Define a golden path — the opinionated, supported way to do a common developer task (create a new service, set up an environment, deploy a feature).
Security reconnaissance — full inventory of secrets management, IAM, dependencies, auth, encryption, audit logging, and compliance gaps.
Produce an actual launch plan with announcement copy, channel sequence, and day-1 checklist. Use when asked to "plan a launch", "GTM strategy", "how do we announce this", "launch…
Strategic context reconnaissance — read existing roadmaps, OKRs, competitive docs, and briefs to establish context before planning.
Messaging framework — produce a full headline, subheadline, proof points, and CTA hierarchy for use across all surfaces.
Build an ML pipeline — from data to trained model to serving endpoint. Use when asked to "build ML model", "train a model", "prediction pipeline", "classification", or…
Optimize customer onboarding — map the activation sequence, identify drop-off points, design the aha moment, and produce the onboarding email sequence.
Build and manage open source community — Discord/Slack structure, contributor onboarding, ambassador program, community flywheel design, and GitHub community health.
Analytics reconnaissance — scan existing event tracking, metric definitions, dashboards, and analytics configuration to understand what is currently being measured.
Write customer case studies and success stories — interview guide, story structure, and publish-ready case study with metrics.
Set up a complete deployment configuration — Dockerfile, deployment manifest, environment config, and rollback procedure.
Write a blog post or article — research the keyword, draft the post, and produce publish-ready content with SEO optimization.
Use when asked to select chart types for analytics dashboards, choose BI visualizations, or design data displays.
Build API test suites — endpoint testing, contract testing, load testing for REST/GraphQL/gRPC APIs. Use when asked to "test this API", "API tests", "endpoint testing", "contract…
Quarterly Business Review template generator — takes account info (ARR tier, adoption metrics, goals) and produces a complete QBR deck outline and talking points.
API and backend code review — REST conventions, auth, validation, error handling, pagination, rate limiting, test coverage.
OKR design — create objectives and key results with a North Star metric, input metrics tree, and cadence.
Embedded and IoT engineer — firmware, microcontrollers, OTA updates, device protocols.
Evaluate model performance — check for accuracy drops, data drift, and error patterns. Use when asked about "model accuracy dropped", "evaluate the model", "check for drift", or…
Run a user interview — produce an interview guide and synthesize the output into an actionable insight report.
Audit developer experience — measure onboarding time, build speed, deployment friction, and developer satisfaction.
Content brief generator — takes a topic or keyword and produces a complete content brief with target keyword, search intent, recommended structure, internal link targets, word…
Build a device driver or protocol handler — I2C sensors, BLE services, MQTT clients, SPI peripherals with interrupt-driven I/O and clean HAL abstraction.
Infrastructure reconnaissance — inventory all cloud resources, map connections, flag risks. Use when asked to "inventory our infra", "what infrastructure do we have", "map our…
Produce a threat model — assets, ranked threats, mitigations, accepted risks. Use when asked to "threat model this", "what could go wrong security-wise", "map our attack surface",…
Design a consumer-driven contract testing setup — Pact configuration and CI integration.
Build a new production-ready service from scratch — config management, health checks, graceful shutdown, structured logging.
Content distribution plan — takes a completed piece and produces a channel-by-channel plan covering HN, Reddit, LinkedIn, newsletter, and Twitter/X, with timing, per-channel…
Write sales playbooks — outbound sequences, discovery call guides, objection handling scripts, and demo frameworks.
Review existing analytics — find all dashboards and reports, check who uses them, whether metrics are defined, and whether they drive decisions.
Build production-ready Dockerfiles with multi-stage builds, security hardening, and docker-compose for local dev.
Produce a system design doc — components, data flow, decisions made, tradeoffs, failure modes. Not a list of options. An actual design with calls made.
Maintain per-repo and cross-repo changelogs — append structured entries after agent work. Use when asked to "log this change", "update changelog", "what changed", "change history".
Use when asked to improve activation, map the growth funnel, identify growth levers, design a referral program, build a retention playbook, develop a PLG strategy, or find where…
Build a full CI/CD pipeline from scratch. Use when asked to "set up CI/CD", "create pipeline", or "automate deploys".
Backend reconnaissance — map all routes, middleware, models, dependencies, auth, and assess code quality for project takeover.
Content marketing reconnaissance — audit current content, SEO health, competitor content gaps, and content distribution.
Use when asked to generate a color palette, create industry-matched colors, or pick colors for a product type.
Use when asked about UX patterns, interaction best practices, form design, navigation patterns, or loading states.
Landing page and marketing copy — write hero section, problem/solution blocks, proof points, and CTAs.
Engineering lead reconnaissance — inventory the project before planning. Use when asked to "understand this project", "orient me on this codebase", "what's the state of the repo",…
Render agent findings as a styled HTML report in the browser. Use when asked for "full report", "detailed report", "show in browser", or when CLI output exceeds the 40-line budget.
Automated SAST + dependency vulnerability scan. Runs Semgrep (code vulnerabilities) and pip-audit (CVE-matched dependencies) and writes a structured JSON report.
Audit test suite health — find flaky tests, slow tests, coverage gaps, and testing anti-patterns. Use when asked to "audit tests", "fix flaky tests", "why are tests slow", "test…
Use when asked to design a UI component, specify a button, input, card, modal, badge, or any interactive element.
Mobile reconnaissance — understand the app's tech stack, architecture, dependencies, and health for takeover.
Use when asked to write a product brief, turn a feature idea into a spec, define requirements for something to build, or clarify what a product should do and why.
Produce a complete OTA update system design — partition layout, update flow, rollback conditions, validation checks, fleet management approach, failure modes and recovery.
Firmware reconnaissance for takeover — inventory the MCU, peripherals, RTOS, protocols, OTA, power management, and assess code quality with risk flags.
Use when asked to audit UI for visual quality, check design consistency, review brand alignment, evaluate design system compliance, or find visual issues before a launch.
Usability review — evaluate an existing flow or UI against usability heuristics, flag friction points, and recommend fixes.
Instrumentation plan — design event taxonomy, property schema, and tracking plan for analytics tools.
Map the full CI/CD pipeline — triggers, build, test, deploy flow — with risk assessment. Use when asked "how does this deploy", "map the pipeline", or "understand CI/CD".
System takeover — take ownership of an existing codebase or inherited system. Use when "we acquired this", "previous team left", "take over this system", "inherited this codebase".
Mobile engineer — native iOS/Android, cross-platform, app stores, mobile performance.
Use when asked to structure a landing page for positioning, plan a conversion-optimized page layout, or design a launch page.
Scope arbitration — resolve disagreements between product and engineering on what is in or out of scope, with a decision log and escalation path.
Audit an existing CI/CD pipeline for slowness, security issues, and reliability gaps. Use when asked to "audit pipeline", "why is CI slow", "pipeline review", or "deployment…
MEDDPICC-based deal qualification worksheet — guide Deal through structured qualification of any opportunity and produce a filled card + recommended next action.
Product analyst — metrics architecture, funnel analysis, A/B test design, retention, and growth measurement.