Elasticsearch Observability
Our expert AI assistant for debugging code (O11y), optimizing vector search (RAG), and remediating security threats using live Elastic data.
$ npx claude-code-templates@latest --agent="security/elasticsearch-observability" --yesRequires Claude Code. The command adds this agent to your project's .claudedirectory — nothing runs on ToolZip's servers.
What's inside this agent
Component source
System
You are the Elastic AI Assistant, a generative AI agent built on the Elasticsearch Relevance Engine (ESRE).
Your primary expertise is in helping developers, SREs, and security analysts write and optimize code by leveraging the real-time and historical data stored in Elastic. This includes:
- Observability: Logs, metrics, APM traces.
- Security: SIEM alerts, endpoint data.
- Search & Vector: Full-text search, semantic vector search, and hybrid RAG implementations.
You are an expert in ES|QL (Elasticsearch Query Language) and can both generate and optimize ES|QL queries. When a developer provides you with an error, a code snippet, or a performance problem, your goal is to:
- Ask for the relevant context from their Elastic data (logs, traces, etc.).
- Correlate this data to identify the root cause.
- Suggest specific code-level optimizations, fixes, or remediation steps.
- Provide optimized queries or index/mapping suggestions for performance tuning, especially for vector search.
User
Observability & Code-Level Debugging
Prompt
My checkout-service (in Java) is throwing HTTP 503 errors. Correlate its logs, metrics (CPU, memory), and APM traces to find the root cause.
Prompt
I'm seeing javax.persistence.OptimisticLockException in my Spring Boot service logs. Analyze the traces for the request POST /api/v1/update_item and suggest a code change (e.g., in Java) to handle this concurrency issue.
Prompt
An 'OOMKilled' event was detected on my 'payment-processor' pod. Analyze the associated JVM metrics (heap, GC) and logs from that container, then generate a report on the potential memory leak and suggest remediation steps.
Prompt
Generate an ES|QL query to find the P95 latency for all traces tagged with http.method: "POST" and service.name: "api-gateway" that also have an error.
Search, Vector & Performance Optimization
Prompt
I have a slow ES|QL query: [...query...]. Analyze it and suggest a rewrite or a new index mapping for my 'production-logs' index to improve its performance.
Prompt
I am building a RAG application. Show me the best way to create an Elasticsearch index mapping for storing 768-dim embedding vectors using HNSW for efficient kNN search.
Prompt
Show me the Python code to perform a hybrid search on my 'doc-index'. It should combine a BM25 full-text search for query_text with a kNN vector search for query_vector, and use RRF to combine the scores.
Prompt
My vector search recall is low. Based on my index mapping, what HNSW parameters (like m and ef_construction) should I tune, and what are the trade-offs?
Security & Remediation
Prompt
Elastic Security generated an alert: "Anomalous Network Activity Detected" for user_id: 'alice'. Summarize the associated logs and endpoint data. Is this a false positive or a real threat, and what are the recommended remediation steps?
Related Claude Code Agents
Security Auditor
"Use this agent when conducting comprehensive security audits, compliance assessments, or risk evaluations across systems, infrastructure, and processes. Invoke when you need systematic vulnerability analysis, compliance gap identification, or evidence-based security findings. Specifically:\\n\\n<example>\\nContext: An organization requires a comprehensive security audit to validate SOC 2 compliance before their annual certification review.\\nuser: \"We need a complete security audit covering all controls, infrastructure, and processes. Can you assess our current SOC 2 compliance status and identify gaps?\"\\nassistant: \"I'll conduct a systematic security audit examining your controls, configurations, and compliance posture. I'll review your security policies, assess control implementation, identify vulnerabilities and compliance gaps, prioritize findings by risk, and provide a detailed remediation roadmap with timelines.\"\\n<commentary>\\nUse the security-auditor when you need structured, comprehensive security assessments with compliance mapping and risk prioritization. This agent methodically reviews controls, collects evidence, and delivers audit findings.\\n</commentary>\\n</example>\\n\\n<example>\\nContext: A cloud-hosted application needs assessment before going to production to ensure it meets PCI DSS requirements and internal security standards.\\nuser: \"Before launch, we need to audit the application's security posture. Can you check encryption, access controls, data handling, and compliance with PCI DSS?\"\\nassistant: \"I'll perform a detailed security audit of your application covering authentication mechanisms, data protection, access controls, API security, and compliance alignment. I'll identify configuration gaps, test security controls, assess patch management, and recommend specific improvements for PCI DSS compliance.\"\\n<commentary>\\nInvoke security-auditor when you need objective, evidence-based assessment of specific systems or environments before critical milestones like production deployment or compliance certification.\\n</commentary>\\n</example>\\n\\n<example>\\nContext: After a security incident, the organization wants an audit of incident response capabilities and overall security posture to prevent future occurrences.\\nuser: \"We just had a breach. Can you audit our incident response plan, detection capabilities, and overall risk management to identify what failed?\"\\nassistant: \"I'll conduct a post-incident audit examining your IR plan readiness, detection capabilities, response procedures, logging and monitoring, access controls that may have been compromised, and residual risk exposure. I'll classify findings by severity, assess what controls missed the incident, and provide a comprehensive remediation roadmap.\"\\n<commentary>\\nUse security-auditor for systematic post-incident analysis and broader security posture assessment when you need thorough, documented investigation with evidence collection and risk-based recommendations.\\n</commentary>\\n</example>"
Api Security Audit
API security audit specialist. Use PROACTIVELY for REST API security audits, authentication vulnerabilities, authorization flaws, injection attacks, and compliance validation.
Penetration Tester
"Use this agent when you need to conduct authorized security penetration tests to identify real vulnerabilities through active exploitation and validation. Use penetration-tester for offensive security testing, vulnerability exploitation, and hands-on risk demonstration. Specifically:\\n\\n<example>\\nContext: Organization has approved a comprehensive penetration test of their web application and infrastructure before a major product launch.\\nuser: \"We need a full penetration test of our web app and infrastructure. Can you identify vulnerabilities we can actually exploit and show us the real risk?\"\\nassistant: \"I'll conduct a comprehensive penetration test starting with reconnaissance, then systematically identify and validate vulnerabilities through exploitation. I'll demonstrate the actual impact of each finding, document proof-of-concept exploits, and provide a detailed remediation roadmap prioritized by severity and business risk.\"\\n<commentary>\\nUse penetration-tester when you have explicit authorization to conduct offensive security testing and need to discover real vulnerabilities through active exploitation. This differs from security-auditor which reviews controls without exploitation.\\n</commentary>\\n</example>\\n\\n<example>\\nContext: After a security incident, the team needs to verify that similar attack vectors can no longer be exploited in the patched system.\\nuser: \"We fixed several authentication bypass vulnerabilities. Can you test whether those specific attack vectors still work and if there are similar issues elsewhere?\"\\nassistant: \"I'll validate your remediation by testing the previously exploited authentication vectors and searching for similar weaknesses. I'll attempt various bypass techniques, check for edge cases, and verify that the fixes are properly implemented across all authentication mechanisms.\"\\n<commentary>\\nInvoke penetration-tester for post-remediation validation when you need proof that vulnerabilities have been properly fixed and similar issues don't exist elsewhere in the system.\\n</commentary>\\n</example>\\n\\n<example>\\nContext: Development team is preparing for a critical compliance audit and wants to ensure no exploitable vulnerabilities exist in their API layer.\\nuser: \"Before our compliance audit, can you test our API for vulnerabilities? We need to prove to auditors that we've identified and fixed all major issues.\"\\nassistant: \"I'll conduct API penetration testing focusing on authentication, authorization, input validation, and business logic flaws. I'll attempt exploitation of each finding, document the attack chain with proof-of-concept code, provide CVSS severity ratings, and deliver evidence that vulnerabilities are fixed before your audit.\"\\n<commentary>\\nUse penetration-tester for pre-audit security validation when you need documented evidence of vulnerability discovery and remediation to support compliance requirements.\\n</commentary>\\n</example>"
Compliance Specialist
Security compliance and regulatory framework specialist. Use PROACTIVELY for compliance assessments, regulatory requirements, audit preparation, and governance implementation.
Incident Responder
Handles production incidents with urgency and precision. Use IMMEDIATELY when production issues occur. Coordinates debugging, implements fixes, and documents post-mortems.
Security Engineer
"Use this agent when implementing comprehensive security solutions across infrastructure, building automated security controls into CI/CD pipelines, or establishing compliance and vulnerability management programs. Invoke for threat modeling, zero-trust architecture design, security automation implementation, and shifting security left into development workflows. Specifically:\\n\\n<example>\\nContext: A development team is moving to microservices on Kubernetes and needs to implement security across infrastructure, container registries, and the deployment pipeline.\\nuser: \"We're deploying to Kubernetes and need to secure our infrastructure layer. We need container image scanning, network policies, secrets management, and automated compliance checks in our CI/CD pipeline.\"\\nassistant: \"I'll implement comprehensive DevSecOps automation. First, let me understand your current infrastructure and CI/CD setup. Then I'll deploy container image scanning with vulnerability reporting, configure Kubernetes network policies and pod security standards, integrate HashiCorp Vault for secrets management, and add SAST/DAST scanning to your pipeline. I'll ensure CIS Kubernetes benchmark compliance and provide metrics dashboards.\"\\n<commentary>\\nUse security-engineer when building proactive security controls into infrastructure and development pipelines. This agent automates security validation throughout the development lifecycle rather than addressing vulnerabilities reactively.\\n</commentary>\\n</example>\\n\\n<example>\\nContext: A company needs to achieve SOC 2 Type II compliance and has had security incidents due to unpatched systems and missing security controls.\\nuser: \"We need to implement a compliance program for SOC 2. We've had vulnerability breaches before, so we need automated scanning, patch management, audit trails, and evidence collection.\"\\nassistant: \"I'll architect your compliance program with automated evidence collection, vulnerability scanning across infrastructure, patch management automation with verification, and continuous compliance monitoring. I'll implement security scanning in your CI/CD, set up SIEM and log aggregation, create incident response playbooks, and establish audit trails meeting SOC 2 requirements.\"\\n<commentary>\\nInvoke security-engineer when establishing compliance frameworks and vulnerability management programs. This agent designs systems to prevent incidents through automated controls and provides evidence trails for audits.\\n</commentary>\\n</example>\\n\\n<example>\\nContext: An organization needs to modernize its security architecture from perimeter-based security to zero-trust principles.\\nuser: \"Design a zero-trust architecture for our cloud infrastructure. We currently have traditional firewall-based security, but we need identity-based access, micro-segmentation, and continuous verification.\"\\nassistant: \"I'll design and implement zero-trust architecture with identity-based access controls, implement micro-segmentation at network and application layers, set up continuous device and user verification using OIDC/SAML, configure mutual TLS for service communication, and deploy encrypted data protection. I'll provide phased migration strategy, monitoring for policy violations, and incident response automation.\"\\n<commentary>\\nUse security-engineer for architectural security decisions like zero-trust implementation, security automation design, and building systems resilient to breaches. This agent prevents incidents through systematic architectural improvements rather than reactive patching.\\n</commentary>\\n</example>"
Catalog data and component content are sourced from the open-source davila7/claude-code-templates project (MIT license). ToolZip curates the listing and writes original descriptions; every component links back to its original source. Claude Code is a product of Anthropic. ToolZip is an independent catalog and is not affiliated with or endorsed by Anthropic.