Prompt Octopus

Compare prompt responses from 40+ models side by side in VS Code

Intermediate
Screenshot of Prompt Octopus, Compare prompt responses from 40+ models side by side in VS Code

What is Prompt Octopus?

Prompt Octopus is a developer tool. A VS Code extension for prompt engineering that runs 40+ models from OpenAI, Anthropic, DeepSeek, Mistral, Grok and others against your prompt and shows the answers side by side. Bring your own API keys for unlimited local use, or pay $10/mo for hosted servers.

Prompt Octopus is a VS Code extension that turns prompt engineering into a side by side comparison exercise. Instead of pasting a prompt into one model, noting the answer, then repeating the process elsewhere, you highlight the prompt text inside your editor, pick the models you want to test, and read the responses next to each other. It covers OpenAI, Anthropic, DeepSeek, Mistral, Grok and dozens of other providers, with more than 40 models available in total. The tool is aimed at engineers who already tune prompts as part of their development work: people writing system messages, evaluation harnesses, or model selection tests who want quick evidence of which model handles a given task better. Because it runs inside the codebase, the prompt stays where it is versioned, and the comparison happens without leaving the editor or copying text into a browser tab. Prompt and model preferences can be saved, so recurring comparison setups do not need to be rebuilt each session. Billing works through a bring your own key model. You enter API keys for the providers you want, and those keys are stored locally and never seen by the company's servers, which means unlimited usage at the provider's own rates. Alternatively, Prompt Octopus offers hosted access for $10 per month, using its own servers instead of your keys. New users get 10 comparisons free before either path is required, so the workflow can be evaluated without payment or key setup. Prompt Octopus fits the narrow gap between general chat interfaces and full evaluation frameworks. It is lighter than wiring up an eval harness and more focused than comparing models across browser tabs, though it is not a substitute for automated testing at scale. Teams that mainly need prompt storage and sharing will find dedicated prompt management libraries a better home; people whose priority is fast model selection during development will find the extension well matched to that task.

How do you use Prompt Octopus?

  1. 1Install the VS Code extension
    Open the Visual Studio Marketplace listing for Prompt Octopus and install it into VS Code. The extension adds the comparison workflow directly to the editor.
  2. 2Sign in or stay in free mode
    Start with the free allowance of ten comparisons, which needs no API keys or payment. The hosted option can be added later if you want server side model access.
  3. 3Add your own API keys
    If you prefer unlimited usage at provider rates, enter API keys for the providers you want. Keys are stored locally and are not sent to Prompt Octopus servers.
  4. 4Highlight a prompt and pick models
    Select the prompt text in a file, then choose the models to test from the supported list across OpenAI, Anthropic, DeepSeek, Mistral, Grok and others.
  5. 5Compare responses side by side
    Review the returned answers next to each other to decide which model suits the task. Save the prompt and model preferences so the same comparison can be rerun.

Pros and cons

Pros

  • Runs comparisons inside VS Code, so prompts stay in the codebase instead of a separate chat tabAI
  • Covers more than 40 models across OpenAI, Anthropic, DeepSeek, Mistral, Grok and other providersAI
  • Bring your own key mode stores keys locally and removes per-comparison usage feesAI
  • Prompt and model preferences can be saved for reuse across sessionsAI
  • Ten free comparisons allow a real test before keys or payment are requiredAI

Cons

  • Requires a paid hosted tier or your own provider API keys after the first ten comparisonsAI
  • Locked to the VS Code editor, with no standalone web app for non-editor workflowsAI
  • No automated eval, scoring or regression testing, so results must be judged by reading themAI
  • Provider costs in bring your own key mode depend on each vendor's own pricing, which the tool does not controlAI
  • Little information on the site about documentation, support channels or team sharing featuresAI

How much does Prompt Octopus cost?

Free trial

Ten comparisons are available free with no API keys and no payment required, which covers an initial evaluation of the workflow.

Learn more

Pricing

First 10 comparisons are free without keys or payment. Bring your own API keys for free, unlimited usage at provider rates, with keys stored locally. Hosted access through Prompt Octopus servers costs $10 per month.

Learn more

Features

Runs prompts against 40+ models from OpenAI, Anthropic, DeepSeek, Mistral, Grok and others, shows responses side by side, and saves prompt and model preferences. Keys stay local in bring your own key mode.

Frequently asked questions about Prompt Octopus

  • How much does Prompt Octopus cost?
    First 10 comparisons are free without keys or payment. Bring your own API keys for free, unlimited usage at provider rates, with keys stored locally. Hosted access through Prompt Octopus servers costs $10 per month.
  • Does Prompt Octopus offer a free trial?
    Ten comparisons are available free with no API keys and no payment required, which covers an initial evaluation of the workflow.
  • How do you use Prompt Octopus?
    The walkthrough on this page covers 5 steps: 1. Install the VS Code extension 2. Sign in or stay in free mode 3. Add your own API keys 4. Highlight a prompt and pick models 5. Compare responses side by side.
  • What platforms does Prompt Octopus support?
    Prompt Octopus is available on Windows, MacOS and Linux.
  • What are the limitations of Prompt Octopus?
    Requires a paid hosted tier or your own provider API keys after the first ten comparisons. Locked to the VS Code editor, with no standalone web app for non-editor workflows. No automated eval, scoring or regression testing, so results must be judged by reading them.

Status

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Added10/22/2026

Platforms

WindowsMacOSLinux

Pricing

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