Vector Panda Documentation
Search and read Vector Panda docs: API operations, pricing, storage tiers, measured benchmarks.
¿Debería usar esto?
Calidad y seguridad
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": {
"docs": {
"url": "https://www.vectorpanda.com/mcp"
}
}
}Puntos de conexión remotos
https://www.vectorpanda.com/mcpstreamable-httpQué puede hacer
Inventario de herramientas
Herramientas (8)
🟢search_docs(query, limit)
Full-text search across Vector Panda concepts, tutorials, projects, and the engineering build log. Returns ranked matches with canonical URLs and freshness.
Esquema de entrada
{
"type": "object",
"properties": {
"query": {
"type": "string",
"description": "Search terms"
},
"limit": {
"type": "integer",
"minimum": 1,
"maximum": 20,
"description": "Maximum results (default 5, cap 20)"
}
},
"required": [
"query"
],
"additionalProperties": false,
"$schema": "http://json-schema.org/draft-07/schema#"
}🟢read_doc(path)
Fetch the full Markdown of one document by its site path (for example /docs/concepts/embeddings-101), as returned by search_docs.
Esquema de entrada
{
"type": "object",
"properties": {
"path": {
"type": "string",
"description": "Site path of the document, e.g. /docs/tutorials/filter-syntax"
}
},
"required": [
"path"
],
"additionalProperties": false,
"$schema": "http://json-schema.org/draft-07/schema#"
}🟢get_quickstart
The Vector Panda quickstart: install the veep Python SDK, upload a file, and run similarity queries end to end.
Esquema de entrada
{
"type": "object",
"properties": {},
"$schema": "http://json-schema.org/draft-07/schema#"
}🟢get_api_operation(operation)
List public REST API operations, or pass one (e.g. "POST /api/v1/query") for its parameters, request body, responses, and auth. Sourced from the published OpenAPI spec.
Esquema de entrada
{
"type": "object",
"properties": {
"operation": {
"type": "string",
"description": "Operation key like \"POST /api/v1/query\"; omit to list all operations"
}
},
"additionalProperties": false,
"$schema": "http://json-schema.org/draft-07/schema#"
}🟢get_pricing
Current storage-tier pricing, monthly usage credits, and billing cycle. Storage-only pricing: no per-query or egress fees.
Esquema de entrada
{
"type": "object",
"properties": {},
"$schema": "http://json-schema.org/draft-07/schema#"
}🟢get_benchmark_methodology
Measured benchmark results and full reproduction methodology (VectorDBBench through the public API), including dataset, recall, and cost.
Esquema de entrada
{
"type": "object",
"properties": {},
"$schema": "http://json-schema.org/draft-07/schema#"
}🟢compare_storage_tiers
Hot, warm, and paused storage tiers: current per-GB prices with what each tier means for query latency and when to pick it.
Esquema de entrada
{
"type": "object",
"properties": {},
"$schema": "http://json-schema.org/draft-07/schema#"
}🟢list_supported_formats
File formats accepted for vector ingestion, from the canonical features page.
Esquema de entrada
{
"type": "object",
"properties": {},
"$schema": "http://json-schema.org/draft-07/schema#"
}Comunidad
Evidencia