Master Prompt: 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.
OpenTEMPLATES, NOT A LEADERBOARD.
Prompt templates.
Copyable starting points for audit, compare, evaluate, research, write, and code work — not a ranked prompt leaderboard.
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.
Generalized Master Codebase Audit Prompt
Domain-neutral adversarial audit for almost any software repo — staged recon, evidence, scorecards, roadmap — without imposing fashionable architecture.
OpenNikaQuant Ecosystem Grand Architect (specific)
Specific master directive from the master-prompt-pack case `01-nikaquant-ecosystem-grand-architect.md` — evidence-gated audit for this domain.
OpenNikaQuant Ecosystem Grand Architect (generalized)
Generalized master directive from `01-nikaquant-ecosystem-grand-architect.md` — same mechanics, domain-neutral framing.
OpenPython-MT5 Parity Laboratory (specific)
Specific master directive from the master-prompt-pack case `02-python-mt5-parity-laboratory.md` — evidence-gated audit for this domain.
OpenPython-MT5 Parity Laboratory (generalized)
Generalized master directive from `02-python-mt5-parity-laboratory.md` — same mechanics, domain-neutral framing.
OpenLive-Trading Safety Auditor (specific)
Specific master directive from the master-prompt-pack case `03-live-trading-safety-auditor.md` — evidence-gated audit for this domain.
OpenLive-Trading Safety Auditor (generalized)
Generalized master directive from `03-live-trading-safety-auditor.md` — same mechanics, domain-neutral framing.
OpenStrategy Truth Investigator (specific)
Specific master directive from the master-prompt-pack case `04-strategy-truth-investigator.md` — evidence-gated audit for this domain.
OpenStrategy Truth Investigator (generalized)
Generalized master directive from `04-strategy-truth-investigator.md` — same mechanics, domain-neutral framing.
OpenOptimization Winner Prosecutor (specific)
Specific master directive from the master-prompt-pack case `05-optimization-winner-prosecutor.md` — evidence-gated audit for this domain.
OpenOptimization Winner Prosecutor (generalized)
Generalized master directive from `05-optimization-winner-prosecutor.md` — same mechanics, domain-neutral framing.
OpenAutonomous Coding Agent Constitution (specific)
Specific master directive from the master-prompt-pack case `06-autonomous-coding-agent-constitution.md` — evidence-gated audit for this domain.
OpenAutonomous Coding Agent Constitution (generalized)
Generalized master directive from `06-autonomous-coding-agent-constitution.md` — same mechanics, domain-neutral framing.
OpenAI Scoreboard Methodology Auditor (specific)
Specific master directive from the master-prompt-pack case `07-ai-scoreboard-methodology-auditor.md` — evidence-gated audit for this domain.
OpenAI Scoreboard Methodology Auditor (generalized)
Generalized master directive from `07-ai-scoreboard-methodology-auditor.md` — same mechanics, domain-neutral framing.
OpenCross-Language Strategy Parity Auditor (specific)
Specific master directive from the master-prompt-pack case `08-cross-language-strategy-parity-auditor.md` — evidence-gated audit for this domain.
OpenCross-Language Strategy Parity Auditor (generalized)
Generalized master directive from `08-cross-language-strategy-parity-auditor.md` — same mechanics, domain-neutral framing.
OpenQuant Data Lineage Auditor (specific)
Specific master directive from the master-prompt-pack case `09-quant-data-lineage-auditor.md` — evidence-gated audit for this domain.
OpenQuant Data Lineage Auditor (generalized)
Generalized master directive from `09-quant-data-lineage-auditor.md` — same mechanics, domain-neutral framing.
OpenProduction Release Commander (specific)
Specific master directive from the master-prompt-pack case `10-production-release-commander.md` — evidence-gated audit for this domain.
OpenProduction Release Commander (generalized)
Generalized master directive from `10-production-release-commander.md` — same mechanics, domain-neutral framing.
OpenPerformance Bottleneck Hunter (specific)
Specific master directive from the master-prompt-pack case `11-performance-bottleneck-hunter.md` — evidence-gated audit for this domain.
OpenPerformance Bottleneck Hunter (generalized)
Generalized master directive from `11-performance-bottleneck-hunter.md` — same mechanics, domain-neutral framing.
OpenFeature Opportunity Council (specific)
Specific master directive from the master-prompt-pack case `12-feature-opportunity-council.md` — evidence-gated audit for this domain.
OpenFeature Opportunity Council (generalized)
Generalized master directive from `12-feature-opportunity-council.md` — same mechanics, domain-neutral framing.
OpenNika EA Forensic Auditor (specific)
Specific master directive from the master-prompt-pack case `13-nika-ea-forensic-auditor.md` — evidence-gated audit for this domain.
OpenNika EA Forensic Auditor (generalized)
Generalized master directive from `13-nika-ea-forensic-auditor.md` — same mechanics, domain-neutral framing.
OpenExecution Simulator Judge (specific)
Specific master directive from the master-prompt-pack case `14-execution-simulator-judge.md` — evidence-gated audit for this domain.
OpenExecution Simulator Judge (generalized)
Generalized master directive from `14-execution-simulator-judge.md` — same mechanics, domain-neutral framing.
OpenWalk-Forward Laboratory Architect (specific)
Specific master directive from the master-prompt-pack case `15-walk-forward-laboratory-architect.md` — evidence-gated audit for this domain.
OpenWalk-Forward Laboratory Architect (generalized)
Generalized master directive from `15-walk-forward-laboratory-architect.md` — same mechanics, domain-neutral framing.
OpenMonte Carlo Architecture Auditor (specific)
Specific master directive from the master-prompt-pack case `16-monte-carlo-architecture-auditor.md` — evidence-gated audit for this domain.
OpenMonte Carlo Architecture Auditor (generalized)
Generalized master directive from `16-monte-carlo-architecture-auditor.md` — same mechanics, domain-neutral framing.
OpenParameter Intelligence Engine (specific)
Specific master directive from the master-prompt-pack case `17-parameter-intelligence-engine.md` — evidence-gated audit for this domain.
OpenParameter Intelligence Engine (generalized)
Generalized master directive from `17-parameter-intelligence-engine.md` — same mechanics, domain-neutral framing.
OpenSetup Similarity Auditor (specific)
Specific master directive from the master-prompt-pack case `18-setup-similarity-auditor.md` — evidence-gated audit for this domain.
OpenSetup Similarity Auditor (generalized)
Generalized master directive from `18-setup-similarity-auditor.md` — same mechanics, domain-neutral framing.
OpenMulti-Strategy Portfolio Architect (specific)
Specific master directive from the master-prompt-pack case `19-multi-strategy-portfolio-architect.md` — evidence-gated audit for this domain.
OpenMulti-Strategy Portfolio Architect (generalized)
Generalized master directive from `19-multi-strategy-portfolio-architect.md` — same mechanics, domain-neutral framing.
OpenTrading Failure Simulator (specific)
Specific master directive from the master-prompt-pack case `20-trading-failure-simulator.md` — evidence-gated audit for this domain.
OpenTrading Failure Simulator (generalized)
Generalized master directive from `20-trading-failure-simulator.md` — same mechanics, domain-neutral framing.
OpenPersonal AI Benchmark Laboratory (specific)
Specific master directive from the master-prompt-pack case `21-personal-ai-benchmark-laboratory.md` — evidence-gated audit for this domain.
OpenPersonal AI Benchmark Laboratory (generalized)
Generalized master directive from `21-personal-ai-benchmark-laboratory.md` — same mechanics, domain-neutral framing.
OpenModel-Data Freshness Auditor (specific)
Specific master directive from the master-prompt-pack case `22-model-data-freshness-auditor.md` — evidence-gated audit for this domain.
OpenModel-Data Freshness Auditor (generalized)
Generalized master directive from `22-model-data-freshness-auditor.md` — same mechanics, domain-neutral framing.
OpenMulti-Model Router Architect (specific)
Specific master directive from the master-prompt-pack case `23-multi-model-router-architect.md` — evidence-gated audit for this domain.
OpenMulti-Model Router Architect (generalized)
Generalized master directive from `23-multi-model-router-architect.md` — same mechanics, domain-neutral framing.
OpenAI Evaluation Integrity Auditor (specific)
Specific master directive from the master-prompt-pack case `24-ai-evaluation-integrity-auditor.md` — evidence-gated audit for this domain.
OpenAI Evaluation Integrity Auditor (generalized)
Generalized master directive from `24-ai-evaluation-integrity-auditor.md` — same mechanics, domain-neutral framing.
OpenCloudflare-VPS Production Auditor (specific)
Specific master directive from the master-prompt-pack case `25-cloudflare-vps-production-auditor.md` — evidence-gated audit for this domain.
OpenCloudflare-VPS Production Auditor (generalized)
Generalized master directive from `25-cloudflare-vps-production-auditor.md` — same mechanics, domain-neutral framing.
OpenDisaster-Recovery Architect (specific)
Specific master directive from the master-prompt-pack case `26-disaster-recovery-architect.md` — evidence-gated audit for this domain.
OpenDisaster-Recovery Architect (generalized)
Generalized master directive from `26-disaster-recovery-architect.md` — same mechanics, domain-neutral framing.
OpenSecrets and IP-Protection Auditor (specific)
Specific master directive from the master-prompt-pack case `27-secrets-and-ip-protection-auditor.md` — evidence-gated audit for this domain.
OpenSecrets and IP-Protection Auditor (generalized)
Generalized master directive from `27-secrets-and-ip-protection-auditor.md` — same mechanics, domain-neutral framing.
OpenMT5 Bridge Architect (specific)
Specific master directive from the master-prompt-pack case `28-mt5-bridge-architect.md` — evidence-gated audit for this domain.
OpenMT5 Bridge Architect (generalized)
Generalized master directive from `28-mt5-bridge-architect.md` — same mechanics, domain-neutral framing.
OpenRuthless Simplification Auditor (specific)
Specific master directive from the master-prompt-pack case `29-ruthless-simplification-auditor.md` — evidence-gated audit for this domain.
OpenRuthless Simplification Auditor (generalized)
Generalized master directive from `29-ruthless-simplification-auditor.md` — same mechanics, domain-neutral framing.
OpenArchitecture Decision Prosecutor (specific)
Specific master directive from the master-prompt-pack case `30-architecture-decision-prosecutor.md` — evidence-gated audit for this domain.
OpenArchitecture Decision Prosecutor (generalized)
Generalized master directive from `30-architecture-decision-prosecutor.md` — same mechanics, domain-neutral framing.
OpenRegression-Test Generator (specific)
Specific master directive from the master-prompt-pack case `31-regression-test-generator.md` — evidence-gated audit for this domain.
OpenRegression-Test Generator (generalized)
Generalized master directive from `31-regression-test-generator.md` — same mechanics, domain-neutral framing.
OpenBug Reproduction Commander (specific)
Specific master directive from the master-prompt-pack case `32-bug-reproduction-commander.md` — evidence-gated audit for this domain.
OpenBug Reproduction Commander (generalized)
Generalized master directive from `32-bug-reproduction-commander.md` — same mechanics, domain-neutral framing.
OpenRepository Knowledge Architect (specific)
Specific master directive from the master-prompt-pack case `33-repository-knowledge-architect.md` — evidence-gated audit for this domain.
OpenRepository Knowledge Architect (generalized)
Generalized master directive from `33-repository-knowledge-architect.md` — same mechanics, domain-neutral framing.
OpenTechnical Debt Prosecutor (specific)
Specific master directive from the master-prompt-pack case `34-technical-debt-prosecutor.md` — evidence-gated audit for this domain.
OpenTechnical Debt Prosecutor (generalized)
Generalized master directive from `34-technical-debt-prosecutor.md` — same mechanics, domain-neutral framing.
OpenCompetitor Teardown Strategist (specific)
Specific master directive from the master-prompt-pack case `35-competitor-teardown-strategist.md` — evidence-gated audit for this domain.
OpenCompetitor Teardown Strategist (generalized)
Generalized master directive from `35-competitor-teardown-strategist.md` — same mechanics, domain-neutral framing.
OpenUX Truth Auditor (specific)
Specific master directive from the master-prompt-pack case `36-ux-truth-auditor.md` — evidence-gated audit for this domain.
OpenUX Truth Auditor (generalized)
Generalized master directive from `36-ux-truth-auditor.md` — same mechanics, domain-neutral framing.
OpenKiller Feature Investigator (specific)
Specific master directive from the master-prompt-pack case `37-killer-feature-investigator.md` — evidence-gated audit for this domain.
OpenKiller Feature Investigator (generalized)
Generalized master directive from `37-killer-feature-investigator.md` — same mechanics, domain-neutral framing.
OpenCompare two tools for one job
Forces a same-job comparison so unlike products are not mixed into a fake universal winner.
OpenEvaluate a model for a task
Frames model choice around task, context, and documented limits instead of vibes or leaderboard screenshots.
OpenEvidence note from sources
Turns links and quotes into a dated evidence note without upgrading marketing copy into proof.
OpenHonest capability summary
Drafts a capability blurb that refuses rank inflation and keeps unknowns visible.
OpenCode review with explicit constraints
Keeps AI code review scoped to your constraints so it does not invent policy or fake severity scores.
OpenShortlist without rank claims
Builds a shortlist from requirements so “top picks” language does not smuggle in a fake ranking.
OpenResearch pricing assumptions
Documents workload math so cost comparisons stay auditable and never treat missing prices as zero.
OpenDraft a methodology disclosure
Helps teams publish how a comparison was made without slipping into aggregate ratings theater.
OpenHow this library is assessed
Templates are editorial aids, not scores. Method AIS-V2. Money never buys rank. No Stripe checkout on these pages.