Prompt Optimizer
affaan-m/ECC
Analyze draft prompts, detect intent and missing context, match ECC commands, skills, and agents, and output a ready-to-paste optimized prompt with diagnosis and rationale — advisory only, never…
Applies rigorous adversarial analysis to generate, critique, fix, and consolidate solutions for any problem (technical or non-technical).
No licenceAuto-check passed
Install Adversarial Prompting
$ npx skills add sundial-org/awesome-openclaw-skills --skill adversarial-prompting -a claude-codeProject install by default; add -g for ~/.claude/skills/.
$ gh skill install sundial-org/awesome-openclaw-skills adversarial-prompting --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/sundial-org/awesome-openclaw-skills.git skills-src && mkdir -p .claude/skills && cp -r skills-src/skills/adversarial-prompting .claude/skills/adversarial-prompting && 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 "adversarial-prompting" agent skill from https://github.com/sundial-org/awesome-openclaw-skills/tree/main/skills/adversarial-prompting into .claude/skills/adversarial-prompting/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "adversarial-prompting", 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/sundial-org/awesome-openclaw-skills/tree/main/skills/adversarial-promptingType 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 sundial-org/awesome-openclaw-skills --skill adversarial-prompting -a codexProject install goes to .agents/skills/; add -g for ~/.codex/skills/.
$ gh skill install sundial-org/awesome-openclaw-skills adversarial-prompting --agent codexProject scope by default (.agents/skills/); add --scope user for a personal install.
$ git clone --depth 1 https://github.com/sundial-org/awesome-openclaw-skills.git skills-src && mkdir -p .agents/skills && cp -r skills-src/skills/adversarial-prompting .agents/skills/adversarial-prompting && rm -rf skills-srcUse ~/.agents/skills/ instead of .agents/skills for a personal install.
Codex skills documentation · loads skills from .agents/skills/
Install the "adversarial-prompting" agent skill from https://github.com/sundial-org/awesome-openclaw-skills/tree/main/skills/adversarial-prompting into .agents/skills/adversarial-prompting/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "adversarial-prompting", 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 sundial-org/awesome-openclaw-skills --skill adversarial-prompting -a cursorProject install goes to .agents/skills/; add -g for ~/.cursor/skills/.
$ gh skill install sundial-org/awesome-openclaw-skills adversarial-prompting --agent cursorProject scope by default (.agents/skills/); add --scope user for a personal install.
$ git clone --depth 1 https://github.com/sundial-org/awesome-openclaw-skills.git skills-src && mkdir -p .cursor/skills && cp -r skills-src/skills/adversarial-prompting .cursor/skills/adversarial-prompting && 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 "adversarial-prompting" agent skill from https://github.com/sundial-org/awesome-openclaw-skills/tree/main/skills/adversarial-prompting into .cursor/skills/adversarial-prompting/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "adversarial-prompting", 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/sundial-org/awesome-openclaw-skills.git --path skills/adversarial-prompting--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 sundial-org/awesome-openclaw-skills --skill adversarial-prompting -a gemini-cliProject install goes to .agents/skills/; add -g for ~/.gemini/skills/.
$ gh skill install sundial-org/awesome-openclaw-skills adversarial-prompting --agent gemini-cliProject scope by default (.agents/skills/); add --scope user for a personal install.
$ git clone --depth 1 https://github.com/sundial-org/awesome-openclaw-skills.git skills-src && mkdir -p .gemini/skills && cp -r skills-src/skills/adversarial-prompting .gemini/skills/adversarial-prompting && 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 "adversarial-prompting" agent skill from https://github.com/sundial-org/awesome-openclaw-skills/tree/main/skills/adversarial-prompting into .gemini/skills/adversarial-prompting/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "adversarial-prompting", 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 sundial-org/awesome-openclaw-skills adversarial-promptingInstalls 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 sundial-org/awesome-openclaw-skills --skill adversarial-prompting -a github-copilotProject install goes to .agents/skills/; add -g for ~/.copilot/skills/.
$ git clone --depth 1 https://github.com/sundial-org/awesome-openclaw-skills.git skills-src && mkdir -p .github/skills && cp -r skills-src/skills/adversarial-prompting .github/skills/adversarial-prompting && 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 "adversarial-prompting" agent skill from https://github.com/sundial-org/awesome-openclaw-skills/tree/main/skills/adversarial-prompting into .github/skills/adversarial-prompting/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "adversarial-prompting", 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 sundial-org/awesome-openclaw-skills --skill adversarial-prompting -a opencodeOpenCode documents no install command of its own. Project install goes to .agents/skills/; add -g for ~/.config/opencode/skills/.
$ gh skill install sundial-org/awesome-openclaw-skills adversarial-prompting --agent opencodeProject scope by default (.agents/skills/); add --scope user for a personal install.
$ git clone --depth 1 https://github.com/sundial-org/awesome-openclaw-skills.git skills-src && mkdir -p .opencode/skills && cp -r skills-src/skills/adversarial-prompting .opencode/skills/adversarial-prompting && 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 "adversarial-prompting" agent skill from https://github.com/sundial-org/awesome-openclaw-skills/tree/main/skills/adversarial-prompting into .opencode/skills/adversarial-prompting/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "adversarial-prompting", 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.
Facts
- Skill name
adversarial-prompting- GitHub stars
- 663
- Token cost
- ~1.1k tokens
- SKILL.md length
- 547 words
- Files
- 2 (incl. scripts)
- Skills in repo
- 383
- Repo updated
- First seen
- Licence
- None found
At a glance
Applies rigorous adversarial analysis to generate, critique, fix, and consolidate solutions for any problem (technical or non-technical).
- Works in 7 steps: Solution Generation → Adversarial Critique → Fix Development → …
- Facing complex problems requiring thorough analysis
- SKILL.md covers When to Use This Skill, How to Use This Skill and Implementation Notes
- Runs Python scripts from its folder
What it does
Adversarial Prompting is an agent skill from sundial-org/awesome-openclaw-skills. Applies rigorous adversarial analysis to generate, critique, fix, and consolidate solutions for any problem (technical or non-technical). Use when facing complex problems requiring thorough analysis, multiple solution approaches, and validation of proposed fixes before implementation.
Its SKILL.md is about 1.1k tokens, which your agent loads only when the skill is triggered. The skill folder holds 2 other files, including scripts (for example `scripts/export_analysis.py`).
The repository describes itself as: Top OpenClaw skills, with the most popular and useful ones.
When your agent uses it
- Facing complex problems requiring thorough analysis
- Multiple solution approaches
- Validation of proposed fixes before implementation
Example prompts
- “Use the adversarial-prompting skill to apply rigorous adversarial analysis to generate, critique, fix, and consolidate solutions for any problem…”
- “/adversarial-prompting”
Requirements
- Python 3
Workflow steps
7 steps, taken from the step headings in SKILL.md.
- Solution Generation
- Adversarial Critique
- Fix Development
- Validation Check
- Consolidation
- Summary of Options
- Final Recommendation
What it can do on your machine
Read from SKILL.md and the folder at commit b80cde2. It shows what the files ask for, not the result of running them.
Tool permissions
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.
Runs code
Ships 1 file in scripts/ (Python), which the agent can run.
From the folder's file list and the shell code blocks in SKILL.md.
Network
No URLs in SKILL.md.
From URLs in SKILL.md, links to its own repository left out.
Credentials
Names no API keys, tokens, secrets or passwords.
From names ending in _API_KEY, _TOKEN, _SECRET, _KEY or _PASSWORD in SKILL.md.
Context cost
Adversarial Prompting loads about 1.1k tokens when it runs. Until then it costs about 77 tokens; SKILL.md has 547 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.
Safety
Auto-check passed
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); the scripts in this folder are not scanned.
SKILL.md
Without a licence we can't republish the file, so here is its outline and opening line. It has 547 words (~1,133 tokens).
“This skill applies a structured adversarial methodology to problem-solving by generating multiple solutions, rigorously critiquing each for weaknesses, developing fixes, validating those fixes, and consolidating into ranked recommendations. The approach forces deep analysis of failure modes, edge cases, and unintended…”
- name
- adversarial-prompting
Files
SKILL.md and 1 other file (scripts) in skills/adversarial-prompting of sundial-org/awesome-openclaw-skills.
- SKILL.md
- scripts/export_analysis.py
Open the folder on GitHubat commit b80cde2
Compare with similar skills
Adversarial Prompting 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 |
|---|---|---|---|---|---|---|
| Adversarial Prompting this skillsundial-org/awesome-openclaw-skills | 663 | — | ~1.1k | Automated safety check: Pass | None | |
| Prompt Optimizeraffaan-m/ECC | 277k | 5 repos | ~3.8k | Automated safety check: Pass | MIT | |
| Refine Promptpenpot/penpot | 61k | — | ~1.6k | Automated safety check: Pass | MPL-2.0 | |
| Prompt Governancealirezarezvani/claude-skills | 28k | — | ~2.8k | Automated safety check: Pass | MIT | |
| Design Critiquepaperclipai/paperclip | 100k | — | ~1.2k | Automated safety check: Pass | MIT | |
| Prompt Optimizeraffaan-m/ECC | 277k | 2 repos | ~2.4k | Automated safety check: Pass | MIT |
Similar skills
Refine Prompt
penpot/penpot
Refine and improve a user-supplied prompt for maximum clarity and effectiveness using prompt-engineering best practices and Penpot project context.
Prompt Governance
alirezarezvani/claude-skills
A skill your agent uses when managing prompts in production at scale: versioning prompts, running A/B tests on prompts, building prompt registries, preventing prompt regressions, or creating eval…
Design Critique
paperclipai/paperclip
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Prompt Optimizer
affaan-m/ECC
分析原始提示，识别意图和差距，匹配ECC组件（技能/命令/代理/钩子），并输出一个可直接粘贴的优化提示。仅提供咨询角色——绝不自行执行任务。触发时机：当用户说“优化提示”、“改进我的提示”、“如何编写提示”、“帮我优化这个指令”或明确要求提高提示质量时。中文等效表达同样触发：“优化prompt”、“改进prompt”、“怎么写prompt”、“帮我优化这个指令”。不触发时机：当用户希望直接执行任…
Prompt Engineer Toolkit
alirezarezvani/claude-skills
Turns marketing prompts into tested, versioned production assets: A/B prompt evaluation against structured test cases, immutable prompt version history with diffs, ready-to-use marketing prompt…
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Questions about Adversarial Prompting
What does Adversarial Prompting do?
Applies rigorous adversarial analysis to generate, critique, fix, and consolidate solutions for any problem (technical or non-technical). Adversarial Prompting is an agent skill from sundial-org/awesome-openclaw-skills. Applies rigorous adversarial analysis to generate, critique, fix, and consolidate solutions for any problem (technical or non-technical).
When should I use Adversarial Prompting?
Adversarial Prompting fits situations like: facing complex problems requiring thorough analysis; multiple solution approaches; validation of proposed fixes before implementation.
How do I install Adversarial Prompting in Claude Code?
Run `npx skills add sundial-org/awesome-openclaw-skills --skill adversarial-prompting -a claude-code`. Or copy the skill folder (skills/adversarial-prompting in sundial-org/awesome-openclaw-skills) into .claude/skills/adversarial-prompting in your project. Claude Code loads it when a task matches its description.
How do I install Adversarial Prompting in Codex?
Run `npx skills add sundial-org/awesome-openclaw-skills --skill adversarial-prompting -a codex`. Or copy the skill folder (skills/adversarial-prompting in sundial-org/awesome-openclaw-skills) into .agents/skills/adversarial-prompting in your project. Codex loads it when a task matches its description.
Can I use Adversarial Prompting in Cursor, Gemini CLI or GitHub Copilot?
Cursor, Gemini CLI, GitHub Copilot and OpenCode also load SKILL.md folders. With the skills CLI, run `npx skills add sundial-org/awesome-openclaw-skills --skill adversarial-prompting -a cursor` (or -a gemini-cli, github-copilot or opencode for the others). To copy it by hand, put the folder in .cursor/skills/adversarial-prompting, .gemini/skills/adversarial-prompting, .github/skills/adversarial-prompting and .opencode/skills/adversarial-prompting in your project.
What does Adversarial Prompting need to run?
Going by SKILL.md and its folder, Adversarial Prompting needs Python for the scripts in its folder. Our summary lists: Python 3.
Does Adversarial Prompting access the network?
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.
Is Adversarial Prompting safe to install?
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. The check reads SKILL.md only: the scripts in the folder are not scanned, so read them before running anything.
What licence does Adversarial Prompting use?
No licence was found for Adversarial Prompting or its repository. Without one, default copyright applies: ask the author before reusing or redistributing it.
How many tokens does Adversarial Prompting use?
About 1.1k tokens (SKILL.md is roughly 4.5k characters). Agents keep only the skill's name and description in context until a task matches; then they load SKILL.md in full.
What are the alternatives to Adversarial Prompting?
Skills that share tags, products or a category with Adversarial Prompting: Prompt Optimizer (affaan-m/ECC, 277k stars), Refine Prompt (penpot/penpot, 61k stars), Prompt Governance (alirezarezvani/claude-skills, 28k stars) and Design Critique (paperclipai/paperclip, 100k stars). The comparison table on this page puts their stars, adoption, token cost, safety result and licence side by side.
Who maintains Adversarial Prompting?
sundial-org (a GitHub organization) maintains it in sundial-org/awesome-openclaw-skills, which has 663 GitHub stars. The repository holds 383 skills in this directory. The repository was last updated on March 7, 2026.
Source: sundial-org/awesome-openclaw-skills on GitHub. Facts on this page come from the repository at the commit we read; the author's words are quoted as theirs.