omidzamani/dspy-skills

1

dspy-gepa-reflective Use for GEPA reflective optimization, ReAct agent optimization, feedback metrics, LLM reflection, and execution traje…

omidzamani/dspy-skills

42

2

dspy-evaluation-suite Use for evaluating DSPy programs with Evaluate, answer_exact_match, SemanticF1, custom metrics, baselines, and progra…

omidzamani/dspy-skills

39

3

dspy-debugging-observability Use for debugging DSPy programs, inspect_history, tracing LLM calls, custom callbacks, observability, monitoring, and…

omidzamani/dspy-skills

33

4

dspy-react-agent-builder Use for ReAct agents, tool-calling agents, dspy.ReAct, multi-step reasoning and acting, and GEPA agent optimization.

omidzamani/dspy-skills

33

5

dspy-rag-pipeline Use for RAG pipelines, retrieval augmented generation, ColBERTv2, context retrieval, multi-hop RAG, and grounded DSPy…

omidzamani/dspy-skills

32

6

dspy-signature-designer Use for DSPy signatures, InputField, OutputField, typed inputs and outputs, signature classes, and Pydantic-style str…

omidzamani/dspy-skills

32

7

dspy-advanced-module-composition Use for composing DSPy modules with Ensemble, MultiChainComparison, ensemble voting, sequential pipelines, and multi-…

omidzamani/dspy-skills

31

8

dspy-custom-module-design Use for creating custom DSPy modules, extending dspy.Module, reusable components, stateful modules, serialization, an…

omidzamani/dspy-skills

31

9

dspy-output-refinement-constraints Use for dspy.Refine, dspy.BestOfN, output constraints, validation, reward functions, and iterative output refinement.

omidzamani/dspy-skills

31

10

dspy-bootstrap-fewshot Use for BootstrapFewShot, bootstrapped demonstrations, teacher-model demos, and low-data DSPy prompt optimization.

omidzamani/dspy-skills

30

11

dspy-miprov2-optimizer Use for MIPROv2, Bayesian optimization, instruction and demo tuning, and high-performance DSPy program optimization.

omidzamani/dspy-skills

30

12

dspy-simba-optimizer Use for SIMBA optimization, mini-batch introspective optimization, self-reflective rules, stochastic ascent, and nume…

omidzamani/dspy-skills

29

13

dspy-finetune-bootstrap Use for BootstrapFinetune, fine-tuning DSPy models, teacher-student distillation, weight optimization, and lower-cost…

omidzamani/dspy-skills

28

14

skill-perfection Use this skill when you need to QA audit and fix a plugin skill file. Provides a methodology for verifying skill cont…

omidzamani/dspy-skills

28

15

dspy-haystack-integration Use for integrating DSPy with Haystack, optimizing Haystack prompts, improving retrieval pipelines, and extracting DS…

omidzamani/dspy-skills

26

16

dspy-optimize-anything Use for GEPA optimize_anything on text artifacts such as code, prompts, agent architectures, configs, and non-DSPy op…

omidzamani/dspy-skills

25

17

dspy-adapters-multimodal Use for DSPy adapter selection, JSONAdapter, XMLAdapter, ChatAdapter, native function calling, structured outputs, an…

omidzamani/dspy-skills

7

18

dspy-embedding-retrieval Use for DSPy retrieval with dspy.Embedder, dspy.Embeddings, FAISS indexes, semantic search, and local or hosted embed…

omidzamani/dspy-skills

7

19

dspy-production-deployment Use for deploying DSPy with save/load, configure_cache, restrict_pickle, track_usage, async execution, streaming, and…

omidzamani/dspy-skills

7

20

dspy-better-together Use for BetterTogether, prompt plus weight optimization, fine-tuning sequences, and strategy chains like p -> w -> p.

omidzamani/dspy-skills

6

21

dspy-mcp-tool-integration Use for MCP tools with DSPy, Model Context Protocol servers, dspy.Tool.from_mcp_tool, and ReAct agents over MCP-compa…

omidzamani/dspy-skills

6

22

dspy-optimizer-selection Use to choose or compare DSPy optimizers including LabeledFewShot, BootstrapFewShot, MIPROv2, SIMBA, GEPA, BootstrapF…

omidzamani/dspy-skills

6

23

dspy-reasoning-modules Use for DSPy reasoning modules including RLM, ProgramOfThought, CodeAct, Parallel, sandboxed execution, and long-cont…

omidzamani/dspy-skills

6