Vector Panda Documentation

com.vectorpandaPublished by vectorpanda.comOfficial publisherv1.0.0Updated Oct 24, 2026

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

The publisher's own server: Vector Panda

VerifiedStreamable HTTPWeb executableKnowledge & MemoryDeveloper Tools

Overview

AI-generated overview

A remote documentation server that lets an assistant search and read Vector Panda docs, API operations, pricing, storage tiers and benchmarks.

What you can do
Search and read Vector Panda documentation, returning ranked matches with canonical URLs and full Markdown by site path. Walk through the quickstart for the veep Python SDK, from install to file upload and similarity queries. Look up public REST API operations, including parameters, request body, responses and auth from the OpenAPI spec. Check current storage-tier pricing, usage credits and billing cycle. Review measured benchmark results and reproduction methodology, and compare hot, warm and paused storage tiers. List file formats accepted for vector ingestion.
When to use it
Useful when answering questions about Vector Panda's product, API, pricing or benchmarks, or when helping someone follow its quickstart and choose a storage tier, without browsing the site manually.
Requirements
A remote streamable HTTP endpoint at the provider's site; no package, environment variables or headers are declared. Network access is needed.
Before you install
The server is read-only documentation lookup; it does not upload files or run queries itself. Pricing and benchmark figures are documentation content and may change, so confirm current values before relying on them for cost decisions.

Installation

In SourceWeft

  1. Open Vector Panda Documentation in the dashboard and add it to a workspace.
  2. Enable the server for the chats that should use its tools.

Web executable via Streamable HTTP. Remote servers run from the web runtime once configured in a workspace.

Use with an agent

Paste this prompt into Claude Code, Codex, Cursor or another agent — or into SourceWeft chat. The agent reads this server's install guide, shows you its publisher, endpoint and sign-in, and adds it to your client once you agree. Keys never go into a command.

Read https://sourceweft.com/mcp/com.vectorpanda%2Fdocs/install.md and connect the MCP server it describes to my client. Before changing any config, show me its publisher, endpoint and sign-in method and wait for my OK. Never put an API key in a command or in a file I would commit; ask me where it should come from.

Read the install guide the agent follows

Other MCP clients

Add this to your client's mcpServers config.

{
  "mcpServers": {
    "vector-panda-documentation": {
      "type": "http",
      "url": "https://www.vectorpanda.com/mcp"
    }
  }
}

Tools

8

search_docs

Search documentation

Full-text search across Vector Panda concepts, tutorials, projects, and the engineering build log. Returns ranked matches with canonical URLs and freshness.

Parameterslimitqueryrequired

read_doc

Read a document

Fetch the full Markdown of one document by its site path (for example /docs/concepts/embeddings-101), as returned by search_docs.

Parameterspathrequired

get_quickstart

Get the quickstart

The Vector Panda quickstart: install the veep Python SDK, upload a file, and run similarity queries end to end.

Takes no parameters.

get_api_operation

Look up an API 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.

Parametersoperation

get_pricing

Get current pricing

Current storage-tier pricing, monthly usage credits, and billing cycle. Storage-only pricing: no per-query or egress fees.

Takes no parameters.

get_benchmark_methodology

Get benchmark methodology

Measured benchmark results and full reproduction methodology (VectorDBBench through the public API), including dataset, recall, and cost.

Takes no parameters.

compare_storage_tiers

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.

Takes no parameters.

list_supported_formats

List supported ingest formats

File formats accepted for vector ingestion, from the canonical features page.

Takes no parameters.

Version history

1
  1. v1.0.0LatestSep 16, 2026

Score

72% of the applicable checks met

How complete this listing is, computed from the registry entry, the endpoint and public sources. Not a rating of the server and not a statement that it is safe or working today: reachability is a dated check, and no installs or reviews go into the score.

  • Reached in the last 30 daysRequired25 pts
  • Auth declaredRequired10 pts
  • Tools listedRequired15 pts
  • DescriptionRequired15 pts
  • Logo10 pts

    Publish an icon in the registry entry.

  • Documentation15 pts

    Declare a GitHub repository with a README, or serve resource_documentation in the OAuth protected-resource metadata.

  • LicenseNot applicable

    A hosted service is used under its provider's terms, so no license is expected here. This check is left out of the percentage.

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