How do I install dspy-skills?

Run these in Claude Code: /plugin marketplace add OmidZamani/dspy-skills then /plugin install dspy-skills@dspy-skills-marketplace. 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

Plugin

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.

Boost this plugin

omidzamani@omidzamani

GitHub

Plugin Signal63/100Solid

maintained62

capable66

documented75

adopted45

Install on Claude Code

> /plugin marketplace add OmidZamani/dspy-skills
> /plugin install dspy-skills@dspy-skills-marketplace

Stats

Python React Bash GitHub Anthropic

+1 tag

MCP

123

Stars

Forks

Maintained

Maintenance

Python

Language

MIT

License

3mo ago

Last commit

9mo ago

Created

Repo: OmidZamani/dspy-skills

What's inside

Skill(23 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./dspy-adapters-multimodalUse for DSPy adapter selection, JSONAdapter, XMLAdapter, ChatAdapter, native function calling, structured outputs, and multimodal inputs like dspy.Image or dspy.Audio./dspy-advanced-module-compositionUse for composing DSPy modules with Ensemble, MultiChainComparison, ensemble voting, sequential pipelines, and multi-program workflows.

README

Read on GitHub

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

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

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

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

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

Typical Workflow

Define typed inputs and outputs with dspy-signature-designer.
Build a module, RAG pipeline, or agent.
Establish a baseline with dspy-evaluation-suite.
Choose an optimizer with dspy-optimizer-selection.
Harden the runtime with dspy-production-deployment.

Optional Dependencies

# 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"

Install as a Claude Code Plugin

/plugin marketplace add OmidZamani/dspy-skills
/plugin install dspy-skills@dspy-skills-marketplace

Documentation

Validate Changes

python3 scripts/validate_repo.py
python3 -m compileall -q examples skills/dspy-haystack-integration/examples

License

MIT License. See LICENSE.

File tree

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: /plugin marketplace add OmidZamani/dspy-skills then /plugin install dspy-skills@dspy-skills-marketplace. 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.

Is this plugin yours?

Claim it with GitHub Submit a plugin Promote it

Development

Plugin

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.

Boost this plugin

omidzamani@omidzamani

GitHub

Plugin Signal63/100Solid

maintained62

capable66

documented75

adopted45

Install on Claude Code

> /plugin marketplace add OmidZamani/dspy-skills
> /plugin install dspy-skills@dspy-skills-marketplace

Stats

Python React Bash GitHub Anthropic

+1 tag

MCP

123

Stars

Forks

Maintained

Maintenance

Python

Language

MIT

License

3mo ago

Last commit

9mo ago

Created

Repo: OmidZamani/dspy-skills

What's inside

Skill(23 skills)

README

Read on GitHub

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

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

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

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

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

Typical Workflow

Define typed inputs and outputs with dspy-signature-designer.
Build a module, RAG pipeline, or agent.
Establish a baseline with dspy-evaluation-suite.
Choose an optimizer with dspy-optimizer-selection.
Harden the runtime with dspy-production-deployment.

Optional Dependencies

# 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"

Install as a Claude Code Plugin

/plugin marketplace add OmidZamani/dspy-skills
/plugin install dspy-skills@dspy-skills-marketplace

Documentation

Validate Changes

python3 scripts/validate_repo.py
python3 -m compileall -q examples skills/dspy-haystack-integration/examples

License

MIT License. See LICENSE.

File tree

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: /plugin marketplace add OmidZamani/dspy-skills then /plugin install dspy-skills@dspy-skills-marketplace. 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.

Is this plugin yours?

Claim it with GitHub Submit a plugin Promote it