analyze_prompt
Analyze an AI agent prompt and return optimization recommendations.
Returns strategy, model recommendation, estimated credit savings, quality impact assessment, and efficiency directives.
LABSCO SUMMARY
The cost conversation happens before the expensive call, not on the invoice.
analyze_prompt is the whole product: it returns a model recommendation and an estimated saving together with a quality impact assessment, so the trade is stated rather than assumed. The savings are the server's own estimate, and get_golden_rules is what lets you see the reasoning behind them instead of taking the number on trust.
What it is
A prompt-advisory server with 3 tools: analyse a prompt, look up the strategy for a task type, and read the rules the recommendations rest on.
What you get
- analyze_prompt returning a strategy, a model recommendation, estimated credit savings, a quality impact assessment and efficiency directives
- get_strategy_for_task for the approach that fits a task_type, before a prompt has been written
- get_golden_rules returning the 10 audited rules with their explanations, so the advice can be checked rather than taken
Requirements
Nothing to supply — no account, no key; the prompt text is the only input. MIT licensed.
Setup effort
One command — uvx mcp-credit-optimizer
USE CASES
01
Trimming a prompt you run every day
Put the prompt through the analysis, read the estimated saving next to the quality impact rather than alone, and check the recommendation against the rules it came from.
02
Choosing an approach before the prompt exists
Ask for the strategy that fits the kind of task you are about to set up, which is the cheaper order — the shape of the work decides the model, not the other way round.
3 tools
Counted once with only startup setup. Other versions, modes or optional credentials may expose a different list.
get_golden_rules
Get the 10 Golden Rules for credit optimization with ZERO quality loss.
Returns: The 10 audited golden rules with explanations
get_strategy_for_task
Get the optimal strategy for a specific task type.
BEFORE YOU INSTALL
What to know first
Tools you get
3 tools when we connected.
Requires
uvx on PATH
CONTEXT COST
Light Standing cost
Rated by the size of the 3 tool definitions that ride along on every turn, not by how many there are
INSTALLATION
Connect your client
Add the block to your client, or run the command directly.
Server setup
Configuration file
JSON
{
"mcpServers": {
"mcp-credit-optimizer": {
"command": "uvx",
"args": [
"mcp-credit-optimizer"
]
}
}
}uvx
TERMINAL
uvx mcp-credit-optimizer
