lifecycle-operations
Improve activation, retention, expansion, churn prevention, and reactivation through behavior-based interventions with consent and measurable outcomes.
Skill by luxiaolei
Chalk Labs
Need help deploying lifecycle-operations?
Chalk Labs sets up agents like this inside real teams: connected to your tools, tested on your data, with a human in the loop where it matters.
Install
Works with Claude Code, Claude apps, Codex, Cursor, Gemini CLI, GitHub Copilot, VS Code, OpenCode, Goose, Windsurf. Read the repository before you give any tool access to your data.
npx agentmarket install skill/luxiaolei-lifecycle-operations
Asks which of your tools to add it to (Claude Code, Codex, Cursor, VS Code, Windsurf, Gemini CLI, Claude Desktop) and shows the change first. See https://agentmart.dev/cli.
Get the weekly diff
The weekly diff: one email a week with new agent tools, notable updates and grade changes, plus security alerts for tools you follow. Double opt-in, one-click unsubscribe.
About
Reviews
Write a reviewNo reviews yet. Installed it? Reviews come from verified installers only. How reviews work
Permissions
What this skill can do and what it asks for, from its SKILL.md. Checked Oct 25, 2026.
- Tools
- No tools found
- Secrets
- None asked for
- Install scripts
- None found
Network hosts it talks to 1
codeload.github.com· found in install command
Files it touches
~/.claude/skills/lifecycle-operations
What's inside
- Skill name
lifecycle-operations- Description
- Improve activation, retention, expansion, churn prevention, and reactivation through behavior-based interventions with consent and measurable outcomes.
- License
- MIT
- Instructions
- 21 lines in SKILL.md · view on GitHub
Files (2)
- SKILL.md
- SKILL.zh-CN.md
SKILL.md (first lines)
# Lifecycle Operations ## Diagnose 1. Define the behavior segment and lifecycle stage; avoid vague personas. 2. Identify the missing value event, habit, feature adoption, payment issue, objection, or trigger behind the opportunity. 3. Use product events, cohorts, cancellation/failed-payment reasons, support, and customer evidence when available. ## Choose the lever The intervention may be product/onboarding, in-app guidance, email, notification, pricing/packaging, support, win-back, dunning, referral, or no message at all. Do not default to more email when product friction is the cause. ## Execute Define eligibility, exclusion, consent, frequency cap, content, timing, destination/action, measurement event, and stop rule. Follow autonomy policy for sending or creating automation. Protect unsubscribe/preferences and do not revive users through deceptive urgency. ## Measure Track the intended product/revenue/retention outcome and guardrails such as complaint, unsubscribe, support load, discount dependency, or downstream churn—not opens alone.
From luxiaolei/AutoSpread, MIT.
More from luxiaolei/AutoSpread
- 0.567score
autospread
luxiaolei
Growth Lead method for diagnosing the biggest growth constraint, choosing the smallest useful playbook, and operating within an explicit autonomy policy.
SkillAFreshness: AClaude Code +9 - 0.561score
paid-acquisition
luxiaolei
Run bounded paid acquisition experiments only when audience, offer, destination, attribution, budget, and stop rules are ready.
SkillAFreshness: AClaude Code +9 - 0.561score
agent-readiness
luxiaolei
Make a website usable by user-triggered AI agents and machine clients without confusing agent operability with GEO ranking.
SkillAFreshness: AClaude Code +9 - 0.561score
local-seo
luxiaolei
Audit and improve local discovery for physical, service-area, and hybrid businesses using location evidence, reputation, local pages, and business profiles.
SkillAFreshness: AClaude Code +9 - 0.561score
analytics-review
luxiaolei
Validate data, explain metric movement, evaluate experiments, and connect acquisition activity to activation, revenue, and retention without overstating…
SkillAFreshness: AClaude Code +9 - 0.561score
channel-operations
luxiaolei
Prepare, publish, schedule, and verify approved content through authorized APIs, CLIs, or UI automation while preserving external evidence.
SkillAFreshness: AClaude Code +9 - 0.561score
channel-selection
luxiaolei
Choose a small channel portfolio based on audience behavior, product demonstration fit, intent, economics, and existing evidence.
SkillAFreshness: AClaude Code +9 - 0.561score
customer-research
luxiaolei
Research customer problems, alternatives, triggers, objections, and language with traceable evidence that can change product or growth decisions.
SkillAFreshness: AClaude Code +9 - 0.561score
ecommerce-seo
luxiaolei
Audit stores and product catalogs across product/category pages, variants, structured data, merchant surfaces, faceted navigation, and commercial search…
SkillAFreshness: AClaude Code +9 - 0.561score
geo-optimization
luxiaolei
Make product and content pages easy for people and answer engines to understand, extract, verify, compare, and cite without treating GEO as a ranking hack.
SkillAFreshness: AClaude Code +9 - 0.561score
growth-experiment
luxiaolei
Turn a growth hypothesis into a bounded, measurable experiment with primary metric, guardrails, observation window, and decision rule.
SkillAFreshness: AClaude Code +9 - 0.561score
growth-strategy
luxiaolei
Diagnose the current growth constraint and allocate effort across product, funnel, acquisition, monetization, and retention.
SkillAFreshness: AClaude Code +9
Signals
- Stars
- 0
- Forks
- 0
- Open issues
- 0
- Last commit (this folder)
- Sep 27, 2026 (1 month ago)
From GitHub (fetched Oct 24, 2026).
Details
- License
- MIT
- Repository
- github.com/luxiaolei/AutoSpread
- First seen
- Oct 24, 2026
- Last checked
- Oct 24, 2026
- Source
- GitHubgithub-graphql
More from luxiaolei
- 0.567score
autospread
luxiaolei
Growth Lead method for diagnosing the biggest growth constraint, choosing the smallest useful playbook, and operating within an explicit autonomy policy.
SkillAFreshness: AClaude Code +9 - 0.561score
agent-readiness
luxiaolei
Make a website usable by user-triggered AI agents and machine clients without confusing agent operability with GEO ranking.
SkillAFreshness: AClaude Code +9 - 0.561score
paid-acquisition
luxiaolei
Run bounded paid acquisition experiments only when audience, offer, destination, attribution, budget, and stop rules are ready.
SkillAFreshness: AClaude Code +9 - 0.561score
channel-selection
luxiaolei
Choose a small channel portfolio based on audience behavior, product demonstration fit, intent, economics, and existing evidence.
SkillAFreshness: AClaude Code +9 - 0.561score
channel-operations
luxiaolei
Prepare, publish, schedule, and verify approved content through authorized APIs, CLIs, or UI automation while preserving external evidence.
SkillAFreshness: AClaude Code +9 - 0.561score
customer-research
luxiaolei
Research customer problems, alternatives, triggers, objections, and language with traceable evidence that can change product or growth decisions.
SkillAFreshness: AClaude Code +9
Done for you
Rather not set it up yourself?
Chalk Labs scopes, builds and runs agents for your team: the task audit, the eval harness, the integrations and the weekly ops report. Fixed scope, priced before we start.
See how we build AI agents →Read the case studies
Chalk Labs is a two-founder AI and growth studio. We build AI agents, CRMs and MVPs for Web3 and AI companies, and have shipped 50+ product and token launches.
- launches shipped
- 50+
- launches shipped
- media placements
- 500+
- media placements
- founders on every account
- 2
- founders on every account
Press we've placed: Forbes · CoinDesk · Decrypt · Cointelegraph · The Block
Rahil Jain, Co-founder, Chalk Labs. Ex-Goldman Sachs engineer. You talk to the person who builds it.
Get lifecycle-operations running in your business
Tell us what you want to automate. A founder replies within one working day with a plan, not a pitch deck.
Cite this page
lifecycle-operations skill. Agent Mart. https://agentmart.dev/skills/luxiaolei-lifecycle-operations (last updated 2026-10-24)