Pipeline stage-0 prompt refiner. Runs FIRST — before skills-selector and smart-dispatch — turning a raw idea, pasted draft, or the current chat into a definitive, production-grade prompt (Anthropic prompt-engineering best practices), then hands the refined prompt + an Execution Map (agents, skills, models, effort, time & token estimate) to the routers so they pick the best skills/models with sharpened context. When no file path is given, the input IS the chat/pasted text and the output is returned inline (processed naturally), not forced to a file. Use when the user invokes /senior-prompt-engineer, says "refine my prompt", "improve this prompt", "turn this idea into a prompt", "rewrite idea.md to prompt.md", "definitive prompt", "professional prompt", or pastes a draft prompt/idea to be hardened. Cross-CLI: Claude, Codex, Gemini, OpenCode, Antigravity (agy), lemon-code (lemon).
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Incident response runbooks, on-call workflows, and postmortem templates. Generates severity-tiered runbooks, communication templates, timeline reconstruction, and blameless postmortem docs. Use when user is in an incident, doing on-call prep, writing a postmortem, or building incident response playbooks.
Load testing setup, execution, and analysis with k6, Artillery, or Locust. Generates test scripts, defines VU ramp-up scenarios, interprets p99 latency and error rate results, and suggests infrastructure fixes. Use when user wants to load test an API, check throughput limits, validate SLO headroom, or diagnose performance under traffic.
Database index optimization advisor for PostgreSQL, MySQL, and SQLite. Analyzes slow queries, missing indexes, unused indexes, and over-indexed tables. Generates CREATE INDEX statements with EXPLAIN ANALYZE estimates. Use when queries are slow, p99 DB latency spikes, or when reviewing a new schema.
AI release agent for Google Play Store: audits Android/Expo/React Native/Firebase/RevenueCat before submission. Validates build readiness (app.json, eas.json, AAB, versionCode), Play Console metadata, Data Safety Form, Android permissions, RevenueCat/IAP, i18n parity (PT/EN/ES), policy-risk copy, internal/closed testing and staged rollout. Generates reports + GO/NO-GO checklist. Never publishes or rolls out without explicit human approval. Use when preparing an Android app for Google Play, auditing a submission, generating release notes, validating Data Safety or permissions, or running a release go/no-go.
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npx claudepluginhub andersonlimahw/lemon-ai-hub --plugin senior-prompt-engineerAnalyze and optimize AI prompts for better results
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Tools for crafting, reviewing, analyzing, refining, and optimizing LLM prompts for clarity, precision, goal effectiveness, and token efficiency
Intelligent prompt optimization: injects the right context at the right moment so Claude lands a better first output. Clarifies vague prompts with research-based questions, plus targeted nudges for approach selection, plan readability, workflow routing, background execution, subagent routing, output readability, user-decision questions, and plan-mode assessment
Expert Prompt Engineer with Context Engineering, Meta-Prompting, Chain-of-Thought, Few-Shot, Agent Design, 50+ Template Library, and A/B Testing
+ask +deep +web <- modifiers | optimize your prompts