Featured
Generalized Master Codebase Audit Prompt
Domain-neutral adversarial audit for almost any software repo — staged recon, evidence, scorecards, roadmap — without imposing fashionable architecture.
Prompt templates.
Copyable starting points for audit, compare, evaluate, research, write, and code work — not a ranked prompt leaderboard.
Code & architecture audits
9Performance Bottleneck Hunter
Scope: Performance-sensitive application.
Ruthless Simplification Auditor
Scope: Mature codebase with accumulated complexity.
Architecture Decision Prosecutor
Scope: High-impact technical architecture decision.
Regression-Test Generator
Scope: Software system needing risk-prioritized regression protection.
Bug Reproduction Commander
Scope: Software defect in any application.
Repository Knowledge Architect
Scope: Multi-repository engineering knowledge system.
Technical Debt Prosecutor
Scope: Software portfolio with maintenance trade-offs.
Code review with explicit constraints
Keeps AI code review scoped to your constraints so it does not invent policy or fake severity scores.
Quant & trading systems
16Featured
Python Backtesting System Audit
Run a gated, evidence-backed adversarial audit of a Python backtesting/research repo before changing anything — quant integrity first, then architecture/perf/QA/ops.
Python-MT5 Parity Laboratory
Scope: Two independently implemented execution engines.
Live-Trading Safety Auditor
Scope: Automated production system with irreversible external actions.
Strategy Truth Investigator
Scope: Data-driven strategy or predictive decision system.
Optimization Winner Prosecutor
Scope: Parameter optimization and model-selection pipeline.
Cross-Language Strategy Parity Auditor
Scope: Same domain behavior implemented in multiple languages/platforms.
Quant Data Lineage Auditor
Scope: Analytical data pipeline from ingestion to decision/report.
Nika EA Forensic Auditor
Scope: Stateful event-driven application.
Execution Simulator Judge
Scope: Historical simulator for stateful actions.
Walk-Forward Laboratory Architect
Scope: Time-dependent model or policy validation system.
Monte Carlo Architecture Auditor
Scope: Uncertainty and stress-simulation platform.
Parameter Intelligence Engine
Scope: Configurable system with interacting parameters.
Setup Similarity Auditor
Scope: Nearest-neighbor or similarity-based decision system.
Multi-Strategy Portfolio Architect
Scope: Portfolio of models strategies or automated policies.
Trading Failure Simulator
Scope: Distributed system requiring adversarial resilience testing.
MT5 Bridge Architect
Scope: Bridge between an application and a stateful third-party runtime.
AI evaluation & model choice
9AI Scoreboard Methodology Auditor
Scope: Comparative ranking or recommendation platform.
Personal AI Benchmark Laboratory
Scope: Workload-specific evaluation laboratory.
Model-Data Freshness Auditor
Scope: Rapidly changing catalog assembled from external sources.
Multi-Model Router Architect
Scope: Task router across interchangeable service providers.
AI Evaluation Integrity Auditor
Scope: Comparative AI or vendor evaluation program.
Evaluate a model for a task
Frames model choice around task, context, and documented limits instead of vibes or leaderboard screenshots.
Shortlist without rank claims
Builds a shortlist from requirements so “top picks” language does not smuggle in a fake ranking.
Research pricing assumptions
Documents workload math so cost comparisons stay auditable and never treat missing prices as zero.
Draft a methodology disclosure
Helps teams publish how a comparison was made without slipping into aggregate ratings theater.
Production & operations
4Production Release Commander
Scope: Production software release process.
Cloudflare-VPS Production Auditor
Scope: Internet-facing web application on edge and origin infrastructure.
Disaster-Recovery Architect
Scope: Production platform requiring business continuity.
Secrets and IP-Protection Auditor
Scope: Software with valuable intellectual property and sensitive credentials.
Product & strategy
5NikaQuant Ecosystem Grand Architect
Scope: Multi-product software ecosystem.
Feature Opportunity Council
Scope: Software product seeking a disciplined feature roadmap.
Competitor Teardown Strategist
Scope: Software product competing in a defined market.
UX Truth Auditor
Scope: Software product with consequential user workflows.
Killer Feature Investigator
Scope: Software product seeking one category-defining capability.
Agents & meta-prompts
2Featured
Universal X-Prompt Factory
One meta-prompt that auto-detects any project type and generates exactly X distinct specialist master-prompt packs.
Autonomous Coding Agent Constitution
Scope: Repository operated by autonomous or semi-autonomous coding agents.
Compare, research & write
3Compare two tools for one job
Forces a same-job comparison so unlike products are not mixed into a fake universal winner.
Evidence note from sources
Turns links and quotes into a dated evidence note without upgrading marketing copy into proof.
Honest capability summary
Drafts a capability blurb that refuses rank inflation and keeps unknowns visible.
How this library is assessed
These templates are starting points for your own work. They are not ranked, scored, or sold. AIScoreboard does not crown a “best prompt.” Money never buys rank, and these pages have no Stripe checkout or paywall.
Templates are editorial aids, not scores. Method AIS-V2. Money never buys rank. No Stripe checkout on these pages.