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Vector Panda Documentation

by vectorpanda.com · remote · no sign-in to list tools · v1.0.0 · published by com.vectorpanda

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

Read only
CompareRegistry entry

8 tools: 8 only read.

Scanned Oct 21, 2026

No check matched anything in the tool definitions. No finding is not a safety guarantee. How the checks work.

claude mcp add --transport http docs https://www.vectorpanda.com/mcp

Tools

Open a tool for its reasons and full description. Descriptions are the publisher's own words, shown as they are.

8 tools

Only reads 8Claude Code: allow
  • compare_storage_tiersHot, warm, and paused storage tiers: current per-GB prices with what each tier means for query latency and when to pick it.No findings

    Why it is in this group

    • The name "compare_storage_tiers" says "compare": a word for reading.
    Description, as the server wrote it
    Hot, warm, and paused storage tiers: current per-GB prices with what each tier means for query latency and when to pick it.

    Annotations the server declares

    • readOnlyHint: true
    • destructiveHint: false
    • idempotentHint: true
    • openWorldHint: false
  • get_api_operationList public REST API operations, or pass one (e.g.No findings

    Why it is in this group

    • The name "get_api_operation" says "get": a word for reading.
    Description, as the server wrote it
    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.

    Annotations the server declares

    • readOnlyHint: true
    • destructiveHint: false
    • idempotentHint: true
    • openWorldHint: false
  • get_benchmark_methodologyMeasured benchmark results and full reproduction methodology (VectorDBBench through the public API), including dataset, recall, and cost.No findings

    Why it is in this group

    • The name "get_benchmark_methodology" says "get": a word for reading.
    Description, as the server wrote it
    Measured benchmark results and full reproduction methodology (VectorDBBench through the public API), including dataset, recall, and cost.

    Annotations the server declares

    • readOnlyHint: true
    • destructiveHint: false
    • idempotentHint: true
    • openWorldHint: false
  • get_pricingCurrent storage-tier pricing, monthly usage credits, and billing cycle.No findings

    Why it is in this group

    • The name "get_pricing" says "get": a word for reading.
    Description, as the server wrote it
    Current storage-tier pricing, monthly usage credits, and billing cycle. Storage-only pricing: no per-query or egress fees.

    Annotations the server declares

    • readOnlyHint: true
    • destructiveHint: false
    • idempotentHint: true
    • openWorldHint: false
  • get_quickstartThe Vector Panda quickstart: install the veep Python SDK, upload a file, and run similarity queries end to end.No findings

    Why it is in this group

    • The name "get_quickstart" says "get": a word for reading.
    Description, as the server wrote it
    The Vector Panda quickstart: install the veep Python SDK, upload a file, and run similarity queries end to end.

    Annotations the server declares

    • readOnlyHint: true
    • destructiveHint: false
    • idempotentHint: true
    • openWorldHint: false
  • list_supported_formatsFile formats accepted for vector ingestion, from the canonical features page.No findings

    Why it is in this group

    • The name "list_supported_formats" says "list": a word for reading.
    Description, as the server wrote it
    File formats accepted for vector ingestion, from the canonical features page.

    Annotations the server declares

    • readOnlyHint: true
    • destructiveHint: false
    • idempotentHint: true
    • openWorldHint: false
  • read_docFetch the full Markdown of one document by its site path (for example /docs/concepts/embeddings-101), as returned by search_docs.No findings

    Why it is in this group

    • The name "read_doc" says "read": a word for reading.
    Description, as the server wrote it
    Fetch the full Markdown of one document by its site path (for example /docs/concepts/embeddings-101), as returned by search_docs.

    Annotations the server declares

    • readOnlyHint: true
    • destructiveHint: false
    • idempotentHint: true
    • openWorldHint: false
  • search_docsFull-text search across Vector Panda concepts, tutorials, projects, and the engineering build log.No findings

    Why it is in this group

    • The name "search_docs" says "search": a word for reading.
    Description, as the server wrote it
    Full-text search across Vector Panda concepts, tutorials, projects, and the engineering build log. Returns ranked matches with canonical URLs and freshness.

    Annotations the server declares

    • readOnlyHint: true
    • destructiveHint: false
    • idempotentHint: true
    • openWorldHint: false

This is not a safety rating, and no finding is not a safety guarantee. The groups and findings come from fixed checks of the tool definitions the server returned on the date shown, not from its code or what it does when called. How the checks work.

Install

Pinned to version 1.0.0. Values in angle brackets are yours to fill in.

claude mcp add --transport http docs https://www.vectorpanda.com/mcp

Run in a terminal.

Claude Code permissions

Allow the reads, ask before a change, deny the deletes. Paste into .claude/settings.json.

.claude/settings.json
{
  "permissions": {
    "allow": [
      "mcp__docs__search_docs",
      "mcp__docs__read_doc",
      "mcp__docs__get_quickstart",
      "mcp__docs__get_api_operation",
      "mcp__docs__get_pricing",
      "mcp__docs__get_benchmark_methodology",
      "mcp__docs__compare_storage_tiers",
      "mcp__docs__list_supported_formats"
    ],
    "ask": [],
    "deny": []
  }
}

Tools that only read are allowed, tools that change things ask first, tools that delete or cancel are denied. It assumes the server is installed as docs. Review it before you use it.