The request names Elasticsearch, so the Elastic product comes first: its page 4 describes the Elastic search database, and its action record 14 lists the elasticsearch-query-optimization action that diagnoses slow Query DSL searches and proposes measured fixes. Alternatives doing similar search-tuning work are OpenSearch 7 and Qdrant's performance-optimization skills 16.
- 1
Elastic: The search database for AIelastic.coverified and signed
Elasticsearch-based search database with the elasticsearch-query-optimization action, which diagnoses slow Query DSL searches and proposes measured fixes 14, plus an ES|QL query skill and an MCP server.
official:MCP server · Elasticsearch MCP ServerSDK · elasticsearchlibrary · Elasticsearch.Netskill · elasticsearch-esql+29 community tools built for it
for agents: elasticsearch-query-optimization · elasticsearch-esql · elasticsearch-search-relevance
- 2
OpenSearchopensearch.orgverified and signed
Apache 2.0 open-source search and analytics suite, with an opensearch-skills action for building search applications and querying log analytics data 17.
+26 community tools built for it
for agents: opensearch-skills · strip_dashboard_dataset · validate_index_patterns
Sources
- 4Elastic: The search database for AI | Search, AI agents, Observability, and Security | Elasticelastic.co · read 2026-10-29
- 7Home - OpenSearchopensearch.org · read 2026-10-29
- 14elasticsearch-query-optimization: declares "elasticsearch-query-optimization" (the record we read and signed)unfragile.ai · read 2026-10-24
- 16qdrant-performance-optimization: declares "qdrant-performance-optimization" (the record we read and signed)unfragile.ai · read 2026-10-24
- 17opensearch-skills: declares "opensearch-skills" (the record we read and signed)unfragile.ai · read 2026-10-24
For agents: the 10 actions behind this answer
DescribePackages · Amazon Elasticsearch Service verified and signed
Describes all packages available to Amazon ES. Includes options for filtering, limiting the number of results, and pagination.
· Getvda Ai Elasticsearch Generator Redis Stack website read, tools not yet checked
Governance for AI agents that you can prove. The rules your agents follow — versioned and reviewed like code — and every governed decision sealed to a tamper-evident record. A composable suite: Witness, C2MD, ACP, Onboarding, and human-in-the-loop. Start with one.
· Getvda Ai Elasticsearch Generator Mysql Redis Stack website read, tools not yet checked
Governance for AI agents that you can prove. The rules your agents follow — versioned and reviewed like code — and every governed decision sealed to a tamper-evident record. A composable suite: Witness, C2MD, ACP, Onboarding, and human-in-the-loop. Start with one.
· Getvda Ai Elasticsearch Generator Mongodb Redis Stack website read, tools not yet checked
Governance for AI agents that you can prove. The rules your agents follow — versioned and reviewed like code — and every governed decision sealed to a tamper-evident record. A composable suite: Witness, C2MD, ACP, Onboarding, and human-in-the-loop. Start with one.
· Getvda Ai Elasticsearch Generator Postgres Rabbitmq Stack website read, tools not yet checked
Governance for AI agents that you can prove. The rules your agents follow — versioned and reviewed like code — and every governed decision sealed to a tamper-evident record. A composable suite: Witness, C2MD, ACP, Onboarding, and human-in-the-loop. Start with one.
· Getvda Ai Elasticsearch Generator Mysql Rabbitmq Stack website read, tools not yet checked
Governance for AI agents that you can prove. The rules your agents follow — versioned and reviewed like code — and every governed decision sealed to a tamper-evident record. A composable suite: Witness, C2MD, ACP, Onboarding, and human-in-the-loop. Start with one.
· Getvda Ai Elasticsearch Generator Mongodb Rabbitmq Stack website read, tools not yet checked
Governance for AI agents that you can prove. The rules your agents follow — versioned and reviewed like code — and every governed decision sealed to a tamper-evident record. A composable suite: Witness, C2MD, ACP, Onboarding, and human-in-the-loop. Start with one.
· Packagist.org Elasticsearch Elasticsearch website read, tools not yet checked
The PHP Package Repository
elasticsearch-query-optimization · elasticsearch-query-optimization verified and signed
Diagnose slow Elasticsearch Query DSL searches and propose measured fixes. Use when a search is slow, profile output shows an expensive clause, exact-match filters sit in scoring context, or leading wildcards dominate latency. Ground every recommendation in search profiling — move non-scoring clause
mongodb-query-optimizer · mongodb-query-optimizer verified and signed
Help with MongoDB query optimization and indexing. Use only when the user asks for optimization or performance: "How do I optimize this query?", "How do I index this?", "Why is this query slow?", "Can you fix my slow queries?", "What are the slow queries on my cluster?", etc. Do not invoke for gener
Labels are the instruments' verdict and are never changed by ranking. Agents and robots get this same answer as JSON at /api/v1/find?q=…&answer=1 and through the MCP server.