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tool-prompt-optimization
can1357/oh-my-piSkill
Optimize the description prompts an AI agent reads to learn its built-in tools (the `.md` files under prompts/tools/). Two halves: (1) measure how much of a prompt is already inferable from the tool's JSON parameter schema + name, to prune redundancy with evidence; (2) house authoring rules for what belongs in a tool prompt vs what stays in code. Use when auditing, trimming, writing, or reviewing tool prompts, deciding what schema field descriptions already cover, or testing schema-vs-prompt overlap before deleting prompt lines.
Why this score
This repo hosts 4 skills, so its 35,961 stars are split between them (about 8,990 each) for scoring.
Popularity score: 91/100 from public GitHub signals only. It shows how widely used and maintained this is, not how well it works. Not included yet: the fake-star check. The security scan is shown separately and doesn't change the score. How we rank
Security
Scanned Oct 20, 2026 at commit 2220e58146eb, with Cisco's open-source skill-scanner.
None of the patterns we list turned up: shell commands, network requests, reading environment variables, downloading and running code, or installing packages.
A scan lists patterns in the code. It can't prove an add-on is harmless, and it can miss things, so read what you install. How we scan
Alternatives
Other makers' add-ons that do the same job, next to this one.
| Name | Score | Stars | Context | Updated |
|---|---|---|---|---|
| This onetool-prompt-optimization can1357/oh-my-pi · Skill | 91 | ★ 36k | ≈140 always | 16d ago |
| nuyoah-xiezhen-prompt nuyoah-ai-works/nuyoah-xiezhen-prompt · Skill Both about prompt | 69 | ★ 765 | ≈42 always | 2mo ago |
| prompt-engineering giuseppe-trisciuoglio/developer-kit · Skill Both about prompt and optimize | 59 | ★ 360 | ≈24 always | 2mo ago |
| nat-optimization NVIDIA/NeMo-Agent-Toolkit · Skill Both about optimization and prompt | 75 | ★ 2.7k | ≈55 always | 17d ago |
| rea-analysis-optimization morluto/rea · Skill Both about optimization and belong | 99 | ★ 336k | ≈70 always | 16d ago |
| optimization-agent secondsky/claude-skills · Subagent Both about optimization and optimize | 57 | ★ 231 | ≈71 in chat | 16d ago |