SpecialistThe AI developer cloud for GPU pods, serverless inference and clustering
SpecialistThe AI developer cloud for GPU pods, serverless inference and clustering
Cognitora records 0 monthly visits with — month-over-month growth and Open Source pricing. InsForge records 60,257 monthly visits with -11.3% growth and Freemium, Contact for Pricing, Free pricing.

Open-source distributed LLM inference orchestration for your own fleet
| Dimension / Metric | ![]() | ![]() |
|---|---|---|
| Official Domain | cognitora.dev | insforge.dev |
| Pricing Model | Open Source | Freemium, Contact for Pricing, Free |
| Monthly Visits | 0 (0) | 60.26K (60,257) |
| MoM Traffic Delta | 0 (—) | -7.69K (-11.3%) |
| Primary Market & Share | 🌐 Global (—) | 🇺🇸 United States (32.2%) |
| Direct Visits / mo | 0 | 31.4K |
| User Rating | 4.6 | 4.4 |
| Supported Platforms | Website | Website |

Open-source distributed LLM inference orchestration for your own fleet
Routes each request to the node whose cache holds the longest matching prompt prefix, using longest-prefix overlap of BLAKE3 sequence digests to avoid repeated prefill work.
One OpenAI-compatible API in front of vLLM, SGLang, llama.cpp, Apple MLX and a TRT-LLM spawn driver, so you can mix engines inside a single cluster.
Runs prefill and decode on separate replica pools with KV handoff through NixlConnector, letting each phase use hardware suited to it.
Folds Redfish and NVML power readings into routing scores, applies soft per-node watt caps, and drains hot nodes automatically to cut energy per token.

Agent-native cloud infrastructure that lets coding agents run the whole backend stack
Database, auth, storage and deploys are all driven by coding agents through CLI commands and skill files instead of manual dashboard work.
A structured, scalable Postgres database provisioned from day one, with vector storage for embeddings and semantic search.
Add sign-ups and logins with built-in OAuth providers, plus email-based OTP login in recent releases.
Route and configure AI models through one gateway rather than managing separate provider SDKs and keys.
SpecialistThe AI developer cloud for GPU pods, serverless inference and clustering
SpecialistThe AI developer cloud for GPU pods, serverless inference and clustering

Give your AI agents secure, authenticated access to 1,700+ apps
Give your AI agents secure, authenticated access to 1,700+ apps

Free / Open-sourceTogether AI is the AI Native Cloud — a full-stack platform for running, fine-tuning and training open-source models. It spans serverless inference APIs, dedicated endpoints, GPU clusters, post-training and storage, all backed by in-house systems research.
Free / Open-sourceTogether AI is the AI Native Cloud — a full-stack platform for running, fine-tuning and training open-source models. It spans serverless inference APIs, dedicated endpoints, GPU clusters, post-training and storage, all backed by in-house systems research.
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Free / Open-sourceDistributed GPU cloud that orchestrates the world's idle consumer GPUs

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