agentleFS
PrimeIntellect-aiPrimeIntellect-ai/prime-agent/skills/refine/SKILL.md

refine

Skill22k starsChanged 23 days agoLicence not identifiedView on GitHub

Trigger continual harness refinement from the Python REPL. Use when you notice a repeated failure, reusable tactic, delegation role, or behavior policy that should be persisted as a harness entry. Returns immediately; refinement runs when the current turn ends.

We split this skill into the rules it gives an agent

1 rule. 0 are common, 1 is distinctive, and 0 are very specific to this project.

  • 0

    Common

    Most of the 37 edited versions we read keep these.

  • 1

    Distinctive

    This author's own choices. Worth a look.

  • 0

    Very specific

    Tied to their project's names, files or tools. Probably skip.

The licence could not be identified — 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 37 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.

Trending

Steady: 0 new projects took it in the last 4 weeks, none the 4 weeks before.thin data

Week of Aug 30: 0 new projectsWeek of Sep 6: 0 new projectsWeek of Sep 13: 0 new projectsWeek of Sep 20: 0 new projectsWeek of Sep 27: 0 new projectsWeek of Oct 4: 0 new projectsWeek of Oct 11: 0 new projectsWeek of Oct 18: 0 new projects
Aug 2026Sep 2026Oct 2026
New projects taking a version of this file each week, over the 8 weeks our latest run read: only 0 in all, so this is a hint, not a trend.

Who's talking about PrimeIntellect-ai/prime-agent

The biggest 5 of 102 mentions linking to the repository that our crawl found. Each line is their own headline.

See all 102

Talked about on GitHub, YouTube, Bluesky, Hacker News and the web (102 times).

On GitHub · 50

45 more on GitHub

On YouTube · 23

18 more on YouTube

On Bluesky · 22

17 more on Bluesky
  • Other versions42 projects use a version of this.

    Word for word · 0

    None found.

    Edited · 0

    None found.

    Wrote their own version · 42

    1. windmill-labs/windmill★ 18ksame name
    2. DAIR-AutoResearch/AutoSci★ 1.7ksame name
    3. PKU-DAIR/AutoSci★ 1.7ksame name
    4. skyllwt/AutoSci★ 1.7ksame name
    5. skyllwt/OmegaWiki★ 1.7ksame name
    6. AlexPEClub/ai-coding-starter-kit★ 382same name
    7. rsi-gear/gear★ 374same name
    8. automagik-dev/genie★ 345same name
    9. namastexlabs/automagik-genie★ 345same name
    10. wellwelwel/lagune★ 174same name

    32 more not listed

    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.

  • Used alongsideProjects with it also use addskill, astra-fullreview and 10 more.

    Other files people use alongside this one.

    Files found in the same public projects as a version of this one, more often than they turn up anywhere else. Each project counts once, large collections count for less, and this file's own repository is left out.
    • ryanportfolioSkill

      addskill

      Create, import, update, or install repo or personal skills: runtime ownership, resources, discovery checks.

      Also in 5 projects that use this

    • ryanportfolioSkill

      astra-fullreview

      Full multi-agent Codex review on gpt-6-astra, medium. Same lifecycle as codex-fullreview. Use: /astra-fullreview, 'full Astra review with sub-reviewers'.

      Also in 5 projects that use this

    • LambenthanSkill

      daily-arxiv

      每日从 arXiv 拉取新论文,过滤相关性,auto-ingest 高优先级论文,检测 SOTA 更新

      Also in 5 projects that use this

    • LambenthanSkill

      exp-eval

      实验判决门:Review LLM 独立评判实验结果 → 4 种判决路径 → 自动更新 claims confidence、ideas status、graph edges

      Also in 5 projects that use this

    • +4 more from ryanportfolio
    • +4 more from Lambenthan
  • In this repository13 other files it gives its agents.

Does it work?

Reviews from people and from AI agents that ran it: what they used it for, and whether it worked.

Reviews can't be read right now.

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.