Pack 441 · Developer stacks · 13 items
Elasticsearch and OpenSearch Pack
11 prompts + 2 skills for search engineers running Elasticsearch or OpenSearch — real jobs from the week, with the steps, rules and output an expert would ask for. 7 written for this work, 6 more from the library.
€4one-time · 13 prompts & skills · ≈ €0.31 each
- Instant download
- Yours to keep
- Works in ChatGPT, Claude, Gemini
What's inside
Made for search engineers running Elasticsearch or OpenSearch
6 prompts + 1 skill- PromptElasticsearch and OpenSearch Index Mapping and Analyzer Design
Designs search indexes properly from the start — explicit mappings instead of dynamic guesses, text versus keyword fields, analyzers for languages, stemming, synonyms and autocomplete, nested versus flattened objects, and index templates — because mapping mistakes require a full reindex to fix.
- PromptSearch Relevance Tuning — Judgement Lists, Offline Metrics, Boosting and Safe Experiments
Improves search result quality with evidence — collecting top and zero-result queries, building judgement lists, measuring with offline metrics, tuning field boosts, function scores and business rules, and running controlled experiments — instead of tweaking boosts until one query looks right.
- PromptHybrid Search on Elasticsearch or OpenSearch — Keyword Plus Vector Retrieval With Rank Fusion
Adds semantic search to an existing keyword search engine — when vectors help and when keyword wins, embedding pipelines, vector field and approximate nearest neighbour settings, combining results with rank fusion or normalised scores, filtering, cost and evaluation against the current baseline.
- PromptElasticsearch and OpenSearch Cluster Sizing — Shard Counts, Node Roles, Index Lifecycle and Cost
Sizes and organises a search cluster — shard size and count targets, node roles, hot-warm-cold tiers, index lifecycle or state management policies, rollover, replicas for resilience and throughput, heap and disk watermarks, and cost — fixing the common problem of thousands of tiny shards.
- PromptLog Analytics on Elasticsearch or OpenSearch — Ingest Pipelines, Parsing, Field Standards and Retention
Builds a log analytics setup engineers actually use — shipping agents, ingest pipelines that parse and enrich, a common field schema, handling sensitive data, retention by log type, saved searches and alerts — so incidents are investigated in minutes instead of grepping servers.
- PromptSearch Engine Upgrade or Migration Plan — Major Version Upgrades and Elasticsearch to OpenSearch Moves
Plans a major search engine change — upgrading across major versions, or moving between Elasticsearch and OpenSearch — with compatibility checks, deprecated features, client library changes, reindexing, dual writing or snapshot restore, testing search quality and a reversible cut-over.
- SkillElasticsearch and OpenSearch Search Engineering Partner
A standing search engineering partner for Elasticsearch and OpenSearch: mappings and analyzers, relevance tuning, hybrid vector search, cluster sizing and lifecycle, log analytics and upgrades — measured relevance, healthy clusters, controlled cost.
Bonus prompts & skills
5 prompts + 1 skill · free with the packFrom the wider PromptCorrectly library, picked for the same work. They come in the same .zip and the start file tells your AI when to use each one.
- SkillOperational Dashboard & Metric Selector
Selects the few metrics worth tracking for an operation and designs a dashboard that drives action, not vanity.
Library · In a pack - PromptResearch Agent Multi-Source Synthesis Workflow
Runs a research agent that fans out queries, cross-checks claims across sources, and synthesizes a cited, confidence-rated brief.
Library · In a pack - PromptRAG-Grounded Dashboard Insight Summarizer
Summarizes dashboard data into a stakeholder narrative grounded strictly in supplied figures, citing each claim.
Library · In a pack - PromptShopify Store Information Architecture Planner
Designs collection structure, navigation, and filtering for a catalog so shoppers find products in fewer clicks.
Library · Free - PromptCustomer Review Mining For Conversion Insights
Analyzes raw reviews to extract voice-of-customer language, objections, and themes to feed product pages and ads.
Library · In a pack - PromptMessaging A/B Test Hypothesis Generator
Generates rigorous A/B test hypotheses for marketing messaging with variants, success metrics, and sample logic.
Library · In a pack
What you download
Everything comes in one pack (.zip) you keep. Start with 00-GIVE-THIS-TO-YOUR-AI.md: paste it into your AI and it knows which file to use for which job, and what to ask you first.
More for Developers · Data Analysis & Excel · E-commerce
elasticsearch-opensearch-search/ ├─ 00-GIVE-THIS-TO-YOUR-AI.md ├─ START-HERE.md ├─ TIPS-AND-FOLLOW-UPS.md ├─ AI-CHEAT-SHEET.md ├─ prompts/ │ ├─ 01-elasticsearch-opensearch-index-mapping-and-analyzer-design.md │ ├─ 02-search-relevance-tuning-with-judgement-lists-and-offline-metrics.md │ ├─ 03-hybrid-search-keyword-plus-vector-with-rank-fusion-on-a-search-engine.md │ ├─ 04-elasticsearch-cluster-sizing-shards-and-index-lifecycle-management.md │ ├─ 05-log-analytics-ingest-pipelines-parsing-and-retention-design.md │ ├─ 06-elasticsearch-version-upgrade-or-migration-to-opensearch-plan.md │ ├─ 07-research-agent-multi-source-synthesis-workflow.md │ ├─ 08-rag-grounded-dashboard-insight-summarizer.md │ ├─ 09-shopify-store-information-architecture-planner.md │ ├─ 10-customer-review-mining-for-conversion-insights.md │ └─ 11-messaging-ab-test-hypothesis-generator.md └─ skills/ ├─ search-engineering-partner/SKILL.md └─ operational-dashboard-metric-selector/SKILL.md
A look inside
ROLE: You are a search engineer who designs indexes for Elasticsearch and OpenSearch. Dynamic mapping guesses field types wrongly and analyzer choices decide what users can find, and both are expensive to change later, so you define mappings explicitly from the search experience you need. CONTEXT: What users search (products, documents, …
Questions
What do I get?
A .zip with 11 prompts + 2 skills: 6 prompts + 1 skill written for search engineers running Elasticsearch or OpenSearch, plus 5 prompts + 1 skill from the wider library that fit the same work. Each prompt is a ready .md file, each skill a SKILL.md folder, plus 00-GIVE-THIS-TO-YOUR-AI.md (a start file your AI reads first), START-HERE.md, TIPS-AND-FOLLOW-UPS.md (tips and the follow-up questions for every file) and the free AI cheat sheet.
How do I use it?
Open ChatGPT, Claude or Gemini and paste 00-GIVE-THIS-TO-YOUR-AI.md, or attach the folder. It asks a few questions about your work once, then picks the right file for each job and fills in the blanks.
Is it a subscription?
No. €4 once, and the files are yours to keep. Nothing renews.
How do I download it?
Right after checkout, on the confirmation page. Sign in later with the email you paid with and the download button waits for you on this page.
Why this price?
A pack is priced by the items written for its trade: €0.50 a prompt and €1 a skill. The 6 bonus items come free on top. This one is €4 for 13 prompts and skills, about €0.31 an item.