Prompt Octopus is a VSCode extension allowing developers to select prompts, choose from 40+ LLMs, and compare responses side-by-side within their codebase.
Developer & AI Platformpromptoctopus.comTracked since 2026-08-211 discovery source
496Backlinks
101Referring domains
18Domain authority
-6.1%Referring domains · 90 days
Authority & distribution
How strong is Prompt Octopus’s web footprint?
Backlinks measure accumulated distribution; referring domains show how broadly that authority is spread. Both are observable on the open web, so both are published for every product here.
Backlinks
496Current snapshot
Referring domains
101Current snapshot
Authority
18Domain authority · category median 22
90-day move
-6.1%Referring domains, last 90 days
At 18, Prompt Octopus sits below the 22 median for its category.
Trajectory · Pro
The counts above are the latest of 370 daily observations. The curve through them is on the full profile.
Traffic makes more sense when you can connect it to the actual product promise.
“Prompt Octopus”
Prompt Octopus is a VSCode extension allowing developers to select prompts, choose from 40+ LLMs, and compare responses side-by-side within their codebase.
Developer & AI PlatformSeen 2026-08-21 → 2026-08-21Coverage tier C
What we have measured
4 of 8 signal groups are available for this product: identity, authority and backlinks, AI referrals, search demand.
Not measured for this domain: traffic and engagement, audience demographics, country distribution, acquisition mix. Those sections are left out of the page rather than filled with estimates.
Canonical website: https://promptoctopus.com
Observed across 1 discovery source.
Research questions
What the evidence answers about Prompt Octopus.
Every answer is tied to a source we collected, and the questions with no evidence behind them are left unanswered rather than guessed.
What does Prompt Octopus do, and what problem does it solve?
Prompt Octopus is a VSCode extension that allows developers to highlight a prompt, select from over 40 LLMs, and compare their responses side-by-side directly within their codebase. It solves the problem of evaluating and comparing different model outputs for the same prompt to find the best model for a given task.
In what situations is Prompt Octopus used?
It is used by developers who need to evaluate and compare the performance of different large language models for prompt engineering tasks, code generation, or other AI development workflows directly within their coding environment.
What features does Prompt Octopus include?
Key features include integration as a VSCode extension, the ability to choose from over 40 LLMs, side-by-side response comparison, saving of prompt and model preferences, and support for using personal API keys for free, unlimited usage or a paid subscription for server usage.
How is Prompt Octopus priced?
Users can try it free for their first 10 comparisons without needing API keys. For unlimited usage, they can bring their own API keys for free, or upgrade to a paid plan at $10 per month to use Prompt Octopus servers.
Who is Prompt Octopus for?
Prompt Octopus is for developers and engineers who work with large language models and want to evaluate their outputs within a VSCode-based development workflow.
What is Prompt Octopus?
Prompt Octopus is a VSCode extension that enables developers to run prompts against over 40 different LLMs and compare their responses side-by-side directly in their code editor.
Behind the lock
Unlock full Prompt Octopus intelligence.
Backlink trajectoryThe figures above are the latest observation. The daily curve behind them holds 370.
AI referral detailHow much traffic assistants send.
Search structure and ranking depthOrganic against paid, brand against non-brand, and how many keywords rank in the top three against the long tail — which is what decides whether the demand is portable or tied to the name.
The rest of the marketPage through every leaderboard 100 rows at a time, put any five products side by side, and query the whole dataset over API / MCP.
Worldwide estimates · Data period 2026-05-01 → 2026-07-31. Figures are measured estimates intended for market research. Signals we have not measured for this domain are omitted, never estimated; a measured zero is still reported as zero. How this was measured