Vector Panda Documentation

Search and read Vector Panda docs: API operations, pricing, storage tiers, measured benchmarks.

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质量与安全性

B
描述质量
95%
模式完整度
55%
命名质量
98%
投毒风险
100%
权限匹配度
100%
协议合规性
100%

基于对工具定义和协议合规性的自动分析。

上下文开销

~855token 数(工具定义)
~444 B典型响应大小
对注意力有中等影响(占 128k 上下文窗口的 0.67%)

这是每次将服务器的工具加载到模型上下文窗口时所消耗的大致 token 数。数值越高,可用于其他任务的注意力就越少。

安装

一键安装

将以下内容添加到你的 `claude_desktop_config.json` 文件中:

{
  "mcpServers": {
    "docs": {
      "url": "https://www.vectorpanda.com/mcp"
    }
  }
}

远程端点

https://www.vectorpanda.com/mcpstreamable-http

它能做什么

工具清单

工具(8)

🟢 只读🟡 写入🔴 删除⚪ 未知
🟢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.

输入模式

{
  "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.

输入模式

{
  "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.

输入模式

{
  "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.

输入模式

{
  "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.

输入模式

{
  "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.

输入模式

{
  "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.

输入模式

{
  "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.

输入模式

{
  "type": "object",
  "properties": {},
  "$schema": "http://json-schema.org/draft-07/schema#"
}

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最近观测

已验证未记录版本8 个工具
已验证未记录版本8 个工具