Autoresearch Iteration Loop
uditgoenka/autoresearch
Runs an autonomous modify, verify, keep-or-discard loop against any metric, with subcommands for planning, debugging, fixing, security audits, shipping and more.
Cancel an active Ralph Loop. An agent skill from cursor/plugins.
$ npx skills add cursor/plugins --skill cancel-ralph -a claude-codeProject install by default; add -g for ~/.claude/skills/.
$ gh skill install cursor/plugins cancel-ralph --agent claude-codeProject scope by default; add --scope user for a personal install. Needs GitHub CLI 2.90.0 or later (public preview).
$ git clone --depth 1 https://github.com/cursor/plugins.git skills-src && mkdir -p .claude/skills && cp -r skills-src/ralph-loop/skills/cancel-ralph .claude/skills/cancel-ralph && rm -rf skills-srcUse ~/.claude/skills/ instead of .claude/skills for a personal install. The folder must contain SKILL.md.
Claude Code skills documentation · loads skills from .claude/skills/
Install the "cancel-ralph" agent skill from https://github.com/cursor/plugins/tree/main/ralph-loop/skills/cancel-ralph into .claude/skills/cancel-ralph/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "cancel-ralph", then confirm the skill loads.Claude Code copies the folder itself, the same result as the manual copy. Check what it changed before you commit it.
$skill-installer install https://github.com/cursor/plugins/tree/main/ralph-loop/skills/cancel-ralphType this inside Codex. $skill-installer <name> installs a curated skill from openai/skills. The installer writes to $CODEX_HOME/skills (default ~/.codex/skills). Restart Codex if the skill does not show up.
$ npx skills add cursor/plugins --skill cancel-ralph -a codexProject install goes to .agents/skills/; add -g for ~/.codex/skills/.
$ gh skill install cursor/plugins cancel-ralph --agent codexProject scope by default (.agents/skills/); add --scope user for a personal install.
$ git clone --depth 1 https://github.com/cursor/plugins.git skills-src && mkdir -p .agents/skills && cp -r skills-src/ralph-loop/skills/cancel-ralph .agents/skills/cancel-ralph && rm -rf skills-srcUse ~/.agents/skills/ instead of .agents/skills for a personal install.
Codex skills documentation · loads skills from .agents/skills/
Install the "cancel-ralph" agent skill from https://github.com/cursor/plugins/tree/main/ralph-loop/skills/cancel-ralph into .agents/skills/cancel-ralph/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "cancel-ralph", then confirm the skill loads.Codex copies the folder itself, the same result as the manual copy. Check what it changed before you commit it.
$ npx skills add cursor/plugins --skill cancel-ralph -a cursorProject install goes to .agents/skills/; add -g for ~/.cursor/skills/.
$ gh skill install cursor/plugins cancel-ralph --agent cursorProject scope by default (.agents/skills/); add --scope user for a personal install.
$ git clone --depth 1 https://github.com/cursor/plugins.git skills-src && mkdir -p .cursor/skills && cp -r skills-src/ralph-loop/skills/cancel-ralph .cursor/skills/cancel-ralph && rm -rf skills-srcUse ~/.cursor/skills/ instead of .cursor/skills for a personal install.
Cursor skills documentation · loads skills from .cursor/skills/, .agents/skills/, .claude/skills/, .codex/skills/
Install the "cancel-ralph" agent skill from https://github.com/cursor/plugins/tree/main/ralph-loop/skills/cancel-ralph into .cursor/skills/cancel-ralph/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "cancel-ralph", then confirm the skill loads.Cursor copies the folder itself, the same result as the manual copy. Check what it changed before you commit it.
$ gemini skills install https://github.com/cursor/plugins.git --path ralph-loop/skills/cancel-ralph--scope user (default) or --scope workspace; --path is the subfolder of the repo that holds the skill; --consent skips the security confirmation prompt.
$ npx skills add cursor/plugins --skill cancel-ralph -a gemini-cliProject install goes to .agents/skills/; add -g for ~/.gemini/skills/.
$ gh skill install cursor/plugins cancel-ralph --agent gemini-cliProject scope by default (.agents/skills/); add --scope user for a personal install.
$ git clone --depth 1 https://github.com/cursor/plugins.git skills-src && mkdir -p .gemini/skills && cp -r skills-src/ralph-loop/skills/cancel-ralph .gemini/skills/cancel-ralph && rm -rf skills-srcUse ~/.gemini/skills/ instead of .gemini/skills for a personal install, then run /skills reload.
Gemini CLI skills documentation · loads skills from .gemini/skills/, .agents/skills/
Install the "cancel-ralph" agent skill from https://github.com/cursor/plugins/tree/main/ralph-loop/skills/cancel-ralph into .gemini/skills/cancel-ralph/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "cancel-ralph", then confirm the skill loads.Gemini CLI copies the folder itself, the same result as the manual copy. Check what it changed before you commit it.
$ gh skill install cursor/plugins cancel-ralphInstalls for Copilot at project scope by default; add --scope user for a personal install. Preview a skill first with gh skill preview. Needs GitHub CLI 2.90.0 or later (public preview).
$ npx skills add cursor/plugins --skill cancel-ralph -a github-copilotProject install goes to .agents/skills/; add -g for ~/.copilot/skills/.
$ git clone --depth 1 https://github.com/cursor/plugins.git skills-src && mkdir -p .github/skills && cp -r skills-src/ralph-loop/skills/cancel-ralph .github/skills/cancel-ralph && rm -rf skills-srcUse ~/.copilot/skills/ instead of .github/skills for a personal install. Commit .github/skills so cloud agent and code review can use it.
GitHub Copilot skills documentation · loads skills from .github/skills/, .claude/skills/, .agents/skills/
Install the "cancel-ralph" agent skill from https://github.com/cursor/plugins/tree/main/ralph-loop/skills/cancel-ralph into .github/skills/cancel-ralph/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "cancel-ralph", then confirm the skill loads.GitHub Copilot copies the folder itself, the same result as the manual copy. Check what it changed before you commit it.
$ npx skills add cursor/plugins --skill cancel-ralph -a opencodeOpenCode documents no install command of its own. Project install goes to .agents/skills/; add -g for ~/.config/opencode/skills/.
$ gh skill install cursor/plugins cancel-ralph --agent opencodeProject scope by default (.agents/skills/); add --scope user for a personal install.
$ git clone --depth 1 https://github.com/cursor/plugins.git skills-src && mkdir -p .opencode/skills && cp -r skills-src/ralph-loop/skills/cancel-ralph .opencode/skills/cancel-ralph && rm -rf skills-srcUse ~/.config/opencode/skills/ instead of .opencode/skills for a personal install.
OpenCode skills documentation · loads skills from .opencode/skills/, .claude/skills/, .agents/skills/
Install the "cancel-ralph" agent skill from https://github.com/cursor/plugins/tree/main/ralph-loop/skills/cancel-ralph into .opencode/skills/cancel-ralph/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "cancel-ralph", then confirm the skill loads.OpenCode copies the folder itself, the same result as the manual copy. Check what it changed before you commit it.
cancel-ralphCancel an active Ralph Loop. An agent skill from cursor/plugins.
Cancel Ralph is an agent skill from cursor/plugins, published by the product's own GitHub organization. Cancel an active Ralph Loop. Use when the user wants to stop, cancel, or abort a running ralph loop.
Its SKILL.md is about 180 tokens, which your agent loads only when the skill is triggered. It is a single SKILL.md file with no bundled scripts.
It sits in Agent Workflows, covering Autonomous loops. The repository describes itself as: Cursor plugin specification and official plugins.
3 steps, taken from the first numbered list in SKILL.md.
Read from SKILL.md and the folder at commit ccb5507. It shows what the files ask for, not the result of running them.
Pre-approves nothing: there is no allowed-tools line, so your agent's usual permission prompts apply.
From allowed-tools in the SKILL.md frontmatter.
No scripts in the folder and no shell commands in SKILL.md.
From the folder's file list and the shell code blocks in SKILL.md.
No URLs in SKILL.md.
From URLs in SKILL.md, links to its own repository left out.
Names no API keys, tokens, secrets or passwords.
From names ending in _API_KEY, _TOKEN, _SECRET, _KEY or _PASSWORD in SKILL.md.
Cancel Ralph loads about 183 tokens when it runs. Until then it costs about 28 tokens; SKILL.md has 85 words of instructions outside code blocks.
Estimates: characters ÷ 4, the usual rule of thumb; real counts depend on the model's tokenizer. Scripts and assets cost tokens only if the agent reads them.
The automated check found no risky patterns in SKILL.md.
Automated static check — not a guarantee. Review scripts before installing. It scans the text of SKILL.md for risky patterns (piping downloads into a shell, reading credential files, hidden Unicode, destructive commands); files beside SKILL.md are not scanned.
Without a licence we can't republish the file, so here is its outline and opening line. It has 85 words (~183 tokens).
“The user wants to cancel or stop an active Ralph loop.”
Just SKILL.md in ralph-loop/skills/cancel-ralph of cursor/plugins.
Open the folder on GitHubat commit ccb5507
Cancel Ralph next to the 5 skills that share the most tags, products or categories with it. Stars are the repository's; “used in” counts other GitHub owners with a copy.
| Skill | Stars | Used in | Tokens | Auto-check | Licence | Repo updated |
|---|---|---|---|---|---|---|
| Cancel Ralph this skillcursor/plugins | 10k | — | ~183 | Automated safety check: Pass | None | |
| Autoresearch Iteration Loopuditgoenka/autoresearch | 6.5k | 1 repos | ~2k | Automated safety check: Pass | MIT | |
| PUA Looptanweai/pua | 20k | 1 repos | ~1.1k | Automated safety check: Pass | MIT | |
| AutopilotYeachan-Heo/oh-my-claudecode | 40k | 1 repos | ~4.4k | Automated safety check: Pass | MIT | |
| Install Loop Engineeringcobusgreyling/loop-engineering | 11k | 1 repos | ~648 | Automated safety check: Pass | MIT | |
| LoopyForward-Future/loopy | 3.2k | — | ~3.9k | Automated safety check: Pass | MIT |
uditgoenka/autoresearch
Runs an autonomous modify, verify, keep-or-discard loop against any metric, with subcommands for planning, debugging, fixing, security audits, shipping and more.
tanweai/pua
Runs an unattended iterate-until-verified loop in which a user-set verify command, not the agent's own claim, decides when the task is finished.
Yeachan-Heo/oh-my-claudecode
Takes a short product idea through requirements, design, planning, parallel implementation, QA cycles and multi-reviewer validation to produce working code.
cobusgreyling/loop-engineering
Installs Loop Engineering into a project through the single @cobusgreyling/loop CLI, scaffolding a report-only loop and a readiness score.
Forward-Future/loopy
Discover, find, compare, audit, repair, adapt, craft, run, debrief, save, and prepare repeatable AI-agent loops for publication.
tanweai/pua
Pushes an agent to exhaust every option, investigate before asking and take initiative beyond the literal request, instead of giving up or waiting passively.
cursor/plugins
Keeps a TSV decision log for long or unattended agent runs, one row per decision with what, why, evidence and result, so a reviewer can check the work later.
cursor/plugins
Digs into why code is shaped the way it is by checking git history, pull requests and connected tools in parallel, then reporting a cited read on the tradeoffs.
cursor/plugins
Starts three parallel reviewer subagents over the current conversation transcript, then turns their findings into concrete edits to existing skills.
cursor/plugins
Applies four layers of technical-writing rules to docs, RFCs, readmes, PR descriptions and commit messages so a tired engineer follows them on the first read.
cursor/plugins
Adds a second, stronger model that the main agent consults before major decisions, when stuck and before finishing, controlled by /advisor commands.
cursor/plugins
Prepare PRs for review by cleaning noisy history, improving PR descriptions, and adding reviewer guidance without changing code behavior.
Categories
Cancel an active Ralph Loop. An agent skill from cursor/plugins. Cancel Ralph is an agent skill from cursor/plugins, published by the product's own GitHub organization. Cancel an active Ralph Loop.
Cancel Ralph fits situations like: the user wants to stop; abort a running ralph loop.
Run `npx skills add cursor/plugins --skill cancel-ralph -a claude-code`. Or copy the skill folder (ralph-loop/skills/cancel-ralph in cursor/plugins) into .claude/skills/cancel-ralph in your project. Claude Code loads it when a task matches its description.
Run `npx skills add cursor/plugins --skill cancel-ralph -a codex`. Or copy the skill folder (ralph-loop/skills/cancel-ralph in cursor/plugins) into .agents/skills/cancel-ralph in your project. Codex loads it when a task matches its description.
Cursor, Gemini CLI, GitHub Copilot and OpenCode also load SKILL.md folders. With the skills CLI, run `npx skills add cursor/plugins --skill cancel-ralph -a cursor` (or -a gemini-cli, github-copilot or opencode for the others). To copy it by hand, put the folder in .cursor/skills/cancel-ralph, .gemini/skills/cancel-ralph, .github/skills/cancel-ralph and .opencode/skills/cancel-ralph in your project.
SKILL.md names no scripts, command-line tools or credentials: Cancel Ralph is instructions for the agent only.
SKILL.md contains no URLs. Any network use would come from the scripts or tools the agent runs. This is read from the text; nothing was executed.
Our automated static check of SKILL.md found no risky patterns, such as piping downloads into a shell, reading credential files or hidden Unicode. It is not a guarantee. Review the folder before installing.
No licence was found for Cancel Ralph or its repository. Without one, default copyright applies: ask the author before reusing or redistributing it.
About 183 tokens (SKILL.md is roughly 732 characters). Agents keep only the skill's name and description in context until a task matches; then they load SKILL.md in full.
Skills that share tags, products or a category with Cancel Ralph: Autoresearch Iteration Loop (uditgoenka/autoresearch, 6.5k stars), PUA Loop (tanweai/pua, 20k stars), Autopilot (Yeachan-Heo/oh-my-claudecode, 40k stars) and Install Loop Engineering (cobusgreyling/loop-engineering, 11k stars). The comparison table on this page puts their stars, adoption, token cost, safety result and licence side by side.
cursor (a GitHub organization, an official publisher) maintains it in cursor/plugins, which has 10,278 GitHub stars. The repository holds 99 skills in this directory. The repository was last updated on October 8, 2026.
Source: cursor/plugins on GitHub. Facts on this page come from the repository at the commit we read; the author's words are quoted as theirs.