jaan.to handles the repetitive work—formatting PRDs, writing boilerplate, generating checklists.
You focus on what matters: defining the right problem, making trade-offs, understanding customers.
The same request produces different outcomes depending on how you ask. Most people blame the model. The harder truth: humans are the inconsistent part.
Request a feature → one architectural style. Request a bug fix → different style. Rules in your head. Standards that only appear when you get frustrated. A definition of "done" that changes with your energy level.
Rules written down, not in your head. Standards that exist before frustration. A definition of "done" that doesn't change with energy levels.
The problem isn't AI. The problem is system design.
A command is not a "nice prompt." It's a procedure with predictable output.
Real teams don't have one person do everything. Different roles create different thinking.
If rules live in your head, you don't have memory. You have vibes.
People skip gates because nobody is watching. Production is always watching.
jaan.to standardizes execution and reduces waste. The repetitive parts—formatting PRDs, writing test matrices, generating boilerplate—get automated.
The human parts stay human:
Defining the right problem to solve
Making trade-off decisions
Understanding real customer needs
Knowing when "done" means done
We measure impact and iterate like a product. If a skill isn't helping, we fix it or remove it.
Everything you need to use jaan.to. No fluff.
Skills are slash commands that generate outputs. Each skill follows the two-phase workflow with human approval gates. 37 total skills across 7 roles.
| Command | Description | Status |
|---|---|---|
/jaan-to-pm-prd-write | Generate Product Requirements Documents | Available |
/pm-decision-brief | 1-page decision record with options and risks | Coming Soon |
/pm-north-star | North star metric with drivers and boundaries | Coming Soon |
/pm-scope-slice | MVP vs Later slicing with milestones | Coming Soon |
/pm-release-review | Post-release review with KPI deltas | Coming Soon |
| Command | Description | Status |
|---|---|---|
/ux-flow-spec | Flow spec with states and edge cases | Coming Soon |
/ux-microcopy-write | Microcopy pack with labels and errors | Coming Soon |
/ux-research-plan | Research plan with method and timeline | Coming Soon |
/ux-heuristic-review | Heuristic review with severity and fixes | Coming Soon |
/ux-competitive-review | Competitive teardown with opportunities | Coming Soon |
| Command | Description | Status |
|---|---|---|
/dev-tech-plan | Technical approach with architecture and risks | Coming Soon |
/dev-test-plan | Dev-owned test plan with fixtures and mocks | Coming Soon |
/dev-api-contract | OpenAPI contract with payloads and errors | Coming Soon |
/dev-pr-review | PR review pack with risky files and hints | Coming Soon |
/dev-ship-check | Pre-ship checklist with Go/No-Go | Coming Soon |
| Command | Description | Status |
|---|---|---|
/qa-test-matrix | Risk-based matrix across states and devices | Coming Soon |
/qa-bug-triage | Dedupe, severity, and repro hints | Coming Soon |
/qa-automation-plan | What to automate now vs later | Coming Soon |
/qa-regression-runbook | Step-by-step regression runbook | Coming Soon |
/qa-release-signoff | Go/No-Go summary with evidence | Coming Soon |
| Command | Description | Status |
|---|---|---|
/jaan-to-data-gtm-datalayer | Generate GTM tracking code | Available |
/data-event-spec | GA4-ready event/param specification | Coming Soon |
/data-metric-spec | Metric definition with formula | Coming Soon |
/data-funnel-review | Funnel baseline with hypotheses | Coming Soon |
/data-experiment-design | Experiment plan with success metrics | Coming Soon |
| Command | Description | Status |
|---|---|---|
/growth-content-outline | Writing-ready outline with H1-H3 | Coming Soon |
/growth-keyword-brief | Keyword + intent map with targets | Coming Soon |
/growth-seo-audit | On-page checklist with content gaps | Coming Soon |
/growth-seo-check | Technical audit with crawl signals | Coming Soon |
/growth-weekly-report | Weekly wins/losses with actions | Coming Soon |
| Command | Description | Status |
|---|---|---|
/to-jaan-skill-create | Create new skills with wizard | Available |
/to-jaan-skill-update | Update existing skills | Available |
/to-jaan-docs-create | Create documentation with templates | Available |
/to-jaan-docs-update | Audit and maintain documentation | Available |
/to-jaan-learn-add | Add lessons to improve skills | Available |
Every skill follows this workflow pattern to ensure quality and maintain human oversight:
jaan.to uses context to inject team and tech context into skills:
Every skill improves from feedback through the LEARN.md system:
Run skill → Get output → Give feedback → Next run is better
jaan.to has non-negotiable safety rules to protect your work:
.jaan-to/src/, lib/ - source code.env - environment files*.config.* - config filespackage.json - dependenciesCommands remove ambiguity. Ambiguity is where AI starts guessing. Guessing is where production debt is born.
Generate comprehensive Product Requirements Documents with problem statements, success metrics, scope boundaries, and user stories.
/jaan-to-pm-prd-write1-page decision record with options, recommendation, and risks. Perfect for stakeholder alignment.
/pm-decision-briefDefine north star metric with drivers, boundaries, and review cadence. Connects to GA4 for baselines.
/pm-north-starMVP vs Later slicing with milestones and dependencies. Integrates with Jira and GitLab.
/pm-scope-slicePost-release review with KPI deltas, learnings, and follow-ups. Connects to GA4, Clarity, Sentry.
/pm-release-reviewFlow spec with happy path, empty/loading/error states, and edge cases. Reads from Figma.
/ux-flow-specMicrocopy pack with labels, helper text, errors, toasts, and empty states. Figma integration.
/ux-microcopy-writeResearch plan with questions, method, participants, script, and timeline.
/ux-research-planHeuristic review with issues, severity, fixes, quick wins, and principles.
/ux-heuristic-reviewCompetitive teardown with flows, patterns, strengths/weaknesses, and opportunities.
/ux-competitive-reviewTechnical approach with architecture, tradeoffs, risks, and rollout/rollback strategy.
/dev-tech-planDev-owned test plan with unit/integration/e2e scope, fixtures, and mocks.
/dev-test-planOpenAPI contract with payloads, errors, versioning, and examples.
/dev-api-contractPR review pack with summary, risky files, security/perf hints, and missing tests.
/dev-pr-reviewPre-ship checklist with flags, migrations, monitoring, rollback, and Go/No-Go.
/dev-ship-checkRisk-based matrix with P0/P1 flows across states, devices, and environments.
/qa-test-matrixDedupe, severity, repro hints, next action. Clusters by root cause.
/qa-bug-triageWhat to automate now vs later, flakiness risk, and testability changes.
/qa-automation-planStep-by-step regression runbook from smoke to critical to deep checks.
/qa-regression-runbookGo/No-Go summary with evidence, open risks, mitigations, and rollback readiness.
/qa-release-signoffGenerate production-ready GTM tracking code with enforced naming conventions and ES5 types.
/jaan-to-data-gtm-datalayerGA4-ready event/param spec with naming, triggers, and required properties.
/data-event-specMetric definition with formula, caveats, segmentation rules, and owner.
/data-metric-specFunnel baseline with top drop-offs, segments, and 3-5 hypotheses.
/data-funnel-reviewExperiment plan with hypothesis, success metric, boundaries, and ramp/kill criteria.
/data-experiment-designTriage pack with scope, causes, next checks, who to pull in, and RCA template.
/data-anomaly-triageWriting-ready outline with H1-H3, FAQs, entities, and internal links.
/growth-content-outlineKeyword + intent map with primary/secondary targets and SERP notes.
/growth-keyword-briefOn-page checklist with title/meta, headings, content gaps, and links.
/growth-seo-auditTechnical audit with indexability, crawl signals, and critical errors.
/growth-seo-checkWeekly wins/losses, top pages/queries, actions with owners, and experiments.
/growth-weekly-reportCreate new jaan.to skills with step-by-step wizard, web research, and specification validation.
/to-jaan-skill-createUpdate existing skills following standards. Incorporate LEARN.md lessons and fix compliance.
/to-jaan-skill-updateCreate documentation with templates, YAML frontmatter, and STYLE.md compliance checking.
/to-jaan-docs-createAudit and maintain documentation with staleness detection, smart fixes, and archiving.
/to-jaan-docs-updateAdd lessons to improve skills through feedback. Auto-categorizes into 4 learning categories.
/to-jaan-learn-addAdd tasks to the development roadmap with duplicate detection and phase assignment.
/to-jaan-roadmap-add37 Total Skills across 7 roles. 8 available now, 29 coming in Phase 3.
Two paths: quick start or full configuration. Both work.
Clone the repository and start using skills immediately:
Configure context and customize for your team:
This is not replacing teams. This is making teams faster.
40-60% of product work is repetitive. We automate that. You keep the decisions.
Explore the source code, report issues, and contribute to the project. All skills and documentation are open source.
Comprehensive documentation covering all skills, workflows, and configuration. Start with the getting-started guide.
See what's coming next for jaan.to. Track development progress and upcoming features in the roadmap.
"Humans become more senior when AI handles execution.
Not replaced. Elevated."
AI executes
Boilerplate goes
Not shrink
Read "The Smallest AI Company That Can Ship" on Medium for the story behind jaan.to.
Compare notes on AI systems that actually ship.