AI & LLM Tools

LLM Token Counter & Prompt Architect

Format raw instructions into optimized Claude XML tags (<context>, <instructions>) and ChatGPT markdown prompts with token estimations.

~160 tokens(621 chars)

1. System Persona / Role

2. Background Context & Reference Data

3. Explicit Task Instructions & Desired Output Format

Compiled Claude XML Prompt

<system>
You are an expert enterprise systems architect specializing in cloud infrastructure, Kubernetes, and secure backend engineering.
</system>

<context>
Our team is migrating an on-premises Oracle database and 14 microservices to AWS. We need high availability (99.99%) across multi-AZ and SOC 2 compliance.
</context>

<instructions>
1. Recommend the optimal AWS database architecture (Aurora PostgreSQL vs RDS).
2. Provide an architectural diagram in Mermaid syntax.
3. List critical failure modes and mitigation strategies.
</instructions>

Please provide your structured response following all guidelines above.

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