dspy
01Skill Claude CodeCodex
DSPy: declarative LM programs, auto-optimize prompts, RAG.
54 tagged dspy, measured the same way as everything else here.
Browse within: Prompt Optimization 26agent-optimization 22optimizer 10prompt-engineering 8Reasoning 6Production 5
Skill Claude CodeCodex
DSPy: declarative LM programs, auto-optimize prompts, RAG.
Skill Claude CodeCodex
Use for composing DSPy modules with Ensemble, MultiChainComparison, ensemble voting, sequential pipelines, and multi-program workflows.
Skill Claude CodeCodex
Use for debugging DSPy programs, inspecthistory, tracing LLM calls, custom callbacks, observability, monitoring, and cost tracking.
Skill Claude CodeCodex
Use for GEPA optimizeanything on text artifacts such as code, prompts, agent architectures, configs, and non-DSPy optimization targets.
Skill Claude CodeCodex
Free-form optimization algorithm for agent orchestration mode: the conversational agent owns the whole search — proposing capability edits itself, screening them cheaply, gating each on full val, and sealing test once. Use when orchestrationmode is agent and algorithmskill is agent-optimize. For a deterministic loop…
Skill Claude CodeCodex
Runs the GEPA optimization loop (arXiv:2507.19457) — sample-efficient reflective Pareto search. A cheap train-minibatch pre-gate decides whether a proposal is worth an expensive val evaluation, and parents are sampled from a per-instance frontier so specialists survive instead of being averaged away. Use when rollouts…
Skill Claude CodeCodex
Optimize an agent's OWN tool surface (tools it implements, not an external MCP server). Use when the agent mis-selects tools, fills arguments wrong, calls the same tool N times in a row, or has a confusing, redundant, or oversized toolset. Covers tool names and descriptions, parameter docs, tool schemas, handler code…
Skill Claude CodeCodex
Assembles high-signal repository context for non-trivial implementation, debugging, refactoring, code review, and repository investigation requests. Activates on requests needing fundamental context before Claude Code acts.
Skill Claude CodeCodex
This skill helps Claude evaluate AI prompts by defining evaluation contracts, building test matrices, and analyzing outputs for quality assurance.
Skill Claude CodeCodex
This skill helps Claude optimize user prompts for clarity, technical accuracy, and effectiveness before sending them to an AI system.