Claude Code Agent Development
anthropics/claude-plugins-official
Explains how to write agents for Claude Code plugins: the markdown file with YAML frontmatter, trigger descriptions, model and color settings, and system prompt design.
Assemble the context bundles for each sub-agent based on evaluate-story output.
Install Compose Team
$ npx skills add digipulse-engineering/GAAI-framework --skill compose-team -a claude-codeProject install by default; add -g for ~/.claude/skills/.
$ gh skill install digipulse-engineering/GAAI-framework compose-team --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/digipulse-engineering/GAAI-framework.git skills-src && mkdir -p .claude/skills && cp -r skills-src/.gaai/core/skills/delivery/compose-team .claude/skills/compose-team && 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 "compose-team" agent skill from https://github.com/digipulse-engineering/GAAI-framework/tree/main/.gaai/core/skills/delivery/compose-team into .claude/skills/compose-team/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "compose-team", 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/digipulse-engineering/GAAI-framework/tree/main/.gaai/core/skills/delivery/compose-teamType 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 digipulse-engineering/GAAI-framework --skill compose-team -a codexProject install goes to .agents/skills/; add -g for ~/.codex/skills/.
$ gh skill install digipulse-engineering/GAAI-framework compose-team --agent codexProject scope by default (.agents/skills/); add --scope user for a personal install.
$ git clone --depth 1 https://github.com/digipulse-engineering/GAAI-framework.git skills-src && mkdir -p .agents/skills && cp -r skills-src/.gaai/core/skills/delivery/compose-team .agents/skills/compose-team && rm -rf skills-srcUse ~/.agents/skills/ instead of .agents/skills for a personal install.
Codex skills documentation · loads skills from .agents/skills/
Install the "compose-team" agent skill from https://github.com/digipulse-engineering/GAAI-framework/tree/main/.gaai/core/skills/delivery/compose-team into .agents/skills/compose-team/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "compose-team", 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 digipulse-engineering/GAAI-framework --skill compose-team -a cursorProject install goes to .agents/skills/; add -g for ~/.cursor/skills/.
$ gh skill install digipulse-engineering/GAAI-framework compose-team --agent cursorProject scope by default (.agents/skills/); add --scope user for a personal install.
$ git clone --depth 1 https://github.com/digipulse-engineering/GAAI-framework.git skills-src && mkdir -p .cursor/skills && cp -r skills-src/.gaai/core/skills/delivery/compose-team .cursor/skills/compose-team && 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 "compose-team" agent skill from https://github.com/digipulse-engineering/GAAI-framework/tree/main/.gaai/core/skills/delivery/compose-team into .cursor/skills/compose-team/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "compose-team", 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/digipulse-engineering/GAAI-framework.git --path .gaai/core/skills/delivery/compose-team--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 digipulse-engineering/GAAI-framework --skill compose-team -a gemini-cliProject install goes to .agents/skills/; add -g for ~/.gemini/skills/.
$ gh skill install digipulse-engineering/GAAI-framework compose-team --agent gemini-cliProject scope by default (.agents/skills/); add --scope user for a personal install.
$ git clone --depth 1 https://github.com/digipulse-engineering/GAAI-framework.git skills-src && mkdir -p .gemini/skills && cp -r skills-src/.gaai/core/skills/delivery/compose-team .gemini/skills/compose-team && 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 "compose-team" agent skill from https://github.com/digipulse-engineering/GAAI-framework/tree/main/.gaai/core/skills/delivery/compose-team into .gemini/skills/compose-team/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "compose-team", 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 digipulse-engineering/GAAI-framework compose-teamInstalls 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 digipulse-engineering/GAAI-framework --skill compose-team -a github-copilotProject install goes to .agents/skills/; add -g for ~/.copilot/skills/.
$ git clone --depth 1 https://github.com/digipulse-engineering/GAAI-framework.git skills-src && mkdir -p .github/skills && cp -r skills-src/.gaai/core/skills/delivery/compose-team .github/skills/compose-team && 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 "compose-team" agent skill from https://github.com/digipulse-engineering/GAAI-framework/tree/main/.gaai/core/skills/delivery/compose-team into .github/skills/compose-team/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "compose-team", 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 digipulse-engineering/GAAI-framework --skill compose-team -a opencodeOpenCode documents no install command of its own. Project install goes to .agents/skills/; add -g for ~/.config/opencode/skills/.
$ gh skill install digipulse-engineering/GAAI-framework compose-team --agent opencodeProject scope by default (.agents/skills/); add --scope user for a personal install.
$ git clone --depth 1 https://github.com/digipulse-engineering/GAAI-framework.git skills-src && mkdir -p .opencode/skills && cp -r skills-src/.gaai/core/skills/delivery/compose-team .opencode/skills/compose-team && 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 "compose-team" agent skill from https://github.com/digipulse-engineering/GAAI-framework/tree/main/.gaai/core/skills/delivery/compose-team into .opencode/skills/compose-team/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "compose-team", 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
compose-team- GitHub stars
- 163
- Token cost
- ~1.2k tokens
- SKILL.md length
- 346 words
- Files
- 1
- Skills in repo
- 55
- Repo updated
- First seen
- Licence
- Custom licence
At a glance
Assemble the context bundles for each sub-agent based on evaluate-story output.
- Tasks that involve Subagents
- SKILL.md covers Purpose / When to Activate, Process, Output and Non-Goals, plus 1 more section
- Instructions only: no scripts, shell commands, URLs or credentials in SKILL.md
What it does
Compose Team is an agent skill from digipulse-engineering/GAAI-framework. Assemble the context bundles for each sub-agent based on evaluate-story output. Produces spawn-ready packages for Planning, Implementation, QA, or MicroDelivery sub-agents. Activate after evaluate-story, before spawning any sub-agent.
Its SKILL.md is about 1.2k tokens, which your agent loads only when the skill is triggered. It is a single SKILL.md file with no bundled scripts. Compatibility notes: Works with any filesystem-based AI coding agent
It sits in Agent Workflows, covering Subagents. The repository describes itself as: Turns AI coding tools into reliable software delivery systems. Drop a .gaai/ folder into any project — Discovery defines what to build, Delivery executes autonomously until…
When your agent uses it
- Tasks that involve Subagents
Example prompts
- “/compose-team”
Requirements
- Compatibility (from SKILL.md): Works with any filesystem-based AI coding agent
What it can do on your machine
Read from SKILL.md and the folder at commit a26ea7a. 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
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.
Compatibility
Works with any filesystem-based AI coding agent
From compatibility in the SKILL.md frontmatter.
Context cost
Compose Team loads about 1.2k tokens when it runs. Until then it costs about 62 tokens; SKILL.md has 346 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 346 words (~1,191 tokens).
“Activate after evaluate-story returns the tier, before the first sub-agent is spawned.”
- name
- compose-team
- compatibility
- Works with any filesystem-based AI coding agent
- license
- ELv2
- metadata.author
- gaai-framework
- metadata.version
- 1.0
- metadata.category
- delivery
- metadata.track
- delivery
- metadata.id
- SKILL-DEL-008
- metadata.updated_at
- 2026-02-18
- metadata.status
- stable
- inputs
- contexts/artefacts/stories/** (the Story), contexts/rules/** (applicable rules), contexts/memory/index.md (registry — resolve memory file paths before…
- outputs
- context bundles (inline — file lists passed to each sub-agent at spawn)
Files
Just SKILL.md in .gaai/core/skills/delivery/compose-team of digipulse-engineering/GAAI-framework.
Open the folder on GitHubat commit a26ea7a
Compare with similar skills
Compose Team 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 |
|---|---|---|---|---|---|---|
| Compose Team this skilldigipulse-engineering/GAAI-framework | 163 | — | ~1.2k | Automated safety check: Pass | Custom licence | |
| Claude Code Agent Developmentanthropics/claude-plugins-official | 37k | 8 repos | ~2.8k | Automated safety check: Pass | Apache-2.0 | |
| Subagent Driven DevelopmentAsvarox/allkaraoke | 261 | 37 repos | ~1.2k | Automated safety check: Pass | None | |
| Dispatching Parallel Agentsultralisp/ultralisp | 258 | 40 repos | ~1.5k | Automated safety check: Pass | None | |
| Paseo Advisor Second Opiniongetpaseo/paseo | 20k | 1 repos | ~756 | Automated safety check: Pass | Custom licence | |
| Task Observerrebelytics/one-skill-to-rule-them-all | 3.2k | 1 repos | ~12k | Automated safety check: Pass | CC-BY-4.0 |
Similar skills
- Official
Subagent Driven Development
Asvarox/allkaraoke
A skill your agent uses when executing implementation plans with independent tasks in the current session
Dispatching Parallel Agents
ultralisp/ultralisp
A skill your agent uses when facing 2+ independent tasks that can be worked on without shared state or sequential dependencies
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.
Task Observer
rebelytics/one-skill-to-rule-them-all
Monitors task execution for skill improvement opportunities.
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 digipulse-engineering/GAAI-framework
All 55 skills in this repoEval Run
digipulse-engineering/GAAI-framework
Evaluate any output file against a structured evals.yaml assertions file and produce a score report with per-assertion pass/fail results.
Pattern Transfer
digipulse-engineering/GAAI-framework
Discover structurally similar patterns across domains, assess transfer viability via structural invariant checking, and propose domain adaptations with risk gates.
Skill Optimize
digipulse-engineering/GAAI-framework
Run a structured evaluate-analyze-improve cycle on any GAAI skill to measure quality, detect regressions, and propose targeted improvements.
Abort Safe Handler
digipulse-engineering/GAAI-framework
Orchestrator-level Stage 4 entry gate for /gaai:bootstrap. An agent skill from digipulse-engineering/GAAI-framework.
Create Skill
digipulse-engineering/GAAI-framework
Guide creation of a new GAAI skill following the agentskills.io spec and GAAI best practices.
Discovery High Level Plan
digipulse-engineering/GAAI-framework
Transform vague or high-level human intent into a governed Discovery action plan.
Related
Categories
Questions about Compose Team
What does Compose Team do?
Assemble the context bundles for each sub-agent based on evaluate-story output. Compose Team is an agent skill from digipulse-engineering/GAAI-framework. Assemble the context bundles for each sub-agent based on evaluate-story output.
When should I use Compose Team?
Compose Team fits situations like: tasks that involve Subagents.
How do I install Compose Team in Claude Code?
Run `npx skills add digipulse-engineering/GAAI-framework --skill compose-team -a claude-code`. Or copy the skill folder (.gaai/core/skills/delivery/compose-team in digipulse-engineering/GAAI-framework) into .claude/skills/compose-team in your project. Claude Code loads it when a task matches its description.
How do I install Compose Team in Codex?
Run `npx skills add digipulse-engineering/GAAI-framework --skill compose-team -a codex`. Or copy the skill folder (.gaai/core/skills/delivery/compose-team in digipulse-engineering/GAAI-framework) into .agents/skills/compose-team in your project. Codex loads it when a task matches its description.
Can I use Compose Team 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 digipulse-engineering/GAAI-framework --skill compose-team -a cursor` (or -a gemini-cli, github-copilot or opencode for the others). To copy it by hand, put the folder in .cursor/skills/compose-team, .gemini/skills/compose-team, .github/skills/compose-team and .opencode/skills/compose-team in your project.
What does Compose Team need to run?
SKILL.md names no scripts, command-line tools or credentials: Compose Team is instructions for the agent only. Compatibility (from SKILL.md): Works with any filesystem-based AI coding agent.
Does Compose Team 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 Compose Team 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 Compose Team use?
Compose Team 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 Compose Team use?
About 1.2k tokens (SKILL.md is roughly 4.8k 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 Compose Team?
Skills that share tags, products or a category with Compose Team: Claude Code Agent Development (anthropics/claude-plugins-official, 37k stars), Subagent Driven Development (Asvarox/allkaraoke, 261 stars), Dispatching Parallel Agents (ultralisp/ultralisp, 258 stars) and Paseo Advisor Second Opinion (getpaseo/paseo, 20k stars). The comparison table on this page puts their stars, adoption, token cost, safety result and licence side by side.
Who maintains Compose Team?
digipulse-engineering (a GitHub organization) maintains it in digipulse-engineering/GAAI-framework, which has 163 GitHub stars. The repository holds 55 skills in this directory. The repository was last updated on September 29, 2026.
Source: digipulse-engineering/GAAI-framework on GitHub. Facts on this page come from the repository at the commit we read; the author's words are quoted as theirs.