Individual skill
prompt-engineering-dspy
Build complex AI systems with declarative programming, optimize prompts automatically, create modular RAG systems and agents with DSPy - Stanford NLP's framework for systematic LM programming
cli-tool/components/skills/ai-research/prompt-engineering-dspy/SKILL.md
Source commit ad81bf053f80b626801decf425f501ba49983d98
What was checked
- Matches the observed repository HEAD
- Yes
- Scanner rules are current
- Yes
- Repository scan complete
- No
- Skill scan complete
- No
- Observed behavior
- Network or broad shell
- Last checked
- Nov 4, 2026
These are observations at the recorded commit, not a guarantee of safety. Review the source before running it.
Install this skill
Choose an agent in your Stack or copy a command below. Commands fetch the pinned commit and copy only this skill directory. Existing destinations are refused. Copying a command does not install anything.
An install command is unavailable: current rules, complete repository and skill scans, an eligible behavior level and a permitted license are required.
Repository context
- Repository stars (not skill ratings)
- 33,182
- Repository last updated
- Nov 7, 2026
- License
- MIT
Observed agent integration: No specific integration evidence. Standard SKILL.md installation does not imply verified compatibility.
- anthropic Repository topic
- anthropic-claude Repository topic
- claude Repository topic
- claude-code Repository topic
- agent-skills Repository topic
- ai-agents Repository topic
- claude-code-plugins Repository topic
- cli Repository topic
- mcp Repository topic
- registry Repository topic
- prompt-engineering Declared skill tag
- dspy Declared skill tag
- declarative-programming Declared skill tag
- rag Declared skill tag
- agents Declared skill tag
- prompt-optimization Declared skill tag
- lm-programming Declared skill tag
- stanford-nlp Declared skill tag
- automatic-optimization Declared skill tag
- modular-ai Declared skill tag
- engineering Derived category
Files and excerpt
File metadata and permitted, redacted excerpts come from the recorded scan. Source links are pinned to that commit.
Browse files
SKILL.mdcore · 15,328 bytesSKILL.mdcore · 15,328 bytesSKILL.mdcore · 15,328 bytesSKILL.mdcore · 15,328 bytesSKILL.mdcore · 15,328 bytesSKILL.mdcore · 15,328 bytesSKILL.mdcore · 15,328 bytesSKILL.mdcore · 15,328 bytesSKILL.mdcore · 15,328 bytesSKILL.mdcore · 15,328 bytesSKILL.mdcore · 15,328 bytesSKILL.mdcore · 15,328 bytesSKILL.mdcore · 15,328 bytesSKILL.mdcore · 15,328 bytesSKILL.mdcore · 15,328 bytesSKILL.mdcore · 15,328 bytesSKILL.mdcore · 15,328 bytesSKILL.mdcore · 15,328 bytesSKILL.mdcore · 15,328 bytesSKILL.mdcore · 15,328 bytesSKILL.mdcore · 15,328 bytesSKILL.mdcore · 15,328 bytesSKILL.mdcore · 15,328 bytesSKILL.mdcore · 15,328 bytesSKILL.mdcore · 15,328 bytesSKILL.mdcore · 15,328 bytesSKILL.mdcore · 15,328 bytesSKILL.mdcore · 15,328 bytesSKILL.mdcore · 15,328 bytesreferences/examples.mddoc · 18,983 bytesreferences/modules.mddoc · 12,363 bytesreferences/optimizers.mddoc · 14,933 bytes
Read excerpt
# DSPy: Declarative Language Model Programming
## When to Use This Skill
Use DSPy when you need to:
- **Build complex AI systems** with multiple components and workflows
- **Program LMs declaratively** instead of manual prompt engineering
- **Optimize prompts automatically** using data-driven methods
- **Create modular AI pipelines** that are maintainable and portable
- **Improve model outputs systematically** with optimizers
- **Build RAG systems, agents, or classifiers** with better reliability
**GitHub Stars**: 22,000+ | **Created By**: Stanford NLP