Mistral AI Cookbooks

Discover Mistral AI technologies capabilities from basic tutorials to advanced use cases

Contribute Join our discord ↗

Quick access to model recipes

Advanced AI capabilities

Code generation tools

Topics

Explore by Topics

Discover our cookbooks by use case

Featured Cookbooks

Discover our best cookbooks

Chat with your Documents with built-in Document QnA

OCRDocuments+1

Product Classification: Customise your own classifier for tailored food categorization

ClassificationFinetuning

Document Chunking ↗	OCR
Multi-Agent Orchestration for Data Analysis & Simulation Scenarios ↗	Agents
Build a Custom MCP Server on LeChat: Tic-Tac-Toe with MistralAI ↗	MCP
HubSpot Dynamic Multi-Agent System with Magistral Reasoning ↗	AgentsReasoning
Financial Analyst with MistralAI Agents API and MCP ↗	Agents
Basics of Function Calling ↗	Function calling
Github Automation with Mistral AI Agents ↗	AgentsGithub
Monitoring LlamaIndex + Mistral applications with PostHog and Langfuse ↗	Langfuse
Mistral AI SDK Integration with Langfuse ↗	Langfuse
RAG with Mistral AI, Azure AI Search and Azure AI Studio ↗	SearchRAG
RAG on Neo4j database ↗	RAGNeo4j
Sub-Question Query Engine with Mistral AI and LlamaIndex ↗	AgentsRAG
Building an LLM Agent to Find Relevant Research Papers from Arxiv ↗	AgentsRAG
Router Query Engine with Mistral AI and LlamaIndex ↗	Query EngineLlamaindex
Fine Tuning MistralAI models using Finetuning API and LlamaIndex ↗	FinetuningLlamaindex
RAG Pipeline with Ollama, Mistral and LlamaIndex ↗	LlamaindexOllama
Using Mistral AI with LlamaIndex ↗	AgentsRAG
RAG Pipeline with LlamaIndex ↗	RAGLlamaindex
Building an LLM Agent to Find Relevant Research Papers from Arxiv ↗	AgentsRAG
Property Graph with Pre-defined Schemas ↗	Property graphLlamaindex
Adaptive RAG with LlamaIndex ↗	Adaptive RAGRAG
Custom Retriever in PropertyGraph ↗	Property graphCustom retrieve
Extractors and Retrievers in Property Graph ↗	Property graphLlamaindex
PropertyGraph using Neo4j ↗	Property graphNeo4j
PropertyGraph Index with Mistral AI and LlamaIndex ↗	Property graphLlamaindex
Codestral with code interpreting and analyzing dataset ↗	Python code interpreterCodestral
Build a Chainlit App with Mistral AI ↗	ReasoningChainlit
Incremental Prompt Engineering and Model Comparison with Mistral using Pixeltable ↗	Prompt EngineeringPixeltable
Codestral with self-correction ↗	Code assistantLangchain
Structured Data Extraction Service Observability with Mistral AI and Phoenix ↗	TracingPhoenix
Observability with Mistral AI and MLflow ↗	EvaluationRAG
RAG Observability with Mistral AI and Langtrace ↗	Langtrace
RAG with Mistral AI and MongoDB ↗	Mongodb
Observability with Mistral AI and Maxim ↗	Maxim
Using Mistral AI with Haystack ↗	DocumentsRAG
RAG with Mistral AI and Pinecone ↗	RAGPinecone
Building a Text-to-SQL conversion system with Mistral AI, Neon, and LangChain ↗	SQLDatabase
PDF Entity Extraction with Indexify and Mistral ↗	PDFSummarization
PDF Summarization with Indexify and Mistral ↗	PDFSummarization
Automated Prompt Optimization ↗	Prompt EngineeringMetaGPT
RAG Observability with Mistral AI and Phoenix ↗	EvaluationRAG
Microsoft AutoGen & Mistral Large 2407 - Retrieve information from a Postgresql Database ↗	Function callingAutogen
Function Calling Rest API with Mistral7Bv3 using Ollama ↗	Function callingLocal
Create a Mathematical Preference Dataset with distilabel ↗	DPOSynthetic data
Build a bank support agent with Pydantic AI and Mistral AI ↗	AgentsPydantic AI
Build a RAG application with Milvus Lite, Mistral and Llama-index ↗	RAGMilvus
Monitoring Mistral AI with OpenTelemetry ↗	OpenlitOpentelemetry
Mistral and Weights & Biases: Finetune an LLM judge so detect hallucination ↗	FinetuningEvaluation
Concept Deep Dive: Tokenization ↗	Tokenization
Mistral Fine-tuning API ↗	Finetuning
Dequantization embeddings ↗	Dequantization
Prompting Capabilities with Mistral AI ↗	Prompt EngineeringClassification
Prefix Use Cases: Language Adherence, Saving Tokens, Roleplay, Anti-Jailbreaking ↗	Prompt EngineeringPrefix
Mistral Embeddings API ↗	Embeddings
Image Description Extraction using Mistral's Pixtral API ↗	VisionImage understanding
Mistral Code Embedding and Retrieval Evaluation ↗	Code embedding
Document Comprehension with Any Model via Tool Usage and OCR ↗	OCRFunction calling
OCR at scale via Mistral's Batch API ↗	OCRBatch
IndustrialKnowledgeAgent: The Smart Industrial Equipment Knowledge Agent ↗	Agents
Call Transcript-to-PRD-to-Ticket Agent: Converting Meeting Transcripts to Linear Tickets using Mistral AI LLMs ↗	Agents
Multi Agent Workflow For Recruitment ↗	Agents
Parallel Subtask Agent Workflow ↗	AgentsWorkflow
Serial Chain Agent Workflow - Content Repurposing ↗	AgentsWorkflow
RAG Basics with Mistral AI ↗	RAG
Text to SQL on multi-tables database ↗	Function callingDatabase
Web Search with References ↗	RAGReference
Multi-Agent Earnings Call Analysis System (MAECAS) ↗	Agents
Intent Detection: Identify user intent efficiently with a custom classifier ↗	Classification
How to evaluate LLMs ↗	Evaluation
Evaluating RAG: Using Mistral Models for LLM as a Judge (With Structured Outputs) ↗	RAGEvaluation
Product Classification: Customise your own classifier for tailored food categorization ↗	ClassificationFinetuning
Data Generation: Refining News Articles ↗	Data generation
Fine-tuning with Synthetically Generated Data ↗	Synthetic dataFinetuning
Implementing System-Level Guardrails with Mistral API ↗	ModerationGuardrails
E2b JS AI Code Execution with Mistral's Codestral ↗	CodestralCode interpreter
E2B Python AI Code Execution with Mistral's Codestral ↗	CodestralCode interpreter
Chat with Your PDF using Mistral and Mesop ↗	Mesop
Chat with Your PDF using Mistral and Streamlit ↗	Streamlit
Chat with Your PDF using Mistral and Solara ↗	Solara
Chat with your PDF using Mistral and Panel ↗	Panel
Chat with Your PDF using Mistral and Gradio ↗	Gradio
Moderation: Train your own moderation service ↗	ModerationClassification
The Mistral AI Command Line Client with x-cmd ↗	X-cmd
Building Gradio app with Mistral OCR to extract text and images from PDFs ↗	OCRGradio
PRD Generator & Linear Ticket Creator with MistralAI Agents API and MCP ↗	Agents
Build NutriSense - An AI-powered food diet companion ↗	Agents
Explore and learn about Mistral's Moderation service ↗	Moderation
Adaptive RAG with Langchain ↗	Adaptive RAGRAG
RAG with multiple Databases via Function Calling ↗	RAGFunction calling
Chat with your Documents with built-in Document QnA ↗	OCRDocuments
🐫 Using CAMEL to Do Graph RAG with Mistral Models ↗	Graph RAGRAG
Efficient Multimodality with Function Calling ↗	VisionImage understanding
Batch API Basics with Mistral AI ↗	VisionImage understanding
Extract Data from Documents via Annotations ↗	OCRData Extraction
🛰️ Finetuning Pixtral on a satellite imagery dataset 🛰️ ↗	PixtralFinetuning
Multi-Modal LLM using Mistral Pixtral-12B model for image reasoning ↗	MultimodalVision
🐫 CAMEL Role-Playing Scraper for Report & Knowledge Graph Generation ↗	RoleplayCamel

Mistral AI Cookbooks

Explore by Topics

Agents

OCR

Finetuning

Evaluation

Function calling

Structured outputs

Multimodal

Prefix

Batch

Featured Cookbooks

Chat with your Documents with built-in Document QnA

Product Classification: Customise your own classifier for tailored food categorization

Extract Data from Documents via Annotations

HubSpot Dynamic Multi-Agent System with Magistral Reasoning

🛰️ Finetuning Pixtral on a satellite imagery dataset 🛰️

Help Center

Cookbooks

AI Studio

Discord

Mistral AI Cookbooks

Topics

Explore by Topics

Agents

OCR

Finetuning

Evaluation

Function calling

Structured outputs

Multimodal

Prefix

Batch

Featured Cookbooks

Featured Cookbooks

Chat with your Documents with built-in Document QnA

Product Classification: Customise your own classifier for tailored food categorization

Extract Data from Documents via Annotations

HubSpot Dynamic Multi-Agent System with Magistral Reasoning

🛰️ Finetuning Pixtral on a satellite imagery dataset 🛰️

Useful Links

Help Center

Cookbooks

AI Studio

Discord