Harness Agent Team Designer
revfactory/harness
Designs a project-specific agent harness: defines specialist agents, writes the skills they follow, picks an execution mode and model for each, and keeps the setup maintained.
Meta-agent skill for orchestrating complex tasks through autonomous sub-agents.
Install Agent Orchestrator
$ npx skills add NeverSight/learn-skills.dev --skill agent-orchestrator -a claude-codeProject install by default; add -g for ~/.claude/skills/.
$ gh skill install NeverSight/learn-skills.dev agent-orchestrator --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/NeverSight/learn-skills.dev.git skills-src && mkdir -p .claude/skills && cp -r skills-src/data/skills-md/aatmaan1/agent-orchestrator/agent-orchestrator .claude/skills/agent-orchestrator && 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 "agent-orchestrator" agent skill from https://github.com/NeverSight/learn-skills.dev/tree/main/data/skills-md/aatmaan1/agent-orchestrator/agent-orchestrator into .claude/skills/agent-orchestrator/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "agent-orchestrator", 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/NeverSight/learn-skills.dev/tree/main/data/skills-md/aatmaan1/agent-orchestrator/agent-orchestratorType 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 NeverSight/learn-skills.dev --skill agent-orchestrator -a codexProject install goes to .agents/skills/; add -g for ~/.codex/skills/.
$ gh skill install NeverSight/learn-skills.dev agent-orchestrator --agent codexProject scope by default (.agents/skills/); add --scope user for a personal install.
$ git clone --depth 1 https://github.com/NeverSight/learn-skills.dev.git skills-src && mkdir -p .agents/skills && cp -r skills-src/data/skills-md/aatmaan1/agent-orchestrator/agent-orchestrator .agents/skills/agent-orchestrator && rm -rf skills-srcUse ~/.agents/skills/ instead of .agents/skills for a personal install.
Codex skills documentation · loads skills from .agents/skills/
Install the "agent-orchestrator" agent skill from https://github.com/NeverSight/learn-skills.dev/tree/main/data/skills-md/aatmaan1/agent-orchestrator/agent-orchestrator into .agents/skills/agent-orchestrator/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "agent-orchestrator", 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 NeverSight/learn-skills.dev --skill agent-orchestrator -a cursorProject install goes to .agents/skills/; add -g for ~/.cursor/skills/.
$ gh skill install NeverSight/learn-skills.dev agent-orchestrator --agent cursorProject scope by default (.agents/skills/); add --scope user for a personal install.
$ git clone --depth 1 https://github.com/NeverSight/learn-skills.dev.git skills-src && mkdir -p .cursor/skills && cp -r skills-src/data/skills-md/aatmaan1/agent-orchestrator/agent-orchestrator .cursor/skills/agent-orchestrator && 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 "agent-orchestrator" agent skill from https://github.com/NeverSight/learn-skills.dev/tree/main/data/skills-md/aatmaan1/agent-orchestrator/agent-orchestrator into .cursor/skills/agent-orchestrator/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "agent-orchestrator", 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/NeverSight/learn-skills.dev.git --path data/skills-md/aatmaan1/agent-orchestrator/agent-orchestrator--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 NeverSight/learn-skills.dev --skill agent-orchestrator -a gemini-cliProject install goes to .agents/skills/; add -g for ~/.gemini/skills/.
$ gh skill install NeverSight/learn-skills.dev agent-orchestrator --agent gemini-cliProject scope by default (.agents/skills/); add --scope user for a personal install.
$ git clone --depth 1 https://github.com/NeverSight/learn-skills.dev.git skills-src && mkdir -p .gemini/skills && cp -r skills-src/data/skills-md/aatmaan1/agent-orchestrator/agent-orchestrator .gemini/skills/agent-orchestrator && 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 "agent-orchestrator" agent skill from https://github.com/NeverSight/learn-skills.dev/tree/main/data/skills-md/aatmaan1/agent-orchestrator/agent-orchestrator into .gemini/skills/agent-orchestrator/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "agent-orchestrator", 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 NeverSight/learn-skills.dev agent-orchestratorInstalls 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 NeverSight/learn-skills.dev --skill agent-orchestrator -a github-copilotProject install goes to .agents/skills/; add -g for ~/.copilot/skills/.
$ git clone --depth 1 https://github.com/NeverSight/learn-skills.dev.git skills-src && mkdir -p .github/skills && cp -r skills-src/data/skills-md/aatmaan1/agent-orchestrator/agent-orchestrator .github/skills/agent-orchestrator && 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 "agent-orchestrator" agent skill from https://github.com/NeverSight/learn-skills.dev/tree/main/data/skills-md/aatmaan1/agent-orchestrator/agent-orchestrator into .github/skills/agent-orchestrator/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "agent-orchestrator", 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 NeverSight/learn-skills.dev --skill agent-orchestrator -a opencodeOpenCode documents no install command of its own. Project install goes to .agents/skills/; add -g for ~/.config/opencode/skills/.
$ gh skill install NeverSight/learn-skills.dev agent-orchestrator --agent opencodeProject scope by default (.agents/skills/); add --scope user for a personal install.
$ git clone --depth 1 https://github.com/NeverSight/learn-skills.dev.git skills-src && mkdir -p .opencode/skills && cp -r skills-src/data/skills-md/aatmaan1/agent-orchestrator/agent-orchestrator .opencode/skills/agent-orchestrator && 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 "agent-orchestrator" agent skill from https://github.com/NeverSight/learn-skills.dev/tree/main/data/skills-md/aatmaan1/agent-orchestrator/agent-orchestrator into .opencode/skills/agent-orchestrator/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "agent-orchestrator", 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
agent-orchestrator- GitHub stars
- 216
- Used in
- 1 other repo
- Token cost
- ~1.4k tokens
- SKILL.md length
- 361 words
- Files
- 13
- Skills in repo
- 43
- Repo updated
- First seen
- Licence
- None found
At a glance
Meta-agent skill for orchestrating complex tasks through autonomous sub-agents.
- Works in 6 steps: Task Decomposition → Agent Generation → Agent Dispatch → …
- Tasks that involve Subagents
- SKILL.md covers Core Workflow, File-Based Communication…, Example: Research Report Task and Sub-Agent Templates, plus 1 more section
- Calls python3
What it does
Agent Orchestrator is an agent skill from NeverSight/learn-skills.dev. Meta-agent skill for orchestrating complex tasks through autonomous sub-agents. Decomposes macro tasks into subtasks, spawns specialized sub-agents with dynamically generated SKILL.md files, coordinates file-based communication, consolidates results, and dissolves agents upon completion. MANDATORY TRIGGERS: orchestrate, multi-agent, decompose task, spawn agents, sub-agents, parallel agents, agent coordination, task breakdown, meta-agent, agent factory, delegate tasks
Its SKILL.md is about 1.4k tokens, which your agent loads only when the skill is triggered. The skill folder holds 12 other files (for example `stats.json`).
It sits in Agent Workflows, covering Subagents, Task breakdown and Multi-agent orchestration. The repository describes itself as: Curated high-quality AI Agent Skills. Search, install, copy and share. Works with Claude Code, Cursor, OpenClaw, and other AI coding tools.
When your agent uses it
- Tasks that involve Subagents
- Tasks that involve Task breakdown
- Tasks that involve Multi-agent orchestration
Example prompts
- “/agent-orchestrator”
Requirements
- Python 3
Workflow steps
6 steps, taken from the step headings in SKILL.md.
- Task Decomposition
- Agent Generation
- Agent Dispatch
- Monitoring (Checkpoint-based)
- Consolidation
- Dissolution & Summary
What it can do on your machine
Read from SKILL.md and the folder at commit 908e211. 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
Shell commands in SKILL.md call:
python3
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
Agent Orchestrator loads about 1.4k tokens when it runs. Until then it costs about 123 tokens; SKILL.md has 361 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
Without a licence we can't republish the file, so here is its outline and opening line. It has 361 words (~1,436 tokens).
“Orchestrate complex tasks by decomposing them into subtasks, spawning autonomous sub-agents, and consolidating their work.”
- name
- agent-orchestrator
Files
SKILL.md and 12 other files in data/skills-md/aatmaan1/agent-orchestrator/agent-orchestrator of NeverSight/learn-skills.dev.
- SKILL.md
- description_ar.txt
- description_cn.txt
- description_de.txt
- description_en.txt
- description_es.txt
- description_fr.txt
- description_it.txt
- description_ja.txt
- description_ko.txt
- description_ru.txt
- description_tw.txt
- stats.json
Open the folder on GitHubat commit 908e211
Used in 1 other repository
We found 1 copy of this SKILL.md (exact, near-identical or edited) in other folders, from 1 other GitHub owner. This page covers the copy in NeverSight/learn-skills.dev, which our catalogue first saw on October 7, 2026.
Compare with similar skills
Agent Orchestrator 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 |
|---|---|---|---|---|---|---|
| Agent Orchestrator this skillNeverSight/learn-skills.dev | 216 | 1 repos | ~1.4k | Automated safety check: Pass | None | |
| Harness Agent Team Designerrevfactory/harness | 9.1k | — | ~4.5k | Automated safety check: Pass | Apache-2.0 | |
| OMA Multi-Agent Orchestratorfirst-fluke/oh-my-agent | 1.3k | — | ~3.1k | Automated safety check: Pass | MIT | |
| Swarm Parallel Dispatchlangchain-ai/langchain-skills | 1.3k | — | ~3k | Automated safety check: Pass | MIT | |
| Agents Project Coordinatorasgeirtj/system_prompts_leaks | 69k | — | ~2.9k | Automated safety check: Pass | CC0-1.0 | |
| Cursor Orchestratecursor/plugins | 10k | — | ~1.1k | Automated safety check: Pass | None |
Similar skills
OMA Multi-Agent Orchestrator
first-fluke/oh-my-agent
Splits a complex feature into prioritized tasks, spawns specialist CLI subagents in parallel, tracks them through shared memory and verifies each result.
- Official
Swarm Parallel Dispatch
langchain-ai/langchain-skills
Fans a list of independent items out to subagents in parallel, merges the results back into a table and supports retrying only the rows that failed.
Agents Project Coordinator
asgeirtj/system_prompts_leaks
Runs a goal as a project in which the agent coordinates separate agent threads, judging when to split the work, and interviews you first when nothing can be verified.
- Official
Cursor Orchestrate
cursor/plugins
Splits a large goal into a tree of parallel Cursor cloud agents, with planners, workers and verifiers coordinated by a script and reporting through structured handoffs.
Launching Agent Teams
lexler/skill-factory
Plans and launches Claude Code agent teams with distinct roles, right-sized tasks and detailed spawn prompts, and says when subagents or worktrees fit better.
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Categories
Questions about Agent Orchestrator
What does Agent Orchestrator do?
Meta-agent skill for orchestrating complex tasks through autonomous sub-agents. dev. Meta-agent skill for orchestrating complex tasks through autonomous sub-agents.
When should I use Agent Orchestrator?
Agent Orchestrator fits situations like: tasks that involve Subagents; tasks that involve Task breakdown; tasks that involve Multi-agent orchestration.
How do I install Agent Orchestrator in Claude Code?
Run `npx skills add NeverSight/learn-skills.dev --skill agent-orchestrator -a claude-code`. Or copy the skill folder (data/skills-md/aatmaan1/agent-orchestrator/agent-orchestrator in NeverSight/learn-skills.dev) into .claude/skills/agent-orchestrator in your project. Claude Code loads it when a task matches its description.
How do I install Agent Orchestrator in Codex?
Run `npx skills add NeverSight/learn-skills.dev --skill agent-orchestrator -a codex`. Or copy the skill folder (data/skills-md/aatmaan1/agent-orchestrator/agent-orchestrator in NeverSight/learn-skills.dev) into .agents/skills/agent-orchestrator in your project. Codex loads it when a task matches its description.
Can I use Agent Orchestrator 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 NeverSight/learn-skills.dev --skill agent-orchestrator -a cursor` (or -a gemini-cli, github-copilot or opencode for the others). To copy it by hand, put the folder in .cursor/skills/agent-orchestrator, .gemini/skills/agent-orchestrator, .github/skills/agent-orchestrator and .opencode/skills/agent-orchestrator in your project.
What does Agent Orchestrator need to run?
Going by SKILL.md and its folder, Agent Orchestrator needs the command-line tools its instructions call (python3). Our summary lists: Python 3.
Does Agent Orchestrator 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 Agent Orchestrator 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 Agent Orchestrator use?
No licence was found for Agent Orchestrator or its repository. Without one, default copyright applies: ask the author before reusing or redistributing it.
How many tokens does Agent Orchestrator use?
About 1.4k tokens (SKILL.md is roughly 5.7k 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 Agent Orchestrator?
Skills that share tags, products or a category with Agent Orchestrator: Harness Agent Team Designer (revfactory/harness, 9.1k stars), OMA Multi-Agent Orchestrator (first-fluke/oh-my-agent, 1.3k stars), Swarm Parallel Dispatch (langchain-ai/langchain-skills, 1.3k stars) and Agents Project Coordinator (asgeirtj/system_prompts_leaks, 69k stars). The comparison table on this page puts their stars, adoption, token cost, safety result and licence side by side.
Who maintains Agent Orchestrator?
NeverSight (a GitHub organization) maintains it in NeverSight/learn-skills.dev, which has 216 GitHub stars. The repository holds 43 skills in this directory. The repository was last updated on October 7, 2026.
Source: NeverSight/learn-skills.dev on GitHub. Facts on this page come from the repository at the commit we read; the author's words are quoted as theirs.