| name | dspy-prompt-optimizer |
| description | Tunes prompts iteratively using reflection and success metrics. Use when the
user says optimize this prompt, dspy tune, or improve prompt with reflectio
n. Integrates self-refine-loop for critique cycles. Triggers: optimize this prompt, dspy tune, improve prompt with reflection.
|
| version | 1.1.0 |
| author | Stijnman |
| license | MIT |
| metadata | {"grok":{"tags":["optimize this prompt","dspy tune","improve prompt with reflection"],"related_skills":["self-refine-loop","auto-tester","hyper-skill-tester"]}} |
| compatibility | Grok agent; optional MCP and shell access |
Dspy Prompt Optimizer
When to Use
- User says optimize this prompt or task matches this capability
- User says dspy tune or task matches this capability
- User says improve prompt with reflection or task matches this capability
Workflow
- Capture baseline prompt and 2-3 example inputs with desired outputs.
- Run baseline; score outputs against criteria.
- Generate 3 prompt variants addressing failures.
- Test variants; pick best by score.
- Return optimized prompt with before/after metrics.
Integrations
self-refine-loopauto-testerhyper-skill-tester
Error Handling
| Failure | Response |
|---|
| No examples | Ask for 2 input/output pairs minimum. |
| Overfitting one example | Require 3+ diverse examples. |
Gotchas
- Keep prompt under 2000 tokens unless user needs longer.
Example
Input: User request matching triggers above.
Output: Structured result per workflow with integrations invoked as needed.
