Iterative loops (review-fix loops, plan-polish loops, retrospective extraction) have a natural endpoint: when each new pass mostly restates the previous one, you're done. This skill is a primitive for detecting that endpoint quantitatively, so loops don't stop too early (missed signal) or too late (wasted tokens).
Convergence Detect is a community-contributed Claude Code skill in the general-misc sub-category. It ships as a SKILL.md file that Claude Code auto-discovers under ~/.claude/skills/convergence-detect/ and loads when your prompt matches the skill's trigger.
When to invoke it: Use when another skill (polish, session-retro, plan refinement) needs a stop condition that's smarter than "ran N rounds". Three signals — output shrinking, change rate slowing, content similarity rising — indicate it's time to stop.
The Convergence Detect Claude Code skill is built for Claude Code users and developers across all disciplines looking for general-purpose AI assistance. It's part of ClaudSkills (also referred to as Claude Skills or Claude Code Skills) — the open community-curated registry of 69,000+ SKILL.md files for Anthropic's Claude Code agent and the wider Claude ecosystem (Claude API, Claude Agent SDK).
mkdir -p ~/.claude/skills/convergence-detect curl -L https://claudskills.com/skills/convergence-detect/SKILL.md \ -o ~/.claude/skills/convergence-detect/SKILL.md
Or just download SKILL.md directly and drop it into ~/.claude/skills/convergence-detect/. Claude Code auto-discovers it on next session.
Skills live at ~/.claude/skills/convergence-detect/SKILL.md on macOS/Linux, or %USERPROFILE%\.claude\skills\convergence-detect\SKILL.md on Windows. See the full install guide for step-by-step instructions.
The ClaudSkills desktop app installs any skill directly into ~/.claude/skills/ with one click — no terminal required. Pro starts at $9/mo or $149 lifetime.
For the full experience including quality scoring and one-click install features for each skill — upgrade to Pro.
Browse all General skills in the ClaudSkills registry, or explore these other picks from the same category:
Part of Acreator Store — Adam Lankamer's AI tools: PerfectStudio · Ucaption · UTagger · AutoXPoster · TestYourSkills · AutomationFlows · Au Naturel
SKILL.md files, not affiliated with, endorsed by, or sponsored by Anthropic.