Design and execute a launch plan — Product Hunt, HN Show HN, newsletter coordination, social posts, and community launch moment.
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.
OKR design — create objectives and key results with a North Star metric, input metrics tree, and cadence.
Mobile engineer — native iOS/Android, cross-platform, app stores, mobile performance.
Mobile audit — app size, startup time, crash reporting, store compliance, accessibility, offline behavior.
Review existing analytics — find all dashboards and reports, check who uses them, whether metrics are defined, and whether they drive decisions.
Growth state reconnaissance — scan existing onboarding flows, acquisition channels, conversion funnels, and growth experiment logs to understand current growth state.
Optimize slow database queries — analyze execution plans, add indexes, rewrite queries. Use when asked about "slow query", "optimize SQL", "query performance", or "explain this…
Design and build database schema — tables, columns, types, indexes, constraints, relationships. Given a domain description, output the schema and write the files.
Use when asked to build a product roadmap, prioritize a backlog, decide what to build next, or sequence a list of feature ideas.
Platform engineer — developer experience, golden paths, service catalogs, and local dev environments.
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…
Feedback synthesis — cluster support tickets, NPS verbatims, app store reviews, and churn surveys by theme, separate signal from noise, and produce an actionable insight report.
Data quality and pipeline health check — freshness, schema drift, null rates, orphaned records, pipeline status.
Frontend audit — bundle size, dependencies, accessibility, performance, component quality. Use when asked for "frontend review", "performance audit", "accessibility check", or…
Build a data pipeline — ETL/ELT with extraction, transformation, loading, error handling, and scheduling.
Use when asked to define a design token system, create tokens, document tokens, set up CSS custom properties, build a Tailwind token config, establish a spacing scale, define…
Produce a complete firmware architecture spec for a described device — layer diagram, module responsibilities, HAL interface definitions, key state machines, RTOS decision.
Use when asked to design a user flow, map how a user moves through a feature, create a wireframe or flow diagram, or document interaction design for a product brief.
Build production-grade infrastructure as code for a service or project. Use when asked to "set up infra", "provision infrastructure", "create cloud resources", "IaC for this…
Incident response — diagnose production issues, find root cause, propose fix with rollback. Use when asked about "something is broken", "production issue", "why is this down",…
End-to-end ship workflow — merge base, run tests, review diff, bump version, commit, push, create PR.
Use when asked to select chart types for analytics dashboards, choose BI visualizations, or design data displays.
First-run onboarding tour — guided walkthrough of tonone''s 23 agents, key skills, and worktree sessions. Two paths — expert (~90 sec) and newcomer (~8 min).
Metrics architecture — produce a complete metrics plan given a product description. North Star, input metrics tree, instrumentation spec, action triggers, and counter-metrics.
Produce a complete positioning document using the Dunford framework — competitive alternatives, unique attributes, value, best-fit customer, market category, positioning…
Design and implement an AI feature integration — model selection, architecture pattern, system prompt, data flow, error handling, cost estimate.
Build zero-downtime database migrations — forward SQL, rollback SQL, deployment sequence. Use when asked to "write migration", "schema change", "add column", "rename table", "drop…
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…
Revenue & Sales engineer — B2B pipeline, deal strategy, pricing proposals, sales playbooks, and enterprise closing.
Embedded and IoT engineer — firmware, microcontrollers, OTA updates, device protocols.
Design and build networking infrastructure — VPCs, subnets, DNS, load balancers, firewall rules. Use when asked to "set up networking", "VPC design", "configure DNS", "load…
Analytics reconnaissance for takeover — find all analytics tools, inventory what's tracked and dashboarded, assess data freshness and metric definitions, and present a coverage…
Landing page and marketing copy — write hero section, problem/solution blocks, proof points, and CTAs.
Information architecture — design navigation structure, content hierarchy, sitemap, and taxonomy for a product or feature set.
PR & Community engineer — press pitches, social media, open source community, DevRel, and coordinated launch moments.
Testing reconnaissance — inventory all tests, frameworks, coverage, CI integration, and assess testing maturity for project takeover.
User segmentation and persona creation from mixed data sources — analytics, CRM, support tickets, reviews, or any combination.
Use when asked for framework-specific best practices, implementation guidelines for React/Vue/Svelte/Next.js, or stack-specific patterns.
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…
Build a content calendar — editorial plan, publishing cadence, topic assignment, and distribution workflow.
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…
Set up local development environments — devcontainers, Docker Compose, one-command setup, dev/prod parity.
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".
Design QA audit — red flags, severity classification, visual quality scorecard. Use when asked to "QA the design", "check visual quality", "design review before launch", "visual…
Use when asked to design a UI component, specify a button, input, card, modal, badge, or any interactive element.
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…
Strategic context reconnaissance — read existing roadmaps, OKRs, competitive docs, and briefs to establish context before planning.
Produce a complete OTA update system design — partition layout, update flow, rollback conditions, validation checks, fleet management approach, failure modes and recovery.
Write customer case studies and success stories — interview guide, story structure, and publish-ready case study with metrics.
Write sales playbooks — outbound sequences, discovery call guides, objection handling scripts, and demo frameworks.
Build a service catalog — schema, starter entries, and governance model. Produces what information to capture per service, how it's maintained, and where it lives.
Observability reconnaissance — inventory what monitoring exists, map coverage, highlight blind spots.
Use when asked to analyze a funnel, find where users drop off, diagnose low conversion or activation rates, design a metrics framework, set up OKRs, or measure whether a feature…
Use when asked to design iOS or Android mobile app screens, create mobile UI, spec mobile flows, or produce screen designs for a native app.
Verify observability posture — audit monitoring coverage, find blind spots, prioritize gaps. Use when asked "is monitoring sufficient", "observability review", "are we covered",…
Write churn prevention and win-back playbooks — risk intervention sequences, save conversation guides, and win-back email campaigns.
Automated SAST + dependency vulnerability scan. Runs Semgrep (code vulnerabilities) and pip-audit (CVE-matched dependencies) and writes a structured JSON report.
Competitive analysis ending in a clear positioning call — where to play, how to win. Use when asked to "analyze competitors", "competitive landscape", "how do we compare to X",…
Jobs-to-Be-Done analysis — given a product, user descriptions, transcripts, or tickets, produce a JTBD job map with switching forces analysis and opportunity ranking.