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Agent skill

Daa Agent

by ruvnet in ruvnet/ruflo

Create and adapt Dynamic Agentic Architecture agents that learn and evolve

MITAuto-check: notes

Install Daa Agent

skills CLI
$ npx skills add ruvnet/ruflo --skill daa-agent -a claude-code

Project install by default; add -g for ~/.claude/skills/.

GitHub CLI
$ gh skill install ruvnet/ruflo daa-agent --agent claude-code

Project scope by default; add --scope user for a personal install. Needs GitHub CLI 2.90.0 or later (public preview).

Manual copy
$ git clone --depth 1 https://github.com/ruvnet/ruflo.git skills-src && mkdir -p .claude/skills && cp -r skills-src/plugins/ruflo-daa/skills/daa-agent .claude/skills/daa-agent && rm -rf skills-src

Use ~/.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/

Facts

Skill name
daa-agent
GitHub stars
74k
Used in
1 other repo
Token cost
~409 tokens
SKILL.md length
127 words
Files
1
Skills in repo
264
Repo updated
First seen
Licence
MIT

At a glance

Create and adapt Dynamic Agentic Architecture agents that learn and evolve

  • Works in 5 steps: Create agent — call… → Monitor learning — call… → Check performance — call… → …
  • SKILL.md covers When to use, Steps and DAA vs static agents
  • Instructions only: no scripts, shell commands, URLs or credentials in SKILL.md

What it does

Daa Agent is an agent skill from ruvnet/ruflo. Create and adapt Dynamic Agentic Architecture agents that learn and evolve

Its SKILL.md is about 410 tokens, which your agent loads only when the skill is triggered. It is a single SKILL.md file with no bundled scripts.

It works with Model Context Protocol. The repository describes itself as: 🌊 The original agent harness. Deploy intelligent multi-player swarms, coordinate autonomous workflows, and build conversational AI systems. Features adaptive memory…. The licence is MIT.

Example prompts

  • “/daa-agent”

Requirements

  • Pre-approved tools (allowed-tools): mcp__plugin_ruflo-core_ruflo__daa_agent_create, mcp__plugin_ruflo-core_ruflo__daa_agent_adapt, mcp__plugin_ruflo-core_ruflo__daa_learning_status, mcp__plugin_ruflo-core_ruflo__daa_performance_metrics, mcp__plugin_ruflo-core_ruflo__daa_knowledge_share, Bash

Workflow steps

5 steps, taken from the first numbered list in SKILL.md.

  1. Create agent — call mcpplugin_ruflo-core_ruflodaa_agent_create with initial configuration and learning parameters
  2. Monitor learning — call mcpplugin_ruflo-core_ruflodaa_learning_status to see adaptation progress
  3. Check performance — call mcpplugin_ruflo-core_ruflodaa_performance_metrics for efficiency and accuracy metrics
  4. Adapt — call mcpplugin_ruflo-core_ruflodaa_agent_adapt to trigger manual adaptation based on feedback
  5. Share knowledge — call mcpplugin_ruflo-core_ruflodaa_knowledge_share to propagate learnings to other agents

What it can do on your machine

Read from SKILL.md and the folder at commit 6051f67. It shows what the files ask for, not the result of running them.

  • Tool permissions

    Pre-approves these tools, so the agent can use them without asking each time:

    • mcp__plugin_ruflo-core_ruflo__daa_agent_create
    • mcp__plugin_ruflo-core_ruflo__daa_agent_adapt
    • mcp__plugin_ruflo-core_ruflo__daa_learning_status
    • mcp__plugin_ruflo-core_ruflo__daa_performance_metrics
    • mcp__plugin_ruflo-core_ruflo__daa_knowledge_share
    • Bash

    From allowed-tools in the SKILL.md frontmatter.

  • Runs code

    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.

  • 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

Daa Agent loads about 409 tokens when it runs. Until then it costs about 21 tokens; SKILL.md has 127 words of instructions outside code blocks.

Always · name and description, kept in context so the agent knows when to use it
~21
When it runs · the whole SKILL.md, loaded when a task matches
~409

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: notes

The automated check noted patterns worth knowing about, such as sudo or a known installer.

  • NotePre-approves every shell command (allowed-tools: Bash)SKILL.md
    allowed-tools: mcp__plugin_ruflo-core_ruflo__daa_agent_create, mcp__plugin_ruflo-core_ruflo__daa_agent_adapt, mcp__

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

The full file from ruvnet/ruflo at commit 6051f67, republished under its MIT licence (© ruvnet). 127 words, ~409 tokens.

Download SKILL.mdSave it as .claude/skills/daa-agent/SKILL.md (or your agent's skills folder).
name
daa-agent
description
Create and adapt Dynamic Agentic Architecture agents that learn and evolve
allowed-tools
mcp__plugin_ruflo-core_ruflo__daa_agent_create, mcp__plugin_ruflo-core_ruflo__daa_agent_adapt, mcp__plugin_ruflo-core_ruflo__daa_learning_status, mcp__plugin_ruflo-core_ruflo__daa_performance_metrics, mcp__plugin_ruflo-core_ruflo__daa_knowledge_share, Bash
argument-hint
<create|adapt|status> [options]

DAA Agent

Create agents with Dynamic Agentic Architecture that adapt and learn over time.

When to use

When you need agents that go beyond static configurations — agents that adapt their behavior based on performance metrics, learn from interactions, and share knowledge with other agents.

Steps

  1. Create agent — call mcp__plugin_ruflo-core_ruflo__daa_agent_create with initial configuration and learning parameters
  2. Monitor learning — call mcp__plugin_ruflo-core_ruflo__daa_learning_status to see adaptation progress
  3. Check performance — call mcp__plugin_ruflo-core_ruflo__daa_performance_metrics for efficiency and accuracy metrics
  4. Adapt — call mcp__plugin_ruflo-core_ruflo__daa_agent_adapt to trigger manual adaptation based on feedback
  5. Share knowledge — call mcp__plugin_ruflo-core_ruflo__daa_knowledge_share to propagate learnings to other agents

DAA vs static agents

AspectStatic AgentDAA Agent
BehaviorFixed configurationAdapts over time
LearningNoneContinuous from interactions
KnowledgeIsolatedShared across agents
PerformanceConstantImproves with use

© ruvnet, MIT. Rendered from Markdown: HTML in the file is shown as text, images as links, and headings moved down two levels. Raw file

Files

Just SKILL.md in plugins/ruflo-daa/skills/daa-agent of ruvnet/ruflo.

Open the folder on GitHubat commit 6051f67

Used in 1 other repository

We found 2 copies of this SKILL.md (exact, near-identical or edited) in other folders, from 1 other GitHub owner. This page covers the copy in ruvnet/ruflo, which our catalogue first saw on October 7, 2026.

Compare with similar skills

Daa Agent 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.

Daa Agent compared with similar skills
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Daa Agent this skillruvnet/ruflo74k1 repos~409Automated safety check: NotesMIT
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MCP Server BuildershareAI-lab/learn-claude-code78k5 repos~1.2kAutomated safety check: PassMIT
MCP Integration for Pluginsanthropics/claude-plugins-official38k11 repos~3.1kAutomated safety check: PassApache-2.0
Figma use_figma Plugin API Ruleswarpdotdev/warp65k4 repos~4.4kAutomated safety check: PassAGPL-3.0
Stitch to Remotion Walkthrough Videosgoogle-labs-code/stitch-skills8.4k6 repos~3.2kAutomated safety check: NotesApache-2.0

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Works with

Questions about Daa Agent

What does Daa Agent do?

Create and adapt Dynamic Agentic Architecture agents that learn and evolve. Daa Agent is an agent skill from ruvnet/ruflo.

How do I install Daa Agent in Claude Code?

Run `npx skills add ruvnet/ruflo --skill daa-agent -a claude-code`. Or copy the skill folder (plugins/ruflo-daa/skills/daa-agent in ruvnet/ruflo) into .claude/skills/daa-agent in your project. Claude Code loads it when a task matches its description.

How do I install Daa Agent in Codex?

Run `npx skills add ruvnet/ruflo --skill daa-agent -a codex`. Or copy the skill folder (plugins/ruflo-daa/skills/daa-agent in ruvnet/ruflo) into .agents/skills/daa-agent in your project. Codex loads it when a task matches its description.

Can I use Daa Agent 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 ruvnet/ruflo --skill daa-agent -a cursor` (or -a gemini-cli, github-copilot or opencode for the others). To copy it by hand, put the folder in .cursor/skills/daa-agent, .gemini/skills/daa-agent, .github/skills/daa-agent and .opencode/skills/daa-agent in your project.

What does Daa Agent need to run?

SKILL.md names no scripts, command-line tools or credentials: Daa Agent is instructions for the agent only. Its frontmatter pre-approves these tools: mcp__plugin_ruflo-core_ruflo__daa_agent_create, mcp__plugin_ruflo-core_ruflo__daa_agent_adapt, mcp__plugin_ruflo-core_ruflo__daa_learning_status, mcp__plugin_ruflo-core_ruflo__daa_performance_metrics, mcp__plugin_ruflo-core_ruflo__daa_knowledge_share, Bash.

Does Daa Agent 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 Daa Agent safe to install?

Our automated static check of SKILL.md found notes only (pre-approves every shell command (allowed-tools: bash)), nothing it rates as a warning. It is not a guarantee. Review the folder before installing.

What licence does Daa Agent use?

Daa Agent is published under the MIT licence (the repository's licence). It allows redistribution, so the full SKILL.md is shown on this page.

How many tokens does Daa Agent use?

About 409 tokens (SKILL.md is roughly 1.6k 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 Daa Agent?

Skills that share tags, products or a category with Daa Agent: MCP Server Builder (anthropics/skills, 180k stars), MCP Server Builder (shareAI-lab/learn-claude-code, 78k stars), MCP Integration for Plugins (anthropics/claude-plugins-official, 38k stars) and Figma use_figma Plugin API Rules (warpdotdev/warp, 65k stars). The comparison table on this page puts their stars, adoption, token cost, safety result and licence side by side.

Who maintains Daa Agent?

ruvnet (a GitHub user) maintains it in ruvnet/ruflo, which has 74,089 GitHub stars. The repository holds 264 skills in this directory. The repository was last updated on October 8, 2026.

Source: ruvnet/ruflo on GitHub. Facts on this page come from the repository at the commit we read; the author's words are quoted as theirs.