Engineering AI Skills

AI Adoption Dashboard Builder

Creates a multi-tab analytics dashboard for tracking AI tool adoption across your engineering organization. Includes executive KPIs, team-level adoption curves, per-tool usage breakdowns, productivity impact comparisons, and cost tracking. Optionally generates a Grafana dashboard JSON for real-time monitoring.

AI Adoption Readiness Assessment

A structured assessment framework that scores your organization across five critical dimensions of AI readiness. Produces an actionable scorecard with prioritized recommendations, a detailed gap analysis spreadsheet, and optional Jira tickets to track remediation efforts.

AI Champion Onboarding Kit

Creates a complete onboarding package for department-level AI champions who will drive adoption within their teams. Includes a modular training curriculum (AI fundamentals, tool-specific training, change management, security), a week-by-week rollout playbook, success metrics with targets, and ready-to-use templates for workshops, surveys, and team communications.

AI ROI Calculator

Builds a detailed ROI model for AI tool adoption using team size, developer costs, and workflow-specific time savings benchmarks. Generates an interactive Google Sheets calculator with input parameters, dashboard charts, per-workflow breakdowns, and sensitivity analysis for optimistic, realistic, and conservative scenarios.

Dashboard Generation

Creates custom analytics dashboards with key performance indicators, interactive charts, and automated data refresh schedules. Connects to data sources, designs metric visualizations, and sets up alerting for KPI thresholds. Supports executive dashboards, team dashboards, and operational monitoring views.

Deployment Management

Manages application deployments across environments with strategies like blue-green, canary, and rolling updates. Tracks deployment history, provides rollback capabilities, and monitors health checks post-deploy. Ensures safe and reliable releases to production.

Design Handoff

Facilitates the design-to-development handoff process. Extracts design specs from Figma, generates component documentation, exports assets, and creates implementation checklists. Ensures developers have all the information they need to build pixel-perfect implementations.

Event Tracking

Designs and implements product analytics event tracking plans. Defines event naming conventions, required properties, and validation rules. Creates tracking documentation, generates implementation code, and validates event data quality across platforms.

Incident Alerting

Sets up incident alerting workflows with smart routing, escalation policies, and noise reduction. Configures alert grouping to prevent alert fatigue, routes incidents to the right on-call engineer, and provides runbooks for common scenarios. Integrates with monitoring and communication tools.

Incident Response Playbook Generator

Creates detailed incident response playbooks tailored to your cloud environment and team structure. Covers detection, containment, eradication, recovery, and post-incident review phases for common cloud security incidents including compromised credentials, data exposure, cryptomining, and unauthorized access.

Issue Sync

Keeps issues synchronized across multiple project management tools. Maps statuses, priorities, and assignees between GitHub Issues, Jira tickets, and Linear issues. Prevents duplicate work, ensures consistent tracking, and provides a unified view of all work items.

MCP Server Security Review

Performs a structured security audit of an MCP server by reviewing its source code for credential handling, data exposure risks, permission scope, transport security, code quality, and documentation. Scores each dimension, checks for common vulnerabilities (hardcoded secrets, eval injection, path traversal), and produces a review report with an approve/conditional/reject recommendation.