Vector Panda Documentation

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

CommunityOnlineNo sign-inGlobalFreeRead-only

What it can do

    What data it sees

    Do you need an account

    No: the server works without sign-in

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

    How to connect

    How to connect Vector Panda Documentation to Claude

    The server address to paste into Claude settings:

    https://www.vectorpanda.com/mcp

    1. Open Claude (claude.ai or the desktop app).
    2. Go to Settings → Connectors.
    3. Click Add custom connector.
    4. Paste the server address copied below into Remote MCP server URL and click Add.
    5. In a chat, click + → Connectors and switch the new connector on.

    Custom connectors are available on Free, Pro, Max, Team and Enterprise plans (Free is limited to one). On Team and Enterprise an organization Owner adds the connector first under Organization settings → Connectors.

    Authorization

    After you click Add, a sign-in window for the service opens. Sign in with your own account and approve access. Claude never sees your password.

    How to connect Vector Panda Documentation to ChatGPT

    The server address to paste into ChatGPT settings:

    https://www.vectorpanda.com/mcp

    1. Open ChatGPT in a browser (chatgpt.com). A Plus, Pro, Business, Enterprise or Edu plan is required.
    2. Turn on developer mode once: Settings → Apps → Advanced settings → Developer mode.
    3. Open Settings → Connectors and click Create.
    4. Fill in the form: Name (anything), Description (one line about what the service does), MCP server URL (copy it below).
    5. Under Authentication choose OAuth if the service requires sign-in, otherwise None. Click Create.
    6. In a new chat open + → Apps/Connectors and enable the connector.

    OpenAI has renamed this section before (Connectors → Apps/Plugins). If the label differs, search settings for "developer mode". On Business/Enterprise workspaces an admin must allow custom connectors first.

    Authorization

    On first use ChatGPT opens the service's sign-in window. Sign in and approve access.

    How to connect Vector Panda Documentation to Cursor

    The server address to paste into Cursor settings:

    https://www.vectorpanda.com/mcp

    Fastest: click Open in Cursor below and confirm the prompt.

    Manually:

    1. In Cursor open Settings → Cursor Settings → MCP and click Add new global MCP server.
    2. Paste the JSON copied below into ~/.cursor/mcp.json (per project: .cursor/mcp.json in the repo root).
    3. Save the file. The server appears in the MCP list; authorize it there if asked.

    Authorization

    If the service needs sign-in, an authorize button appears next to the server in the MCP list.

    Server tool list (8)

    Raw names from tools/list. Only developers need these.

    search_docsFull-text search across Vector Panda concepts, tutorials, projects, and the engineering build log. Returns ranked matches with canonical URLs and freshness.
    read_docFetch the full Markdown of one document by its site path (for example /docs/concepts/embeddings-101), as returned by search_docs.
    get_quickstartThe Vector Panda quickstart: install the veep Python SDK, upload a file, and run similarity queries end to end.
    get_api_operationList 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.
    get_pricingCurrent storage-tier pricing, monthly usage credits, and billing cycle. Storage-only pricing: no per-query or egress fees.
    get_benchmark_methodologyMeasured benchmark results and full reproduction methodology (VectorDBBench through the public API), including dataset, recall, and cost.
    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.
    list_supported_formatsFile formats accepted for vector ingestion, from the canonical features page.