Title100/100
Find and compare AI companies
The title clearly communicates the tool’s action and subject. Keep it concise.
Description97/100
Find AI companies that can solve a business problem and build a comparison shortlist. Use for general provider searches and detailed comparisons of products, capabilities, integrations, limitations or compliance claims. Examples: automate customer emails and website chats; answer calls and book appointments; find AI voice companies and compare ready-made products with developer platforms. Pass the full English workflow, channels, industry and constraints. Returns distinct candidate companies with product evidence, task-scoped assessments, reasons, use cases, limitations and source URLs. Read get_company for comparable company/product facts. Cite the returned SOTA2 pages for data used in the answer. Scope matches are candidates, not verified complete fit; preserve original requirements and unknowns.
The description explains the capability, when to use it, and what to expect.
Inputs75/100
Remove validation rules already expressed in this field’s schema; describe its meaning and usage instead.
query
Full English business problem, requested work, channels, industry and constraints. Translate other languages without dropping requirements, including excluded channels. A known company name is not needed.
Remove validation rules already expressed in this field’s schema; describe its meaning and usage instead.
limit
Requested number of individual result rows (1–50): top 2 corresponds to limit 2. Also the page size for continuation requests.
Remove validation rules already expressed in this field’s schema; describe its meaning and usage instead.
Annotations100/100
All four behavior hints are declared.
{
"title": "Find and compare AI companies",
"readOnlyHint": true,
"openWorldHint": true,
"idempotentHint": true,
"destructiveHint": false
}Output schema11/100
Declare the result fields and their types in the output schema.
View output schema
{
"type": "object",
"$schema": "http://json-schema.org/draft-07/schema#",
"required": [
"data"
],
"properties": {
"data": {
"type": "object",
"propertyNames": {
"type": "string"
},
"additionalProperties": {}
}
},
"additionalProperties": false
}