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from reprompter
Turn messy prompts into structured, scoreable prompts or multi-agent plans; also reverse-engineer great outputs into reusable prompts.
RePrompter transforms raw or messy user prompts into structured, testable prompts. Supports three modes: Single (clean & score a single prompt), Repromptverse (plan and generate per-agent prompts for multi-agent orchestration), and Reverse (extract a prompt from an exemplar output). Includes templates, interview flows, success-criteria generation, and tooling for execution and evaluation.
Use when you need to improve prompt quality, create multi-agent teams with clear artifact contracts, generate verifiable success criteria, or reverse-engineer high-quality outputs into reproducible prompts. Avoid for simple Q&A or immediate execution-only tasks.
Designed for advanced agent runtimes and developer workflows: Claude Code (tmux/TeamCreate), OpenClaw (sessions_spawn), Codex CLI, and general assistant agents for prompt engineering and orchestration.
RePrompter is a sophisticated prompt-engineering skill with 42 scripts covering four output lanes (Single, Codex Goal, Repromptverse, Reverse). It includes a flywheel learning system, telemetry, strategy learning, and agent orchestration. The SKILL.md is extremely comprehensive at 76K chars but could benefit from progressive disclosure. The shell: true spawnSync in evaluate-outcome.js for judgeCmd is a notable security concern. No scripts ran successfully — JS scripts were skipped by the runner, and shell scripts failed due to missing project context files.
node/npm (required for 39 JS scripts)The spawnSync(judgeCmd, {shell: true}) pattern in evaluate-outcome.js is the main security finding. The comment says 'user-supplied CLI input, not attacker-controlled', which mitigates the risk somewhat, but shell:true with arbitrary input remains a code injection vector if the skill is ever used in a context where judgeCmd could be influenced by external data. The rest of the codebase is well-structured with no exfiltration, no hardcoded secrets, and local-only telemetry. The skill is very ambitious and feature-rich — almost a framework rather than a single skill.
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