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Cognitora vs n8n
n8n focuses on general workflow automation, not low-latency inference orchestration across GPU fleets.
Which to pick
Pick Cognitora if you want…
- Engine-agnostic inference orchestration
- A free, open-source tool
Pick n8n if you want…
- Low-code AI-enabled workflow automation
- Workflow automation
Side by side
- What it is
- Cognitora:Cognitora is an open-source platform that orchestrates AI inference across heterogeneous engines using microVMs and KV-aware routing.
- n8n:n8n is a workflow automation platform that combines AI, code, and no-code to build and run integrations.
- Best for
- Cognitora:Engine-agnostic inference orchestration
- n8n:Low-code AI-enabled workflow automation
- Who it’s for
- Cognitora:ML engineers and ops teams needing secure, low-latency inference on bare metal or cloud fleets.
- n8n:Technical teams needing flexible automation with AI and code control
- Pricing
- Cognitora:Open source
- n8n:Freemium
- Plans
- Cognitora:—
- n8n:Starter 20€/mo billed annually · Pro 50€/mo billed annually · Business 667€/mo billed annually
- Open source
- Cognitora:Yes
- n8n:Yes, 206,435 GitHub stars
- Works with
- Cognitora:Rust, OpenAI API, vLLM, SGLang, llama.cpp, MLX, TRT-LLM, Kubernetes
- n8n:—
Cognitora features
- KV-Aware Routing. BLAKE3 sequence digests route requests to nodes with cached prefixes, reducing redundant prefill work.
- Energy-Aware Scheduling. Power telemetry (Redfish, NVML) influences routing scores and enforces soft watt caps.
- Multi-Tier KV Cache. RAM (DashMap) and SSD (RocksDB) tiers with cross-node QUIC fetch accelerate token reuse.
- Engine-Agnostic Agent. Supervises vLLM, SGLang, llama.cpp, MLX, TRT-LLM and OpenAI-compatible servers via a single OpenAI gateway.
- Bare-Metal First Deploy. One curl install, six static binaries and systemd units run without Kubernetes.
- Cross-Cluster Federation. Routers forward requests to the lowest-latency peer cluster when local nodes lack the model.
- Native Inference Engine. First-party GGUF engine on Candle runs models directly behind the same OpenAI HTTP surface.
- Observability Dashboard. Zero-dependency web UI shows live request, token, latency, KV utilization and power metrics.
n8n features
- AI nodes & agents. Add AI agents or AI steps to workflows, choose models and set guardrails.
- Code steps (JS/Python). Write JavaScript or Python directly in any workflow node.
- Extensive integrations. Over 500 pre-built integrations and ability to import cURL commands.
- Version control & environments. Git-based versioning, multiple environments and visual diffs for safe deployment.
- Observability. Logs interleaved with code, audit logs, real-time alerts and usage dashboards.
- Security & governance. On-prem deployment, SSO/SAML/LDAP, encrypted secret store, RBAC and AI governance.
Cognitora vs n8n FAQ
Is Cognitora or n8n free?+
Cognitora is free and open source. n8n has a free plan and paid plans.
Is Cognitora or n8n open source?+
Yes, both are open source: Cognitora (Cognitora/Example-with-Cognitora-Python-SDK on GitHub) and n8n (n8n-io/n8n on GitHub).
On DevHunt
Based on each tool's website and DevHunt data. Details may change; check the official sites.