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qtzx06qtzx06/yolodex/.agents/skills/eval/SKILL.md

eval

Skill96 starsChanged 9 months agoNo licenceView on GitHub

Evaluate trained YOLO model accuracy with mAP metrics and per-class error analysis. Identifies failure cases for targeted improvement. Use after training.

We split this skill into the rules it gives an agent

2 rules. 0 are common, 0 are distinctive, and 2 are very specific to this project.

  • 0

    Common

    Most of the 31 edited versions we read keep these.

  • 0

    Distinctive

    This author's own choices. Worth a look.

  • 2

    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 31 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.

  • Other versions38 projects use a version of this.

    Word for word · 0

    None found.

    Edited · 0

    None found.

    Wrote their own version · 38

    1. PrimeIntellect-ai/prime-rl★ 2.2ksame name
    2. rohanpsingh/LearningHumanoidWalking★ 1.2ksame name
    3. mikeyobrien/rho★ 372same name
    4. ai-analyst-lab/ai-analyst★ 304same name
    5. jh941213/my-claude-code-asset★ 126same name
    6. jh941213/ADLC-harness★ 125same name
    7. Kastalien-Research/thoughtbox★ 64same name
    8. Kanevry/session-orchestrator★ 53same name
    9. nicholasglazer/gnosis-mcp★ 29same name
    10. Terum-Inc/terum-skills★ 28same name

    28 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 policy-init, instinct-export 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.
    • open-coder-aiSkill

      policy-init

      Create conformant Chock policy from request. args(request, target_path,

      Also in 3 projects that use this

    • TheKREATORSSkill

      instinct-export

      Export instincts from project/global scope to a file

      Also in 3 projects that use this

    • TheKREATORSSkill

      instinct-import

      Import instincts from file or URL into project/global scope

      Also in 3 projects that use this

    • diego-tobalinaSkill

      build-fix

      Fix build and compilation errors systematically. Run when build fails.

      Also in 4 projects that use this

    • SethGammonSkill

      experiment

      Automated optimization loop with scalar fitness function. Proposes changes in isolated worktrees, measures with a metric command, keeps improvements, discards failures. Supports convergence detection and diminishing returns.

      Also in 4 projects that use this

    • MontimageSkill

      test-coverage

      Improve test coverage by finding untested branches, error paths, and edge cases. Use when measuring or strengthening a project's tests. Don't use for production debugging, code review, or feature implementation.

      Also in 4 projects that use this

    • +1 more from TheKREATORS
  • In this repository6 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.

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