Prompt Library
Copy-ready prompts for common developer tasks.
Accessibility Audit
Run a WCAG 2.2 accessibility audit covering levels A, AA, and AAA. Flags ARIA gaps, keyboard navigation issues, and colour contrast failures.
Agent Authentication Flow Designer
Designs OAuth-based authentication flows for AI agents integrating with enterprise applications and APIs.
Agent Capability Prompt Engineering Validator
Validates and optimises prompts for specific agent capabilities to ensure consistent performance across different model backends.
Agent Conversation Flow Designer
Designs multi-turn conversation flows for AI agents with context management and state transitions.
Agent Integration Testing Framework
Generate comprehensive test suites for multi-agent systems with communication protocols and failure scenarios.
Agent Memory Migration Path Planner
Creates migration strategies for moving agent memory systems between different storage backends and architectures.
Agent Runtime Security Hardening
Analyses AI agent execution environments for security vulnerabilities and creates hardening strategies.
Agent Skill Evolution Validator
Tests and validates self-evolving AI agent capabilities to ensure skill learning works correctly.
Agent Skill Evolution Validator
Test and validate self-evolving AI agent capabilities to ensure skill learning progresses correctly without degradation.
Agent Tool Calling Security Validator
Validates security boundaries and execution contexts for AI agents with external tool access.
Agentic Model Integration Validator
Validates integration patterns and execution flows for autonomous AI agents in production systems.
AI Agent Governance Policy Framework Designer
Creates comprehensive governance policies for AI agent deployments including approval workflows, risk controls, and audit requirements.
AI Agent Memory Architecture Designer
Designs memory systems for AI agents with persistence, retrieval, and context management strategies.
AI Agent Memory State Migrator
Migrates AI agent memory and state data between different architectures and versions.
AI Agent Message Schema Validator
Validates communication schemas between agents in multi-agent systems for protocol compliance.
AI Agent Prompt Injection Security Validator
Validates AI agent prompts against injection attacks and provides security hardening recommendations.
AI Agent Router Security Auditor
Analyses agent routing patterns and validates security measures in multi-agent communication flows.
AI Agent Runtime Environment Validator
Validates security and performance constraints for autonomous AI agents in production environments.
AI Agent Security Validator
Audits AI agent architectures for security vulnerabilities and suggests hardening measures.
AI Agent State Migration Validator
Validates agent memory and context migration between different runtime environments.
AI Agent Testing Strategy
Creates comprehensive testing plans for AI agents and autonomous systems.
AI Agent Tool Registry Security Auditor
Audits agent tool registries for security vulnerabilities and access control weaknesses.
AI Agent Web Interaction Validator
Tests AI agents that interact with web browsers and APIs for reliability, error handling, and security compliance.
AI Cost Optimisation
Analyse your AI usage for token waste, model mismatches, and missed caching and batching opportunities.
AI Development Interview Question Generator
Creates technical interview questions focused on AI system design, model integration, and production challenges.
AI Model Privacy Impact Assessor
Evaluates AI systems for PII exposure risks and data privacy compliance issues.
API Response Validator
Validates API responses against expected schemas and identifies inconsistencies, missing fields, or malformed data.
Audio Model Fine-tuning Pipeline Validator
Validates audio AI model training pipelines for speech, music, and sound processing applications.
CI/CD Pipeline Reviewer
Review or generate a CI/CD pipeline config. Catches common mistakes in build, test, and deploy stages.
Code Explainer
Get a plain-English explanation of unfamiliar code, layered from overview to detail.
Code Refactor Planner
Get a concrete refactoring plan before touching the code. Reduces risk.
Database Migration Planner
Plan safe schema migrations with rollback strategies and breaking-change detection.
Dense Document Summariser
Extract the key points from a long document without losing important detail.
Documentation Generator
Generate README files, API documentation, and inline docstrings from source code.
Enterprise AI Agent Governance Framework
Designs approval workflows, risk classification, and audit trails for enterprise AI agent systems.
Event-Driven API Webhook Validator
Validates webhook implementation patterns for AI model APIs with event handling and retry logic.
Git Workflow Security Auditor
Analyses git workflows and CI/CD pipelines for security vulnerabilities and suggests hardening measures.
GPU Kernel Performance Profiler
Analyses GPU kernel performance bottlenecks and suggests optimisation strategies for CUDA and OpenCL code.
KV Cache Memory Optimiser
Analyses LLM inference patterns and generates optimisation strategies for Key-Value cache memory usage.
KV Cache Memory Optimiser
Analyse and optimise key-value cache memory usage in LLM deployments for better performance and cost efficiency.
LLM API Rate Limit Strategy Designer
Designs intelligent rate limiting and backoff strategies for AI model APIs with cost optimisation.
LLM Distillation Pipeline Validator
Validates and optimises teacher-student model distillation workflows for quality and efficiency.
LLM Fine-tuning Evaluation Framework
Systematically evaluate fine-tuned models against base models with structured metrics and performance analysis.
LLM Post-Training Workflow Validator
Validates automated post-training pipelines for LLMs including dataset preparation, training execution, and evaluation cycles.
LLM Response Quality Validator
Creates comprehensive validation frameworks to test AI model outputs for accuracy, safety, and reliability.
MIMO Attention Drift Monitor
Validates speculative decoding stability and detects attention drift patterns in multi-inference model outputs.
Mixed Precision Training Validator
Validates mixed precision training setups for optimal performance across different hardware configurations.
Mixture-of-Experts Model Pipeline Validator
Validates MoE model training and deployment pipelines for routing efficiency and load balancing.
Mixture-of-Experts Model Routing Efficiency Analyser
Analyses MoE model routing patterns to identify load imbalances, expert utilisation, and gating network inefficiencies.
Model Performance Regression Detector
Compares AI model outputs across versions to detect performance degradation and capability drift.
Model Response Bias Detector
Analyses AI model responses for bias patterns across protected characteristics and provides mitigation strategies.
Model Response Evaluator
Score AI model responses across accuracy, reasoning, instruction following, format, and conciseness.
Multi-Agent Architecture Designer
Creates detailed system architectures for multi-agent AI systems with communication patterns, state management, and coordination strategies.
Multi-Agent Communication Protocol Designer
Designs robust communication protocols and message schemas for multi-agent AI systems.
Multi-Modal AI Pipeline Architecture Designer
Designs system architectures for AI applications that process text, images, audio, and video in coordinated workflows.
Multi-Modal Input Sanitiser
Sanitises and validates multi-modal inputs before they reach AI models to prevent injection attacks.
Multi-Modal RAG Architecture Builder
Designs retrieval-augmented generation systems that handle text, images, video, and audio with optimal embedding strategies.
Multi-Model Memory Framework Designer
Designs modular memory architectures for training dedicated knowledge models without modifying base LLM parameters.
Multi-Platform AI Agent Deployment Validator
Tests AI agents across messaging platforms like iMessage, WhatsApp, and Telegram for consistent behaviour and performance.
Multimodal Agent Capability Mapper
Design and validate capability boundaries for agents handling text, audio, video, and realtime interactions.
Multimodal RAG System Architect
Design comprehensive retrieval-augmented generation systems that handle text, images, video, and audio inputs.
Neuro-AI Data Pipeline Validator
Tests integration between neuroscience data formats and AI model training pipelines.
Neuro-AI Integration Validator
Validates integration patterns between neural data processing and AI model inference pipelines.
OWASP Security Audit
Walks an LLM through a structured security review covering OWASP Top 10, insecure defaults, and hardcoded secrets.
Production Monitoring Strategy Designer
Creates comprehensive monitoring and observability strategies for AI systems in production.
Real-Time Translation Model Latency Profiler
Profiles multimodal translation models for voice cloning, audio processing, and cross-language streaming performance.
Security Audit Analyser
Analyses codebases for security vulnerabilities and suggests specific fixes.
Senior Developer System Prompt
A system prompt that turns a general model into a focused, opinionated senior engineer.
Speculative Decoding Performance Validator
Validates attention drift and performance regressions in speculative decoding implementations for production LLM inference.
Step-by-Step Debugger
Walk through a bug methodically. Forces the model to reason before guessing.
Streaming Audio Model Performance Validator
Validates real-time audio processing models for latency, accuracy, and resource consumption.
Structured Data Extractor
Pull structured fields out of unstructured text and return clean JSON.
Technical Doc Writer
Turn rough notes or code into clean, developer-facing documentation.
Test Suite Generator
Generate unit tests, integration tests, edge cases, and mock suggestions for any function or module.
Thorough Code Review
Get a structured code review covering correctness, security, performance, and readability.
Voice Agent Response Latency Optimiser
Optimises conversational AI responses for voice interfaces by reducing latency while maintaining quality.
Voice TTS Model Latency Profiler
Analyses real-time voice synthesis systems for latency bottlenecks and quality degradation patterns.
Web Agent Browser Automation Validator
Tests and validates AI agent browser automation workflows for reliability and security.