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Converge Loop

Category: General  ·  Sub-category: general-misc  ·  Last updated:
type:debug
Run a bounded, self-correcting loop that drives code toward a target state and STOPS honestly — until-green (validate → diagnose → minimal fix → re-run) or until-dry (find → act → re-find until N dry rounds). Every loop declares a termination set (done-condition, max iterations, budget, no-progress stop) and compiles onto native /goal + /loop. Use for any "repeat until a measurable condition holds" work instead of hand-rolling a keep-going loop.
Security AStatic scan found no risk patternsHow grading works ›

About this skill (catalog notes)

Converge Loop includes pricing or quota commentary. At roughly 1,590 words the SKILL.md is on the longer end of the catalog distribution.

Source
ulpi-io.github.io/skills-autonomous-engineering
Original author
ulpi-io
Indexed lastmod
Catalog position
General · general-misc
Indexed related skills
10

How Converge Loop fits the catalog

Converge Loop sits in the General category under the general-misc sub-topic in the ClaudSkills catalog. There are 10 related skills indexed alongside it; comparing a few before installing usually reveals which fits your workflow best.

These notes are auto-generated from features detected in the SKILL.md file and from this catalog's structure — they aren't part of the source repository.

From the source SKILL.md

<EXTREMELY-IMPORTANT> A loop with no exit is the single most expensive failure mode of an autonomous agent. Non-negotiable: 1. NEVER start a loop without a declared TERMINATION SET: (a) a done-condition, (b) a max-iteration cap, (c) a budget (tokens/tool-calls/wall-clock), and (d) a no-progress rule. If you cannot state all four, do not loop — do the task once and report. 2. The done-condition MUST be machine-checkable (an exit code, a count, a diff, a benchmark number) — not a vibe. "Looks good" is not a stop condition. 3. FAIL CLOSED. If the loop hits the cap or budget WITHOUT meeting the…

What this skill does

Converge Loop 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/converge-loop/ and loads when your prompt matches the skill's trigger.

Who uses this skill

The Converge Loop 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 153,000+ SKILL.md files for Anthropic's Claude Code agent and the wider Claude ecosystem (Claude API, Claude Agent SDK).

How to install

Free

Manual install (2 steps)

mkdir -p ~/.claude/skills/converge-loop
curl -L https://claudskills.com/skills/converge-loop/SKILL.md \
  -o ~/.claude/skills/converge-loop/SKILL.md

Or just download SKILL.md directly and drop it into ~/.claude/skills/converge-loop/. Claude Code auto-discovers it on next session.

Skills live at ~/.claude/skills/converge-loop/SKILL.md on macOS/Linux, or %USERPROFILE%\.claude\skills\converge-loop\SKILL.md on Windows. See the full install guide for step-by-step instructions.

Telegram

📱 Install from your phone or desktop Telegram

Open @claudskills_bot on Telegram, tap Open Desktop App, and the desktop app installs this skill for you. Or share the bot link with a colleague — they get the same one-tap install. Learn more →

Pro

One-click install via the desktop app

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.

Pro

For the full experience including quality scoring and one-click install features for each skill — upgrade to Pro.

See pricing → Download desktop app

Frequently asked questions

How do I install the Converge Loop Claude Code skill?
Install via the ClaudSkills desktop app (one click) or copy SKILL.md from the source repository to ~/.claude/skills/converge-loop/SKILL.md and restart Claude Code. Both flows are detailed at claudskills.com/install/.
What does the Converge Loop skill do?
Run a bounded, self-correcting loop that drives code toward a target state and STOPS honestly — until-green (validate → diagnose → minimal fix → re-run) or until-dry (find → act → re-find until N dry rounds). Every loop declares a termination set (done-condition, max iterations, budget, no-progress stop) and compiles onto native /goal + /loop. Use for any "repeat until a measurable condition holds" work instead of hand-rolling a keep-going loop.
Is this skill free to install?
Yes. ClaudSkills is an open registry — every skill keeps its source repository's license, and manual install via copy is free. ClaudSkills Pro ($9/mo, $79/yr, or $149 one-time) adds one-click install via the desktop app and a multi-signal Quality Score.
When should I use the Converge Loop skill?
Use Converge Loop when your Claude Code task falls under the General category — specifically in the general misc area. Claude Code auto-discovers installed skills and invokes the right one based on the task description, so you can also ask Claude directly (e.g. "use Converge Loop" or describe the task and let Claude pick). Browse related skills at /category/general/.
What is a Claude Code skill and how does the Converge Loop skill fit in?
A Claude Code skill is a SKILL.md file that lives under ~/.claude/skills/<name>/ and tells the Claude Code CLI agent how to perform a specific task (instructions, prompts, allowed tools). Skills are auto-discovered at session start. Converge Loop is one of 67,000+ skills indexed in the open ClaudSkills catalog, classified under the General category. Learn more at /learn/what-is-a-claude-skill/.

Attribution & license

Cite this skill

If you reference this skill in a blog post, paper, or documentation, you can cite it as:

APA
ulpi-io. (2026). Converge Loop [Claude Code skill]. ClaudSkills. https://claudskills.com/skills/converge-loop/
BibTeX
@misc{converge-loop-2026,
  author    = {ulpi-io},
  title     = {Converge Loop [Claude Code skill]},
  year      = {2026},
  publisher = {ClaudSkills},
  url       = {https://claudskills.com/skills/converge-loop/}
}

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Security scan

Grade A · scanned 2026-07-18 — free static scan against the OWASP Agentic Skills Top 10.

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Browse all General skills in the ClaudSkills registry, or explore these other picks from the same category:

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