Agent 工作流

ginkgo-cloud-lab

Submit and manage protocols on Ginkgo Bioworks Cloud Lab (cloud.ginkgo.bio), a web-based interface for autonomous lab execution on Reconfigurable Automation Carts (RACs). Use when the user wants to run protein expression and purification (cell-free, E. coli, or Pichia), HiBiT or A280 or LabChip quantification, IVT mRNA/circRNA synthesis, thermal shift / developability assays, Echo-MS enzyme or analyte methods, SPR target onboarding, fluorescent pixel art, or otherwise interact with Ginkgo Cloud Lab services. Covers protocol selection, input preparation, pricing, and ordering workflows.

k-dense-ai

herdr-pre-release-audit

Audit herdr release readiness by comparing commits since the base release against next-release changelog and docs. Use when asked to run or apply the repo's pre-release audit, validate docs/next before release, inspect issue refs that release CI will close, or finalize release docs for herdr.

herdrdev

triage

Triage open herdr GitHub issues into a concise decision-first Markdown table. Use when the user says "triage", asks to triage open issues, asks which issues need attention, or wants issue priority/recommendation lights for herdr.

herdrdev

herdr-throwaway-repro

Create and control a disposable named Herdr session from inside an existing Herdr session. Use for isolated Herdr runtime, pane, terminal, process, API, persistence, or agent reproductions that should be driven through the CLI/API without touching the default session.

herdrdev

social-content

When the user wants help creating, scheduling, or optimizing social media content for LinkedIn, Twitter/X, Instagram, TikTok, Facebook, or other platforms. Also use when the user mentions 'LinkedIn post,' 'Twitter thread,' 'social media,' 'content calendar,' 'social scheduling,' 'engagement,' 'viral content,' 'what should I post,' 'repurpose this content,' 'tweet ideas,' 'LinkedIn carousel,' 'social media strategy,' 'grow my following,' 'TikTok video,' 'Reels,' 'Shorts,' 'video script,' 'video hook,' 'short-form video,' or 'create a reel.' Use this for social media content creation, repurposing, scheduling, and short-form video scripting. For broader content strategy, see content-strategy. For paid video ads, see ad-creative.

pricing-strategy

When the user wants help with pricing decisions, packaging, or monetization strategy. Also use when the user mentions 'pricing,' 'pricing tiers,' 'freemium,' 'free trial,' 'packaging,' 'price increase,' 'value metric,' 'Van Westendorp,' 'willingness to pay,' 'monetization,' 'how much should I charge,' 'my pricing is wrong,' 'pricing page,' 'annual vs monthly,' 'per seat pricing,' or 'should I offer a free plan.' Use this whenever someone is figuring out what to charge or how to structure their plans. For in-app upgrade screens, see paywall-upgrade-cro.

analytics-tracking

When the user wants to set up, improve, or audit analytics tracking and measurement. Also use when the user mentions \"set up tracking,\" \"GA4,\" \"Google Analytics,\" \"conversion tracking,\" \"event tracking,\" \"UTM parameters,\" \"tag manager,\" \"GTM,\" \"analytics implementation,\" \"tracking plan,\" \"how do I measure this,\" \"track conversions,\" \"attribution,\" \"Mixpanel,\" \"Segment,\" \"are my events firing,\" or \"analytics isn't working.\" Use this whenever someone asks how to know if something is working or wants to measure marketing results. For A/B test measurement, see ab-test-setup.

page-cro

When the user wants to optimize, improve, or increase conversions on any marketing page — including homepage, landing pages, pricing pages, feature pages, or blog posts. Also use when the user says \"CRO,\" \"conversion rate optimization,\" \"this page isn't converting,\" \"improve conversions,\" \"why isn't this page working,\" \"my landing page sucks,\" \"nobody's converting,\" \"low conversion rate,\" \"bounce rate is too high,\" \"people leave without signing up,\" or \"this page needs work.\" Use this even if the user just shares a URL and asks for feedback — they probably want conversion help. For signup/registration flows, see signup-flow-cro. For post-signup activation, see onboarding-cro. For forms outside of signup, see form-cro. For popups/modals, see popup-cro.

schema-markup

When the user wants to add, fix, or optimize schema markup and structured data on their site. Also use when the user mentions \"schema markup,\" \"structured data,\" \"JSON-LD,\" \"rich snippets,\" \"schema.org,\" \"FAQ schema,\" \"product schema,\" \"review schema,\" \"breadcrumb schema,\" \"Google rich results,\" \"knowledge panel,\" \"star ratings in search,\" or \"add structured data.\" Use this whenever someone wants their pages to show enhanced results in Google. For broader SEO issues, see seo-audit. For AI search optimization, see ai-seo.

email-sequence

When the user wants to create or optimize an email sequence, drip campaign, automated email flow, or lifecycle email program. Also use when the user mentions \"email sequence,\" \"drip campaign,\" \"nurture sequence,\" \"onboarding emails,\" \"welcome sequence,\" \"re-engagement emails,\" \"email automation,\" \"lifecycle emails,\" \"trigger-based emails,\" \"email funnel,\" \"email workflow,\" \"what emails should I send,\" \"welcome series,\" or \"email cadence.\" Use this for any multi-email automated flow. For cold outreach emails, see cold-email. For in-app onboarding, see onboarding-cro.

onboarding-cro

When the user wants to optimize post-signup onboarding, user activation, first-run experience, or time-to-value. Also use when the user mentions \"onboarding flow,\" \"activation rate,\" \"user activation,\" \"first-run experience,\" \"empty states,\" \"onboarding checklist,\" \"aha moment,\" \"new user experience,\" \"users aren't activating,\" \"nobody completes setup,\" \"low activation rate,\" \"users sign up but don't use the product,\" \"time to value,\" or \"first session experience.\" Use this whenever users are signing up but not sticking around. For signup/registration optimization, see signup-flow-cro. For ongoing email sequences, see email-sequence.

free-tool-strategy

When the user wants to plan, evaluate, or build a free tool for marketing purposes — lead generation, SEO value, or brand awareness. Also use when the user mentions \"engineering as marketing,\" \"free tool,\" \"marketing tool,\" \"calculator,\" \"generator,\" \"interactive tool,\" \"lead gen tool,\" \"build a tool for leads,\" \"free resource,\" \"ROI calculator,\" \"grader tool,\" \"audit tool,\" \"should I build a free tool,\" or \"tools for lead gen.\" Use this whenever someone wants to build something useful and give it away to attract leads or earn links. For downloadable content lead magnets (ebooks, checklists, templates), see lead-magnets.

referral-program

When the user wants to create, optimize, or analyze a referral program, affiliate program, or word-of-mouth strategy. Also use when the user mentions 'referral,' 'affiliate,' 'ambassador,' 'word of mouth,' 'viral loop,' 'refer a friend,' 'partner program,' 'referral incentive,' 'how to get referrals,' 'customers referring customers,' or 'affiliate payout.' Use this whenever someone wants existing users or partners to bring in new customers. For launch-specific virality, see launch-strategy.

ab-test-setup

When the user wants to plan, design, or implement an A/B test or experiment, or build a growth experimentation program. Also use when the user mentions \"A/B test,\" \"split test,\" \"experiment,\" \"test this change,\" \"variant copy,\" \"multivariate test,\" \"hypothesis,\" \"should I test this,\" \"which version is better,\" \"test two versions,\" \"statistical significance,\" \"how long should I run this test,\" \"growth experiments,\" \"experiment velocity,\" \"experiment backlog,\" \"ICE score,\" \"experimentation program,\" or \"experiment playbook.\" Use this whenever someone is comparing two approaches and wants to measure which performs better, or when they want to build a systematic experimentation practice. For tracking implementation, see analytics-tracking. For page-level conversion optimization, see page-cro.

paywall-upgrade-cro

When the user wants to create or optimize in-app paywalls, upgrade screens, upsell modals, or feature gates. Also use when the user mentions \"paywall,\" \"upgrade screen,\" \"upgrade modal,\" \"upsell,\" \"feature gate,\" \"convert free to paid,\" \"freemium conversion,\" \"trial expiration screen,\" \"limit reached screen,\" \"plan upgrade prompt,\" \"in-app pricing,\" \"free users won't upgrade,\" \"trial to paid conversion,\" or \"how do I get users to pay.\" Use this for any in-product moment where you're asking users to upgrade. Distinct from public pricing pages (see page-cro) — this focuses on in-product upgrade moments where the user has already experienced value. For pricing decisions, see pricing-strategy.

stable-baselines3

Production-ready reinforcement learning algorithms (PPO, SAC, DQN, TD3, DDPG, A2C) with scikit-learn-like API. Use for standard RL experiments, quick prototyping, and well-documented algorithm implementations. Best for single-agent RL with Gymnasium environments. For high-performance parallel training, multi-agent systems, or custom vectorized environments, use pufferlib instead.

k-dense-ai

protect-mcp-setup

Configure Cedar policy enforcement and Ed25519 signed receipts for Claude Code tool calls. Use when setting up projects that need cryptographic audit trails, policy-gated tool execution, or compliance-ready evidence of agent actions.

wshobson

signed-audit-trails-recipe

Step-by-step cookbook for setting up cryptographically signed audit trails on Claude Code tool calls. Use when explaining, evaluating, or demonstrating the pattern before committing to the protect-mcp runtime hooks. Covers Cedar policy, Ed25519 receipts, offline verification, tamper detection, CI/CD integration, and SLSA composition.

wshobson

marketing-loops

When the user wants to set up a recurring, self-running marketing workflow — a repeatable loop an AI agent runs on a cadence (weekly, daily, on a trigger) rather than a one-off task. Also use when the user mentions 'marketing loop,' 'recurring marketing workflow,' 'automate my marketing,' 'marketing on autopilot,' 'weekly marketing review,' 'ad fatigue check,' 'content refresh loop,' 'churn watch,' 'ranking drop alert,' 'always-on marketing,' 'marketing automation workflow,' or 'run this every week.' Use this to pick, adapt, and schedule an ongoing marketing loop that orchestrates the other marketing skills. For one-off marketing ideas, see marketing-ideas. For the experimentation loop specifically, see ab-testing.

ai-team-orchestration