{"tool":{"slug":"elasticsearch","name":"Elasticsearch","url":"https://www.canagentsuse.com/tools/elasticsearch","websiteUrl":"https://www.elastic.co/elasticsearch","docsUrl":"https://www.elastic.co/docs","githubUrl":"https://github.com/elastic/elasticsearch","tagline":"Search and analytics engine with APIs, clients, and Elastic Cloud.","shortDescription":"Elasticsearch exposes extensive search, indexing, vector, observability, and cluster APIs.","agentSummary":"Agents can query, index, inspect, and automate search clusters if permissions and destructive actions are constrained.","bestFor":"Search infrastructure, log search, vector search, and analytics-heavy retrieval.","cautionNotes":"Key limitations: Cluster operations and index deletion are high-impact; use scoped credentials and dry-run checks. Issue resolution, alert muting, analytics interpretation, PII in logs, sampling, and retention settings can hide incidents or expose user data if automated too broadly. API automation needs client-side throttling, idempotency where supported, pagination limits, retries, and audit logging. Store credentials outside source control and use least-privilege scopes, short-lived tokens, or restricted keys where the product supports them.","pricingSummary":"Open-source/self-managed options plus public Elastic Cloud pricing.","authModel":"API keys, service accounts, users, roles, and cloud auth.","accountCreation":"Self-serve Elastic Cloud signup or local deployment.","browserSupport":"Kibana is useful for inspection, dashboards, and safe query iteration.","cliPackage":null,"apiBaseUrl":"https://www.elastic.co/docs/api","mcpServer":null,"agentScore":75,"agentTier":"Strong","scoreBreakdown":{"score":75,"tier":"Strong","summary":"Strong: 75/100. Strongest in agent safety; weakest in machine operability.","groups":[{"key":"operability","label":"Machine operability","weight":25,"score":14,"maxScore":25,"signals":[{"slug":"api","label":"API","weight":10,"score":10,"maxScore":10,"supportLevel":"native","evidence":"Elastic API docs cover search, indexing, security, cluster, and vector operations."},{"slug":"mcp","label":"MCP","weight":4,"score":0,"maxScore":4,"supportLevel":"unknown","evidence":"No MCP server evidence listed."},{"slug":"cli","label":"CLI","weight":6,"score":0,"maxScore":6,"supportLevel":"unknown","evidence":"No CLI evidence listed."},{"slug":"browser","label":"Browser fallback","weight":5,"score":4,"maxScore":5,"supportLevel":"strong","evidence":"Kibana is useful for inspection, dashboards, and safe query iteration."}]},{"key":"safety","label":"Agent safety","weight":25,"score":22.4,"maxScore":25,"signals":[{"slug":"sandbox","label":"Sandbox or test mode","weight":10,"score":8,"maxScore":10,"supportLevel":"strong","evidence":"Local Docker and trial cloud deployments support safe testing."},{"slug":"scoped-auth","label":"Scoped auth","weight":6,"score":6,"maxScore":6,"supportLevel":"native","evidence":"Auth supports scoped or permissioned access."},{"slug":"dry-run-preview","label":"Dry-run or preview","weight":4,"score":4,"maxScore":4,"supportLevel":"native","evidence":"Tool exposes preview, test, local, or branching workflows."},{"slug":"human-review","label":"Human review guidance","weight":3,"score":2.4,"maxScore":3,"supportLevel":"strong","evidence":"Caution notes identify workflows that need human review."},{"slug":"idempotency","label":"Idempotency or retry safety","weight":2,"score":2,"maxScore":2,"supportLevel":"native","evidence":"Docs or summaries mention retry/idempotency safety."}]},{"key":"readability","label":"Agent readability","weight":20,"score":17.4,"maxScore":20,"signals":[{"slug":"docs-quality","label":"Docs quality","weight":8,"score":6.4,"maxScore":8,"supportLevel":"strong","evidence":"Docs are broad and versioned for stack components."},{"slug":"pricing-clarity","label":"Pricing clarity","weight":5,"score":4,"maxScore":5,"supportLevel":"strong","evidence":"Open-source/self-managed options plus public Elastic Cloud pricing."},{"slug":"evidence-depth","label":"Evidence links","weight":4,"score":4,"maxScore":4,"supportLevel":"native","evidence":"6 signal evidence links listed."},{"slug":"docs-url","label":"Dedicated docs URL","weight":3,"score":3,"maxScore":3,"supportLevel":"native","evidence":"Dedicated documentation URL is listed."}]},{"key":"setup","label":"Auth and setup","weight":15,"score":12,"maxScore":15,"signals":[{"slug":"account-creation","label":"Account setup","weight":7,"score":5.6,"maxScore":7,"supportLevel":"strong","evidence":"Self-serve Elastic Cloud signup or local deployment."},{"slug":"auth-clarity","label":"Auth model clarity","weight":5,"score":4,"maxScore":5,"supportLevel":"strong","evidence":"API keys, service accounts, users, roles, and cloud auth."},{"slug":"self-serve","label":"Self-serve onboarding","weight":3,"score":2.4,"maxScore":3,"supportLevel":"strong","evidence":"Onboarding appears self-serve or testable."}]},{"key":"reliability","label":"Production reliability","weight":15,"score":8.8,"maxScore":15,"signals":[{"slug":"webhook-events","label":"Webhooks or events","weight":5,"score":0,"maxScore":5,"supportLevel":"unknown","evidence":"No clear evidence found."},{"slug":"logs-audit","label":"Logs or audit trail","weight":4,"score":4,"maxScore":4,"supportLevel":"native","evidence":"Tool exposes logs, traces, or audit-friendly records."},{"slug":"versioned-api","label":"Versioned API","weight":3,"score":2.4,"maxScore":3,"supportLevel":"strong","evidence":"Tool exposes a versioned or stable API surface."},{"slug":"rate-limit-clarity","label":"Rate limit clarity","weight":3,"score":2.4,"maxScore":3,"supportLevel":"strong","evidence":"Tool documents usage limits, quotas, or credits."}]}]},"launchScore":620,"isFeatured":false,"categories":[{"slug":"search-rag","name":"Search & RAG","description":"Vector databases, search engines, retrieval APIs, and indexing tools.","sortOrder":35},{"slug":"observability","name":"Observability","description":"Errors, logs, analytics, monitoring, and product telemetry.","sortOrder":80}],"useCases":[{"slug":"build-rag","name":"Build RAG","description":"Index documents, retrieve context, run hybrid search, and manage vectors."},{"slug":"triage-work","name":"Triage work","description":"Inspect issues, tasks, documents, analytics, and production signals."}],"capabilities":[{"slug":"api","name":"API","group":"Agent access","supportLevel":"native","detail":"Elastic API docs cover search, indexing, security, cluster, and vector operations.","evidenceUrl":"https://www.elastic.co/docs/api"},{"slug":"browser","name":"Browser","group":"Agent access","supportLevel":"strong","detail":"Kibana is useful for inspection, dashboards, and safe query iteration.","evidenceUrl":"https://www.elastic.co/elasticsearch"},{"slug":"account-creation","name":"Account creation","group":"Onboarding","supportLevel":"strong","detail":"Self-serve Elastic Cloud signup or local deployment.","evidenceUrl":"https://www.elastic.co/elasticsearch"},{"slug":"pricing-clarity","name":"Pricing clarity","group":"Buying","supportLevel":"strong","detail":"Open-source/self-managed options plus public Elastic Cloud pricing.","evidenceUrl":"https://github.com/elastic/elasticsearch"},{"slug":"docs-quality","name":"Docs quality","group":"Understanding","supportLevel":"strong","detail":"Docs are broad and versioned for stack components.","evidenceUrl":"https://www.elastic.co/docs"},{"slug":"sandbox","name":"Sandbox","group":"Safety","supportLevel":"strong","detail":"Local Docker and trial cloud deployments support safe testing.","evidenceUrl":"https://www.elastic.co/docs/deploy-manage/deploy/self-managed/install-elasticsearch-docker-basic"}]}}