Arena
Jakeschincariol/arena-skill
Make 100 versions of Claude fight to the death over one task.
This skill should be used when an agent is deciding whether to author a dynamic workflow — a self-authored, ephemeral multi-agent harness — for a task.
Install Dynamic Workflows
$ npx skills add Habitat-Thinking/ai-literacy-superpowers --skill dynamic-workflows -a claude-codeProject install by default; add -g for ~/.claude/skills/.
$ gh skill install Habitat-Thinking/ai-literacy-superpowers dynamic-workflows --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/Habitat-Thinking/ai-literacy-superpowers.git skills-src && mkdir -p .claude/skills && cp -r skills-src/ai-literacy-superpowers/skills/dynamic-workflows .claude/skills/dynamic-workflows && 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 "dynamic-workflows" agent skill from https://github.com/Habitat-Thinking/ai-literacy-superpowers/tree/main/ai-literacy-superpowers/skills/dynamic-workflows into .claude/skills/dynamic-workflows/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "dynamic-workflows", 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/Habitat-Thinking/ai-literacy-superpowers/tree/main/ai-literacy-superpowers/skills/dynamic-workflowsType 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 Habitat-Thinking/ai-literacy-superpowers --skill dynamic-workflows -a codexProject install goes to .agents/skills/; add -g for ~/.codex/skills/.
$ gh skill install Habitat-Thinking/ai-literacy-superpowers dynamic-workflows --agent codexProject scope by default (.agents/skills/); add --scope user for a personal install.
$ git clone --depth 1 https://github.com/Habitat-Thinking/ai-literacy-superpowers.git skills-src && mkdir -p .agents/skills && cp -r skills-src/ai-literacy-superpowers/skills/dynamic-workflows .agents/skills/dynamic-workflows && rm -rf skills-srcUse ~/.agents/skills/ instead of .agents/skills for a personal install.
Codex skills documentation · loads skills from .agents/skills/
Install the "dynamic-workflows" agent skill from https://github.com/Habitat-Thinking/ai-literacy-superpowers/tree/main/ai-literacy-superpowers/skills/dynamic-workflows into .agents/skills/dynamic-workflows/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "dynamic-workflows", 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 Habitat-Thinking/ai-literacy-superpowers --skill dynamic-workflows -a cursorProject install goes to .agents/skills/; add -g for ~/.cursor/skills/.
$ gh skill install Habitat-Thinking/ai-literacy-superpowers dynamic-workflows --agent cursorProject scope by default (.agents/skills/); add --scope user for a personal install.
$ git clone --depth 1 https://github.com/Habitat-Thinking/ai-literacy-superpowers.git skills-src && mkdir -p .cursor/skills && cp -r skills-src/ai-literacy-superpowers/skills/dynamic-workflows .cursor/skills/dynamic-workflows && 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 "dynamic-workflows" agent skill from https://github.com/Habitat-Thinking/ai-literacy-superpowers/tree/main/ai-literacy-superpowers/skills/dynamic-workflows into .cursor/skills/dynamic-workflows/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "dynamic-workflows", 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/Habitat-Thinking/ai-literacy-superpowers.git --path ai-literacy-superpowers/skills/dynamic-workflows--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 Habitat-Thinking/ai-literacy-superpowers --skill dynamic-workflows -a gemini-cliProject install goes to .agents/skills/; add -g for ~/.gemini/skills/.
$ gh skill install Habitat-Thinking/ai-literacy-superpowers dynamic-workflows --agent gemini-cliProject scope by default (.agents/skills/); add --scope user for a personal install.
$ git clone --depth 1 https://github.com/Habitat-Thinking/ai-literacy-superpowers.git skills-src && mkdir -p .gemini/skills && cp -r skills-src/ai-literacy-superpowers/skills/dynamic-workflows .gemini/skills/dynamic-workflows && 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 "dynamic-workflows" agent skill from https://github.com/Habitat-Thinking/ai-literacy-superpowers/tree/main/ai-literacy-superpowers/skills/dynamic-workflows into .gemini/skills/dynamic-workflows/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "dynamic-workflows", 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 Habitat-Thinking/ai-literacy-superpowers dynamic-workflowsInstalls 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 Habitat-Thinking/ai-literacy-superpowers --skill dynamic-workflows -a github-copilotProject install goes to .agents/skills/; add -g for ~/.copilot/skills/.
$ git clone --depth 1 https://github.com/Habitat-Thinking/ai-literacy-superpowers.git skills-src && mkdir -p .github/skills && cp -r skills-src/ai-literacy-superpowers/skills/dynamic-workflows .github/skills/dynamic-workflows && 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 "dynamic-workflows" agent skill from https://github.com/Habitat-Thinking/ai-literacy-superpowers/tree/main/ai-literacy-superpowers/skills/dynamic-workflows into .github/skills/dynamic-workflows/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "dynamic-workflows", 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 Habitat-Thinking/ai-literacy-superpowers --skill dynamic-workflows -a opencodeOpenCode documents no install command of its own. Project install goes to .agents/skills/; add -g for ~/.config/opencode/skills/.
$ gh skill install Habitat-Thinking/ai-literacy-superpowers dynamic-workflows --agent opencodeProject scope by default (.agents/skills/); add --scope user for a personal install.
$ git clone --depth 1 https://github.com/Habitat-Thinking/ai-literacy-superpowers.git skills-src && mkdir -p .opencode/skills && cp -r skills-src/ai-literacy-superpowers/skills/dynamic-workflows .opencode/skills/dynamic-workflows && 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 "dynamic-workflows" agent skill from https://github.com/Habitat-Thinking/ai-literacy-superpowers/tree/main/ai-literacy-superpowers/skills/dynamic-workflows into .opencode/skills/dynamic-workflows/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "dynamic-workflows", 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
dynamic-workflows- GitHub stars
- 114
- Token cost
- ~1.9k tokens
- SKILL.md length
- 872 words
- Files
- 9 (incl. references)
- Skills in repo
- 42
- Repo updated
- First seen
- Licence
- Custom licence
At a glance
This skill should be used when an agent is deciding whether to author a dynamic workflow — a self-authored, ephemeral multi-agent harness — for a task.
- Works in 3 steps: When is a workflow warranted? — see → Which pattern fits? — see → How does the plugin's governance…
- The user asks about dynamic workflows
- SKILL.md covers Runtime scope — Claude Code only, Static harness vs. dynamic…, The six composable patterns and Elect deliberately — the…, plus 2 more sections
- Runs JavaScript scripts from its folder
What it does
Dynamic Workflows is an agent skill from Habitat-Thinking/ai-literacy-superpowers. This skill should be used when an agent is deciding whether to author a dynamic workflow — a self-authored, ephemeral multi-agent harness — for a task. Use when the user asks about "dynamic workflows", "multi-agent harness", "fan-out", "subagents in parallel", "adversarial verification", "the ultracode trigger", "should I use a workflow", or when a task looks long-running, massively parallel, highly structured, or adversarial. Names the six composable patterns, the election rubric for when NOT to spend the extra…
Its SKILL.md is about 1.9k tokens, which your agent loads only when the skill is triggered. The skill folder holds 10 other files, including reference files (for example `references/governance.md`, `references/patterns.md` and `references/when-not-to-use.md`).
It sits in Agent Workflows, covering Quizzes and assessments, Multi-agent orchestration and Subagents. The repository describes itself as: A set of Claude Code and GitHub Copilot plugins providing the AI Literacy framework's complete development workflow — harness engineering, agent orchestration, literate….
When your agent uses it
- The user asks about dynamic workflows
- Multi-agent harness
- Subagents in parallel
- Adversarial verification
Example prompts
- “dynamic workflows”
- “multi-agent harness”
- “fan-out”
- “/dynamic-workflows”
Requirements
- Node.js
Workflow steps
3 steps, taken from the first numbered list in SKILL.md.
- When is a workflow warranted? — see
- Which pattern fits? — see
- How does the plugin's governance constrain it? — see
What it can do on your machine
Read from SKILL.md and the folder at commit 9d35995. 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 script files (JavaScript), which the agent can run.
From the folder's file list and the shell code blocks in SKILL.md.
Network
Links to these hosts (documentation or services it may open):
code.claude.com
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
Dynamic Workflows loads about 1.9k tokens when it runs, and up to ~4.9k if it reads all its reference files. Until then it costs about 156 tokens; SKILL.md has 872 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); files beside SKILL.md are not scanned.
SKILL.md
Its licence (Custom licence) doesn't allow us to republish the file, so here is its outline and opening line. It has 872 words (~1,927 tokens).
“A dynamic workflow is a self-authored, ephemeral multi-agent harness: a small program an agent writes for one task, runs once, and discards. It spawns subagents, gives each its own clean context window and model tier, optionally isolates them in worktrees…”
- name
- dynamic-workflows
Files
SKILL.md and 8 other files (references) in ai-literacy-superpowers/skills/dynamic-workflows of Habitat-Thinking/ai-literacy-superpowers.
- SKILL.md
- references/governance.md
- references/patterns.md
- references/when-not-to-use.md
- workflows/adversarial-review.workflow.js
- workflows/deep-assessment.workflow.js
- workflows/enforcer-fanout.workflow.js
- workflows/package.json
- workflows/reflection-mining.workflow.js
Open the folder on GitHubat commit 9d35995
Compare with similar skills
Dynamic Workflows 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 |
|---|---|---|---|---|---|---|
| Dynamic Workflows this skillHabitat-Thinking/ai-literacy-superpowers | 114 | — | ~1.9k | Automated safety check: Pass | Custom licence | |
| ArenaJakeschincariol/arena-skill | 340 | — | ~4.8k | Automated safety check: Pass | MIT | |
| Plan Review Criteriapenpot/penpot | 61k | — | ~3.3k | Automated safety check: Pass | MPL-2.0 | |
| Woo AI Smokewoocommerce/woocommerce-ios | 358 | 1 repos | ~7.4k | Automated safety check: Notes | GPL-2.0 | |
| Agentsop Agent Topology Selectionagentsope/SkillAlchemy | 459 | — | ~4.7k | Automated safety check: Pass | MIT | |
| Paseo Advisor Second Opiniongetpaseo/paseo | 20k | 1 repos | ~756 | Automated safety check: Pass | Custom licence |
Similar skills
Plan Review Criteria
penpot/penpot
Plan review criteria — the six review axes, severity rubric, approval standard, and output format for reviewing implementation plans.
Woo AI Smoke
woocommerce/woocommerce-ios
Evaluate WooAIAssistant against a structured scenario suite with hard invariants + LLM-as-judge rubric scoring.
Agentsop Agent Topology Selection
agentsope/SkillAlchemy
Cross-framework enhancement overlay for choosing a multi-agent topology BEFORE writing any agent.
Paseo Advisor Second Opinion
getpaseo/paseo
Launches one separate agent through Paseo to give a second opinion on the current task, with a self-contained briefing and no permission to edit files.
O2 Review Loop
openobserve/openobserve
Splits a change into planner, coder and independent reviewer roles: you confirm a spec, a subagent implements it, and a separate reviewer checks each round's local WIP commit.
More from Habitat-Thinking/ai-literacy-superpowers
All 42 skills in this repoAdvocatus Diaboli
Habitat-Thinking/ai-literacy-superpowers
A skill your agent uses when acting as the adversarial spec reviewer — raises steel-manned objections across six categories before plan approval, requires evidence per objection, and discloses what…
AI Literacy Assessment
Habitat-Thinking/ai-literacy-superpowers
This skill should be used when the user asks to "assess AI literacy", "run an assessment", "check literacy level", "evaluate our AI collaboration", "where are we on the framework", or wants to…
Carpaccio
Habitat-Thinking/ai-literacy-superpowers
A skill your agent uses when acting as the cadence governor — slices a raw task description into thin, end-to-end-complete pieces before any spec is written; produces a structured slicing record for…
Choice Cartographer
Habitat-Thinking/ai-literacy-superpowers
A skill your agent uses when acting as the decision-archaeology agent — surfaces decisions a spec has made (including the silent ones), emits each material choice as a Henney-style pattern story for…
Constraint Design
Habitat-Thinking/ai-literacy-superpowers
This skill should be used when the user asks to "add a constraint", "design a constraint", "write a harness rule", "choose enforcement type", "promote a constraint", "configure a verification slot"…
Cost Tracking
Habitat-Thinking/ai-literacy-superpowers
A skill your agent uses when the user wants to capture AI tool costs, review spending trends, set cost budgets, or integrate cost data into health snapshots — guides quarterly cost capture, records…
Related
Categories
Questions about Dynamic Workflows
What does Dynamic Workflows do?
This skill should be used when an agent is deciding whether to author a dynamic workflow — a self-authored, ephemeral multi-agent harness — for a task. Dynamic Workflows is an agent skill from Habitat-Thinking/ai-literacy-superpowers. This skill should be used when an agent is deciding whether to author a dynamic workflow — a self-authored, ephemeral multi-agent harness — for a task.
When should I use Dynamic Workflows?
Dynamic Workflows fits situations like: the user asks about dynamic workflows; multi-agent harness; subagents in parallel; adversarial verification.
How do I install Dynamic Workflows in Claude Code?
Run `npx skills add Habitat-Thinking/ai-literacy-superpowers --skill dynamic-workflows -a claude-code`. Or copy the skill folder (ai-literacy-superpowers/skills/dynamic-workflows in Habitat-Thinking/ai-literacy-superpowers) into .claude/skills/dynamic-workflows in your project. Claude Code loads it when a task matches its description.
How do I install Dynamic Workflows in Codex?
Run `npx skills add Habitat-Thinking/ai-literacy-superpowers --skill dynamic-workflows -a codex`. Or copy the skill folder (ai-literacy-superpowers/skills/dynamic-workflows in Habitat-Thinking/ai-literacy-superpowers) into .agents/skills/dynamic-workflows in your project. Codex loads it when a task matches its description.
Can I use Dynamic Workflows 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 Habitat-Thinking/ai-literacy-superpowers --skill dynamic-workflows -a cursor` (or -a gemini-cli, github-copilot or opencode for the others). To copy it by hand, put the folder in .cursor/skills/dynamic-workflows, .gemini/skills/dynamic-workflows, .github/skills/dynamic-workflows and .opencode/skills/dynamic-workflows in your project.
What does Dynamic Workflows need to run?
Going by SKILL.md and its folder, Dynamic Workflows needs JavaScript for the scripts in its folder. Our summary lists: Node.js.
Does Dynamic Workflows access the network?
SKILL.md names 1 domain. As links in the text: code.claude.com. This is read from the text; nothing was executed.
Is Dynamic Workflows 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. Review the folder before installing.
What licence does Dynamic Workflows use?
Dynamic Workflows has a licence file (the repository's licence) that doesn't match a standard licence. Read it on GitHub before reusing the skill.
How many tokens does Dynamic Workflows use?
About 1.9k tokens (SKILL.md is roughly 7.7k characters). Agents keep only the skill's name and description in context until a task matches; then they load SKILL.md in full. Its references folder adds about 2.9k tokens, read only when the agent opens those files.
What are the alternatives to Dynamic Workflows?
Skills that share tags, products or a category with Dynamic Workflows: Arena (Jakeschincariol/arena-skill, 340 stars), Plan Review Criteria (penpot/penpot, 61k stars), Woo AI Smoke (woocommerce/woocommerce-ios, 358 stars) and Agentsop Agent Topology Selection (agentsope/SkillAlchemy, 459 stars). The comparison table on this page puts their stars, adoption, token cost, safety result and licence side by side.
Who maintains Dynamic Workflows?
Habitat-Thinking (a GitHub organization) maintains it in Habitat-Thinking/ai-literacy-superpowers, which has 114 GitHub stars. The repository holds 42 skills in this directory. The repository was last updated on September 20, 2026.
Source: Habitat-Thinking/ai-literacy-superpowers on GitHub. Facts on this page come from the repository at the commit we read; the author's words are quoted as theirs.