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Dspy Prompt Optimizer

skill-stijnman-grok-custom-skills-dspy-prompt-optimizer · by Stijnman

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Install

$ agentstack add skill-stijnman-grok-custom-skills-dspy-prompt-optimizer

✓ scanned · ✓ verified — works with Claude Code, Cursor, and more.

Security review

✓ Passed

No issues found. Passed automated security review. · v0.1.0 How review works →

  • Prompt-injection patterns
  • Secret / credential exfiltration
  • Dangerous shell & filesystem operations
  • Untrusted network calls
  • Known-malicious package signatures

What it can access

  • Network access No
  • Filesystem access No
  • Shell / process execution No
  • Environment & secrets No
  • Dynamic code execution No

From automated source analysis of v0.1.0. “Used” means the capability is present in the source — more access means more to trust, not that it’s unsafe.

View the full security report →

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Reliability & compatibility

Security review passed
0 installs to date
no reviews yet
4d ago

Declared compatibility

Claude CodeClaude Desktop

Compatibility is declared by the source manifest. End-to-end runtime verification is coming — see below.

Preview Execution monitoring

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About

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

  1. Capture baseline prompt and 2-3 example inputs with desired outputs.
  2. Run baseline; score outputs against criteria.
  3. Generate 3 prompt variants addressing failures.
  4. Test variants; pick best by score.
  5. Return optimized prompt with before/after metrics.

Integrations

  • self-refine-loop
  • auto-tester
  • hyper-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.

Source & license

This open-source skill is cataloged on AgentStack and links to its original source — we do not rehost the code.

Install and usage instructions live in the source repository linked above.

Reviews

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Versions

  • v0.1.0 Imported from the upstream source.