AgentKernel AI model data
Live prices, rankings, licences and privacy of AI models: best model per task, costs, alternatives.
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Calidad y seguridad
Hallazgos (1)
- LOWTool 'estimate_cost' description lacks action verben estimate_cost
Basado en el análisis automatizado de las definiciones de herramientas y el cumplimiento del protocolo.
Costo de contexto
Este es el número aproximado de tokens que se consumen cada vez que las herramientas del servidor se cargan en el contexto de un modelo. Los recuentos más altos reducen la atención disponible para otras tareas.
Instalar
Instalación con un clic
Agrega esto a tu archivo `claude_desktop_config.json`:
{
"mcpServers": {
"models": {
"url": "https://www.agentkernel.si/mcp"
}
}
}Puntos de conexión remotos
https://www.agentkernel.si/mcpstreamable-httpQué puede hacer
Inventario de herramientas
Herramientas (6)
🟢best_for_task(task, license, limit)
Ranks AI models for one task by performance only (price shown, never used for the rank). Tasks cover text, coding, agents, websites/UI/games/data viz, image generation and editing, video from text or image, video editing, text to speech, transcription, music and embeddings.
Esquema de entrada
{
"type": "object",
"properties": {
"task": {
"type": "string",
"enum": [
"overall",
"coding",
"agents",
"websites",
"ui-components",
"game-development",
"data-visualization",
"3d-scenes",
"svg-graphics",
"web-apps",
"full-stack",
"mobile-apps",
"image-generation",
"image-editing",
"graphics-and-logos",
"text-to-video",
"image-to-video",
"video-editing",
"text-to-speech",
"transcription",
"music",
"embeddings"
],
"description": "Task slug"
},
"license": {
"type": "string",
"enum": [
"all",
"open",
"closed"
],
"default": "all",
"description": "open = open weights only, closed = proprietary only"
},
"limit": {
"type": "integer",
"minimum": 1,
"maximum": 25,
"default": 10
}
},
"required": [
"task"
],
"additionalProperties": false
}🟢recommend_models(use_case, monthly_budget_usd, priority, input_tokens, output_tokens, ...)
Returns the best-fitting language models for a use case and monthly API budget using the published AgentKernel Fit Score (performance, cost, context, features), with optional privacy and licence requirements.
Esquema de entrada
{
"type": "object",
"properties": {
"use_case": {
"type": "string",
"enum": [
"everyday",
"coding",
"agents",
"documents"
]
},
"monthly_budget_usd": {
"type": "number",
"minimum": 0,
"default": 10
},
"priority": {
"type": "string",
"enum": [
"balanced",
"quality",
"saving"
],
"default": "balanced"
},
"input_tokens": {
"type": "integer",
"minimum": 0,
"default": 1000000,
"description": "Input tokens per month"
},
"output_tokens": {
"type": "integer",
"minimum": 0,
"default": 250000,
"description": "Output tokens per month"
},
"privacy": {
"type": "string",
"enum": [
"any",
"zdr",
"eu"
],
"default": "any",
"description": "zdr = zero data retention, eu = zero retention in an EU region"
},
"open_weights_only": {
"type": "boolean",
"default": false
},
"needs_vision": {
"type": "boolean",
"default": false
},
"include_free": {
"type": "boolean",
"default": false
}
},
"required": [
"use_case"
],
"additionalProperties": false
}🟢get_model(model, input_tokens, output_tokens)
Price, context window, performance/coding/agentic index with rank, licence, privacy, cost for a usage volume and cheaper or open alternatives for one language model.
Esquema de entrada
{
"type": "object",
"properties": {
"model": {
"type": "string",
"description": "Model id like \"anthropic/claude-opus-5.5\" or a name like \"Claude Opus 5.5\""
},
"input_tokens": {
"type": "integer",
"minimum": 0,
"default": 1000000
},
"output_tokens": {
"type": "integer",
"minimum": 0,
"default": 250000
}
},
"required": [
"model"
],
"additionalProperties": false
}🟢find_models(query, license, privacy, sort, limit)
Searches and filters the catalog of language models by name, provider, licence and privacy, sorted by performance, coding, agentic index, price or context.
Esquema de entrada
{
"type": "object",
"properties": {
"query": {
"type": "string",
"description": "Part of a name, id or provider"
},
"license": {
"type": "string",
"enum": [
"all",
"open",
"closed"
],
"default": "all"
},
"privacy": {
"type": "string",
"enum": [
"any",
"zdr",
"eu"
],
"default": "any"
},
"sort": {
"type": "string",
"enum": [
"performance",
"coding",
"agentic",
"price",
"context"
],
"default": "performance"
},
"limit": {
"type": "integer",
"minimum": 1,
"maximum": 25,
"default": 10
}
},
"additionalProperties": false
}🟢estimate_cost(models, input_tokens, output_tokens)
Monthly API cost at base rates for up to five models and a token volume, with the volume translated into words and pages.
Esquema de entrada
{
"type": "object",
"properties": {
"models": {
"type": "array",
"items": {
"type": "string"
},
"minItems": 1,
"maxItems": 5
},
"input_tokens": {
"type": "integer",
"minimum": 0,
"default": 1000000
},
"output_tokens": {
"type": "integer",
"minimum": 0,
"default": 250000
}
},
"required": [
"models"
],
"additionalProperties": false
}🟢cheaper_alternative(model, input_tokens, output_tokens)
For a model you use today, finds a cheaper model at most five performance-index points lower for the same usage.
Esquema de entrada
{
"type": "object",
"properties": {
"model": {
"type": "string"
},
"input_tokens": {
"type": "integer",
"minimum": 0,
"default": 1000000
},
"output_tokens": {
"type": "integer",
"minimum": 0,
"default": 250000
}
},
"required": [
"model"
],
"additionalProperties": false
}Comunidad
Evidencia