confident shipping.
Professional research methodology — journalistic investigation, industry analysis, technical verification, and academic-style systematic research. References codify source evaluation, ACH, synthesis, interview handling, signal detection, and reproduction standards.
Non-interactive deep research pipeline for specialist subagents. Use when the orchestrator, product-manager, or another profile assigns a research mission that requires systematic investigation with progressive disclosure. The researcher receives a brief, interpolates scope, executes multi-pass research via…
Specification authoring for AI-native SDD — writes formal specifications in structured formats (Gherkin, user stories, acceptance criteria), enforces spec quality gates, and produces artifact-pyramid-compliant SPEC.md outputs. Trigger when specifications or requirements documents need to be authored from scratch or…
SDD phase-gate review — enforces the SDD pipeline's gated structure by reviewing specification artifacts before the next phase can proceed. Produces artifact-pyramid-compliant gate decision reports. No phase passes without reviewed, approved artifacts.
SDD acceptance criteria verification — maps specification acceptance criteria to tests, validates implementation output against spec requirements, and produces artifact-pyramid-compliant VERIFICATION.md reports. Trigger when implementation needs to be verified against its specification.
SDD work decomposition — translates formal specifications into dependency-aware task plans with per-task acceptance criteria. Owns the mapping from specification to executable work units, producing artifact-pyramid-compliant TASK-PLAN.md outputs. Trigger when a reviewed specification needs to be broken into…
Audit and optimize content sites for search — page title audits, schema injection (Organization, FAQ, LocalBusiness), meta description rewrites, URL hygiene, local landing pages, and measurement. Complements /content-strategy (what to write next) by optimizing what already exists.
Use when designing, operating, reviewing, or improving production reliability with SLOs, incident command, observability, error budgets, and operational excellence.
Reverse-engineer a software codebase to understand architecture, data flow, privacy posture, and feature surface — then produce a clean-room design document, PRD, or migration plan that re-imagines the system under new constraints (local-first, privacy-first, self-hosted). Use when you need to understand how a system…
At most 3 mods per repository are shown here, and a mod shipped inside a plugin is left to that plugin's page — the rest are on their repository pages: