Consensus 'best X for Y' rankings from ChatGPT, Claude, Gemini & Grok. Search, verdicts, history.
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Get the full ranked leaderboard and verdict for a category slug (obtained from search_best or list_categories), e.g. 'best-llm-observability'.
Category slug, e.g. best-llm-observability
Get the full ranked leaderboard and verdict for a category slug (obtained from search_best or list_categories), e.g. 'best-llm-observability'.
| Argument | Type | Description |
|---|---|---|
| slug* | string | Category slug, e.g. best-llm-observability |
{
"type": "object",
"required": [
"slug"
],
"properties": {
"slug": {
"type": "string",
"description": "Category slug, e.g. best-llm-observability"
}
}
}Get the raw poll history — every model's pick over time — behind a category's verdict. The credibility/audit trail. Optionally filter by model.
| Argument | Type | Description |
|---|---|---|
| slug* | string | Category slug, e.g. best-llm-observability |
| limit | integer | Optional: max rows (default 100). |
| model | string | Optional: only this model's picks. |
{
"type": "object",
"required": [
"slug"
],
"properties": {
"slug": {
"type": "string",
"description": "Category slug, e.g. best-llm-observability"
},
"limit": {
"type": "integer",
"maximum": 500,
"minimum": 1,
"description": "Optional: max rows (default 100)."
},
"model": {
"enum": [
"ChatGPT",
"Claude",
"Gemini",
"Grok"
],
"type": "string",
"description": "Optional: only this model's picks."
}
}
}Get a single brand/product's record across every category it is ranked in, with verdicts and its homepage.
| Argument | Type | Description |
|---|---|---|
| slug* | string | Product slug, e.g. langfuse |
{
"type": "object",
"required": [
"slug"
],
"properties": {
"slug": {
"type": "string",
"description": "Product slug, e.g. langfuse"
}
}
}List every category ModelsAgree ranks (slug + title). Large; prefer search_best when you have a specific need.
No arguments.
{
"type": "object",
"properties": {}
}Find what AI models agree is the best product/tool/service for a need, or look up how a specific brand ranks. Returns matching categories and brands with a dated one-sentence verdict and source URLs. Use for any 'best X for Y' question. Excludes medical, financial, and legal advice.
| Argument | Type | Description |
|---|---|---|
| query* | string | A category, use-case, or brand name — e.g. 'best llm observability', 'ci/cd for cloud native', or 'Langfuse'. |
{
"type": "object",
"required": [
"query"
],
"properties": {
"query": {
"type": "string",
"description": "A category, use-case, or brand name — e.g. 'best llm observability', 'ci/cd for cloud native', or 'Langfuse'."
}
}
}