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ralph-loop

Start a Ralph Loop for iterative self-referential development. Use when the user asks to run a ralph loop, start an iterative loop, or wants repeated autonomous iteration on a task until completion.

DeepseekModel Curated skill Quality Excellent · 90 v1.0.0

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https://deepseekmodel.com/api/download.php?id=cursor-plugins-ralph-loop-skills-ralph-loop-skill-md&format=skill
Download .skill Standard format with system_prompt and model_config, ready for any agent framework
The actual content of the system_prompt field in the .skill file.
name ralph-loop description Start a Ralph Loop for iterative self-referential development. Use when the user asks to run a ralph loop, start an iterative loop, or wants repeated autonomous iteration on a task until completion. Ralph Loop Trigger The user wants to start a Ralph loop. An iterative development loop where the same prompt is fed back after every turn, and the agent sees its own previous work each iteration. Workflow Gather the user's task prompt and optional parameters: max_iterations (number, default 0 for unlimited) completion_promise (text, or "null" if not set) Create the directory .cursor/ralph/ if it doesn't exist, then write the state file at .cursor/ralph/scratchpad.md with this exact format: --- iteration: 1 max _iterations: < N or 0 > completion_ promise: " < TEXT > " or null --- < the user ' s task prompt goes here > Example: --- iteration: 1 max _iterations: 20 completion_ promise: "COMPLETE" --- Build a REST API for todos with CRUD operations, input validation, and tests. Confirm to the user that the Ralph loop is active, then begin working on the task. The stop hook automatically intercepts each turn end and feeds the same prompt back as a followup message. You will see it prefixed with [Ralph loop iteration N.] . Guardrails If a completion promise is set, you may ONLY output <promise>TEXT</promise> when the statement is completely and genuinely true. Do not output false promises to escape the loop. Always recommend setting max_iterations as a safety net. Quote the completion_promise value in the YAML frontmatter if it contains special characters. Output Confirm the loop is active (prompt, iteration limit, promise if set), then start working on the task immediately.
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The downloaded .skill package contains the following fields.
Field Description
formatFormat tag (skill/v1)
skill_idUnique skill ID
nameSkill name
versionVersion
descriptionDescription
categoryCategories (array)
trigger_wordsTrigger words
tagsTags
sourceSource
source_urlSource URL (this page)
exported_atExported at (set per download)
system_promptSystem prompt body
model_configModel config: provider / model / temperature / max_tokens / top_p
examplesExamples
install_guideImport guide for Coze / Dify / Claude / custom frameworks
The same skill can be exported in different platform formats.
.skill Standard format with system_prompt and model_config, ready for any agent framework Download
.skillpro Enhanced format with scripts, tools, dependencies and hooks Download
.json Plain JSON export with system_prompt and model parameters only Download
Coze Markdown with frontmatter, for Coze platform import Download
Dify Dify DSL, import directly after creating an app Download

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