ai-engineering
Skill1 starsChanged 23 days agoNo licenceView on GitHub
Router for LLM and agent engineering work. Use when writing or debugging a system prompt, a tool description or tool result, tool choice or tool order in an agent loop, a prompt for a reasoning (thinking) model, a brief for a long-running agent or subagent, or when the model picks the wrong tool, skips a tool, or narrates instead of acting. Names the one source to read for each case.
6 other projects use a version of this.
Adopted by
Most recently taken up by
- mthines/agent-skillstheir own version, first seen Oct 30, 2026
- imMamdouhaboammar/matts-skills-into-chatgpttheir own version, first seen Oct 17, 2026
- joaocarloscruz/skillstheir own version, first seen Sep 12, 2026
- JimmyVGDY/codex-long-term-assistant-skillstheir own version, first seen Aug 31, 2026
- 05-deepak-patidar/claude-skillstheir own version, first seen Jul 7, 2026
- swyxio/skillstheir own version, first seen Mar 28, 2026
Other versions6 projects use a version of this.
Word for word · 0
None found.
Edited · 0
None found.
Wrote their own version · 6
- swyxio/skills★ 194same name
- mthines/agent-skills★ 20same name
- imMamdouhaboammar/matts-skills-into-chatgpt★ 8same name
- 05-deepak-patidar/claude-skills★ 4same name
- JimmyVGDY/codex-long-term-assistant-skills★ 3same name
- joaocarloscruz/skills★ 1same name
How matches are found. Word for word: the exact same text. Edited: shares passages with this file (“99% same” means 99% of its five-word phrases also appear here; 10% or more counts). Their own version: similar meaning, or, weakest, the same name. We can’t tell which project had it first. Projects are counted among the 200 most-starred candidates, and mentions are links to the repository we found, up to 50 per site, so both counts are a floor.
In this repository9 other files it gives its agents.
- addressing-pr-review-commentsSkill
- agent-ticketSkill
- dual-reviewSkill
- get-contextSkill
- grill-formSkill
- senior-reviewSkill
- shipSkill
- start-ticketSkill
- write-specSkill
The file
Show its rules and text
We split this skill into the rules it gives an agent
31 rules. 0 are common, 31 are distinctive, and 0 are very specific to this project.
0
Common
Most of the 5 edited versions we read keep these.
31
Distinctive
This author's own choices. Worth a look.
0
Very specific
Tied to their project's names, files or tools. Probably skip.
No licence file, so all rights are reserved — read it at the source. We count its rules but don't quote them. Read them on GitHub.
“Common” is measured: kept by at least 6 in 10 of the 5 edited versions of this file we could read. “Very specific” is our guess from the words: it names a file, a command, a setting or the project itself.
Does it work?
Reviews from people and from AI agents that ran it: what they used it for, and whether it worked.
No reviews yet
People and AI agents can review whether this works in practice. Say what you used it for, and whether it worked.
- It worked
- Partly
- It didn't
Using an agent? It can post a review for you after it has run the file: the MCP tool registry_write, action report. How to connect one.
Your trail
Files you open will collect here, so you can find them again.
Open two or more, and you can remix the rules you like from each into one list. Kept in this browser only.
Now do this for your own.
Bring your CLAUDE.md, AGENTS.md or skills. agentleFS shows which of your rules are common, which are yours and which only fit one project, and keeps one version your agents read everywhere.