OmidZamaniCommunity·8 Agent Skills Included

dspy-skills

Build, optimize, evaluate, and deploy DSPy language model programs

Guides the full DSPy workflow: typed signatures, custom modules, RAG pipelines, ReAct agents, and multimodal inputs. Covers every optimizer family including MIPROv2, GEPA, SIMBA, BootstrapFewShot, and fine-tuning, with clear selection criteria. Eliminates guesswork in prompt tuning, evaluation, and production hardening with tested code examples for each pattern.

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npx skills add OmidZamani/dspy-skills --all -g -y

Available:

Instructs the agent to track work with the bd issue system and enforces a mandatory session-end workflow requiring all changes to be committed and pushed before finishing.

All Skills in This Repository (8)

Pure Emerald Level Indicators

📦 In Repo

OmidZamani

dspy-finetune-bootstrap

Fine-tune a DSPy program into deployable model weights via BootstrapFinetune.

dspy-miprov2-optimizer

Jointly tune DSPy instructions and demonstrations via Bayesian optimization.

dspy-signature-designer

Design type-safe DSPy signatures with InputField, OutputField, and Python typing.

dspy-evaluation-suite

Evaluate DSPy programs with custom metrics and parallel execution.

dspy-bootstrap-fewshot

Generate and select optimal few-shot demonstrations for DSPy programs.

dspy-rag-pipeline

Build and optimize RAG pipelines with ColBERTv2 in DSPy.

dspy-gepa-reflective

Optimize DSPy agentic systems via GEPA reflective evolutionary search.

dspy-haystack-integration

Optimize Haystack pipeline prompts with DSPy and custom metrics.

Community

Advanced

Frequently Asked Questions

FAQPage Schema

How to install dspy-skills?▼

Run `npx skills add OmidZamani/dspy-skills --all -g -y` in your terminal to install all 22 DSPy skills globally.

Which DSPy optimizer should I use?▼

The dspy-optimizer-selection skill matches your data size and budget to the right optimizer, from BootstrapFewShot for small datasets to MIPROv2 or GEPA for maximum performance.

Can I build RAG pipelines with these skills?▼

Yes. Dedicated skills cover RAG pipelines, embedding retrieval with FAISS, multi-hop retrieval, and Haystack integration with optimization.

Does dspy-skills work with Claude Code?▼

Yes. It is packaged as a Claude Code plugin following the standard SKILL.md format, so each skill loads automatically when relevant.

Can I deploy DSPy programs to production?▼

Yes. Skills cover cache hardening, save/load patterns, usage tracking, async execution, streaming, and MLflow observability for production deployments.