How do I install dspy-skills?

Run these in Claude Code: npx -y skills add omidzamani/dspy-skills. Then prompt normally.

Does dspy-skills auto-invoke its skills?

Not yet. It is indexed on Flowy as a plain plugin. Request auto-invocation on its page and Flowy will route its skills for you as you prompt.

Yes. Flowy is free and open source, with nothing gated. You can read every skill in full before you install.

Development

dspy-skills

A Claude Code plugin containing 22 focused skills for programming, optimizing, evaluating, and deploying LLM applications with DSPy. Stable DSPy baseline: 3.2.1, released May 5, 2026.

FLOW.md

omidzamani@omidzamani

GitHub

Stats

Python React Bash GitHub Anthropic

What's inside

Skills

/skill-perfectionUse this skill when you need to QA audit and fix a plugin skill file. Provides a methodology for verifying skill content against official documentation, fixing issues in-place, and producing verification reports.

FAQ

dspy-skills is a Claude Code plugin with 23 hand-picked skills for development work, indexed on Flowy. Install it with the command on its page. It includes skill-perfection, dspy-adapters-multimodal, dspy-advanced-module-composition. Its skills do not fire on their own yet. Request auto-invocation to have Flowy route them as you prompt. Free and open source.

What is dspy-skills?: A Claude Code plugin containing 22 focused skills for programming, optimizing, evaluating, and deploying LLM applications with DSPy. Stable DSPy baseline: 3.2.1, released May 5, 2026.
How do I install dspy-skills?: Run these in Claude Code: npx -y skills add omidzamani/dspy-skills. Then prompt normally.
Does dspy-skills auto-invoke its skills?: Not yet. It is indexed on Flowy as a plain plugin. Request auto-invocation on its page and Flowy will route its skills for you as you prompt.
Is dspy-skills free?: Yes. Flowy is free and open source, with nothing gated. You can read every skill in full before you install.

Flowy

Development

dspy-skills

A Claude Code plugin containing 22 focused skills for programming, optimizing, evaluating, and deploying LLM applications with DSPy. Stable DSPy baseline: 3.2.1, released May 5, 2026.

FLOW.md

omidzamani@omidzamani

GitHub

Stats

Python React Bash GitHub Anthropic

What's inside

Skills

FAQ

What is dspy-skills?: A Claude Code plugin containing 22 focused skills for programming, optimizing, evaluating, and deploying LLM applications with DSPy. Stable DSPy baseline: 3.2.1, released May 5, 2026.
How do I install dspy-skills?: Run these in Claude Code: npx -y skills add omidzamani/dspy-skills. Then prompt normally.
Does dspy-skills auto-invoke its skills?: Not yet. It is indexed on Flowy as a plain plugin. Request auto-invocation on its page and Flowy will route its skills for you as you prompt.
Is dspy-skills free?: Yes. Flowy is free and open source, with nothing gated. You can read every skill in full before you install.

DSPy Skills Collection

A Claude Code plugin containing 22 focused skills for programming, optimizing, evaluating, and deploying LLM applications with DSPy.

Stable DSPy baseline: 3.2.1, released May 5, 2026. Install the stable series with:

pip install -U "dspy>=3.2.1,<3.3"

DSPy 3.3.0b1 is a prerelease published May 28, 2026. See prerelease notes before opting in.

Skills Index

Start Here

Skill	Use it for
dspy-signature-designer	Typed signatures and structured outputs
dspy-custom-module-design	Reusable `dspy.Module` architecture
dspy-evaluation-suite	Metrics, baselines, and comparisons
dspy-optimizer-selection	Choosing among DSPy's optimizer families

Skill

Use it for

dspy-signature-designer

Typed signatures and structured outputs

dspy-custom-module-design

Reusable dspy.Module architecture

dspy-evaluation-suite

Metrics, baselines, and comparisons

dspy-optimizer-selection

Choosing among DSPy's optimizer families

Retrieval and Data

Skill	Use it for
dspy-rag-pipeline	RAG and multi-hop retrieval pipelines
dspy-embedding-retrieval	`Embedder`, `Embeddings`, FAISS, and local corpora
dspy-haystack-integration	Optimizing Haystack-backed pipelines

Skill

Use it for

dspy-rag-pipeline

RAG and multi-hop retrieval pipelines

dspy-embedding-retrieval

Embedder, Embeddings, FAISS, and local corpora

dspy-haystack-integration

Optimizing Haystack-backed pipelines

Agents and Reasoning

Skill	Use it for
dspy-react-agent-builder	ReAct tool agents
dspy-mcp-tool-integration	MCP tools in DSPy agents
dspy-reasoning-modules	`RLM`, `ProgramOfThought`, `CodeAct`, and `Parallel`
dspy-advanced-module-composition	Ensembles and composed modules

Skill

Use it for

dspy-react-agent-builder

ReAct tool agents

dspy-mcp-tool-integration

MCP tools in DSPy agents

dspy-reasoning-modules

RLM, ProgramOfThought, CodeAct, and Parallel

dspy-advanced-module-composition

Ensembles and composed modules

Optimizers

Skill	Use it for
dspy-bootstrap-fewshot	Fast demo bootstrapping
dspy-miprov2-optimizer	Instruction and demo search
dspy-gepa-reflective	Reflective instruction optimization
dspy-simba-optimizer	Mini-batch introspective optimization
dspy-finetune-bootstrap	Weight optimization and distillation
dspy-better-together	Sequencing prompt and weight optimizers
dspy-optimize-anything	GEPA optimization for text artifacts outside DSPy

Skill

Use it for

dspy-bootstrap-fewshot

Fast demo bootstrapping

dspy-miprov2-optimizer

Instruction and demo search

dspy-gepa-reflective

Reflective instruction optimization

dspy-simba-optimizer

Mini-batch introspective optimization

dspy-finetune-bootstrap

Weight optimization and distillation

dspy-better-together

Sequencing prompt and weight optimizers

dspy-optimize-anything

GEPA optimization for text artifacts outside DSPy

Production and Interfaces

Skill	Use it for
dspy-output-refinement-constraints	`Refine` and `BestOfN` constraints
dspy-adapters-multimodal	Adapters, native tools, image, audio, and file inputs
dspy-production-deployment	Cache hardening, save/load, usage tracking, async, and streaming
dspy-debugging-observability	Inspection, callbacks, and MLflow tracing

Skill

Use it for

dspy-output-refinement-constraints

Refine and BestOfN constraints

dspy-adapters-multimodal

Adapters, native tools, image, audio, and file inputs

dspy-production-deployment

Cache hardening, save/load, usage tracking, async, and streaming

dspy-debugging-observability

Inspection, callbacks, and MLflow tracing

# Bayesian search for MIPROv2 pip install -U "dspy[optuna]>=3.2.1,<3.3" # MCP tool integration pip install -U "dspy[mcp]>=3.2.1,<3.3" # Large local embedding corpora pip install faiss-cpu # optimize_anything pip install -U "gepa>=0.1.1,<0.2"

dspy-skills

Skills

dspy-skills

Skills

README

DSPy Skills Collection

Skills Index

Start Here

Retrieval and Data

Agents and Reasoning

Optimizers

Production and Interfaces

Typical Workflow

Optional Dependencies

Install as a Claude Code Plugin

Documentation

Validate Changes

License

File tree