Cloudflare Workers MCP server: ai-prompt-optimizer
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Analyze a prompt for clarity score, filler patterns, ambiguity, and improvement suggestions.
Prompt to analyze
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Analyze a prompt for clarity score, filler patterns, ambiguity, and improvement suggestions.
| Argument | Type | Description |
|---|---|---|
| prompt* | string | Prompt to analyze |
{
"type": "object",
"required": [
"prompt"
],
"properties": {
"prompt": {
"type": "string",
"maxLength": 32000,
"description": "Prompt to analyze"
}
}
}Compare two prompts. Returns winner by clarity score and token delta.
| Argument | Type | Description |
|---|---|---|
| prompt_a* | string | |
| prompt_b* | string |
{
"type": "object",
"required": [
"prompt_a",
"prompt_b"
],
"properties": {
"prompt_a": {
"type": "string",
"maxLength": 32000
},
"prompt_b": {
"type": "string",
"maxLength": 32000
}
}
}Estimate token count of a prompt or batch of texts.
| Argument | Type | Description |
|---|---|---|
| texts | array | Batch of texts |
| prompt | string | Single prompt to estimate |
{
"type": "object",
"properties": {
"texts": {
"type": "array",
"items": {
"type": "string"
},
"maxItems": 50,
"description": "Batch of texts"
},
"prompt": {
"type": "string",
"description": "Single prompt to estimate"
}
}
}Check API health.
No arguments.
{
"type": "object",
"properties": {}
}Optimize a prompt by removing filler words, compressing verbosity, and returning token savings.
| Argument | Type | Description |
|---|---|---|
| prompt* | string | Prompt to optimize |
{
"type": "object",
"required": [
"prompt"
],
"properties": {
"prompt": {
"type": "string",
"maxLength": 32000,
"description": "Prompt to optimize"
}
}
}