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AI EngineeringRust

Auto Converge

by KonghaYao

Auto Converge is an AI Engineering skill for Claude Code, published by KonghaYao in peri.

163 stars30 forkson KonghaYao/periAdded 2026/09/08+3% in starsRepository updated 2026/09/07
acpclaude-codecoding-agentdeepseekglmmcpruststreaming-markdowntui
Install in seconds
Install Auto Converge
Copy Auto Converge into your Claude Code skills folder. Run the command in your terminal, or review the source on GitHub before installing.
terminal
npx degit https://github.com/KonghaYao/peri/tree/main/.claude/skills/auto-converge ~/.claude/skills/auto-converge

Requires Node.js. Downloads this skill only — not the rest of the repository — into your Claude Code skills folder.

Without Node.js

git clone https://github.com/KonghaYao/peri.git

Clones the whole repository, then copy the skill’s own directory into your skills folder yourself.

In this catalog

Source file
.claude/skills/auto-converge/SKILL.md in KonghaYao/peri
Installs to
~/.claude/skills/auto-converge
Collection
One of 20 skills cataloged from this repository
Category
AI Engineering3670 skills

What Auto Converge does

Auto Converge refines rules, prompts, and SKILL.md files until agents can follow them reliably. It uses external references and adversarial review loops when a spec is written but not being obeyed.

Auto Converge is cataloged under AI Engineering on DirSkills. Auto Converge comes from a repository tagged acp, claude-code, coding-agent, deepseek and glm.

Documentation

README

auto-converge——让规则从写完了变成能执行

两个策略驱动——

  1. 外部对标:先研读高质量参考(同类工具的文档、博客、规范),提取差距和缺失项,不闭门造车
  2. 对抗收敛:写样例 → subagent 零容忍审查 → 量化违规数 → 修复 → 重复直到违规 < 5,规则不是改一次就对的

两条策略必须同时执行。只看参考不迭代,规则停留在理论正确但 agent 执行不走;只迭代不看参考,规则在低水平收敛但没有吸收业界最佳实践。


适用于什么

不限于 SKILL.md——任何需要 agent 稳定遵守的规范都可以收敛。常见场景——

This is the opening of the README. Read the full README on GitHub.

Frequently asked about Auto Converge

  • What else does KonghaYao publish alongside Auto Converge?

    Auto Converge is one of 20 skills that DirSkills catalogs from KonghaYao/peri, the repository it ships in. Its siblings there include Adaptive Devflow, Advisor Consultation and Auto Issue Fixer. Each one is a separate skill with its own page in this directory, installs the same way Auto Converge does, and is maintained by KonghaYao in that same repository. The rest of the collection is listed on the KonghaYao/peri page.

  • How does Auto Converge compare to other AI Engineering skills?

    Auto Converge ranks #3388 by stars among the 3670 AI Engineering skills in this catalog. The most-starred ones next to it are Architecture Decision Records, AI-First Engineering and Agentic OS. DirSkills ranks by the star count of the repository each skill ships in, so that order reflects how popular those repositories are rather than any review of Auto Converge against them. Open each page to compare what they document and how they install.

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