
SpecialistMassive marketplace of robust web scrapers and actors, but requires more configuration than Firecrawl's simple API.

Cognitora records 0 monthly visits with — month-over-month growth and Open Source pricing. Firecrawl records 1,828,239 monthly visits with -1.9% growth and Freemium, Contact for Pricing pricing.

Open-source distributed LLM inference orchestration for your own fleet
| Dimension / Metric | ![]() | |
|---|---|---|
| Official Domain | cognitora.dev | firecrawl.dev |
| Pricing Model | Open Source | Freemium, Contact for Pricing |
| Monthly Visits | 0 (0) | 1.83M (1,828,239) |
| MoM Traffic Delta |
| 0 (—) |
| -35.65K (-1.9%) |
| Primary Market & Share | 🌐 Global (—) | 🇺🇸 United States (31.8%) |
|---|
| Direct Visits / mo | 0 | 740.26K |
|---|
| User Rating | 4.6 | 4.7 |
|---|
| 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.
Web data API that turns any site into clean, AI-ready content
Multiple endpoints cover discovery, single-page extraction, whole-site crawling, and URL mapping from one API.
Returns Markdown, structured JSON, HTML, links, and screenshots while stripping navigation, ads, and footers to cut token usage.
After scraping, drive clicks, typing, scrolling, and navigation with prompts or code to reach data behind interaction.
Python and Node SDKs, REST API, CLI, and an MCP server let agents and IDEs connect in minutes.

SpecialistMassive marketplace of robust web scrapers and actors, but requires more configuration than Firecrawl's simple API.

The AI developer cloud for GPU pods, serverless inference and clustering

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-sourceBrowser agents and stealth cloud browsers for real web tasks
Free / Open-sourceServerless cloud infrastructure for AI and data workloads
An AI-native cloud built from silicon to API for training, tuning, and serving models

Combines live web search and cloud browsers for agentic automation, but less specialized in clean markdown generation.

Optimized for semantic web search and AI agent retrieval, but less focused on full-site markdown crawling.
Bundles deep research agents and web search APIs, but less centered on raw site-to-markdown conversion.

SpecialistEnterprise proxy infrastructure with powerful scraping tools, but significantly higher complexity and pricing for simple markdown conversion.


Free / Open-sourceDistributed GPU cloud that orchestrates the world's idle consumer GPUs

Provides excellent URL-to-Markdown document reading and neural search endpoints, but narrower full-site crawling depth.
SpecialistMassive marketplace of robust web scrapers and actors, but requires more configuration than Firecrawl's simple API.
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-sourceBrowser agents and stealth cloud browsers for real web tasks
Free / Open-sourceServerless cloud infrastructure for AI and data workloads
An AI-native cloud built from silicon to API for training, tuning, and serving models
Bundles deep research agents and web search APIs, but less centered on raw site-to-markdown conversion.
SpecialistEnterprise proxy infrastructure with powerful scraping tools, but significantly higher complexity and pricing for simple markdown conversion.
Free / Open-sourceDistributed GPU cloud that orchestrates the world's idle consumer GPUs
Provides excellent URL-to-Markdown document reading and neural search endpoints, but narrower full-site crawling depth.