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home / skills / aj-geddes / useful-ai-prompts
aj-geddes/useful-ai-prompts
A curated collection of useful AI prompts for various tasks and use cases
259 skills
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grpc-service-development
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Build high-performance gRPC services with Protocol Buffers, bidirectional streaming, and microservice communication. Use when building gRPC servers, defining service contracts, or implementing inter-service communication.
rate-limiting-implementation
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This skill helps protect APIs and services with robust rate limiting, throttling, and quotas to prevent abuse and maintain stability.
security-testing
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This skill helps you identify and remediate security vulnerabilities across SAST, DAST, SCA, and penetration testing.
troubleshooting-guide
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This skill helps you create structured troubleshooting guides, FAQs, known issues lists, and debug resources to accelerate issue resolution.
frontend-routing
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This skill helps you implement robust client-side routing across React, Vue, and Angular with guards, lazy loading, and query params.
ml-model-training
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Build and train machine learning models using scikit-learn, PyTorch, and TensorFlow for classification, regression, and clustering tasks
zero-trust-architecture
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This skill helps you implement zero trust security across cloud-native apps with identity, device, location checks and continuous verification.
internationalization-i18n
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This skill guides you through implementing internationalization and localization to reach multilingual users with proper formatting and RTL support.
performance-testing
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This skill helps you design and run scalable performance tests with tools like k6 and JMeter to measure response times and throughput.
web-performance-audit
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This skill helps you conduct comprehensive web performance audits, identify bottlenecks, and deliver actionable optimizations to improve speed and SEO.
competitor-analysis
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This skill conducts market and competitor analysis to inform product strategy, pricing, and differentiation by synthesizing strengths, weaknesses,
technical-debt-assessment
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This skill helps you assess, quantify, and prioritize technical debt to guide refactoring and architectural decisions.
aws-rds-database
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This skill helps you deploy and manage AWS RDS databases with high availability, backups, encryption, and read replicas, simplifying production-grade
classification-modeling
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This skill helps you build and evaluate binary and multiclass classification models with curated algorithms, metrics, and visualization workflows.
clustering-analysis
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This skill helps you perform clustering analysis with k-means, hierarchical, and DBSCAN to reveal patterns, segment customers, and guide unsupervised learning.
documentation-site-setup
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This skill helps you set up professional documentation sites with Docusaurus, MkDocs, VitePress, or GitBook, streamlining structure and deployment.
security-compliance-audit
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This skill conducts comprehensive security compliance audits across SOC 2, GDPR, HIPAA, PCI-DSS, and ISO 27001 to prep for certification.
correlation-tracing
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This skill helps implement correlation IDs and distributed tracing across microservices to improve observability, debugging, and request-flow analysis.
data-migration-scripts
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This skill helps you design safe, reversible data migration scripts with rollback, validation, and zero-downtime deployment patterns across databases.
database-indexing-strategy
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This skill designs and implements database indexing strategies to boost query performance and reduce contention in PostgreSQL and MySQL.
natural-language-processing
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This skill helps you build NLP applications using transformers for text classification, named entity recognition, translation, and summarization with practical
dependency-tracking
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This skill helps you map, monitor, and resolve project dependencies across teams to prevent delays and optimize delivery.
gitlab-cicd-pipeline
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73
This skill designs and optimizes GitLab CI/CD pipelines with multi-stage builds, caching, and deployment strategies to accelerate release cycles.
infrastructure-monitoring
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This skill helps you implement comprehensive infrastructure monitoring with Prometheus, Grafana, and alerting to track metrics, health, and performance.
requirements-gathering
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This skill helps you gather, document, and validate stakeholder requirements to ensure clarity, completeness, and agreement before development.
spring-boot-application
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This skill helps you design and implement production-ready Spring Boot applications with annotated configuration, REST APIs, security, and data persistence.
stakeholder-communication
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This skill helps you manage stakeholder expectations and engagement through tailored communication, regular updates, and relationship building across groups.
infrastructure-cost-optimization
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This skill helps you reduce cloud costs by rightsizing resources, leveraging reserved and spot instances, and eliminating waste across environments.
model-hyperparameter-tuning
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This skill helps you tune machine learning hyperparameters efficiently using grid, random, Bayesian, and advanced methods to improve validation performance.
runbook-creation
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This skill helps you create comprehensive runbooks, SOPs, and incident response guides with precise steps and ready-to-run commands.
intermittent-issue-debugging
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This skill helps you diagnose intermittent issues through systematic logging, tracing, and monitoring to identify root causes and prevent flaky behavior.
database-schema-documentation
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This skill generates comprehensive database schema documentation, ERDs, and data dictionaries to accelerate understanding and collaboration.
database-sharding
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This skill enables scalable database architectures by implementing horizontal sharding, shard key strategies, and cross-shard queries for high throughput.
funnel-analysis
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This skill analyzes user funnels, identifies drop-offs, and provides actionable optimization insights to boost conversion rates and user flow efficiency.
sentiment-analysis
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This skill analyzes text sentiment using lexicon, ML, and deep learning to support customer feedback, brand monitoring, and opinion mining.
gcp-cloud-functions
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This skill helps you deploy and manage event-driven Google Cloud Functions with HTTP, Pub/Sub, and storage triggers, IAM roles, and monitoring.
memory-leak-detection
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This skill helps detect and fix memory leaks in applications using heap snapshots, profiling, and automated detection to prevent OOM errors.
integration-testing
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This skill designs, runs, and validates integration tests across APIs, databases, and services to ensure reliable multi-component behavior.
git-hooks-setup
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This skill helps you configure Git hooks with Husky to enforce linting, testing, and commit standards before pushes.
git-workflow-strategy
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This skill helps teams implement and optimize Git workflows such as GitFlow, GitHub Flow, and trunk-based development for safer collaboration.
statistical-hypothesis-testing
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This skill helps you perform statistical hypothesis testing and interpret p-values across t-tests, ANOVA, chi-square, and nonparametric alternatives.
grafana-dashboard
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This skill helps you design and deploy professional Grafana dashboards with variables, alerts, and drill-down visualizations for monitoring.
mobile-offline-support
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This skill helps you design and implement offline-first mobile apps with local storage, sync strategies, and conflict resolution.
test-automation-framework
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This skill helps you design scalable test automation frameworks using page objects, fixtures, and reporting to accelerate reliable UI testing.
idempotency-handling
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This skill helps implement idempotency keys and handling across APIs and payment flows to safely retry operations without duplicates.
flask-api-development
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This skill helps you develop lightweight Flask APIs with modular blueprints, JWT authentication, request validation, and robust error handling for RESTful
vue-application-structure
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This skill guides you in structuring Vue 3 apps with Composition API and TypeScript for scalable, maintainable components and clear separation of concerns.
vulnerability-scanning
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This skill automates vulnerability scanning across dependencies, code, containers, and infrastructure to accelerate security audits and ongoing risk management.
kubernetes-deployment
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This skill helps you deploy, manage, and scale Kubernetes workloads with best practices for resource limits, health checks, and rolling updates.
load-balancer-setup
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This skill helps you deploy and configure load balancers (HAProxy and AWS ALB/NLB) for scalable, high-availability traffic management.
log-aggregation
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This skill helps you centralize log collection and analysis across infrastructure using ELK, Loki, or Splunk for faster debugging and compliance.
markdown-documentation
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This skill helps you master markdown documentation by applying best-practice formatting, GFM features, and readable README and docs structure.
memory-optimization
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This skill profiles and optimizes application memory usage to detect leaks, reduce footprint, and boost performance.
query-caching-strategies
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This skill helps you implement multi-level query caching with Redis, Memcached, and database caching to reduce latency and load.
ml-model-explanation
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This skill helps you explain ML models using SHAP, LIME, feature importance, PDPs, and attention visualization for transparent predictions.
neural-network-design
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This skill helps you design and optimize neural network architectures including CNNs, RNNs, Transformers, and ResNets using PyTorch and TensorFlow.
ml-pipeline-automation
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This skill helps you build end-to-end ML pipelines with automated data processing, training, validation, and deployment across Airflow, Kubeflow, and Jenkins.
multi-cloud-strategy
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This skill helps you design and implement robust multi-cloud strategies across AWS, Azure, and GCP, avoiding lock-in and enabling hybrid deployments.
api-authentication
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This skill helps secure APIs with JWT, OAuth 2.0, and API keys, guiding token management and session handling.
api-gateway-configuration
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This skill helps design and configure API gateways for secure routing, rate limiting, and transformation across microservices.
network-analysis
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This skill analyzes network structures to identify communities, central nodes, and influential relations, then visualizes relationships and metrics for
network-debugging
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This skill helps diagnose browser network issues and optimize requests by guiding you through tools, timings, and common fixes.
network-security-groups
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This skill helps you implement and audit network security groups and firewall rules to enforce least privilege and segment infrastructure.
security-audit-logging
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This skill helps implement comprehensive security audit logging for compliance, forensics, and SIEM integration across systems.
error-tracking
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This skill helps you implement end-to-end error tracking with Sentry across Node.js and Python apps, enabling automatic monitoring, releases, and performance
exploratory-data-analysis
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This skill helps you perform exploratory data analysis by profiling data, revealing patterns, and generating actionable insights for data-driven decisions.
penetration-testing
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This skill conducts automated and manual penetration testing to identify exploitable vulnerabilities and provide actionable remediation guidance.
performance-regression-debugging
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This skill helps you detect, diagnose, and fix performance regressions by comparing baselines and profiling changes to restore speed.
process-mapping
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This skill visualizes current and future processes, documents steps, and uncovers bottlenecks to guide systematic improvements.
profiling-optimization
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This skill profiles application performance and guides optimization of hot paths using profiling, benchmarking, and flame graphs to reduce latency.
progressive-web-app
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This skill helps you build progressive web apps with offline support, installability, and service workers for fast, app-like experiences.
model-monitoring
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This skill helps you monitor production model performance, detect drift and anomalies, and trigger alerts using Prometheus, Grafana, and MLflow.
mutation-testing
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This skill helps you assess test suite quality through mutation testing, guiding you to improve coverage and detect weak tests.
project-estimation
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This skill estimates project scope, timeline, and resources using three-point, bottom-up, and analogous methods to support accurate planning.
property-based-testing
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This skill helps you design property-based tests to automatically generate inputs and verify code invariants across algorithms and data transformations.
real-time-features
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This skill helps you implement real-time features using WebSockets, SSE, or long polling to deliver instant updates in chat, dashboards, and collaborative apps.
react-native-app
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This skill helps you build cross-platform mobile apps with React Native, integrating navigation, state management, API access, and platform-specific features.
rest-api-design
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This skill helps you design RESTful APIs by applying resource-oriented naming, proper HTTP methods, versioning, and comprehensive documentation.
root-cause-analysis
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This skill guides you through structured root cause analysis using 5 Whys and RCA templates to prevent recurrence and improve systems.
reactive-programming
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This skill helps you implement reactive programming patterns with RxJS to manage complex data streams and UI events efficiently.
recommendation-engine
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This skill helps you build and evaluate personalized recommendation systems using collaborative filtering, content-based methods, matrix factorization, and
recommendation-system
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This skill helps you build and optimize collaborative and content-based recommendation systems to boost engagement and conversions.
stress-testing
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This skill guides you through designing and executing stress tests to identify breaking points, validate capacity, and ensure resilient systems.
regression-modeling
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This skill builds and evaluates regression models to forecast continuous outcomes, quantify feature impacts, and compare linear, polynomial, and regularized
release-planning
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This skill helps plan, coordinate, and execute software releases with risk mitigation, clear communication, and rollback readiness across environments.
responsive-web-design
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This skill helps you craft mobile-first, responsive interfaces using CSS Grid, Flexbox, and media queries to ensure cross-device compatibility.
retrospective-facilitation
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This skill helps teams run effective retrospectives, capture lessons, celebrate wins, and define concrete improvements for upcoming sprints.
risk-assessment
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This skill helps you identify, analyze, and prioritize project risks and craft mitigation strategies to improve chances of project success.
time-series-analysis
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This skill helps you analyze time series data to detect trends, seasonality, and forecast with confidence using proven methods.
ruby-rails-application
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This skill helps you design, build, and scale Ruby on Rails applications with models, controllers, views, authentication, and RESTful APIs.
secrets-rotation
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This skill automates secrets rotation for API keys, credentials, certificates, and encryption keys to improve security with zero-downtime workflows.
service-mesh-implementation
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This skill guides deploying and configuring a service mesh (Istio or Linkerd) for secure, observable, and reliable service-to-service communication.
security-documentation
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This skill creates comprehensive security documentation including policies, guidelines, compliance artifacts, and best practices for secure development and
security-headers-configuration
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This skill helps you harden web applications by configuring comprehensive HTTP security headers including CSP, HSTS, and frame protections.
semantic-versioning
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This skill implements semantic versioning with automated release management using conventional commits and semantic-release to standardize version bumps and
server-side-rendering
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This skill helps you implement server-side rendering across Python, Node.js, and Ruby frameworks with templating, routing, and performance optimization.
serverless-architecture
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This skill helps you design and implement serverless architectures across AWS, Azure, and GCP with event-driven patterns and scalable orchestration.
sql-query-optimization
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This skill analyzes and refactors SQL queries to boost performance in PostgreSQL and MySQL, guiding indexing, rewriting, and plan analysis for faster results.