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TokenSwarm
Live LLM API pricing & accurate GPU VRAM calculator
TokenSwarm is a free, no-signup utility hub for AI builders. Instantly compare live API pricing across 300+ models and accurately calculate GPU VRAM requirements (including KV cache and context length overhead) before running local models.
Hi Product Hunt! 👋
I built TokenSwarm out of personal frustration. Running local models is amazing, but the constant math required to figure out if a model will fit in my GPU (calculating weights, KV cache, batch sizes) was slowing me down. The same goes for tracking live API costs.
So, I built a central hub to handle all this instantly. It’s a 100% free utility, with no sign-ups or ads. Just raw tools for developers.
I would absolutely love to hear your feedback. Are there any specific VRAM parameters I missed? Which model providers should I add next? Let me know!
how does the VRAM calculator handle models that need to split across multiple GPUs, does it just flag an error or suggest a workable split?
finally a pricing page that does not feel like it was designed to confuse me. The VRAM calc caught me off guard, it actually factored in KV cache for longer contexts instead of giving me the usual misleading number.
About TokenSwarm on Product Hunt
“Live LLM API pricing & accurate GPU VRAM calculator”
TokenSwarm was submitted on Product Hunt and earned 4 upvotes and 3 comments, placing #159 on the daily leaderboard. TokenSwarm is a free, no-signup utility hub for AI builders. Instantly compare live API pricing across 300+ models and accurately calculate GPU VRAM requirements (including KV cache and context length overhead) before running local models.
TokenSwarm was featured in Developer Tools (515.4k followers) and Artificial Intelligence (473.1k followers) on Product Hunt. Together, these topics include over 180.4k products, making this a competitive space to launch in.
Who hunted TokenSwarm?
TokenSwarm was hunted by Medfouni Imad. A “hunter” on Product Hunt is the community member who submits a product to the platform — uploading the images, the link, and tagging the makers behind it. Hunters typically write the first comment explaining why a product is worth attention, and their followers are notified the moment they post. Around 79% of featured launches on Product Hunt are self-hunted by their makers, but a well-known hunter still acts as a signal of quality to the rest of the community. See the full all-time top hunters leaderboard to discover who is shaping the Product Hunt ecosystem.
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Medfouni Imad