Turn raw mess — a Slack thread, meeting transcript, Jira ticket, half-written Notion page, email chain, or paragraph of free-form context — into a structured brief that the downstream skill (adr-generator, design-doc, runbook-generator, exec-summary, deck-builder, tech-comparison-matrix) can consume without further…
Turn a vague bug report (Slack message, support ticket, "it's broken on mobile sometimes") into an actionable ticket — searchable symptom title, numbered repro steps from a clean state, expected vs actual, severity separated from priority, evidence tagged reported-vs-verified, and labeled hypotheses instead of…
Build a business case for a build/buy/defer investment decision — do-nothing always included as the baseline, benefits quantified as re-runnable calculations with confidence tags, full costs (build + run + opportunity), ranges instead of false precision, and the flip-assumption named. Use when the user needs to…
Build a capacity and cost model for a service or feature — sized from a demand driver and its growth curve, not from instance types; unit economics (cost per request/tenant/GB); peak-vs-average and headroom as explicit decisions; cost at 1×/3×/10× with scaling cliffs named; and the forgotten line items (egress…
Convene a council of distinct senior-engineer personas (Architect, Security, Operator/SRE, Pragmatist, User-Advocate, plus optional bench seats) to deliberate a decision, design, or code change — each takes an independent stance, the genuine disagreements are surfaced as named cruxes, and a Chair issues a reconciled…
Draft a data contract for a dataset, table, or event stream consumed by others — schema with per-field semantics and units, measurable quality SLAs (freshness, completeness, validity, distribution), a schema-evolution policy that says what breaks consumers, a named owner, and PII classification. Use when the user is…
Design a database schema from access patterns — paradigm chosen deliberately (relational/document/key-value/wide-column/graph), keys and partitioning driven by the actual queries, indexes mapped to predicates, money/time types right, and every read path verified to have a supporting access path. Use when the user is…
Extract decisions, action items, owners, and due dates from meeting notes, Slack threads, design-review transcripts, or any unstructured discussion. Produces a clean structured log the user can paste into a doc, tracker, or ADR queue. Use when the user has notes/threads/transcripts and asks for a "decision log"…
Generate a real PowerPoint (.pptx) file from content, target audience, and a color palette. Produces structurally-appropriate decks (slide count, density, layout choice) tuned for the audience — execs, technical reviewers, sales prospects, investors, internal teams. Use when the user wants an actual editable .pptx…
Generate a Google-style engineering design doc (problem, goals/non-goals, options considered, recommended approach, risks, rollout) from a feature brief or short description. Use when the user wants to draft a design doc, technical proposal, or one-pager for an engineering review.
Adversarial review of just-generated code, run after an agent (or human) declares a feature done. Challenges the implementation through four lenses — edge cases the first pass missed, baked-in assumptions that won't survive future requirements, what a staff engineer would push back on in code review, and test-coverage…
Review an existing document — ADR, design doc, runbook, exec summary, tech-comparison matrix, deck outline, decision log — and produce a structured critique against the same quality bars the skilldrop generators enforce. Categorizes findings by severity (blocker / major / minor / nit), points to the exact…
Compress a long technical document, design doc, or proposal into a one-page executive summary aimed at non-technical or time-poor stakeholders. Use when the user has a long doc and needs a 30-second readable version, or is writing a 1-pager for a steering committee, partner, or executive sponsor.
Implement a feature or story so it ends up verified, not just generated. Takes a description + acceptance criteria, writes code and tests, then runs an adversarial review pass that hunts for gaps (broken edge cases, baked-in assumptions, uncovered acceptance criteria), and re-generates to close them — looping until…
Work with Figma and FigJam files via the Figma REST API — read existing file structure, list frames/pages, post comments, and produce FigJam-importable diagram specs. Use when the user mentions a Figma URL, asks to inspect/audit a Figma file, wants to comment on a design programmatically, or wants their architecture…
Turn raw notes, specs, or design material into an easy-to-follow guide, auto-styled to the content — a setup/quickstart, a design walkthrough, or an API/event-schema reference. Use when the user wants setup or getting-started instructions, an onboarding walkthrough of how a system works, or developer reference docs…
Draft audience-segmented updates during a live incident — customer status-page posts, internal stakeholder updates, and exec notifications — each leading with user-facing impact, never speculative cause or ETA, always naming the next-update time. Use when an incident is in progress and the user needs a status page…
Design an evaluation harness for an LLM-powered feature — a versioned golden set (representative + adversarial + regression cases), the cheapest adequate grading method per case, a metric with a pre-set pass bar and regression gate, and a failure taxonomy that targets iteration. Use when the user is building or tuning…
Generate a phased migration or rollout plan (schema change, API version, datastore swap, platform move, auth-provider switch) — expand→migrate→contract by default, every phase reversible or its point of no return named, observable gates between phases, idempotent backfill with parity checks. Use when the user needs a…
Sweep a feature or system through the full non-functional requirements catalog — performance, throughput, availability, durability, privacy/retention, accessibility, i18n, observability, operability, compatibility, cost — forcing every category to a measurable target, an explicit n/a, or a tagged default. Use when the…
Design an observability plan for a service — user-journey SLIs, SLOs with error budgets, symptom-based burn-rate alerting (page vs ticket, every page actionable and runbook-linked), and a deliberate metrics/logs/traces split with a cardinality and cost budget. Use when the user needs SLOs, alerting design, a…
Cascade company OKRs to team-level OKRs — with a gap registry for objectives no team credibly owns, and a causal metric tree connecting each team KR to the north-star it's supposed to move. Use when the user wants to set or cascade OKRs, align team goals to company goals, "turn strategy into quarterly objectives", or…
Generate a blameless incident postmortem from raw material (Slack thread, pager timeline, notes) — quantified impact, UTC timeline with detection/mitigation gaps, contributing factors instead of a single root cause, and ≤8 verifiable action items. Use after an incident or outage when the user needs a postmortem, RCA…
Draft a Product Requirements Document from a feature idea or brief — evidence-backed problem statement with zero solution language, testable MoSCoW-prioritized requirements, mandatory non-goals, and a success line per goal. Use when the user needs a PRD, wants to capture business requirements for a feature, or asks to…