53 recipes
🧪 Experimental
New
Async
Running Haystack Pipelines in Asynchronous Environments
🧪 Experimental
New
Function Calling
Chat
Agents
Create a Swarm of Agents
New
Multimodal
Agents
Multimodal Agent with fastRAG and Haystack
🧪 Experimental
New
Function Calling
Chat
Agents
Newsletter Sending Agent with Experimental Haystack Tools
🧪 Experimental
New
Function Calling
Chat
Agents
Define & Run Tools
Agents
Web-Enhanced Self-Reflecting Agent
🧪 Experimental
Evaluation
Evaluating AI with Haystack
Advanced Retrieval
RAG
Metadata
Advanced RAG: Automated Structured Metadata Enrichment
RAG
Agents
Web-QA
Agentic RAG with Llama 3.2 3B
Advanced Retrieval
RAG
Agents
Advanced RAG: Query Decomposition and Reasoning
🧪 Experimental
Advanced Retrieval
RAG
Improving Retrieval with Auto-Merging and Hierarchical Document Retrieval
Prompting
Data Scraping
Analyze Your Instagram Comments’ Vibe with Apify and Haystack
🧪 Experimental
Evaluation
Evaluating RAG Pipelines with EvaluationHarness
🧪 Experimental
Chat
RAG
Agents
Conversational RAG using Memory
Advanced Retrieval
RAG
Advanced RAG: Query Expansion
RAG
Web-QA
RAG: Extract and use website content for question answering with Apify-Haystack integration
🧪 Experimental
Function Calling
Invoking APIs with OpenAPITool
Advanced Retrieval
Hybrid Retrieval with BM42
Model Serving
Chat
🧩 Quizzes and Adventures 🏰 with Character Codex and llamafile
Evaluation
RAG Evaluation with Prometheus 2
Customization
Prompting
Prompt Optimization with DSPy
RAG
Model Serving
Haystack RAG Pipeline with Self-Deployed AI models using NVIDIA NIMs
Advanced Retrieval
Metadata
Extract Metadata Filters from a Query
🧪 Experimental
Customization
Run Tasks Concurrently Within a Custom Component
RAG
Advanced Retrieval
Sparse Embedding Retrieval with Qdrant and FastEmbed
Chat
SQL
Agents
Chat With Your SQL Database
RAG
RAG with Llama 3.1
Evaluation
RAG Pipeline Evaluation Using DeepEval
Evaluation
RAG Pipeline Evaluation Using UpTrain
Evaluation
RAG Pipeline Evaluation Using RAGAS
Audio
Speaker Diarization with AssemblyAI
Customization
Prompting
Advanced Prompt Customization for Anthropic
Function Calling
🐦⬛ Information Extraction with Raven
RAG
Advanced Retrieval
RAG Pipeline Using FastEmbed for Embeddings Generationn
Advanced Retrieval
RAG
Using Hypothetical Document Embeddinga (HyDE) to Improve Retrieval
Model Serving
RAG
Getting a Daily Digest From Tech Websites
RAG
Build with Gemma and Haystack 2.x
Model Serving
Use the ⚡ vLLM inference engine in Haystack 2.x
Function Calling
Chat
Agents
Function Calling with OpenAIChatGenerator
RAG
Question Answering with Amazon Sagemaker, Chroma and Haystack
Multilingual RAG
Cohere v3 for Multilingual QA
Discovery
Streaming Model Explorer
RAG
AstraDB 🤝 Haystack Integration
RAG
PDF-Based Question Answering with Amazon Bedrock and Haystack
Advanced Retrieval
Metadata
Improve Retrieval by Embedding Meaningful Metadata
Function Calling
🦍 Information Extraction with Gorilla
Audio
Multilingual RAG
Multilingual RAG on a Podcast
Summarization
Advanced Retrieval
Legal Document Analysis with jina-embeddings-v2-base-en
Function Calling
Multimodal
Function Calling and Multimodal QA with Gemini
RAG
Vector Databases
Chroma Indexing and RAG Examples
RAG
Customization
Hacker News Summaries with Custom Components
RAG
🪁 RAG pipelines with Haystack 2.0 + Zephyr 7B Beta
Web-QA