Skill Me — the open skill catalog

The canonical public home of every skill authored and hosted by Skill Me — 471 portable SKILL.md files, MIT-licensed.

Every skill is plain-text instructions in the open SKILL.md format that runs in Claude (via the Skill Me MCP), Claude Code, Cursor, Gemini CLI, and Codex. Read exactly what a skill tells Claude before you install it.

Install

• From the catalog: skillme.dev — browse, then install into Claude in one step.
• With the skills CLI: npx skills add SkillMedev/skills (or a per-pack repo — see the org).
• Manually: copy any skills/<slug>/SKILL.md into your Claude skills directory.

Skills by category

Coding

• Accessibility Audit — Runs a full WCAG 2.2 accessibility audit of an interface - keyboard, screen reader, contrast and zoom, forms, and media, in a fixed pass order - and delivers a severity-triaged findings table with concrete fixes.
• Agent Orchestration — Designs reliable multi-agent LLM systems - choosing a topology, writing handoff contracts between agents, deciding what runs in parallel vs series, and setting context, retry, and cost budgets that stop runaway loops.
• Alert Tuning — Reduces alert noise by making alerts actionable, symptom-based, and tied to SLOs.
• API Client Generator — Generates a typed API client from an OpenAPI/Swagger spec, with a hand-controlled transport wrapper for timeouts, auth, and typed errors.
• REST API Design — Designs REST API surfaces - resource naming, HTTP method and status-code semantics, error shapes, pagination, and filtering - and delivers an endpoint spec a consumer can build against without asking questions.
• API Versioning Strategist — Produces an API version scheme (date-pinned header or URI), a breaking-vs-additive change policy, and a published deprecation/sunset timeline with translation shims.
• App Store Release Prep — Produce a reproducible signing, versioning, and store-declaration pipeline so an iOS or Android build passes App Store Connect / Play Console submission.
• Build on Agent-Native — Build an application on Builder.io's open-source Agent-Native framework (@agent-native/core) - the model where the agent acts inside the app as a first-class peer to the UI, sharing one set of actions and one database with the interface.
• Business Rule Extractor — Produces a documented inventory of the implicit business rules, edge cases, and bug-as-feature behaviors that tangled code encodes, with real input-to-output examples, so a rewrite preserves behavior.
• Caching Strategy — Designs multi-layer caching - CDN, application, and database - choosing the pattern, TTL, and invalidation plan per data type, and produces a cache-decision table plus stampede protection.
• Changelog Generator — Generate or update a repository CHANGELOG.md in Keep a Changelog format from git history - grouping commits since the last tag into Added/Changed/Deprecated/Removed/Fixed/Security, rewriting them as user-facing entries, and recommending the semantic version bump.
• Characterization Test Writer — Writes pinning and characterization tests that lock in the current behavior of untested legacy code - bugs included - before a refactor, so any later behavior change trips an alarm.
• Circuit Breaker Builder — Wraps flaky upstream dependencies in circuit breakers, aggressive timeouts, and per-dependency bulkheads so a slow or failing service degrades gracefully instead of cascading into a full outage.
• Code Review Checklist — Run a systematic multi-pass code review - correctness, design, security, performance, tests - and report findings ordered by severity with concrete, respectful suggestions.
• Contract Test Writer — Writes consumer-driven contract tests at service and API boundaries - Pact consumer tests, provider verification, broker publishing, and can-i-deploy gates - so an incompatible change fails a build instead of breaking integrations in production.
• Coverage Gap Finder — Produces a risk-ranked list of untested critical paths and branches from a real branch-coverage report crossed with git churn, naming the specific missing cases and the smallest test that buys the most safety.
• Database Schema Designer — Designs normalized, constrained, migration-friendly relational schemas - entity modeling, key and type selection, indexes derived from real query patterns, and safe forward/rollback migrations.
• Dead Code Eliminator — Proves code is unreachable with converging evidence, then removes it and its tests, fixtures, and flags in reversible slices without breaking dynamic callers.
• Dependency Risk Audit — Audits third-party dependencies for exploitable CVEs, abandonment, license exposure, and supply-chain hygiene, and delivers a ranked findings report with a remediation order.
• Docker Compose Wizard — Produces production-minded docker-compose configurations - pinned images, healthchecks with real intervals, health-gated startup ordering, named volumes, explicit networks, and env-file secrets - plus the matching .env.example.
• E2E Scenario Author — Converts an acceptance criterion or user story into one maintainable Playwright or Cypress end-to-end test that reads like the journey it covers.
• Error Budget Policy — Defines and applies an SLO error-budget policy that gates feature work versus reliability work based on remaining budget.
• Error Handling — Designs typed, observable, recoverable error handling - an explicit taxonomy of retryable vs terminal failures, Result types at boundaries, single-point logging, and retry policies with real backoff numbers.
• Feature Flags — Designs feature-flag systems and lifecycle policy - flag taxonomy (release, ops/kill-switch, experiment, permission), percentage rollouts with stable bucketing, safe defaults, and mandatory removal deadlines so flags don't rot into dead code.
• Flaky Test Detangler — Root-causes intermittently failing tests and eliminates the hidden dependency at its source instead of retrying around it.
• Flutter Widget Architect — Architects Flutter widget trees and Riverpod or Bloc state so rebuilds are scoped, build() stays pure, and const widgets skip recomposition.
• Framework Upgrader — Drives a major-version framework bump as a sequence of small, reversible, CI-gated PRs using official codemods and changelog diffing while keeping the app green.
• GitHub Actions — Designs and hardens GitHub Actions CI/CD - pipelines that hit a sub-10-minute PR feedback budget through caching and parallelism, with least-privilege security and safe deploy gates.
• GraphQL Schema — Designs GraphQL schemas and resolvers that scale - domain-modeled types, Relay pagination, DataLoader batching to kill N+1, mutation payloads with typed user errors, and depth/complexity limits that stop abusive queries.
• Idempotency Enforcer — Designs client-supplied idempotency keys, deduplication storage, and replay semantics so at-least-once delivery and client retries return the first result instead of double-charging or double-shipping.
• Jetpack Compose Builder — Builds Android Jetpack Compose UI with hoisted state, unidirectional data flow, and recomposition-safe patterns backed by measured stability rules.
• Kubernetes Basics — Writes production-ready Kubernetes manifests - Deployments with correct resource requests/limits, readiness/liveness/startup probes, PodDisruptionBudgets, safe rollouts, and graceful shutdown.
• Language Version Migrator — Ports a codebase across a breaking language or runtime version with compatibility shims, batched automated transforms, dual-runtime CI, and old-vs-new output diffing, ending in a flag-flip cutover with a rollback rule.
• LLM Evaluation — Builds evaluation harnesses for LLM products - golden datasets, deterministic checks, calibrated LLM-as-judge rubrics, and CI regression gates that turn "seems good" into a tracked number.
• Load Testing — Designs and interprets load tests - smoke, load, stress, soak, and spike - with realistic ramp profiles, percentile-based pass/fail thresholds, and a bottleneck-reading procedure, producing a runnable test plan.
• Microservices Design — Designs microservice architectures - service boundaries from business capabilities and team ownership, sync vs async communication choices, saga and outbox patterns for consistency, and resilience defaults - producing a boundary map with an extraction verdict per candidate service.
• Mobile Offline Sync — Builds local-first mobile storage with an optimistic local store, durable mutation outbox, per-entity conflict-resolution rules, incremental pull, and idempotent background retry.
• Mobile Perf Profiler — Diagnoses and fixes mobile jank, dropped frames, slow startup, and growing memory by capturing a trace or heap snapshot on a real device, isolating the single worst cost, fixing it, and re-measuring against the 16ms frame and cold-start budgets.
• Mock Stub Designer — Designs the minimal set of test doubles for a unit or integration test and decides, per dependency, whether to stub, fake, spy, mock, or exercise the real thing.
• Monolith Decomposer — Finds and validates one bounded-context seam to extract from a monolith - gated on coupling-graph, co-change, data-ownership, and transaction-boundary evidence - and sequences an incremental strangler-fig extraction plan.
• Monorepo Expert — Structures and scales JavaScript/TypeScript monorepos with Turborepo, Nx, and pnpm workspaces - layout rules, task pipelines, remote caching, and affected-only CI so build times stay flat as the repo grows.
• Mutation Test Runner — Runs mutation testing on already-covered code and turns each surviving mutant into a specific missing assertion, exposing tests that execute code but verify nothing.
• Next on Vercel Performance — Diagnose and fix Core Web Vitals and page performance of a Next.js app on Vercel - measurement-first.
• Next.js App Router — Builds and reviews Next.js App Router code - server/client component boundaries, data fetching, caching and revalidation choices, streaming with Suspense, and Server Action mutations - and delivers routes where every dynamic-vs-cached decision is explicit.
• Observability Stack — Instruments systems with the three pillars - structured logs, RED/USE metrics, and distributed traces - correlated by one trace ID, with cardinality budgets and symptom-based alerts.
• Pagination and Sync Engineer — Designs correct cursor pagination and incremental delta sync against a mutating dataset - cursor contracts, updated_at watermarks, delete propagation, checkpointing, and idempotent reprocessing.
• PII Scrubber — Detects and redacts personally identifiable information from text, logs, datasets, and LLM prompts using layered pattern, checksum, and NER detection, then picks the right redaction mode for each downstream use.
• Playwright Testing — Writes and reviews end-to-end Playwright tests that survive UI refactors and never fail on timing - resilient locators, web-first assertions, isolated state, and a flake policy with quarantine rules.
• Prompt Engineer — Turns a vague request into a structured, reliable prompt - role, context, task, format, failure handling, and few-shot examples - that produces consistent output across real inputs.
• Prompt to Skill — Converts a prompt a user runs repeatedly into a reusable, paid-quality SKILL.md.
• Push Notification Wirer — Wires native mobile push end to end on APNs and FCM - device-token lifecycle, permission priming and prompt timing, alert and silent payloads, the server send path, and tap routing in all app states.
• Python Async — Writes and reviews correct asyncio code - structured concurrency with TaskGroup, gather vs create_task decisions, cancellation and timeout handling, bridging blocking code with to_thread, and bounded parallelism - with good/bad pairs for the pitfalls that silently freeze the event loop.
• Rate Limit Handler — Adds retry-with-backoff, Retry-After handling, and client-side throttling so a caller stays under an upstream API's rate limits instead of hammering it.
• React Native Pro — Builds and ships production React Native apps - architecture, navigation, list and startup performance against explicit budgets, native modules, and EAS release flow.
• Regex Master — Authors, debugs, and hardens regular expressions - test-cases-first workflow, flavor-aware construction (JS, PCRE, Python re, RE2), catastrophic-backtracking detection and rewrites, and annotated verbose patterns with a verification table.
• Remotion Compose — Turns a natural-language video brief into a complete, ready-to-preview Remotion composition - extracts duration, scenes, brand colors, aspect ratio, and real copy; plans the frame budget; and writes data-driven React/TypeScript using useCurrentFrame, interpolate, spring, AbsoluteFill, and Sequence, registered in Root.tsx.
• Remotion Render — Renders a Remotion composition to MP4 and runs the edit-and-re-render loop - CLI render commands, 1080p/4K/9:16 presets, concurrency tuning, codec selection, batch variants from a JSON data file, and Lambda for cloud rendering.
• Remotion Setup — Scaffolds a new Remotion video project wired for Claude Code Agent Skills - Node check, create-video scaffold, skills install, folder conventions, Google Fonts, and a smoke-test render.
• Runbook Writer — Writes an operational runbook for a service covering symptoms, diagnostic checks, mitigations, and escalation paths.
• Rust Patterns — Writes and reviews idiomatic Rust - ownership and borrowing decision rules for API signatures, lifetime avoidance strategies, thiserror vs anyhow error design, iterator-first style, and when Rc/RefCell/Arc/Mutex are actually justified - with good/bad code pairs.
• Secrets Hygiene — Guides detection, emergency rotation, and prevention of leaked secrets and credentials across source code, git history, CI pipelines, logs, and infrastructure config.
• Secure Code Review — Reviews code for the security flaw classes that cause the most breaches - broken authorization and IDOR, injection, SSRF, mass assignment, and unsafe deserialization - and returns a short, focused findings list with concrete fixes.
• SEO Optimizer — Audits and rewrites a page for organic search - title and meta lengths, heading hierarchy, intent match, internal links, schema markup, and Core Web Vitals - and returns a prioritized fix list.
• SEV Triage — Classifies incident severity (SEV1-4) using impact, scope, and urgency signals and decides who to page.
• Skill Auditor — Use when reviewing, grading, auditing, or improving a whole existing skill or pack - judging whether a skill is good, fixing one that misfires or won’t activate, or driving one or many skills to a quality bar.
• Skill Author — The section-by-section anatomy standard every paid-quality SKILL.md must meet.
• Skill Creator — Use when authoring a brand-new skill from scratch - turning a capability idea or a "make me a skill that…" request into a complete SKILL.md with a trigger-precise description and the full paid-quality anatomy: procedure, elicitation, thresholds, worked artifact, deliverable, Do NOT, quality bar.
• Skill Description Writer — Writes the description field that makes a skill fire reliably - WHAT it does, WHEN to invoke it with quoted user phrasing, and what it is NOT for.
• Skill Pack Curator — Designs the membership and structure of a skill pack - persona, member selection, install sequence, cross-links, and what to add or cut.
• Skill Tester — Empirically tests a skill with subagent scenarios to verify it fires on the right prompts, stays silent on the wrong ones, and performs its job when loaded.
• SOC 2 Evidence Helper — Maps engineering controls to SOC 2 Trust Service Criteria, builds a continuous evidence-collection plan with cadences per control family, and produces the control-to-evidence table auditors work from.
• SQL Query Optimizer — Diagnoses slow SQL from the execution plan, names the cost driver, and delivers the rewritten query plus index DDL with the expected plan change and write-side cost stated.
• Stock Photo APIs — Integrates the Unsplash, Pexels, and Pixabay APIs in code - auth, search endpoints, rate limits, attribution, hotlinking versus caching rules, and the compliance obligations that get apps deactivated when skipped.
• Strangler Fig Planner — Produces an incremental migration plan that runs a legacy and a new system side by side behind a routing seam, slicing and sequencing whole capabilities so the old system stays live until its last route is cut.
• Stripe Expert — Implements Stripe payments, subscriptions, and webhooks so billing state stays correct - Checkout Sessions, signature-verified idempotent webhook handlers, dunning, and SCA handling.
• Supabase Expert — Builds secure Supabase apps - Row Level Security policies as the authorization layer, schema design against auth.users, Edge Functions for service-role work, realtime subscriptions, and versioned migrations.
• SwiftUI Expert — Builds clean, performant, accessible SwiftUI views with correct state ownership, scoped invalidation, and smooth list scrolling, and reviews existing SwiftUI code against a concrete frame-time and re-render budget.
• TDD Expert — Drive development with strict Red-Green-Refactor discipline - write one failing test, write the minimum code to pass it, refactor on green - including test-list planning and a worked kata cycle.
• Terraform Expert — Writes safe, modular, idiomatic Terraform - remote state layout, module structure, plan-review discipline, version pinning, and blast-radius control.
• Test Data Builder — Builds realistic domain fixtures, factories, and edge-case datasets with the builder pattern and valid defaults, so each test owns exactly the data it asserts on.
• Test & Placeholder Data APIs — Use when building a demo, prototype, or tutorial that needs realistic remote data - "fake products/users/todos for this app", "an API I can hit while wiring up fetch", "placeholder images", "seed this UI with something that looks real", or teaching HTTP/CRUD against a live endpoint.
• Threat Model STRIDE — Applies STRIDE threat modeling to a feature or system design and produces a prioritized threat table with concrete mitigations ranked by exploitability and impact.
• TypeScript Strict Mode — Write and review TypeScript as if strict mode plus the hardening flags (noUncheckedIndexedAccess, exactOptionalPropertyTypes) are enforced, and migrate loose codebases to full strictness flag by flag without breaking the build.
• Vercel AI Gateway — Route every LLM call through one unified API on Vercel - plain "provider/model" strings via the AI SDK, automatic provider routing and model fallbacks, observability and per-key cost tracking, and zero data retention.
• Vercel Deploy Pipeline — Ship a Next.js app to Vercel the production way: promote a tested preview to production, instant-rollback a bad release, build once with --prebuilt, run a staged/canary rollout with Rolling Releases (GA), and wire the deploy into CI.
• Vercel Rendering and Caching — Choose a rendering, runtime, and caching strategy on Vercel - Fluid Compute as the default runtime (Edge Functions are deprecated), ISR/PPR, Next.js 16 Cache Components ('use cache', cacheLife, cacheTag, updateTag, revalidateTag), and the Vercel Runtime Cache API (getCache, expireTag, invalidateByTag) with tag-based invalidation.
• Vercel Env Management — Manage environment variables across Vercel environments and keep local .env in sync - vercel env pull/add/rm/ls, per-environment values (development/preview/production + custom), sensitive secrets, OIDC tokens for keyless cloud access, and the NEXT_PUBLIC build-time inlining gotcha.
• Vercel Firewall and BotID — Harden a Vercel app at the platform edge - the Vercel WAF (custom rules, IP blocking, managed rulesets like OWASP CRS + bot_protection + ai_bots, rate limiting), Attack Challenge Mode, system bypass rules, automatic DDoS mitigation, and BotID bot verification on sensitive routes.
• Vulnerability Triage — Prioritizes vulnerability findings from scanners, pentest reports, and bug bounty submissions by real-world exploitability rather than raw CVSS, assigning internal severity tiers with fix SLAs.
• Web Performance — Diagnoses and fixes Core Web Vitals - LCP, INP, and CLS - through an ordered audit procedure with concrete code-level changes for images, fonts, JavaScript, and third-party scripts.
• Webhook Receiver Hardener — Hardens an inbound webhook endpoint so it verifies the sender signature on the raw body, resists replays, and acknowledges fast by persisting-then-enqueueing before any processing.
• WebSocket Expert — Builds resilient WebSocket systems - heartbeat and dead-connection detection, reconnect with exponential backoff and jitter, message queuing with sequence numbers and backpressure limits, auth on connect, and pub/sub backplanes for horizontal scale.

Writing

• Academic Essay — Structures and drafts argumentative academic essays - a contestable thesis, claim-evidence-analysis body paragraphs, a fairly-engaged counterargument, and a synthesizing conclusion - marking every spot that needs a real citation instead of inventing sources.
• App Store Copy — Writes App Store and Play Store listing copy to platform-specific rules - iOS name, subtitle, and hidden keyword field; Android title, short description, and keyword-woven full description - delivering every field with character counts, a ranked keyword list, and title options to A/B test.
• Book Proposal — Writes non-fiction book proposals that sell to agents and acquiring editors - an overview hook answering why this book and why now, author platform with real numbers, target market, honest recent comps, a marketing plan, and a chapter outline that proves a full book exists.
• Brand Guidelines Doc — Writes a brand guidelines document - personality traits with is/is-not definitions, voice principles, a tone-by-context matrix, writing mechanics, a say-this-not-that word list, and visual usage rules - all made concrete with do/don't examples.
• Carousel Scripter — Scripts a multi-slide Instagram or LinkedIn carousel as a hook slide, one-idea-per-slide value frames, and a single-CTA closing slide, with per-slide copy and design direction.
• Case Study Builder — Turn a customer win into a credible case study - interview-driven raw material, a challenge-solution-results arc, and a quantified results section with real customer quotes.
• User-Facing Changelog — Translates raw engineering release notes - commits, tickets, PR titles - into a user-facing changelog grouped as New, Improved, and Fixed, with a highlights section on top, benefit-first phrasing in the user's vocabulary, bugs described by their symptoms, and internal-only churn cut and flagged.
• Cold Email Craft — Write short, personalized B2B cold emails and follow-up copy - under 90 words, one ask, personalization in the first line - with good/bad contrast pairs to calibrate.
• Content Brief — Builds an SEO content brief a writer can execute without guesswork - primary and semantic keywords, search intent, recommended format matched to the SERP, title, H1, meta description, a full H2/H3 outline, word-count guidance derived from ranking pages, internal links with anchors, featured-snippet opportunities, CTA, and the content gap competitors miss.
• Content Repurposing — Fans one long-form pillar asset (video, podcast episode, or article) out into 10+ platform-native atomic pieces with a derivation map - clips, quote cards, threads, LinkedIn posts, newsletter and blog sections - each recast in the target platform's register and sequenced over the week.
• Course Outline Architect — Designs a paid online course structure backward from the student transformation - before/after states, one module per milestone, 5-12 minute lessons with one action each, and completion-first sequencing that front-loads quick wins.
• Course Sales Page — Writes the long-form sales page for a paid online course - above-the-fold promise, PAS-to-proof-to-program-to-price section order, value-stack price anchoring, an action-based guarantee, and an FAQ mapped to real objections.
• Cover Letter Writer — Writes a tailored cover letter from a resume and a job posting - mirrors the posting's top three requirements with resume evidence, opens with a company-specific hook, and stays under 300 words.
• Creator Content Calendar — Designs a sustainable publishing system for a solo creator - 3-4 content pillars, a cadence set at the creator's consistent floor, a fixed pillar rotation, a 30-day idea bank, and a monthly audit loop - delivered as a weekly calendar skeleton.
• Cross-Platform Reformatter — Re-expresses one finished piece of content as the native-equivalent post on each target channel, holding the core idea constant while flexing length, structure, register, and conventions per platform.
• Data Storyteller — Turns data and charts into a decision-driving narrative structured as headline finding, trend, implication, and recommended action - with finding-led chart titles, context for every number, annotation guidance, and honest flags on any conclusion the data cannot support.
• Donor Communications — Builds a small nonprofit's individual-donor communication system - segmenting donors into major, recurring, first-time, and lapsed with different treatment for each, thanking within 48 hours of every gift, structuring impact stories around one beneficiary with the donor as hero, writing appeal letters, and holding a 3:1 impact-to-ask calendar ratio.
• Email Drip Builder — Designs automated onboarding and activation drip sequences with behavior-gated sends, exit
• Email Newsletter Pro — Write recurring email newsletters - subject lines that earn the open, preview text that extends them, a body structure readers finish, and cadence rules that keep the list healthy.
• Engagement Reply Drafter — Drafts short, on-brand replies to public social comments and DMs, including graceful handling of praise, questions, complaints, and criticism.
• Error Message Writer — Rewrites error messages to be specific, actionable, and blame-free - what happened, why it helps to know, and what to do next - with tone calibrated to severity and developer-facing detail kept separate from the user-facing text.
• Executive Summary — Compresses long reports, memos, and analyses into a decision-ready one-page summary (250-350 words) - bottom line up front, 3-5 evidence-backed key findings, a specific owned-and-dated recommendation, risks with mitigations, and the exact decision or resource being requested - plus a separate list of unverifiable claims to probe.
• Fiction Scene Writer — Writes individual fiction scenes with goal-conflict-turn structure, sensory grounding, interiority, and subtext-driven dialogue - then notes the turn accomplished and one craft choice so the writer can learn from it.
• Formatted Report Writer — Produces long-form business and consulting reports with a standalone executive summary, three-level heading hierarchy, and skimmability rules that let a busy reader navigate in under two minutes.
• Ghostwriter — Analyzes an author's writing samples, builds an explicit quantified voice profile, and produces new content indistinguishable from the author's own hand.
• Grant LOI Writer — Writes the one-page letter of inquiry that earns a nonprofit an invitation to submit a full proposal, using the need-approach-fit-ask structure, funder-language mirroring, and a specific ask stating amount, duration, and what the money buys.
• Grant Proposal Writer — Writes the full foundation grant proposal for a nonprofit - need statement grounded in local data, a logic model with real numbers (inputs to activities to outputs to outcomes), SMART objectives, an evaluation plan sized to organizational capacity, a budget narrative where every line traces to an activity, and a credible sustainability answer.
• Hashtag Strategist — Builds a tiered hashtag and keyword set sized to the account's actual reach - mixing broad, niche, and branded tags per platform limits and screening out banned, spammy, or shadow-flagged tags.
• Help Documentation — Writes user-facing help-center articles - verb-first how-to guides, symptom-organized troubleshooting pages, and FAQs - with one task per article, exact UI labels, and a stated success result.
• Impact Report Builder — Builds a nonprofit's annual or program impact report that funders and donors actually trust - leading with outcomes over activities, pairing every number with one human story, admitting shortfalls honestly, including a financial transparency block, and computing program cost per outcome.
• Instagram Post Builder — Interactively builds a complete, copy-paste-ready Instagram post package - three hook variants using distinct patterns, a caption body, one clear CTA, a 15-20 hashtag set across reach tiers, alt text, and a visual direction with shot list or slide breakdown - through a one-question-at-a-time interview, optionally grounded in a trend-educator briefing.
• Job Application Writer — Tailors a resume and writes a cover letter for one specific job description - mirroring JD keywords for ATS parsing, reordering bullets by relevance, quantifying impact, and reporting which JD keywords matched and which are missing.
• Knowledge Base Article Writer — Turns a resolved support ticket into a clear, searchable knowledge-base or help center article.
• Landing Page Copy — Write landing-page copy section by section - hero, social proof, features-as-benefits, objections, CTA - leading with one promise and proving it down the page.
• Launch Email Sequence — Builds the open-cart email launch for a paid course - a 2-3 week pre-launch runway that seeds the problem, a day-by-day cart-open sequence of 6-8 emails over 5-7 days, honest deadline mechanics for the last-48-hours surge, and clicker/non-opener segmentation.
• Lesson Plan Builder — Builds a complete single-lesson plan - measurable objective, timed four-part arc (hook, direct instruction, guided practice, closure), a formative check with a proceed/re-teach rule, and differentiation notes - clear enough that a substitute could run it.
• Lifecycle Journey Map — Builds a customer lifecycle journey map with behavioral entry/exit criteria per stage, one goal and one signal per stage, message briefs, and dead-zone flags.
• LinkedIn Post Writer — Write LinkedIn posts built for the feed - a hook that survives the two-line truncation, scannable one-idea-per-line structure, a comment-bait close, and first-hour engagement moves.
• Listing Description Writer — Writes MLS and portal listing copy that sells the property - lead with the differentiator, translate features into benefits, specifics over adjectives, platform length limits, and a fair-housing-safe banned-claims list.
• Localization Writer — Adapts English content for a target language and region - swapping idioms, setting the right formality register, replacing cultural references, converting dates, units, and currency - and delivers the localized text with a notes column explaining each adaptation and flagging what needs a native reviewer.
• Manuscript Reviser — Use when revising fiction prose that ALREADY EXISTS - a second/third-draft pass on a chapter or scene, a continuity or POV-consistency check, fixing a scene that drags, cutting dead weight, or tightening overwritten prose at the line level.
• Onboarding Copy — Writes product onboarding microcopy - welcome emails, empty states, tooltips, setup checklists, and success messages - mapped to the activation milestone so new users reach the aha moment with less friction.
• One-Pager Designer — Writes a decision-driving one-pager - problem, evidence, impact, and a specific ask compressed into a single page readable in under three minutes.
• Op-Ed Writer — Writes 600-800 word opinion pieces with a single contestable thesis, a timely news peg, evidence-backed argument paragraphs, an honestly-engaged counterargument, and a memorable closing call to action - flagging factual claims that need verification.
• Podcast Pitch — Writes cold pitch emails that get a guest booked on podcasts - a specific subject line, an unfakeable personalized opener referencing a real episode, audience-first framing, brief credibility, two or three episode-ready talking angles, and a low-friction CTA, all under 150 words with a follow-up included.
• Press Release Writer — Writes announcement press releases in proper wire format - inverted pyramid structure, a headline under 100 characters carrying the news verb, dateline conventions, quote construction rules (executive quote states vision, customer quote states outcome), and a boilerplate block.
• Product Hunt Launch — Crafts the Product Hunt launch package - ranked taglines, the card description, the first maker comment, reply templates - and sets the PH-specific mechanics: launch timing, hunter choice, and the first-hour momentum plan.
• Push Notification Copy — Writes push and in-app notification copy that survives lock-screen truncation, ties every send to a user-specific trigger, deep-links to the exact destination, and respects frequency caps.
• Quiz Generator — Writes quizzes and assessments with a stated Bloom's-level distribution, misconception-based distractors, and an answer key with rationales - plus a summary table of level, type, and points per question.
• Rubric Builder — Builds grading rubrics - analytic, holistic, or single-point - with criteria traced to learning objectives, 3-5 performance levels, observable behavior in every cell, and defensible weighting.
• Sales Proposal Writer — Writes a B2B sales proposal or SOW that restates the buyer's problem in their own words, quantifies the cost of inaction, presents price as anchored options, and drives one dated next step.
• Sermon / Speech Outline — Structures sermons, lessons, and motivational talks around one central idea with the classic teaching shape - a hook, three parallel points each stated, explained, illustrated, and applied, a concrete application, and a bookend close - plus timing and emphasis notes.
• Show Notes Writer — Produces complete podcast show notes from a transcript or episode outline - a standalone summary block, timestamped chapters that name what happens, screenshot-worthy key takeaways, guest bio, curated links, and keyword placement for search.
• Social Caption Writer — Write one platform-native caption from a topic and brand voice, with a front-loaded hook, native length, and a single earned CTA.
• Social Content Calendar — Builds a 4-week multi-platform posting calendar for a brand or social team, balancing content pillars, per-channel cadence, and real key dates into a week-by-week grid.
• Social Hook Generator — Generates 10 labeled opening lines for a written social post, one per hook archetype, so the writer can test instead of guess.
• Speech Writer — Writes full speeches for the ear - a narrative arc from hook to callback close, three story-anchored movements, two or three quotable lines built with antithesis and imagery, and pause and timing markers budgeted at roughly 130 words per minute.
• Status Page Update — Writes customer-facing incident status updates for each lifecycle stage - investigating, identified, monitoring, resolved - with cadence rules and plain-language templates.
• Story Structure Architect — Use when plotting or outlining a novel or screenplay, structuring its acts/chapters/sequences, fixing a sagging middle or broken pacing, mapping a character arc onto plot beats, planting setups and their payoffs, or deciding scene order.
• Student Feedback Writer — Writes specific, growth-oriented feedback on student work using the Glow-Grow-Go structure - evidence from the actual work, one improvement priority, and a concrete next action - sized to the context from draft comments to progress reports.
• Technical Spec Writer — Writes engineering design docs and RFCs that align a team before code - TL;DR, background, goals and explicit non-goals, quantified requirements, a concrete end-to-end design with failure modes, alternatives considered, rollout plan, and open questions surfaced at the top for reviewers.
• Terms of Service — Drafts plain-English Terms of Service and Privacy Policies for SaaS products using a clause-by-clause checklist, flagging every business decision and lawyer-review item explicitly.
• Thumbnail Concept — Produces three distinct high-CTR YouTube thumbnail concepts per video - each a full spec with focal point, precise facial-expression direction, text overlay copy, color and background direction, and two paired title variants.
• Tweet Thread Builder — Turn one idea into a tight tweet thread - a hook that earns the click, one beat per post, and momentum to a single CTA.
• VC Pitch Email — Writes cold investor outreach under 100 words - a subject line built on the company's strongest verifiable metric, a personalized why-them opening line, traction before the ask, and a low-friction meeting request - delivered as three subject options, the email body with word count, and a follow-up line for five days later.
• Video Hook Writer — Writes the spoken line plus visual frame combination for the first 3 seconds of a short-form video, delivering labeled variants built from six proven hook formulas and matched to TikTok, Reels, or Shorts.
• Whitepaper Writer — Structures and writes authoritative B2B whitepapers - a standalone executive summary, a data-sized problem statement, methodology, evidence-driven findings, recommendations, and a soft call to action - flagging every claim that needs a real citation.
• Wikipedia Style Writer — Writes neutral, verifiable, encyclopedic prose following Wikipedia's core content policies and manual of style - NPOV, inline citations, notability-backed claims, and a strict ban on promotional language.
• Win-Back Campaign — Designs segmented win-back email sequences for dormant users - dormancy tiers, a three-beat sequence with a single proportional incentive, and a suppression rule - and measures success by re-activation, not opens.
• YouTube Script Writer — Writes retention-engineered long-form YouTube scripts on a hook/body/payoff architecture - a first-30-seconds hook that survives the retention cliff, a beat-sheet body with mini-hooks and bridges, timed pattern interrupts, and a payoff that over-delivers - with B-roll and editing cues marked inline.

Research

• Citation Tracker — Verifies that every citation is real, unretracted, and complete, rates source quality by evidence tier, and formats reference lists precisely in APA, MLA, Chicago, or IEEE.
• Claims Verifier — Decomposes a claim into checkable propositions, traces each through the citation chain to its primary source, appraises the evidence for method and independence, and issues a verdict from Supported to Contradicted with confidence.
• Clinical Research Summary — Produces structured, faithful clinical summaries - either a patient-record summary with strict chronology, medication reconciliation, and expanded abbreviations, or a clinical-study summary with effect sizes, absolute risks, harms, and limitations.
• Competitive Intelligence — Map competitors across positioning, product, pricing, proof, and weaknesses, then turn the research into sales-ready battlecards with an update cadence.
• Deep Research — Runs a thorough multi-source research process - decompose the question, gather independent sources, cross-check, synthesize - and delivers a structured, cited brief with confidence levels and gaps.
• Economic Analysis — Applies microeconomic frameworks - supply and demand, elasticity, marginal analysis, market structure, externalities - to a business decision and produces a recommendation with explicit assumptions and a sensitivity analysis showing which assumption flips the answer.
• Expert Interview — Designs an expert-interview package - sourcing criteria for the right experts, a funneled discussion guide with timing, open-then-probe question design, laddering, and a neutral probe kit - that extracts honest insight without leading the witness.
• Fact Checker — Verifies discrete factual claims against multiple independent sources and returns a calibrated verdict - Verified, Likely true, Likely false, Unverifiable, or False - with confidence and citations.
• Grant Prospect Researcher — Finds and qualifies foundation funders for a nonprofit by fit-scoring prospects on mission alignment, typical grant size, geographic focus, and past-grantee similarity, reading the funder's 990 for real priorities and median grant size, and sizing the pipeline at 4-5x the annual grant goal.
• Interview Guide Builder — Writes a non-leading user-research discussion guide with warm-up flow, open core questions, an attached probe bank, time budgets, and a pre-field bias audit.
• Interview Synthesis — Turns raw interview notes into themed, evidence-tagged insights via a two-pass affinity-mapping procedure, with frequency and confidence ratings and stakeholder-ready quotes.
• JTBD Extractor — Extracts Jobs To Be Done from qualitative research data - job stories in the "When I…, I want to…, so I can…" form, a forces-of-progress map (push, pull, anxiety, habit), and functional, emotional, and social dimensions, each backed by verbatim quotes.
• Literature Review — Produces a thematic literature review that organizes a field into an argument - consensus, disputes, evidence quality, and the open gap the reader should care about.
• Media Monitor — Turns raw brand mentions across news and social into an actionable comms picture - precise monitoring queries, grounded sentiment classification, numeric alert thresholds for narrative shifts, severity triage, and a daily digest a comms team can act on within minutes.
• Patent Prior Art — Runs a systematic prior-art search - feature decomposition into claim elements, CPC/IPC classification plus keyword vocabulary, patent databases AND non-patent literature, forward and backward citation walks - and maps results into claim charts with a novelty assessment and a documented search log.
• Policy Brief — Writes a concise, evidence-based policy brief - problem, options compared on consistent criteria, and a recommendation - that a decision-maker can act on in minutes.
• Primary Research Planner — Designs a rigorous primary research protocol for collecting new data - research question, hypotheses, method selection, sampling with a power analysis, instrument design, a named control for every bias threat, and a pre-specified analysis plan.
• Regulatory Scanner — Maps which regulations apply to a product or business across every operating jurisdiction, translates them into concrete obligations, and produces a prioritized compliance-gap table.
• Research Readout — Turns synthesized research findings into a crisp stakeholder readout - so-what up front, 3-5 confidence-tagged findings each following the finding-evidence-implication rule, and owned recommendations.
• Supply Chain Intelligence — Maps a product's supply chain across tiers, scores concentration risk - supplier, geographic, sub-tier, and logistics - and surfaces qualified alternatives with switching cost and qualification lead time for each critical node.
• Survey Designer — Designs unbiased surveys - question types, Likert and frequency scales, screener-to-demographics flow, and a cognitive pilot plan - that produce trustworthy quantitative data.
• Systematic Review — Runs a PRISMA-compliant systematic review from PICO question and pre-registered protocol through search strings, two-stage screening, risk-of-bias appraisal, and GRADE-rated synthesis.
• Trend Analysis — Separates durable trends from noise using a baseline, seasonal decomposition, and a signal test requiring persistence, magnitude beyond 2 standard deviations, 3+ independent corroborating data points, and a plausible mechanism - then characterizes the trend's stage and forecasts trajectory with a confidence range.
• User Persona Builder — Synthesizes interview notes, surveys, support tickets, and analytics into evidence-based user personas that drive design decisions, with every claim traced to source data.
• White Space Analysis — Finds unmet market gaps by ranking jobs-to-be-done on importance versus satisfaction, overlaying them against current solutions and workarounds, and validating that each gap is real, winnable, and worth winning.

Productivity

• 1:1 Agenda — Structures recurring manager-report 1:1s with a rolling shared agenda that balances check-in, blockers, two-way feedback, and career growth instead of status updates.
• Async Communication — Converts sync meetings and vague pings into structured asynchronous messages - TL;DR up front, an explicit ask with owner and deadline, and a default-action line that keeps work moving if nobody replies - plus team response norms per channel.
• Conflict Resolution — Facilitates workplace and interpersonal conflict resolution using Nonviolent Communication and interest-based negotiation, producing a mediation plan, de-escalation scripts, and a written agreement with a check-in date.
• Curriculum Mapper — Maps a course's scope and sequence across a term or year - units, weeks, standards coverage with introduced/developed/mastered notation, and Bloom's-level progression - and flags gaps and redundancy.
• Deep Work Planner — Designs a daily schedule that protects deep work - classifies tasks as deep or shallow, places 2-4 focus blocks of 60-120 minutes at peak energy hours, batches shallow work into fixed windows, and defines each session with a goal, definition of done, distraction plan, and first action, plus startup/shutdown rituals and a weekly scorecard.
• Differentiated Instruction — Adapts an existing lesson or unit for mixed readiness levels using tiered assignments, flexible grouping, and scaffolds that fade - without lowering the learning objective.
• Document Template System — Builds a maintained library of reusable document templates for a team - frequency-based selection, four-part template anatomy, style and naming conventions, and a quarterly maintenance protocol.
• Email Triage — Triages a batch of emails into delete, do-now, delegate, or defer decisions using the 2-minute rule, returning drafted replies, delegation forwards, and dated tasks.
• Eng Status Rollup — Rolls up engineering team status into an exec-ready written update with exactly three sections - progress in outcomes, risks with likelihood and mitigation, and asks with owners and deadlines - scannable in under 90 seconds.
• Feedback Writer — Drafts specific, observable, kind workplace feedback using the SBI model - Situation, Behavior, Impact - for both praise and correction.
• Goals & Accountability — Turns vague intentions into SMART goals with both lagging targets and controllable leading indicators, then keeps them alive with a 10-minute weekly check-in template, an accountability structure (visible goals, public commitments, partner check-ins), and a quarterly reflection that converts the quarter into lessons.
• Getting Things Done — Runs the full Getting Things Done loop - capture, clarify, organize, reflect, engage - building a trusted system of context lists, a projects list with defined next actions, and a weekly review habit.
• Hiring Pipeline — Designs an end-to-end hiring pipeline from job requisition through debrief and offer, with stage-by-stage conversion benchmarks, a reverse-funnel capacity plan, and time-to-fill targets.
• Hiring Scorecard Builder — Builds structured interview scorecards tied to role-specific signals to reduce bias and improve calibration.
• Inbox Zero — Processes any email backlog to zero using the 4Ds - Delete, Delegate, Defer, Do - with a mass-archive strategy for the obvious, a touch-each-email-once discipline, and a keep-it-clear system of batched processing windows, ruthless unsubscribing, filters, and a minimal folder setup.
• Jira Ticket Writer — Writes ready-to-build Jira stories with user-story summaries, Given/When/Then acceptance criteria, subtasks, and story-point guidance, checked against INVEST and a Definition of Ready.
• Linear Workflow — Configures a Linear team end to end - team structure, minimal workflow states, cycles, a small label taxonomy, a daily triage rotation, and priority SLAs with breach views.
• Meeting Agenda Builder — Builds focused, time-boxed meeting agendas where every item has an owner, a timebox, and a named outcome, status updates are pushed to async, and the agenda ships 24 hours before the meeting.
• Meeting Notes → Actions — Converts raw meeting notes or transcripts into a four-part record - a 3-5 sentence summary, the decisions actually made, an action table with owner, verb-phrased action, due date, and status, and the open questions - without inventing owners, dates, or tasks.
• Notion Database Designer — Designs Notion databases that scale - one entity per database, deliberate property types, two-way relations with rollups, audience-specific views, and row templates - with explicit decision rules for relation vs rollup vs formula.
• OKR Builder — Drafts a quarter's OKRs - an inspiring qualitative objective with 3-5 measurable key results, each with a baseline, target, and owner - plus the weekly confidence check-in and end-of-quarter grading cadence.
• On-Call Handoff — Produces a complete on-call shift handoff note - shift summary, open incidents, watch items with paging thresholds, silenced alerts, in-flight changes, and escalation contacts - checked against a completeness checklist.
• Performance Review Writer — Writes fair, specific, evidence-based performance reviews and ratings.
• Postmortem Writer — Writes blameless incident postmortems with a log-reconstructed timeline, multi-causal contributing factors, and owned, dated action items.
• Process Documentation — Documents recurring processes as step-by-step SOPs with decision points, edge cases, and a named owner, so anyone can run the process correctly without asking.
• Product Roadmap — Turns product strategy into a themed Now/Next/Later roadmap with explicit trade-offs, confidence levels, and no committed dates beyond one quarter.
• Research Synthesis — Turns many sources into a decision-ready synthesis - atomic claims clustered into named themes, surfaced tensions between sources, gaps no source answers, and explicit so-what/now-what implications with confidence ratings.
• Second Brain — Sets up a PARA-based second brain in any notes app (Notion, Obsidian, Apple Notes, Logseq) - Projects, Areas, Resources, Archives buckets, a frictionless universal capture inbox, weekly organizing, wiki-link and map-of-content linking, progressive summarization for recall, and maintenance rituals.
• Skill Me — Teaches Claude to use the Skill Me catalog itself - browse, install, and manage skills from any conversation.
• Slide Deck Builder — Structure a persuasive slide deck - narrative arc, one-idea-per-slide discipline, and headlines written as takeaways not labels.
• Sprint Planning — Facilitates sprint planning end to end - backlog refinement checks against a Definition of Ready, a one-sentence sprint goal, capacity math from velocity and PTO, story selection and team commitment, task breakdown, and flagged risks with owners.
• Sprint Retro Facilitator — Structures and facilitates sprint retrospectives with a timeboxed agenda, format selection, anti-blame ground rules, and owned action items that actually close.
• Stakeholder Update — Writes project stakeholder updates readable in under 60 seconds - honest RAG status, decisions made, explicit asks with owners and dates, next milestones - tiered to the audience.
• Team Charter — Creates a team charter covering mission, roles via RACI, decision rights, working norms, communication protocols, and a conflict protocol, built in a facilitated workshop and delivered as a fill-in template.
• Team Health Check — Assesses a team's health across three independent dimensions - delivery, morale, and clarity - using observable signals from the last 8 weeks, then maps each red or yellow signal to one manager action with a 2-week horizon.
• Tech Debt Prioritizer — Inventories tech debt and ranks it economically - scoring each item 1-3 on cost of delay (the interest rate) and leverage (the principal unblocked), multiplying into a priority index, and packaging the winners into a leadership proposal framed on business impact.
• Weekly Review — Runs a timeboxed weekly review - empty every inbox to a decision, audit every open commitment, and pick the 3-5 outcomes that define next week.

Data

• A/B Test Analyzer — Analyzes an A/B experiment to a defensible verdict - sample-size and minimum-detectable-effect math, two-proportion significance testing with confidence intervals, and checks for the traps that fake a win (peeking, sample ratio mismatch, multiple comparisons).
• Budget vs. Actual Variance Analysis — Structures a budget-vs-actual variance analysis that isolates root causes - price/volume/mix decomposition, timing vs structural expense buckets, a materiality screen, and reforecast flags - instead of restating numbers.
• Causal Inference — Selects and executes a credible causal identification strategy - RCT, natural experiment, difference-in-differences, regression discontinuity, instrumental variables, or matching - ranked by assumption strength, with a confounder checklist, falsification tests, and a defensible effect estimate.
• ClickHouse Analytics — Designs ClickHouse schemas and queries for fast analytics - MergeTree engine selection, ORDER BY key design, partitioning, materialized views, and projections.
• Connection Pool Tuner — Diagnoses connection pool exhaustion from captured evidence and sets correct pool sizes and timeouts across app pools and PgBouncer.
• CSAT Root Cause Analysis — Analyzes CSAT and NPS verbatims to surface root-cause themes and prioritize fixes by frequency and impact.
• Customer Analytics — Turns transaction data into cohort retention, lifetime value, RFM segments, and churn predictions tied to concrete actions.
• Data Drift Monitor — Designs a production drift-monitoring plan for ML systems - statistical tests per feature type, PSI and KS alert thresholds, monitoring cadence, and evidence-based retraining triggers - including a runnable PSI calculator.
• Data Quality Framework — Designs layered data quality checks across completeness, validity, consistency, uniqueness, timeliness, and accuracy, with severity tiers, freshness SLAs, and anomaly baselines wired into dbt and CI.
• Data Table Design — Designs presentation tables that read correctly at a glance - numeric alignment, consistent precision, deliberate sort order, unit-labeled headers, and well-placed totals - and delivers a before/after redesign of the reader's table.
• EDA Playbook — Runs a structured exploratory data analysis on a new or suspect dataset - schema audit, target analysis, feature profiling, missingness patterns, and leakage checks - ending in a written decision log.
• Experiment Tracking — Sets up disciplined ML experiment tracking - run logging schemas, artifact versioning, naming conventions, and reproducibility standards - and produces the run-record template a team actually follows.
• EXPLAIN Plan Reader — Read a captured EXPLAIN ANALYZE plan, name the single bottleneck node, and prescribe a targeted fix for it.
• Feature Store Design — Designs a reusable, leakage-safe feature store - entity and naming contracts, point-in-time correct training joins, feature versioning, online/offline consistency with staleness SLOs, and governance.
• Finance & FX Data — Use when a task needs live or historical money data - "convert USD to EUR", "current/past exchange rate", "FX rate on this date / over this range", or "current price of Bitcoin/Ethereum, market cap, 24h change".
• FP&A Operating Model — Builds a driver-based FP&A operating model linking business inputs to P&L, balance sheet, and cash flow outputs.
• Fun Content APIs — Use when a task needs light entertainment content from a live API - "build a quiz/trivia game", "random dog picture", "cat fact", "advice of the day", "random fun fact" - for a demo, bot, party feature, or filler content slot.
• Funnel Analysis — Builds conversion funnels from raw event data with drop-off attribution, segment comparison, and significance testing, and delivers a filled funnel table with a diagnosed bottleneck and next action.
• Geo & Places Data — Use when a task needs live geographic lookups - "geocode this address", "what's at these coordinates" (reverse geocoding), "lat/lon for this city", "which country/state is this ZIP or postal code in", or "country facts: capital, currency, population, flag".
• Government & Open Data — Use when a task needs official country-level statistics - "GDP / population / life expectancy / inflation / unemployment for country X over time", "compare indicator Y across countries", or EU-official figures ("Eurostat says…").
• Growth Accounting — Decomposes active-user or revenue growth into new, retained, resurrected, expansion, contraction, and churned flows, reconciles the identity exactly, and reads the quick ratio to diagnose whether growth is an acquisition, retention, or resurrection problem.
• Index Advisor — Recommends, orders, and prunes indexes for a specific query or table - composite column order, selectivity rules, partial and covering indexes, duplicate/unused cleanup, and write-amplification tradeoffs.
• Kafka Pipelines — Designs Kafka streaming pipelines end to end - partition-count sizing math, key choice, consumer-group sizing, offset strategy, delivery semantics, poll tuning, and dead-letter handling - with production configs.
• Language & Reference Data — Use when a task needs dictionary or encyclopedia lookups from a live source - "define this word", "pronunciation / phonetics / synonyms of X", "get the Wikipedia summary of Y", "search Wikipedia for Z", or pulling a topic's intro paragraph and thumbnail into an app.
• Marketing Attribution — Guides selection and honest application of a marketing attribution model, surfacing common measurement traps.
• Migration Safety Checker — Rewrite a schema migration into independently deployable, zero-downtime steps that never take a long-held blocking lock on a live table.
• Feature Engineering — Designs ML features with leakage-safe pipelines, correct categorical encoding by cardinality, numeric transforms, and validation that a feature earns its place.
• Model Card Writer — Produces a complete model card - intended use, training data provenance, evaluation results with slices, limitations, and usage guidance - for any model shared beyond its team or affecting people.
• Model Evaluation Report — Produces a rigorous, honest evaluation report for an ML model - real baselines, business-matched metrics with confidence intervals, slice-level error analysis, calibration checks, and a go/no-go recommendation.
• MongoDB Expert — Designs MongoDB schemas, indexes, and aggregation pipelines that perform - embed-vs-reference decision rules, the 16MB document limit, ESR compound-index ordering, explain-plan verification, and operational settings for replica sets and sharding.
• N+1 Query Hunter — Detect ORM loop-of-queries (N+1) patterns from query logs and eliminate them with batched eager loading, keeping the N+1s that are cheap.
• Pandas Expert — Writes correct, vectorized pandas for cleaning, joining, reshaping, and aggregating tabular data, with validated joins and deliberate dtype and missing-data handling.
• Table Partition Planner — Produces a partitioning or sharding plan for an oversized table - range/list/hash strategy, partition-key choice, composite-key and pruning constraints, and a verdict on whether to partition at all.
• Power BI DAX — Writes correct, fast DAX measures with proper filter context, time intelligence on a marked date table, and VertiPaq-friendly patterns, diagnosing slow visuals down to the storage-vs-formula engine split.
• Public Data API Picker — Use when a task needs real, live data but the domain is vague or unstated - "I need real data for X", "is there a free API for this?", "pull actual data into this demo", "no mock data, use a real source", or picking a data source before building.
• SQL Query Rewriter — Rewrites a structurally inefficient SQL query into a faster equivalent that returns identical results - correlated subqueries to joins or LATERAL, accidental cross joins to explicit ON predicates, OR-across-columns to UNION, SELECT * to projected columns, and deep OFFSET pagination to keyset.
• R for Analysis — Writes idiomatic tidyverse R for data analysis - dplyr wrangling pipelines, tidyr reshaping, explicit joins, layered ggplot2 visualization, and broom-tidied statistical models - with reproducibility practices baked in.
• Replication Lag Debugger — Diagnoses read-replica lag and the stale-read bugs it causes, then applies read-after-write consistency strategies to fix them.
• Revenue Modeling — Builds SaaS revenue models - a reconciling MRR/ARR bridge, cohort retention forecasting, a driver tree from leads to new ARR, and base/upside/downside scenarios.
• Segmentation Strategy — Builds a behavioral segmentation system for lifecycle messaging - RFM-based segments, event-driven membership triggers, one next action per segment, size audits, and send-time suppression rules.
• Space & Earth Science Data — Use when a task needs live space or geophysical data - "recent earthquakes near X / above magnitude Y", "NASA picture of the day", "near-Earth asteroids this week", or "latest full-disk Earth image".
• Spark & PySpark — Writes and tunes PySpark jobs - join strategy and broadcast size limits, shuffle-partition sizing, skew diagnosis and salting, UDF avoidance, caching, and output file layout - with concrete size and skew thresholds.
• Spreadsheet Model Builder — Structures spreadsheet models a second analyst can audit - separated input/calc/output sheets, one-formula-per-row hygiene, built-in error checks, and a documented cover sheet.
• SQL to Insights — Turns SQL query results into a decision-ready business narrative - headline finding, drivers, recommendation - plus the right chart choice for the data shape.
• Tableau Best Practices — Builds Tableau dashboards that compute correct numbers at the right grain and stay fast - LOD expressions, filter-order pipeline, extract strategy, and mark-count control.
• Time Series Analysis — Decomposes and forecasts time-indexed data with STL, ARIMA/SARIMA, and Prophet, validated by time-ordered backtests against a seasonal-naive baseline.
• Weather & Climate Data — Use when a task needs real weather data pulled live - "what's the forecast for X", "current temperature/wind here", "historical weather for this date range", "air quality / AQI right now", or "active US weather alerts" - and you should call a free keyless API instead of deliberating.

Design

• Animation System — Builds a coherent UI motion system - a duration token scale, named easing curves, choreography rules, and a per-component mapping - so every transition in the product draws from one vocabulary instead of ad-hoc values.
• Brand Naming — Generates twenty-plus brand or product name candidates across five naming archetypes, scores them against weighted criteria without averaging, and runs linguistic and memorability safety checks.
• Captions From Transcript — Produce an accurate, properly timed caption track (SRT or WebVTT) from a video's audio - transcribing or aligning to the voiceover script, timing cues to speech, and enforcing line-length and reading-speed rules so captions are readable and in sync.
• Color Accessibility — Audits and repairs color palettes against WCAG contrast thresholds - 4.5:1 for body text, 3:1 for large text and UI components, 7:1 for AAA - and makes them safe for color-blind users, delivering a verified pairing table.
• Color Palette Builder — Builds an accessible brand color palette - one anchor color, role assignments, 9-step tonal scales, 60-30-10 distribution, and documented usage rules - ready for a developer to implement without guessing.
• Design Critique — Runs a structured design critique of a screen, flow, or component across three dimensions - jobs-to-be-done, clarity, and delight - and delivers a severity-ranked critique table with one prioritized recommendation.
• Design Handoff Doc — Writes a complete design handoff document covering components, design tokens, interaction states, and edge cases for engineering implementation.
• Design QA Checklist — Runs an ordered design QA pass over an implemented UI - layout, type, color, states, motion, content - against the design spec, with concrete tolerances and a filed defect list.
• Icon System — Designs or audits an icon set so every glyph shares one grid, stroke weight, corner language, naming convention, and export pipeline, and delivers the written icon spec engineering builds against.
• Kinetic Typography — Put text in motion the right way - title cards, animated captions, lower-thirds, callouts, and word-by-word reveals - with a reading-time-per-word budget so copy holds long enough to read, plus enter/exit timing, weight and size transitions, and type hierarchy in motion.
• Logo Brief Writer — Writes a complete creative brief for a logo or identity project - business context, a three-adjective personality axis, deliverables and constraints, competitive territory, rounds and timeline, and concrete success criteria.
• Moodboard Builder — Assembles a curated moodboard of 8 to 16 images plus a 150-300 word art direction statement that argues for one visual direction.
• Motion Color and Light — Choose palette, contrast, and lighting for a moving video - not a static UI - so color survives H.264/VP9 compression, banding, and YouTube/Instagram/TikTok recompression across OLED, LCD, and projectors.
• Motion Design Principles — The craft layer for motion: pick the right easing (ease-in / ease-out / ease-in-out / spring), get timing and spacing right, build the anticipationâ��actionâ��follow-through arc, and apply Disney's 12 principles to UI and product video.
• Motion Spec — Specifies animation and motion precisely - duration, easing curve, trigger, and intent - for accurate engineer implementation.
• Narration Script — Write the spoken voiceover for a tutorial or demo - the actual words, phrased for the ear and synced one-instruction-per-action to what is on screen, with a pacing budget and a confident, jargon-checked tone.
• Print Layout — Prepares a design for commercial print - document setup with correct bleed and safe zones, CMYK color management, print typography, image resolution, and a full prepress checklist through PDF/X export and proofing.
• Product Demo Director — Direct the craft of putting a real software UI on screen - cursor choreography, zoom/pan/callout language, screen-recording vs recreated-UI, and making state changes legible with highlights, focus pulls, and slow-downs.
• Prototype Spec — Turns a static design into a numbered, testable, dev-ready specification covering every state, interaction, breakpoint, motion detail, and edge case the mockup cannot show.
• Redline Annotation — Produces precise redline annotations - spacing, sizing, type, color, radius, z-order, and behavior notes in a consistent, scannable notation - that engineers can build from without asking questions.
• Responsive Spec — Specifies responsive behavior across breakpoints - layout reflow, content priority, touch targets, and fluid-versus-stepped scaling rules - precisely enough for engineers to implement directly.
• Screencast Capture — Capture clean raw screen and camera footage for a tutorial or product demo - choosing the recorder (macOS Screenshot toolbar, QuickTime, OBS, Windows Game Bar), setting resolution / frame-rate / cursor / microphone, prepping a distraction-free stage, and recording in retakeable segments.
• Social Video Formatter — Reframe and export a finished video for social platforms - 9:16 ↔ 16:9 cropping, burned-in captions, a platform-native first frame, loop design, and per-platform specs (aspect, length, safe areas) for TikTok, Reels, Shorts, X, and LinkedIn.
• Sound and Music Sync — Score a video like an editor: beat-match cuts to the music, land SFX on transitions, pace the voiceover so it breathes, source royalty-free tracks safely, and duck the music so the VO sits clearly on top.
• Find the Right Stock Photo — Source the right stock photograph for a brief by picking the best library and crafting the search.
• Typography System — Chooses and pairs typefaces and builds a modular type scale - ratio, named roles, line heights, measure limits, and responsive values - as a complete design-system type layer.
• Usability Test Plan — Plans a usability study - research questions, realistic task scenarios with success criteria, metrics (completion rate, time on task, SEQ, SUS), a recruiting screener, and moderated vs.
• User Flow Mapper — Maps a feature's complete user flow in text notation - happy path first, then decision branches, error and empty states with recovery, edge cases, and re-engagement - and flags the top risks before design or build.
• UX Writing Audit — Audits an existing corpus of product copy - buttons, labels, errors, empty states, toasts, tooltips - against clarity, consistency, voice, and actionability heuristics, and delivers a scored findings table with rewrites plus a reusable glossary.
• Video Storyboard — Plan a product demo, feature announcement, or launch video as a beat sheet and shot list BEFORE animating - hook in the first 3s, problem, reveal, proof, CTA - with target duration and pacing per scene type, output as a JSON scene plan that remotion-compose consumes directly.
• Visual Asset Curation — Art-direct a set of stock images so they look intentional and on-brand instead of like stock, and choose and sequence the final picks.
• Visual Hierarchy — Diagnoses and fixes visual hierarchy in a page, screen, or layout using ranked levers - size, weight, color, position, whitespace - and the one-focal-point-per-view rule.

Business

• Abandoned Cart Sequence — Drafts a margin-aware 3-email cart-recovery sequence that reminds, handles objections, then incentivizes only as a last touch.
• Ad Creative Testing — Designs a disciplined ad creative testing system with hooks, isolated variables, and statistical rigor.
• AEO Answer Blockifier — Rewrites a section or page into concise, self-contained answer blocks that AI answer engines and search snippets can lift and cite verbatim.
• Agency Monthly Report — Build the monthly client report that renews retainers - results-first structure with business outcomes before activity, the metric-that-matters-to-them rule, work-completed as evidence rather than headline, and a next-month plan with one client-action recommendation.
• Agency Positioning — Reposition a generalist agency around a vertical or service specialization, write the "we're the agency that X for Y" statement, and design a paid-audit entry offer backed by aligned case studies.
• Agency QBR Upsell — Run agency quarterly business reviews that expand accounts - the four-part QBR agenda (results retrospective, goal re-alignment, roadmap, expansion proposal), an expansion trigger inventory, land-and-expand sequencing, and price-increase timing.
• Amazon Listing Optimizer — Writes an Amazon product title, five bullets, and backend search terms that obey Amazon's character, byte, and keyword rules while staying click-worthy in the search grid.
• Annual Planning — Runs an annual planning cycle end to end - strategic reflection, 3-5 company priorities with explicit not-doing decisions, cascaded OKRs reconciled between top-down framing and bottom-up team plans, resource allocation with named trade-offs, a quarterly review cadence, and the CEO narrative memo.
• Apollo.io Prospecting — Use when executing your B2B prospecting strategy inside Apollo.io specifically - turning an ICP into stacked Apollo search filters, building and tiering Apollo Lists, finding and verifying emails with credit discipline, tracking buying signals via Apollo filters and saved-search alerts, and running multi-step Apollo Sequences.
• Audience Targeting — Builds and refines audience and segment targeting for paid campaigns - first-party audience construction, lookalike expansion, exclusion lists, platform sizing floors, and saturation diagnosis - and delivers a filled targeting matrix per campaign.
• Board Management — Runs a company board as an instrument - cadence, a no-surprises pre-wire, a board pack shipped days ahead, and meetings that end in decisions with owners.
• Budget Pacing — Paces and reallocates ad budget across channels through the month to hit both CAC and volume targets, with daily tolerance bands, a reallocation reserve, and escalation red lines.
• Buyer Nurture Sequence — Keeps not-yet-ready homebuyers warm for months with timeline-based segmentation, listing alerts with a why-this-one note, a monthly market-update touch, the pre-approval nudge, and re-engagement triggers.
• Buying Signal & Trigger Tracker — Use when you need to decide WHO IN YOUR ICP TO HIT NOW based on timing and trigger events rather than static fit - "who should I reach out to this week", "what's a good reason to reach out", "track buying signals", "find trigger events", "champion changed jobs", "they just raised a round", "new VP just started", "they're hiring for X", "they installed a competitor", "intent data spiked", "why now opener", "warm up our outbound", "score and prioritize accounts by signal".
• Candidate Outreach Personalizer — Drafts short, honest recruiting outreach and InMail messages to a passive candidate, anchored on one researched, candidate-published professional fact, for a human recruiter to review and send.
• Cap Table Manager — Model your cap table and dilution across SAFEs, option pools, and priced rounds so you know what you actually own.
• Cash Flow Forecast — Builds a rolling 13-week and 12-month cash flow forecast with runway view.
• Category Page Copywriter — Write the intro and lower-page copy for an ecommerce collection or category page so it ranks for a commercial query while pushing shoppers toward a product fast.
• Channel Strategy — Picks, sequences, and scales the distribution channels that fit a company's economics, producing a scored channel matrix and a 12-month sequencing plan.
• Churn Reduction — Diagnoses SaaS churn root causes through cohort analysis and a seven-category taxonomy, then builds segmented intervention playbooks ranked by frequency, revenue at stake, and addressability - including save-offer economics.
• Client Churn Save — Detect at-risk agency retainer clients early and run the save - a ranked early-warning signal list, the diagnose-before-prescribing save-call procedure with a word-for-word script skeleton, the re-scope-down-not-lose rule, and the 90-day post-loss win-back window.
• Client Comms Cadence — Design an agency's client communication operating system - a channel contract per client tier, the weekly pulse / monthly report / quarterly QBR ladder, same-business-day response SLAs, the no-surprises rule for bad news, and internal escalation triggers.
• Client Onboarding System — Runs a first-14-days client onboarding procedure - kickoff agenda, asset and access collection checklist, a written communication contract, and the first-quick-win rule of shipping something visible in week one.
• Client Status Reporting — Produces the weekly 5-block client status report - done, next, blocked, decisions needed, budget/hours - in a 15-minute time cap, from a copy-paste template with [FILL] fields.
• CLOSER Sales Script — Produce and run a word-for-word gym intro-consult script using the CLOSER sequence (Clarify, Label, Overview, Sell, Explain, Reinforce) to take a booked lead to a paid membership.
• CMA Narrative Builder — Turns a comparative market analysis into a pricing story a seller accepts - defensible comp selection, plain-language adjustments, the overpricing-cost math, and a price-band recommendation aligned to portal search brackets.
• Cold-Email Deliverability — Sets up and protects cold-outbound sending infrastructure - dedicated lookalike domains, SPF/DKIM/DMARC authentication, 2-4 week mailbox warm-up, 30-50 sends/day per-mailbox caps, and continuous bounce/complaint monitoring, with a runnable DNS audit script.
• Community Engagement Playbook — Builds the student community system for a paid course - platform choice by where students already are, an introduce-yourself onboarding ritual, a weekly cadence of office hours, wins threads, and accountability checks, a hard creator-time budget, and scheduled testimonial-harvest moments.
• Comparison Page Builder — Builds an honest "X vs Y" or "best alternative to X" comparison page - scannable table plus use-case routing copy - for high-intent commercial searches.
• Competitive Moat Analysis — Identifies which of the seven structural moats a business actually has, pressure-tests each claim against funded copycats and incumbent pivots, and delivers a moat scorecard with one moat to invest in deliberately.
• Content Refresh Auditor — Produces a prioritized refresh plan for a decaying published page - a refresh/consolidate/retire verdict plus ordered update actions to recover or grow rankings.
• Core Four Lead Engine — Pick the lead channels that fit a gym's stage, back daily activity out of a member goal, and build a 30-day lead plan across the Core Four (warm outreach, content, cold outreach, paid ads).
• Crisis Comms External — Drafts and sequences external communications during an incident or crisis - a first statement within the hour, acknowledge-what-you-know-without-speculating discipline, a single-spokesperson rule, channel sequencing from status page to email to social, and a legal-review escalation boundary, with severity-tiered statement templates.
• Customer Success QBR — Runs quarterly business reviews that prove delivered value, score account health, and open the expansion and renewal conversation - producing an agenda, a value-delivered slide format, a health-score definition, and an expansion script.
• Data Room Builder — Use when a founder needs to prepare materials for investor due diligence.
• Demo Script — Builds a product demo script around the buyer's discovered pain - a 60-second situation recap opening, three to four before/after "moments" mapped to the buyer's metric, and a close that ends before the slot does.
• Discovery Call Prep — Prepares a rep for a B2B discovery call - targeted company research, a falsifiable hypothesis stack, a layered question plan with MEDDICC and SPICED coverage, and explicit call goals, delivered as a filled prep sheet.
• Due Diligence Checklist — Runs structured diligence on an investment or acquisition target across four workstreams - commercial, financial, technical, and legal - and produces a red-flag register split into deal-killers versus manageable risks with a go/no-go recommendation.
• Email Deliverability — Audits and protects sender reputation and inbox placement for permissioned marketing and lifecycle email - SPF, DKIM, and DMARC authentication, domain warmup, bounce and complaint thresholds, and engagement sunsetting - and delivers a scored deliverability audit checklist with a remediation order.
• Employment Contract Review — Reviews an employment agreement clause by clause, flags deviations from market-standard terms - non-compete scope, IP assignment breadth, cause definitions, equity mechanics - and produces a review table with recommended asks, explicitly bounded as not legal advice.
• Escalation Summary — Writes a tight escalation summary to engineering or management with a one-line headline, quantified customer impact, repro steps, prior attempts, and a single clear ask.
• Expansion Revenue — Builds a systematic expansion playbook for existing SaaS customers - a catalog of usage triggers (limit approach, new team adoption, milestone hit) with routing rules, outcome-anchored upsell and cross-sell talk tracks, ownership and comp models, and metrics led by net revenue retention.
• Expense & Approval Policy — Drafts a clear, enforceable expense and approval policy - per-category spend limits, a dollar-tiered approval matrix, receipt and documentation rules, 30/90-day submission deadlines, and audit sampling.
• Financial Statement Builder — Builds and interprets the income statement, balance sheet, and cash flow statement as one linked system - construction order, the three mechanical ties between statements, and the review checks that catch errors.
• Freelance Positioning — Selects a defensible freelance niche and writes a positioning statement using the vertical x problem x outcome procedure, then aligns portfolio proof to it.
• Fundraise Closing Mechanics — Drives a fundraise from signed term sheet to wired money - a closing checklist covering confirmatory diligence with same-day response discipline, the definitive-docs list (stock purchase agreement, charter, investor rights, board consents), closing conditions with owners and dates, re-trade defense, multi-party sequencing behind the lead, and post-wire actions like share issuance and the first investor update.
• Fundraise Readiness Audit — Runs the audit an investor will run before a founder starts pitching - scoring metrics, story, team, and legal/financial hygiene red/yellow/green and returning a go, fix-first, or wait verdict with the milestones that turn each red gate green.
• Fundraise Team & Hiring — Use when a founder is shaping the team for a raise or hiring against the round.
• Fundraising Narrative — Builds the five-beat narrative spine - origin, insight, wedge, traction, vision - that answers why now, why you, and why this before any deck exists.
• Fundraising Stage Selector — Decide your round, how much to raise, and a defensible valuation before you build a single slide.
• Go-To-Market Planner — Build a sequenced go-to-market plan - beachhead ICP, positioning, one or two channels, and dated milestones - instead of a scattershot launch.
• Google Business Profile Optimizer — Optimizes a Google Business Profile as the storefront of a local service business - primary category selection, service-area setup, weekly photo cadence, Q&A seeding, posts, and NAP consistency - ordered by ranking impact.
• Grand Slam Offer Builder — Build or sharpen a gym's core offer into a one-page canvas - Value-Equation score, problem-to-solution stack, scarcity/urgency/bonus amplifiers, and a MAGIC name - so the right prospect feels stupid saying no.
• Growth Model — Builds a driver-based growth model - acquisition, activation, retention, monetization, and a loop factor - that projects users and revenue bottom-up, runs base/upside/downside scenarios, and names the one constraint to work on next.
• Gym Meta Ads Funnel — Write gym Meta (Facebook/Instagram) ad creative, structure the lead-to-consult funnel, set the budget, and read funnel costs against the challenge economics.
• Gym Money Model — Model gym unit economics - Client-Financed Acquisition, 30-day cash, CAC, LTV, LTV:CAC, and payback - and return a verdict on whether growth self-funds.
• Gym Pricing and Guarantees — Set a single-location gym's price points and design a risk-reversal guarantee it can actually afford, with margin math so a refund never bleeds the business.
• Gym Transformation Challenge — Designs a gym's 6-week transformation challenge as a self-funding front-end offer and the week-by-week ascension that converts challengers into recurring members.
• Hiring A-Players and SOPs — Build a gym's role-outcome hiring funnel - scorecards, work-sample screening, A-player pay logic, hire-order sequencing - and turn the owner's work into handoff-ready SOPs.
• ICP & Buyer Persona Builder — Turns a vague "who we sell to" into a weighted, filterable ICP scorecard - firmographics, technographics, and time-bound triggers expressed as literal Apollo or Sales Navigator filter values, built from closed-won and churned evidence, with hard disqualifiers and A/B/C account tiering - plus a buying-committee persona map covering economic buyer, champion, technical user, and blocker with each role's pains.
• Image License & Usage Rights — Decides whether a specific image use is legally permitted, what the license obligates, and whether a model or property release is required - covering CC0 and Creative Commons variants, Unsplash/Pexels/Pixabay terms, royalty-free vs rights-managed, standard vs extended tiers, editorial-use-only, and AI-image caveats - and delivers a per-image license record.
• Instagram Trend Scout — Researches what is currently working on Instagram for a niche using web search only - no API or login - and returns a structured scouting report of top content, winning Reel and carousel formats, reusable hook patterns, content gaps, and an engagement benchmark with honest confidence labels.
• Internal Linking Mapper — Maps internal links and anchor text between a new or updated page and an existing URL inventory to strengthen a topic cluster, producing a source/target/anchor link table plus a hub-and-spoke check.
• Interview Debrief Synthesizer — Consolidates multiple interviewer scorecards into a calibrated hire/no-hire summary that foregrounds evidence, surfaces disagreement, and flags bias risks for a human panel.
• Interview Question Kit — Generates a structured candidate-interview question set where every behavioral (STAR) and role-specific item maps to a defined competency and ships with strong/borderline/red-flag answer anchors plus delivery notes.
• Investor Pipeline CRM — Run the raise as a tight sales pipeline - stages, cadence, and timing that manufacture momentum and competitive tension.
• Investor Targeting — Use when a founder needs to decide which investors to approach and how to reach them.
• Investor Update Writer — Drafts a monthly or quarterly investor update - TL;DR, consistent metric block (revenue, growth rate, burn, runway), highlights, honest lowlights, a specific ask, and next-period priorities - in a repeatable one-screen format.
• JD Bias Scrubber — Audits a job description for exclusionary, gendered, age-coded, ableist, and pedigree-gatekeeping language and returns a findings table with neutral rewrites and severity.
• Job Description Writer — Draft an inclusive, role-relevant, level-calibrated job posting from a hiring manager's role brief.
• Keyword Cluster Builder — Collapses a raw keyword list into topic clusters and a pillar/cluster page architecture with one primary keyword and a prioritized build order per cluster.
• KPI Scoreboard and Cadence — Build a gym's KPI scoreboard, separate leading from lagging indicators, and set the daily/weekly/monthly meeting cadence that turns numbers into decisions.
• Landing Page CRO — Improves an existing landing page's conversion rate through evidence-first CRO - audit heatmaps and recordings, write structured hypotheses, prioritize with ICE scoring, and run one-variable tests to statistical significance.
• Launch Day Runbook — Use when you are running an actual launch day in real time across channels.
• Launch Plan Sequencer — Use when planning a product launch end-to-end and you need the full dated timeline.
• Lead Enrichment & Verification — Turns a raw or partial prospect list into a send-safe dataset by filling missing fields (work email, direct or mobile phone, title, firmographics, technographics) through a per-field provider waterfall, verifying every email, and stamping freshness.
• Local Referral Engine — Builds referral flow and local partnerships for a local service business - the ask-after-five-star-moment rule, two-sided referral incentive design, complementary-trade partnerships, and neighborhood-domination tactics like job-site signage and just-worked-on-your-street cards.
• Local SEO Playbook — Ranks a local service business in the Google map pack and local organic results by working the three local ranking factors - relevance, distance, and prominence - through service-page structure, honest city pages, citation consistency, and review velocity.
• Local Unit Economics — Models the money engine of a local service business - cost per lead by channel, booking rate, show rate, close rate, average ticket, and repeat rate - computing CAC, first-90-day cash, LTV to CAC, and a self-funding verdict, with a runnable calculator.
• M&A Analysis — Structures an acquisition case - one-line thesis, strategic-fit test, risk-haircut synergy bridge with cost synergies cut 20-30% and revenue synergies cut 50%+, valuation with a written walk-away price, and integration risk - into a screening scorecard and deal memo.
• Market Sizing — Builds a defensible TAM/SAM/SOM market-sizing model with bottom-up and top-down triangulation and a low/base/high sensitivity range.
• Messaging Hierarchy — Use when turning a positioning statement into actual copy - building the value proposition, message pillars, proof points, and per-channel messaging that keep the website, ads, and sales deck all saying the same thing.
• Meta Title Optimizer — Writes title tags and meta descriptions that survive SERP truncation, place the primary keyword early for relevance, and frame the snippet to win the click against competing results.
• Month-End Close — Guides finance teams through a controlled month-end close - sub-ledger cutoffs, journal entries in dependency order, full balance-sheet reconciliation, flux analysis, and sign-off - targeting a locked close by business day 5-10.
• Mutual Action Plan — Builds a mutual action plan (MAP) with shared milestones, named owners, and buffer-padded dates that drives a qualified deal from verbal intent to signature and go-live.
• No-Show Reduction — Cuts appointment no-shows for a local service business with a three-step reminder ladder (booking confirmation, day-before SMS, morning-of SMS with the tech's name and photo), confirmation-required policies, deposit rules for high-value appointments, and a reschedule-not-cancel script.
• Nonprofit Board Pack — Builds the nonprofit board meeting pack that produces engagement instead of nodding - a one-page dashboard of finances, program KPIs, and fundraising pipeline up front, routine items batched into a consent agenda, one real decision per meeting, and an explicit ask naming what board members can do.
• Objection Handler — Diagnoses what is actually behind a B2B sales objection - price, timing, authority, need, competitor, or status quo - and supplies a calibrated, non-pushy response for each with reframe patterns and exact language.
• Objection Handling and Speed to Lead — Builds the speed-to-lead system, multi-touch follow-up cadence, and four-objection response framework that stop a gym from losing leads to slow contact or stalled consults.
• Offer and Rejection Writer — Drafts unambiguous candidate offer letters and respectful, legally-careful candidate rejection notes for a human to review and send.
• Onboarding Plan Builder — Produces a 30/60/90-day onboarding plan for a specific role with phased milestones, first-week setup, observable success criteria, and ramp reviews.
• Open House Follow-Up — Converts open-house visitors into clients with door capture, a same-evening first touch, a 3-touch follow-up sequence, and buyer-signal triage by financing and timeline.
• Multi-Channel Sequence Designer — Use when you need to design the cadence/sequence structure that moves a cold prospect to a booked meeting across multiple channels - the orchestration of touches, not the copy of any one message.
• Paid Acquisition Audit — Audits paid acquisition channels for wasted spend and untapped scaling headroom - computing break-even ROAS from gross margin, flagging creative fatigue and saturation, and producing a ranked action list with a dollar impact per item.
• Partnership Strategy — Identifies, prioritizes, and structures business partnerships that produce measurable revenue - matching partnership type to goal, setting economics with real rev-share ranges, and enforcing a pilot-before-contract rule.
• Pitch Deck Builder — Build the investor pitch deck slide by slide - the 11 slides VCs expect, in the order they expect them.
• Pitch Practice Coach — Use when a founder needs to rehearse a pitch or prepare for investor questions.
• PLG Motion Designer — Use when designing a product-led, self-serve activation motion for signups.
• Positioning Statement — Use when defining or sharpening what a product IS before writing copy or planning a launch.
• Pricing Strategy — Set or revise pricing for any product by triangulating value, competition, and cost floor into a recommended structure, price points, and a test plan.
• Product Analytics — Stands up product analytics from decision questions backward - a north-star metric with an input-metric tree, an object-action event taxonomy with a governed tracking plan, and the priority analyses to build first: activation funnels, cohort retention curves, and feature adoption correlated with retention.
• Product Description Writer — Writes the single on-site PDP master copy - a benefit-led, scannable product detail page in the brand's voice - from a raw spec sheet or feature list.
• Productized Service Designer — Converts custom freelance work into fixed-scope, fixed-price productized offers using the scope-box procedure, a 3-tier structure with the middle tier as the target, and deliverable definition rules.
• Targeted Prospect List Builder — Use when you have an ICP and need to turn it into an actual list of accounts and contacts to put into a sequence.
• Prospecting Funnel Metrics — Use when you need to turn outbound prospecting into a measurable, backsolvable funnel instead of guesswork - for quota planning, activity targets, funnel diagnosis, and A/B test sizing.
• Quote Follow-Up Sequences — Builds a follow-up system that chases every outstanding quote for a local service business - same-day speed-to-quote, a day 1/3/7/14 cadence mixing call, SMS, and email, the assumptive close, quote-expiry urgency, and win/loss logging, with copy-paste templates.
• Raise Your Rates Playbook — Raises freelance rates safely - 20-30 percent for new clients when utilization passes 80 percent, 60-90 days notice for existing clients, grandfathering decision rules, a word-for-word rate-increase email, and walk-away math.
• RE Negotiation Prep — Prepares real estate agents for offer and inspection negotiations with a two-sided position worksheet, offer-strength evaluation beyond price, repair-vs-credit-vs-price-reduction decision rules, escalation-clause mechanics, and a pre-set walk-away number.
• Referral and Affiliate System — Build a gym's member-referral engine and local affiliate, employee, and agency lead-getter system, with ask scripts, partnership terms, a volume projection, and a monthly cadence.
• Refund and De-escalation — Handles angry customers and refund requests with a validate-own-act de-escalation sequence and a refund decision matrix that weighs refund cost against customer LTV and chargeback risk.
• Resume Reviewer — Critiques an existing resume against a scored rubric, rewrites the weakest bullets, runs a keyword gap analysis, and exports a .docx review.
• Resume Writer — Builds an ATS-optimized resume from scratch or raw career notes, then exports a clean .docx.
• Retainer Economics Calculator — Compute per-client and agency-wide retainer profitability for a team-based agency - loaded delivery cost including account management time, gross margin per client, team utilization, and the fire-or-fix and sales-stop verdicts - with a runnable Node calculator.
• Retainer Pricing Calculator — Prices monthly freelance retainers from capacity math (billable hours at 50-60 percent of working hours), an effective-rate floor, and a value-anchor adjustment, with utilization red lines and a runnable Node calculator.
• Retention and Churn Killer — Build a gym member-retention system - a first-100-days onboarding sprint, results-tracking cadence, attendance-based churn-save triggers, win-back sequences, and a churn-impact calculator.
• Revenue Operations — Unifies marketing, sales, and customer success around one funnel with org-wide stage definitions, hand-off SLAs, a single source of truth, shared metrics, and a pipeline-weighted forecast.
• Review Engine — Builds a systematic review generation and response engine for a local service business - the ask-at-peak-satisfaction timing rule, SMS ask scripts, a review-velocity target benchmarked to the top competitor, and word-for-word response procedures for 1-3 star reviews.
• Review-to-FAQ Builder — Mines customer reviews and Q&A exports into a pre-purchase PDP FAQ and objection-handling block that answers shopper hesitation before it forms, ordered by conversion impact.
• RFP Response Writer — Answers RFPs and security questionnaires with discipline - a go/no-go score before any writing (win probability times deal size against effort, under 30 percent win chance means decline), a compliance matrix mapping every requirement to a response, answer-library reuse, and win themes threaded through every section.
• SaaS Pricing Model — Designs a SaaS pricing model - the value metric, three-tier packaging with feature gates, list prices, annual discount, and a built-in expansion path targeting net revenue retention - delivered as a pricing page spec.
• SAFE vs Priced Round — Use when a founder is choosing how to structure a raise.
• Sales Enablement Kit — Use when equipping a sales motion with the full set of assets reps actually carry into deals, produced as one coherent kit - a one-pager, a competitive battlecard, a demo script outline, and an objection-handling matrix.
• Sales Follow-Up Cadence — Designs a post-meeting follow-up cadence for active deals - recap within 2 hours, value-add touches on a day 0/2/5/7 rhythm, channel switches when a deal goes quiet, and a clean breakup after 5-7 touches.
• Scope Creep Defense — Detects scope creep and converts it to paid work using the new-request test, a one-yes courtesy budget, a word-for-word change-order script, and a relationship-preserving no.
• Screening Rubric Builder — Turn a job description into a weighted, anchored rubric for the pre-interview resume/CV screen so applicants are filtered against the same job-relevant criteria, in writing, before opinions form.
• Search Intent Classifier — Labels a keyword's dominant search intent (informational, commercial, transactional, or navigational) from the live SERP and prescribes the page type that can rank for it.
• Seller Lead Nurture — Wins listings before competitors are invited by nurturing homeowner leads with quarterly home-value updates, an equity-position letter, lifecycle triggers like a neighborhood sale, and the CMA offer as the conversion event.
• Series A Readiness — Audits whether a seed-stage company clears the Series A bar - benchmark metrics, narrative, team, and data room - and produces a red/yellow/green readiness scorecard with a 90-day gap-closing plan.
• SERP Gap Analyzer — Compares a draft or outline against the pages already ranking for its target query and outputs the missing subtopics, entities, and questions as a prioritized gap table - each gap classified must-have, differentiator, or skip.
• Statement of Work Writer — Writes a dispute-preventing statement of work with explicit inclusions and exclusions, a 2-revision-round limit, acceptance criteria, a 50-percent-upfront or milestone payment schedule, and a change-order clause, from a full template with [FILL] fields.
• Support Macro Library — Designs a reusable macro and canned-response library that stays human and on-brand.
• Support Ticket Reply — Drafts empathetic, accurate, action-first support replies structured to resolve the ticket in one touch - resolution first, context second, one unambiguous next step.
• Term Sheet Explainer — Decodes every clause of a VC term sheet into plain English, marks each term founder-favorable, market-standard, or investor-favorable, and flags deviations in priority order.
• Term Sheet Negotiation — Negotiate valuation and the terms that actually matter - preferences, board, protective provisions, pool - with real leverage.
• Testimonial Capture Interview — Runs customer interviews engineered to produce usable testimonials and case-study raw material - a question sequence that elicits before/after specifics and real numbers, a permission and approval workflow, quote-editing ethics (tighten but never fabricate), and a soundbite extraction procedure.
• Trend Educator — Turns a raw Instagram trend-scout report into a plain-language briefing that teaches WHY each trend is working - the algorithm mechanics, audience psychology, and format dynamics behind it - and surfaces specific opportunity angles as a screenshot-ready trend card.
• Unit Economics — Compute CAC, contribution margin, LTV, LTV:CAC, and payback with honest definitions, a runnable calculator, and a verdict on whether each customer makes money.
• Variant Copy Scaler — Generates distinct, on-brand copy for every size, color, and bundle variant from a single master description, splitting a shared core from a thin per-variant layer so variant pages avoid thin or duplicate-content problems.
• Webinar Funnel Builder — Designs a complete webinar funnel - registration page promise, reminder email sequence timed against typical 35-45 percent show-up rates, webinar structure with a 70 percent teach / 30 percent offer split and the pivot script, replay window and urgency rules, and the post-webinar email sequence - with a funnel-metrics table of benchmark ranges.

Personal

• Big Purchase Decision — Evaluates a major purchase with total cost of ownership, opportunity cost, affordability red lines, and a cooling-off rule, producing a scored buy/wait/walk verdict.
• Bloodwork Explainer — Translates common lab panels - CBC, CMP, lipid panel, thyroid, hormones, HbA1c - into plain language, flags values against the lab's own reference ranges, and produces a prioritized question list to bring to a physician.
• Budget Builder — Builds a zero-based monthly budget from take-home income using the 50/30/20 framework with explicit adaptation rules and sinking funds for irregular expenses.
• Debt Payoff Planner — Builds a sequenced multi-debt payoff plan - avalanche or snowball chosen by explicit decision rules - with the rollover schedule, total-interest math, and a debt-free date.
• Decision Making — Runs a structured decision process for high-stakes choices - reversibility classification, weighted decision matrices, expected value with explicit probabilities, pre-mortems, second-order thinking, and 10/10/10 - and produces a documented recommendation plus a decision-journal entry.
• Emergency Fund Planner — Sizes an emergency fund from essential expenses and household risk tier, picks the right account, and builds the funding and replenishment schedule.
• Personal Financial Planner — Builds a complete personal financial plan - a prioritized order of operations across budgeting, emergency savings, debt payoff, and goals - from the user's actual numbers, then routes each piece to the right specialist skill.
• Conditioning & HIIT Program — Use when someone asks to build a HIIT plan, interval-training block, metabolic conditioning or metcon, circuit training, work-capacity training, conditioning for fat loss, or high-intensity "get in shape" cardio (not easy steady-state).
• Habit Builder — Turns a vague intention into a one-page habit plan - a specific implementation intention, a habit-stack anchor sentence, cue-craving-routine-reward loop mapping, environment design, a never-miss-twice tracking method, and weekly review questions.
• Injury Prehab — Designs targeted prehab routines - sets, reps, and weekly placement - that build resilience at the four most common failure zones: shoulders, knees, lower back, and hips, matched to the user's training program.
• Investment Basics — Teaches personal investing fundamentals - readiness checks, asset allocation, diversification with low-cost index funds, fee awareness, tax-advantaged account ordering, and rebalancing - and produces a written starter plan.
• Job Interview Prep — Prepares a candidate for a specific job interview - company research checklist, a STAR story bank mined from their resume and mapped to common competencies, a questions-to-ask bank, salary-question deflection lines, and a mock-interview loop.
• Journal Framework — Designs a sustainable daily journaling practice - morning pages, gratitude, intention setting, evening reflection, and weekly review - matched to the user's goal, with copy-paste templates and a rotating prompt library.
• Language Learning — Coaches a language learner with a CEFR-targeted plan built on comprehensible input, spaced repetition, and early speaking practice, including daily minimums, a session template, and a weekly schedule.
• Life Coach — Runs structured coaching sessions using values clarification and the GROW model, ending every session with one committed action, a deadline, and an if-then plan for the likely obstacle.
• Longevity Protocol — Assembles an evidence-tiered weekly longevity routine across the four pillars with the strongest healthspan data - sleep, zone 2 aerobic work, strength training, and dietary pattern - plus stress and connection, delivered as a filled weekly template with honest evidence labels.
• Meal Planner — Builds a realistic weekly meal plan - protein anchors first, a batch-cook prep schedule, and a deduplicated grocery list grouped by store section - sized to household, budget, and weeknight time limits.
• Mobility Routine — Builds a 10-15 minute daily floor-based mobility routine for desk workers, targeting the four zones sitting predictably stiffens - hips, thoracic spine, shoulders/neck, and ankles - with exact holds, reps, and a sequenced routine card.
• Networking System — Builds a repeatable professional networking system - a tiered contact tracker, give-first outreach and reconnect scripts, a follow-up cadence by tier, and a weekly relationship-hour routine - so staying in touch stops depending on willpower.
• Nutrition Planner — Sets personal nutrition targets - protein at 1.6-2.2 g/kg, a calorie budget from goal and activity, fiber and hydration floors - and a repeatable meal structure with a review-and-adjust protocol for fat loss, muscle gain, or maintenance.
• Retirement Projection — Projects retirement readiness from savings rate, target nest egg, and compound growth - computes the required portfolio via safe-withdrawal-rate math, years to financial independence, and pension or Social Security offsets, with a runnable calculator.
• Salary Negotiation — Prepares and scripts salary and job-offer negotiations - market research, target/minimum/anchor numbers, BATNA strength, deflection and counter scripts, and total-compensation trades when base is capped.
• Side Project Launch — Takes a side project from idea to shipped launch with behavior-based validation, a ruthlessly cut MVP, a hard timebox, and explicit kill criteria so nights-and-weekends effort never runs open-loop for months.
• Sleep Optimizer — Builds a personalized sleep protocol - a fixed wake time held within 30 minutes daily, a chronotype-aligned sleep window, a light-exposure plan, environment settings, evening input rules, and a scripted wind-down routine - from a baseline assessment.
• Strength Training Plan — Use when someone starts lifting, hits a strength or hypertrophy plateau, restructures a lifting program, or wants to build strength or muscle - designing a progressive resistance program with splits, compound movement patterns, sets/reps, progressive overload, and deloads from barbells and dumbbells.
• Stress Management — Builds a personalized one-page stress toolkit - mapped triggers, three rehearsed in-the-moment interventions, a recovery menu, and prevention habits - from a week of trigger tracking.
• Study System — Converts a syllabus or topic list into an evidence-based study plan - material atomized into testable units, a spaced-repetition flashcard schedule with expanding intervals, active recall and Feynman-technique prompts instead of rereading, interleaved weekly sessions, and a practice-testing cadence with an error log.
• Tax Optimization — Works through the legal tax-reduction sequence - tax-advantaged account priority, standard-vs-itemized decision math, tax-loss harvesting, income timing, and Roth-vs-traditional rules - and produces a personal tax checklist.
• Zone 2 Cardio Plan — Use when someone asks to build a steady-state cardio plan, train an aerobic base or Zone 2, structure easy or endurance weekly cardio, train by heart-rate zones, or improve resting heart rate, VO2, or endurance.

Contributing

Submit a new skill at skillme.dev/submit — every submission passes an automated safety check and a human review before listing.

License

MIT — see LICENSE. Skills are portable SKILL.md files; the catalog that serves them lives at skillme.dev.