Plugins

IP & Trademark Advisor — trademark clearance, patent landscape, OSS license compliance

Open source license compliance audit — GPL, LGPL, AGPL risks

Survey IP assets, license obligations, and assignment gaps

Trademark clearance research and filing preparation

Model Evaluation Engineer — Model evaluation — metrics design, statistical significance, model comparison

Compare two or more models statistically

Design an evaluation framework for a ML model

Audit existing model evaluation code

Security Operations Team bundle — 10 agents: Red, Blue, Hunt, Patch, Chain, Sast, Siem, Resp, Zero, Phish

Infrastructure Specialist Team — Serv: Serverless architecture — Lambda/Cloud Functions/Cloud Run design, cold start optimization, event patterns

Serv skill: serv-cold

Serv skill: serv-design

Serv skill: serv-recon

Regulatory Risk Advisor — GDPR, CCPA, FTC, financial regulation, export controls

Regulatory exposure assessment for a product or geography

Map product data flows and identify regulatory triggers

Draft regulatory response letters and regulator comms

Detection & SIEM Engineer — SIEM engineering — log pipeline design, detection rule development, alert tuning

Tune a SIEM alert to reduce false positives

Audit existing SIEM deployment — log coverage and rule quality

Write SIEM detection rules in SIGMA format with MITRE mapping

Design and spec an API — endpoints, request/response shapes, error codes, auth pattern, pagination. Applies Stripe's consistency principles. Use when asked to "design an API", "build API endpoints", "create REST API", or "API for this feature".

Produce a system design doc — components, data flow, decisions made, tradeoffs, failure modes. Not a list of options. An actual design with calls made. Use when asked for "system design for", "architect this", "how should we build", or "design the backend".

Find and fix performance bottlenecks — N+1 queries, missing indexes, sync bottlenecks, caching gaps. Use when asked "why is this slow", "performance issue", "optimize this endpoint", or "N+1 queries".

Backend reconnaissance — map all routes, middleware, models, dependencies, auth, and assess code quality for project takeover. Use when asked to "understand this backend", "map the API", or "assess code quality".

API and backend code review — REST conventions, auth, validation, error handling, pagination, rate limiting, test coverage. Use when asked to "review this API", "code review", "review backend", or "pre-launch backend check".

Build a new production-ready service from scratch — config management, health checks, graceful shutdown, structured logging. Use when asked to "new service", "scaffold a backend", "bootstrap service", or "create microservice".

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Growth experiment design — structure a growth hypothesis, define metric, baseline, expected lift, and kill condition for a single experiment. Use when asked to "design a growth experiment", "test this growth idea", "experiment framework", "how do we test if this works", or "growth hypothesis".

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