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Nebius Cookbooks

Practical, runnable recipes and tools across the open independent AI ecosystem

Choose a cookbook to go from an idea to a working build with clear prerequisites, time estimates, and costs where they have been measured.

21 cookbooks
Agents & Orchestration

Building a Deep Research Agent powered by Tavily and Token Factory

by AbdulMajed Raja

Wire Tavily web search into a Deep Agent running on a Nebius Token Factory model, then ask it a research question and get back a sourced, multi-step report.

~$0.07 per run< 5 min to first run
Inference

How to use OpenCode with Nebius Token Factory models

by AbdulMajed Raja

Connect Nebius Token Factory to OpenCode once, then run any Token Factory model in your terminal. Includes a one-shot build prompt and the measured token cost of a real run.

~$0.76 per run< 5 min to first run
Data, Evals & Observability

Agentic cost benchmark

by Sujee Maniyam

Run a task across multiple models on Token Factory, then compare measured cost, tokens, latency, and correctness - not just list price.

~$0.11 per run< 3 min to first run
Data, Evals & Observability

Invoice Extraction with Confidence-Gated Human Validation

by AbdulMajed Raja

Extract invoice fields with a Nebius vision model, then escalate only the uncertain ones to a vetted human expert through Tendem by Toloka. Pay for judgment where it matters.

~$3.00 per run~10 min to first run
Agents & Orchestration

Your First Agent on Nebius

by Clément Sauvage

A FastAPI service that streams one Nebius chat completion as SSE, with structured logs, Prometheus metrics, rate limiting, and a production Dockerfile.

< 5 min to first run
Search & Retrieval

Domain Knowledge with Pinecone

by Clément Sauvage

Give a FastAPI agent a Pinecone knowledge base embedded on Nebius, and ground its answers with typed, per-field citations.

< 6 min to first run
Inference

Using open models from Nebius Token Factory with Claude Code

by AbdulMajed Raja

Point Claude Code at Kimi K2.7 Code on Nebius Token Factory through a local relay, run a headless coding task with real tool use, and see what it cost, without touching your Claude Code config.

~$0.05 per run< 5 min to first run
Inference

Connect OpenClaw to Nebius Token Factory

by Sujee Maniyam

Configure Nebius Token Factory as a custom OpenClaw model provider and use Kimi K2.6 from the dashboard or terminal interface.

< 10 min to first run
Inference

Run OpenHands Agent Canvas on Nebius Token Factory models

by AbdulMajed Raja

Self-host OpenHands Agent Canvas, point it at GLM-5.3-Flash on Nebius Token Factory through the built-in nebius provider, and watch a real coding task finish in seconds for under a cent.

~$0.01 per run< 10 min to first run
Agents & Orchestration

Build an enterprise knowledge base with OpenWiki and Kimi K2.7 Code

by AbdulMajed Raja

Point LangChain's OpenWiki agent at a repository through Nebius Token Factory and get a reviewable, evidence-grounded Markdown knowledge base your teams can own in Git.

From $0.79 per run~15 min to first run
Search & Retrieval

Real-Time Data with Tavily

by Clément Sauvage

Add Tavily web search to a Pinecone-backed book recommender so a Nebius answer model can cite fresh sources alongside a static corpus.

< 6 min to first run
Agents & Orchestration

Stronger Agents with LangChain and LangGraph

by Clément Sauvage

Route requests through a typed LangGraph, cap token budgets by path, and stream phase events so users see progress before the model finishes.

< 6 min to first run
Agents & Orchestration

Short-Term Memory with LangChain

by Clément Sauvage

Add thread-scoped short-term memory to a Nebius-backed LangChain agent so follow-up questions in one conversation resolve correctly.

< 6 min to first run
Agents & Orchestration

Long-Term Memory with LangChain and Postgres

by Clément Sauvage

Add durable, Postgres-backed user memory to a LangGraph agent so it recalls preferences across threads and restarts, with list, summary, and delete endpoints.

< 8 min to first run
Data, Evals & Observability

Observability with LangSmith

by Clément Sauvage

Trace, inspect, annotate, and debug a stateful Nebius-backed agent with LangSmith, with tracing off by default so the recipe still runs without a LangSmith account.

< 8 min to first run
Agents & Orchestration

Adding Guardrails with LangChain

by Clément Sauvage

Add input and output guardrails, including PII redaction, to a Nebius-backed LangChain agent with fail-closed behavior.

< 8 min to first run
Agents & Orchestration

Actions with MCP and Stripe

by Clément Sauvage

Let a guarded book agent request a Stripe test-mode checkout link through MCP, with a human approval step standing between the model and the payment call.

< 10 min to first run
Agents & Orchestration

Sentinel: Regulatory Compliance Auditor

by Tikhon Roshchupkin

Agentic RAG that audits 200 enterprise SOPs against 36 regulatory frameworks and files gap findings as Jira tickets.

< 23 min to first run
Agents & Orchestration

Build a Jev-Style Typed Decision Model With GLM-5.3 Flash

by AbdulMajed Raja

Turn GLM-5.3 Flash on Token Factory into a typed decision model: declared answers in, probabilities out, read from logprobs instead of generated text. Measured on 100 tickets at under a cent per 100 decisions.

~$0.02 per run< 5 min to first run
Post-Training & RL

Prompt Optimization with OpenEnv and Open Models

by AbdulMajed Raja

Build a Hugging Face OpenEnv environment for an IT access-request desk, run a Token Factory model as the agent, and optimize its system prompt against the environment reward. It needs no fine-tuning and no GPU.

~$0.43 per run< 30 min to first run
Models

Build with Beam on Token Factory

by Daniel Myers

Make your first calls to Reflection AI's Beam, a 501B open-weight coding and agent model, through the Token Factory OpenAI-compatible API, then wire it into a coding agent.

< 5 min to first run