Performance profiling and bottleneck detection for Node.js, Python, and browser apps
Redis caching, Postgres replication, query indexing, and connection management rules for performance and scalability.
Benchmark indicator performance with BenchmarkDotNet. Use for Series/Buffer/Stream benchmarks, regression detection, and optimization patterns.
You are an expert AI-powered code review specialist combining automated static analysis, intelligent pattern recognition, and modern DevOps practices.
Use when planning or executing load tests, stress tests, or performance benchmarks against a Salesforce org.
Performance testing specialist for load testing, stress testing, and performance optimization across applications and infrastructure
Performance optimization mindset - knowing when to optimize, how to measure, where bottlenecks hide, and when "fast enough" is the right answerUse when "slow, performance,…
Tests API rate limiting implementations for bypass vulnerabilities by manipulating request headers, IP addresses,
Perform comprehensive security posture assessment of AWS accounts using ScoutSuite to enumerate resources, identify
Performing authorized privilege escalation assessments in AWS environments to identify IAM misconfigurations
Perform forensic investigation of AWS environments using CloudTrail logs to reconstruct attacker activity, identify
Performing authorized AWS penetration testing using Pacu, the open-source AWS exploitation framework, to enumerate
Deploys deception technology including honeypots, honeytokens, and decoy systems to detect attackers who have
Testing web applications for path traversal vulnerabilities that allow reading or writing arbitrary files on
Perform GCP security testing using GCPBucketBrute for storage bucket enumeration, gcloud IAM privilege escalation
Indicator lifecycle management tracks IOCs from initial discovery through validation, enrichment, deployment,
Audit Kubernetes cluster security posture against CIS benchmarks using kube-bench with automated checks for control
Kubernetes penetration testing systematically evaluates cluster security by simulating attacker techniques against
Perform security testing on web applications, APIs, and codebases. Use when the user asks to "run a security scan", "check for vulnerabilities", "audit dependencies", "check…
Executes Atomic Red Team tests mapped to MITRE ATT&CK techniques, performs coverage gap analysis across the
Perl testing patterns using Test2::V0, Test::More, prove runner, mocking, coverage with Devel::Cover, and TDD methodology.
Use when designing or refactoring Salesforce access architecture around minimal profiles, permission sets, permission set groups, muting, and assignment governance.
Use when deploying permission sets, permission set groups, or profiles and encountering cross-reference errors, silent permission loss, or ordering failures.
Tactical guidance for composing Permission Set Groups: layering permission sets, applying Mute Permission Sets to subtract narrow capabilities, sequencing the recalculation…
Use when after computing Multi-Block Variable Importance in Projection (MB-VIP) scores on a fitted MB-PLS discriminant model, when you need to distinguish signal features from…
Apply advanced debugging techniques for hard-to-diagnose Perplexity Sonar API issues. Use when standard troubleshooting fails, investigating inconsistent citations, or preparing…
Choose and implement Perplexity architecture blueprints for different scales: direct search widget, cached research layer, and multi-query pipeline.
Configure CI/CD for Perplexity Sonar API integrations with GitHub Actions. Use when setting up automated testing, configuring CI pipelines, or integrating Perplexity tests into…
Diagnose and fix Perplexity Sonar API errors and exceptions. Use when encountering Perplexity errors, debugging failed requests, or troubleshooting integration issues.
Optimize Perplexity costs through model routing, caching, token limits, and budget monitoring. Use when analyzing Perplexity billing, reducing API costs, or implementing budget…
Implement Perplexity query sanitization, citation validation, result caching, and conversation context management for search workflows.
Collect Perplexity debug evidence for support tickets and troubleshooting. Use when encountering persistent issues, preparing support tickets, or collecting diagnostic information…
Deploy Perplexity Sonar API integrations to Vercel, Cloud Run, and Docker. Use when deploying Perplexity-powered applications to production, configuring platform-specific secrets,…
Configure Perplexity API key scoping, per-team model access, cost controls, and search domain restrictions for enterprise deployments.
Create a minimal working Perplexity Sonar search example with citations. Use when starting a new Perplexity integration, testing your setup, or learning basic…
Configure Perplexity local development with mocking, testing, and hot reload. Use when setting up a development environment, configuring test workflows, or establishing a fast…
Optimize Perplexity Sonar API performance with caching, streaming, model routing, and batching. Use when experiencing slow API responses, implementing caching strategies, or…
Connect Perplexity PRO to OpenClaw with anti-bot browser automation, bypassing Cloudflare protection via Xvfb and VNC authentication
Execute Perplexity production deployment checklist for Sonar API integrations. Use when deploying Perplexity integrations to production, preparing for launch, or implementing…
Implement Perplexity rate limiting, backoff, and request queuing. Use when handling 429 errors, implementing retry logic, or optimizing API request throughput for Perplexity…
Implement Perplexity reference architecture with model routing, citation pipeline, and research automation.
Build event-driven architectures around Perplexity Sonar API with streaming, batch pipelines, and scheduled search monitoring.
Create and manage isolated Docker workspaces on your tailnet with Claude Code and OpenCode pre-installed.
MUST read when a task needs persistent services, Docker, fixed IPs, background jobs, heavy compute, reusable environments, or always-on infrastructure beyond the current AI…
Persistent planning system with 3 markdown files (PLAN.md, PROGRESS.md, CONTEXT.md). Use when starting large features, multi-session work, or complex refactoring.
[METHODOLOGY] Git-backed task management that survives context compaction (tasks as .md files in work/tasks/ with dependencies and statuses, auto-save context for post-compact…
Evidence-based root cause analysis decision framework for systematic debugging and investigation. Use when user asks to analyze, investigate, debug, troubleshoot, diagnose, or…
Systems architecture decision framework with long-term thinking focus on scalability, modularity, and dependency management.
Reliability-focused backend decision framework for API design, database operations, and server-side systems.
CI/CD pipeline for Persona integrations with sandbox API testing. Use when working with Persona identity verification.
Optimize Persona verification costs with template selection and caching. Use when working with Persona identity verification.
Collect Persona diagnostic info: inquiry IDs, API responses, webhook logs. Use when working with Persona identity verification.
Deploy Persona verification service to cloud platforms. Use when working with Persona identity verification.
Infrastructure automation and reliability engineering decision framework for deployment pipelines and observability.
Create your first Persona identity verification inquiry and check its status. Use when learning Persona API basics, testing inquiry creation, or building a simple verification…
Optimize Persona API performance with batching and caching. Use when working with Persona identity verification.
Production deployment checklist for Persona identity verification. Use when working with Persona identity verification.
Prevention-focused quality assurance decision framework for testing strategy, coverage analysis, and edge case detection.
Handle Persona API rate limits with exponential backoff and request queuing. Use when working with Persona identity verification.
Code quality and technical debt management decision framework for systematic refactoring and simplification.