README.md

Awesome DSPy

A collection of awesome things regarding DSPy.

DSPy - A library for compiling declarative language model calls into self-improving pipelines.

• Official Documentation

Projects

• CodeSpy - Automated code reviews for teams who care about correctness, powered by DSPy
• DSPydantic - DSPydantic: Auto-Optimize Your Pydantic Models with DSP
• Arachne - DSPy-native autonomous agent runtime. Weaves optimized execution DAGs from natural language goals, executes nodes in parallel waves, and autonomously self-heals on failure. Features GraphWeaver, WaveExecutor, TriangulatedEvaluator, AutoHealer, and MCP integration.
• DSPy Compounding Engineering - A local-first engineering agent that learns from its own mistakes. Features 10+ parallel DSPy review agents, ReAct planning, and a self-optimizing Knowledge Base that compounds intelligence over time.
• XMC - Infer Retrieve Rank multi-label classification tasks with an extreme amount of classes (≥10,000 classes)
• dspy-arxiv - Explore the use of DSPy for extracting features from PDFs
• DSPyGen - A Ruby on Rails style framework for the DSPy (Demonstrate, Search, Predict) project for Language Models like GPT, BERT, and LLama.
• dspy-inspector - DSPy program/pipeline inspector widget for Jupyter/VSCode Notebooks.
• STORM - An LLM-powered knowledge curation system that researches a topic and generates a full-length report with citations. Paper
• DSPy with FASTAPI - a straightforward example of building a FastAPI backend with DSPy capabilities.
• DSPy OpenTOM - Exploration using DSPy to optimize modules to maximize performance on the OpenToM dataset.
• Self Discover - SELF-DISCOVER: Large Language Models Self-Compose Reasoning Structures Paper Video
• dspy-gradio-rag - RAG example using DSPy, Gradio, FastAPI
• Synthesizer - Synthetic data generation colab.
• Self Discover Colab - Self Discover demo using Colab.
• Hurricane - Writing Blog Posts with Generative Feedback Loops!
• DSPy Red Team - Red teaming / Finding a Prompt attack for an LLM using DSPy. Article
• DSPy Indic - DSPy program for tasks in Indian Languages.
• DSPy with LLamaIndex
• DSPy with Arize-Phoenix
• DSPy with Opik - Log DSPy runs with tracing, evaluations, and prompt optimization workflows.
• OpenInference DSPy Instrumentation
• Opentelemetry tracing for DSPy with Langtrace
• DSPy with Future AGI
• Chemistry Augmented Generationn MIPRO based optimization of chemical property prediction
• Superhighway - Real-time web search for DSPy programs — wrap /search, /news, /images, /scrape, and /research as a dspy.Tool for ReAct agents or as a custom dspy.Module. Pay-per-call API with a free tier; guide includes runnable examples.
• voicetest - Open-source test harness for voice AI agents that uses DSPy signatures for LLM-based evaluation of call transcripts.
• AlgoVoi DSPy Adapter - Accept crypto payments (USDC, native ALGO/VOI/HBAR/XLM/ETH/SOL) inside DSPy pipelines on Algorand, VOI, Hedera, Stellar, Base, Solana, and Tempo — gate signatures behind MPP / x402 / AP2 challenges, verify on-chain payments from dspy.Modules.

Blogs / Articles

• Prompt engineering is a task best left to AI models
• What makes DSPy a valuable framework for developing complex language model pipelines?
• DSPy: A new framework to program your foundation models just by prompting
• Intro to DSPy: Goodbye Prompting, Hello Programming
• DSPyGen: Revolutionizing AI
• Building an AI Assistant with DSPy
• Hurricane: Writing Blog Posts with Generative Feedback Loops
• DSPy - Not your average prompt engineering
• Red-Teaming Language Models with DSPy
• DSPy on Databricks
• Decision making ai agent with DSPY
• DSPy Assertions: Discussing Computational Constraints for Self-Refining Language Model Pipelines
• Why I bet on DSPy
• Monitoring & Tracing DSPy with Langtrace
• DSPy in Production
• Supercharge Your LLM Apps using DSPy and Langfuse

Twitter Threads

• Collection of compilers in DSPy
• Improve Agent accuracy with DSPy

Newsletter

• DSPyWeekly

Videos

• Automating Prompt Engineering with DSPy // Cyrus Nouroozi, Contributor at DSPy - Arize:Observe
• DSPy: Transforming Language Model Calls into Smart Pipelines // Omar Khattab - MLOps.community
• Omar Khattab, DSPy: Compiling Declarative Language Model Calls into Self-Improving Pipelines - FunctionalTV
• DSPy Explained! - Connor Shorten
• Programming Foundation Models with DSPy / Multivector Semantic Search with ColBERT // Omar Khattab -- Cohere
• Getting Started with RAG in DSPy! - Connor Shorten
• Getting started with DSPy tutorial - QDrant
• NEW DSPyG: DSPy combined w/ Graph Optimizer in PyG - code_your_own_AI
• Adding Depth to DSPy Programs - In depth on DSPy optimiser.
• Self-Discover in DSPy with Chris Dossman - Weaviate Podcast #90!
• Can You Tell Me About DSPy Optimizers: How Module Signatures & Prompts Are Modified by Optimizers - Best explanation of DSPy Optimizers I have seen.
• Can You Tell Me About DSPy: How DSPy Automates Prompt Engineering Modularly
• Introducing 7 Modules Their Application & Prompts in DSPY: Can You Tell Me About DSPy Modules
• Can You Tell Me How To Connect Multiple Open Source Models With DSPy & Run Inference With Predict
• DSPy Tutorial Playlist: Goes in depth on Signatures, Modules, Optimizers
• Structured Outputs with DSPy - Connor Shorten
• DSPy Assertions: Computational Constraints for Self-Refining LM Pipelines // Arnav Singhvi
• Building LLM Agents with Tool Use
• Llama 3 RAG Demo with DSPy Optimization, Ollama, and Weaviate! // Connor Shorten
• MIPRO and DSPy with Krista Opsahl-Ong! - Weaviate Podcast #103

Tutorials

• Weaviate Recipes - DSPy
• Building LLM Applications with DSPy - book

Papers

• DSPy Assertions:Computational Constraints for Self-Refining Language Model Pipelines