MCP Server Builder
anthropics/skills
Guides the design and implementation of Model Context Protocol servers in TypeScript or Python, from tool naming and error messages to evaluation.
Analyze tasks and dynamically assemble expert agent teams using Claude Code's TeamCreate API.
Install Team Assemble
$ npx skills add team-attention/plugins-for-claude-natives --skill team-assemble -a claude-codeProject install by default; add -g for ~/.claude/skills/.
$ gh skill install team-attention/plugins-for-claude-natives team-assemble --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/team-attention/plugins-for-claude-natives.git skills-src && mkdir -p .claude/skills && cp -r skills-src/plugins/team-assemble/skills/team-assemble .claude/skills/team-assemble && 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 "team-assemble" agent skill from https://github.com/team-attention/plugins-for-claude-natives/tree/main/plugins/team-assemble/skills/team-assemble into .claude/skills/team-assemble/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "team-assemble", 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/team-attention/plugins-for-claude-natives/tree/main/plugins/team-assemble/skills/team-assembleType 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 team-attention/plugins-for-claude-natives --skill team-assemble -a codexProject install goes to .agents/skills/; add -g for ~/.codex/skills/.
$ gh skill install team-attention/plugins-for-claude-natives team-assemble --agent codexProject scope by default (.agents/skills/); add --scope user for a personal install.
$ git clone --depth 1 https://github.com/team-attention/plugins-for-claude-natives.git skills-src && mkdir -p .agents/skills && cp -r skills-src/plugins/team-assemble/skills/team-assemble .agents/skills/team-assemble && rm -rf skills-srcUse ~/.agents/skills/ instead of .agents/skills for a personal install.
Codex skills documentation · loads skills from .agents/skills/
Install the "team-assemble" agent skill from https://github.com/team-attention/plugins-for-claude-natives/tree/main/plugins/team-assemble/skills/team-assemble into .agents/skills/team-assemble/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "team-assemble", 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 team-attention/plugins-for-claude-natives --skill team-assemble -a cursorProject install goes to .agents/skills/; add -g for ~/.cursor/skills/.
$ gh skill install team-attention/plugins-for-claude-natives team-assemble --agent cursorProject scope by default (.agents/skills/); add --scope user for a personal install.
$ git clone --depth 1 https://github.com/team-attention/plugins-for-claude-natives.git skills-src && mkdir -p .cursor/skills && cp -r skills-src/plugins/team-assemble/skills/team-assemble .cursor/skills/team-assemble && 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 "team-assemble" agent skill from https://github.com/team-attention/plugins-for-claude-natives/tree/main/plugins/team-assemble/skills/team-assemble into .cursor/skills/team-assemble/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "team-assemble", 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/team-attention/plugins-for-claude-natives.git --path plugins/team-assemble/skills/team-assemble--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 team-attention/plugins-for-claude-natives --skill team-assemble -a gemini-cliProject install goes to .agents/skills/; add -g for ~/.gemini/skills/.
$ gh skill install team-attention/plugins-for-claude-natives team-assemble --agent gemini-cliProject scope by default (.agents/skills/); add --scope user for a personal install.
$ git clone --depth 1 https://github.com/team-attention/plugins-for-claude-natives.git skills-src && mkdir -p .gemini/skills && cp -r skills-src/plugins/team-assemble/skills/team-assemble .gemini/skills/team-assemble && 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 "team-assemble" agent skill from https://github.com/team-attention/plugins-for-claude-natives/tree/main/plugins/team-assemble/skills/team-assemble into .gemini/skills/team-assemble/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "team-assemble", 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 team-attention/plugins-for-claude-natives team-assembleInstalls 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 team-attention/plugins-for-claude-natives --skill team-assemble -a github-copilotProject install goes to .agents/skills/; add -g for ~/.copilot/skills/.
$ git clone --depth 1 https://github.com/team-attention/plugins-for-claude-natives.git skills-src && mkdir -p .github/skills && cp -r skills-src/plugins/team-assemble/skills/team-assemble .github/skills/team-assemble && 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 "team-assemble" agent skill from https://github.com/team-attention/plugins-for-claude-natives/tree/main/plugins/team-assemble/skills/team-assemble into .github/skills/team-assemble/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "team-assemble", 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 team-attention/plugins-for-claude-natives --skill team-assemble -a opencodeOpenCode documents no install command of its own. Project install goes to .agents/skills/; add -g for ~/.config/opencode/skills/.
$ gh skill install team-attention/plugins-for-claude-natives team-assemble --agent opencodeProject scope by default (.agents/skills/); add --scope user for a personal install.
$ git clone --depth 1 https://github.com/team-attention/plugins-for-claude-natives.git skills-src && mkdir -p .opencode/skills && cp -r skills-src/plugins/team-assemble/skills/team-assemble .opencode/skills/team-assemble && 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 "team-assemble" agent skill from https://github.com/team-attention/plugins-for-claude-natives/tree/main/plugins/team-assemble/skills/team-assemble into .opencode/skills/team-assemble/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "team-assemble", 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
team-assemble- GitHub stars
- 827
- Token cost
- ~2.1k tokens
- SKILL.md length
- 685 words
- Files
- 5 (incl. references)
- Skills in repo
- 16
- Repo updated
- First seen
- Licence
- MIT
At a glance
Analyze tasks and dynamically assemble expert agent teams using Claude Code's TeamCreate API.
- Works in 6 steps: Task Analysis → Codebase Scouts (Parallel) → Integrate & Confirm Team → …
- Agent Workflows work in your project
- SKILL.md covers Prerequisites, When to Use, Core Principles and Workflow, plus 8 more sections
- Instructions only: no scripts, shell commands, URLs or credentials in SKILL.md
What it does
Team Assemble is an agent skill from team-attention/plugins-for-claude-natives. Analyze tasks and dynamically assemble expert agent teams using Claude Code's TeamCreate API. Scouts your codebase, designs optimal agents, and executes with validation.
Its SKILL.md is about 2.1k tokens, which your agent loads only when the skill is triggered. The skill folder holds 5 other files, including reference files (for example `references/agents.md`, `references/enable-agent-teams.md` and `references/examples.md`).
It sits in Agent Workflows. The repository describes itself as: Claude Code plugins for power users. The licence is MIT.
When your agent uses it
- Agent Workflows work in your project
Example prompts
- “/team-assemble”
Requirements
- Pre-approved tools (allowed-tools): Agent, Bash, Read, Write, Edit, Glob, Grep, AskUserQuestion, TaskCreate, TaskUpdate, TaskList, TaskGet, TeamCreate, TeamDelete, SendMessage
Workflow steps
6 steps, taken from the step headings in SKILL.md.
What it can do on your machine
Read from SKILL.md and the folder at commit fd9c207. 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:
AgentBashReadWriteEditGlobGrepAskUserQuestionTaskCreateTaskUpdate
…and 5 more on the same allowed-tools line.
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
Team Assemble loads about 2.1k tokens when it runs, and up to ~6.6k if it reads all its reference files. Until then it costs about 46 tokens; SKILL.md has 685 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: 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: Agent, Bash, Read, Write, Edit, Glob, Grep, AskUserQuestion, TaskCreate, TaskUpdate, TaskList, TaskG
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 team-attention/plugins-for-claude-natives at commit fd9c207, republished under its MIT licence (© team-attention). 685 words, ~2,068 tokens.
Download SKILL.mdSave it as
.claude/skills/team-assemble/SKILL.md (or your agent's skills folder). This skill also uses 4 other files; get the full folder from GitHub.- name
- team-assemble
- description
- Analyze tasks and dynamically assemble expert agent teams using Claude Code's TeamCreate API. Scouts your codebase, designs optimal agents, and executes with validation.
- allowed-tools
- Agent, Bash, Read, Write, Edit, Glob, Grep, AskUserQuestion, TaskCreate, TaskUpdate, TaskList, TaskGet, TeamCreate, TeamDelete, SendMessage
- version
- 1.0.0
Team Assemble
Analyze a task, dynamically design the right expert agents, and orchestrate them as a team using Claude Code's agent teams feature.
Prerequisites
Agent teams must be enabled. See references/enable-agent-teams.md for setup instructions.
When to Use
- Complex tasks that decompose into 2+ independent subtasks
- Work where role separation is clear (e.g., research + implementation + validation)
- Tasks that benefit from parallel execution
Do NOT use for: single-file edits, simple questions, purely sequential work
Core Principles
- Model 3-tier — choose by role purpose (details:
references/agents.md)opus— strategy/judgment (scouts, complex execution)sonnet— standard execution/validation (worker, qa, support)haiku— exploration/writing (researcher, editor)
- No fixed catalog — agents are designed dynamically per task
- Example bank —
references/agents.mdprovides reference examples (not mandatory)
Workflow
Phase 1 → Phase 2 → Phase 3 → Phase 4 → Phase 5 → Phase 6
Task Codebase Integrate Execute Validate Complete
Analysis Scouts & Confirm & Cleanup
↕ FAIL → support fix (max 3x)Phase 1: Task Analysis
Analyze the user's request and identify relevant areas of the codebase:
- Examine project structure, CLAUDE.md files, and README files
- Identify which parts of the codebase are relevant to the task
- Determine if codebase scouting (Phase 2) would help, or if the task is straightforward enough to skip to Phase 3
Get user approval via AskUserQuestion:
I've analyzed your task and identified the following areas of interest:
- [x] src/auth/ — Authentication module (needs refactoring)
- [x] tests/auth/ — Corresponding tests
- [ ] src/api/ — Not directly affected
I'll scout these areas to design an optimal team.Options: "Looks good, proceed" / "I'd like to adjust the scope"
For straightforward tasks that don't need codebase exploration, skip Phase 2 and go directly to Phase 3 — design the team yourself using references/agents.md as a guide.
Phase 2: Codebase Scouts (Parallel)
Launch scout agents in parallel to explore relevant areas of the codebase.
Scout Configuration
- Model: opus
- subagent_type:
general-purpose(constrained to read-only via prompt) - Parallel: launch multiple scouts simultaneously when exploring different areas
Scout Mission
Each scout reads the relevant codebase area and proposes agents for the task:
- Read key files (CLAUDE.md, README.md, source code, configs)
- Analyze the intersection between the task and the codebase area
- Propose agents needed (name, role, tasks, reference files)
- Reference
references/agents.mdfor examples, but freely design new agents
Prompt template:
references/prompt-templates.md§ Codebase Scout
Scout Output Format
## Scout Report: {area}
### Current State
- {file structure summary}
- {relevance to the task}
### Proposed Agents
| Agent | Role | Tasks | Reference Files |
|-------|------|-------|-----------------|
| {name} | {role} | {task} | {files} |
### Notes
- {area-specific constraints or patterns to follow}Phase 3: Integrate & Confirm Team
Merge scout reports into a final team composition:
- Deduplicate — merge similar agent proposals from different scouts
- Gap analysis — check for missing roles
- Add qa + support — validation/fix agents are always included
- Dependency graph — design execution order between agents
- Define acceptance criteria — measurable criteria for Phase 5 validation
Team Proposal
Get final approval via AskUserQuestion:
Proposed team: {team-name}
| # | Agent | Role | Tasks | Dependencies |
|---|-------|------|-------|--------------|
| 1 | architect | System design | Design new auth flow | - |
| 2 | implementer | Code changes | Implement the design | #1 |
| 3 | test-writer | Test coverage | Write tests for changes | #2 |
| 4 | qa | Validation | PASS/FAIL against acceptance criteria | #2, #3 |
Acceptance criteria:
- [ ] AC-1: {measurable criterion}
- [ ] AC-2: {measurable criterion}Options: "Looks good, execute" / "I'd like to adjust roles"
If the user selects "adjust roles", ask what specifically to change. After 2+ revision requests, switch to free-text input.
Phase 4: Execution
Show full SKILL.md (279 more words)Show less
Create Team & Distribute Tasks
TeamCreate(team_name: "{keyword}-team", description: "Task description")team_name convention: core keyword + -team
Create TaskCreate entries for each agent, then set dependencies with TaskUpdate.
Launch Teammates
- Model: apply 3-tier based on role (
references/agents.md) - subagent_type:
"general-purpose" - mode:
"bypassPermissions" - Parallel: launch agents without blockedBy dependencies in a single message
- Sequential: inject preceding agent results into the next agent's prompt
Teammate Prompt Requirements
- Context — project background and how this task fits the whole
- Specific goal — exactly what to achieve
- Reference files — file paths identified by scouts
- Constraints — what NOT to do, scope limits
- Output format — expected deliverable format
- Team info — team_name, task ID
Detailed prompt structure:
references/prompt-templates.md
Phase 5: Validation
qa (sonnet) evaluates each acceptance criterion from Phase 3.
Validation Process
Agent(name: "qa", model: "sonnet", prompt: """
## Acceptance Criteria
- [ ] AC-1: {criterion}
## Validation Target
{Phase 4 execution results}
Evaluate each criterion with evidence-based PASS/FAIL judgment.
No PASS without evidence.
## Output Format
| # | Criterion | Verdict | Evidence |
Overall: PASS / FAIL
Include fix suggestions for any FAIL items.
""")FAIL Handling
support (sonnet) fixes only FAIL items → qa re-validates:
- Max 3 rounds of verify/fix loop
- If the same error repeats 3 times, stop immediately
- After 3 rounds, halt the pipeline and report to user:
## Validation Failed — Manual Intervention Needed
### Repeated Failures
- AC-{N}: {criterion} — {failure reason}
### Attempted Fixes
1. {attempt 1} 2. {attempt 2} 3. {attempt 3}
### Recommended Action
{what needs to be done manually}Phase 6: Complete & Cleanup
Result Report
## Team Results: {team-name}
### Acceptance Criteria
- [x] AC-1: {criterion} — PASS
### Per-Agent Results
- {agent}: {result summary}
### Deliverables
- {file paths or outputs}
### Validation History
- Validated {N} times, {M} fixes appliedTeam Cleanup
SendMessage(type: "shutdown_request", recipient: "{name}", content: "Work complete")
TeamDelete()Common Mistakes
| Mistake | Correct Approach |
|---|---|
| Creating team without user approval | Get AskUserQuestion approval in Phase 1 + Phase 3 |
| Executing without acceptance criteria | Always define criteria in Phase 3 |
| Running scouts for simple tasks | Skip Phase 2 for straightforward work |
| Skipping validation | Always run Phase 5 after execution |
| Ignoring model tiers | Use opus/sonnet/haiku based on role purpose |
| Only picking from fixed catalog | Scouts design freely; examples are reference only |
| Forgetting TeamDelete | Always shutdown_request → TeamDelete |
| Infinite FAIL loop | Max 3 verify/fix rounds, then report to user |
Additional Resources
references/agents.md— Agent example bank with model tier guidereferences/prompt-templates.md— Scout + execution + QA prompt templatesreferences/examples.md— Worked examples: feature dev, refactoring, researchreferences/enable-agent-teams.md— How to enable agent teams in Claude Code
© team-attention, MIT. Rendered from Markdown: HTML in the file is shown as text, images as links, and headings moved down two levels. Raw file
Files
SKILL.md and 4 other files (references) in plugins/team-assemble/skills/team-assemble of team-attention/plugins-for-claude-natives.
- SKILL.md
- references/agents.md
- references/enable-agent-teams.md
- references/examples.md
- references/prompt-templates.md
Open the folder on GitHubat commit fd9c207
Compare with similar skills
Team Assemble 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 |
|---|---|---|---|---|---|---|
| Team Assemble this skillteam-attention/plugins-for-claude-natives | 827 | — | ~2.1k | Automated safety check: Notes | MIT | |
| MCP Server Builderanthropics/skills | 180k | 63 repos | ~2.3k | Automated safety check: Pass | Apache-2.0 | |
| Hook Development for Claude Code Pluginsanthropics/claude-plugins-official | 38k | 10 repos | ~4.1k | Automated safety check: Notes | Apache-2.0 | |
| Using Superpowersfarm-fe/farm | 5.6k | 35 repos | ~1.4k | Automated safety check: Pass | MIT | |
| Executing Plans Inlineobra/superpowers | 297k | 2 repos | ~5.1k | Automated safety check: Pass | MIT | |
| Skill CreatorAzure/azqr | 795 | 89 repos | ~8.2k | Automated safety check: Pass | Apache-2.0 |
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Questions about Team Assemble
What does Team Assemble do?
Analyze tasks and dynamically assemble expert agent teams using Claude Code's TeamCreate API. Team Assemble is an agent skill from team-attention/plugins-for-claude-natives. Analyze tasks and dynamically assemble expert agent teams using Claude Code's TeamCreate API.
When should I use Team Assemble?
Team Assemble fits situations like: agent Workflows work in your project.
How do I install Team Assemble in Claude Code?
Run `npx skills add team-attention/plugins-for-claude-natives --skill team-assemble -a claude-code`. Or copy the skill folder (plugins/team-assemble/skills/team-assemble in team-attention/plugins-for-claude-natives) into .claude/skills/team-assemble in your project. Claude Code loads it when a task matches its description.
How do I install Team Assemble in Codex?
Run `npx skills add team-attention/plugins-for-claude-natives --skill team-assemble -a codex`. Or copy the skill folder (plugins/team-assemble/skills/team-assemble in team-attention/plugins-for-claude-natives) into .agents/skills/team-assemble in your project. Codex loads it when a task matches its description.
Can I use Team Assemble 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 team-attention/plugins-for-claude-natives --skill team-assemble -a cursor` (or -a gemini-cli, github-copilot or opencode for the others). To copy it by hand, put the folder in .cursor/skills/team-assemble, .gemini/skills/team-assemble, .github/skills/team-assemble and .opencode/skills/team-assemble in your project.
What does Team Assemble need to run?
SKILL.md names no scripts, command-line tools or credentials: Team Assemble is instructions for the agent only. Its frontmatter pre-approves these tools: Agent, Bash, Read, Write, Edit, Glob, Grep, AskUserQuestion, TaskCreate, TaskUpdate, TaskList, TaskGet, TeamCreate, TeamDelete, SendMessage.
Does Team Assemble 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 Team Assemble 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 Team Assemble use?
Team Assemble 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 Team Assemble use?
About 2.1k tokens (SKILL.md is roughly 8.3k 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 4.5k tokens, read only when the agent opens those files.
What are the alternatives to Team Assemble?
Skills that share tags, products or a category with Team Assemble: MCP Server Builder (anthropics/skills, 180k stars), Hook Development for Claude Code Plugins (anthropics/claude-plugins-official, 38k stars), Using Superpowers (farm-fe/farm, 5.6k stars) and Executing Plans Inline (obra/superpowers, 297k stars). The comparison table on this page puts their stars, adoption, token cost, safety result and licence side by side.
Who maintains Team Assemble?
team-attention (a GitHub organization) maintains it in team-attention/plugins-for-claude-natives, which has 827 GitHub stars. The repository holds 16 skills in this directory. The repository was last updated on April 20, 2026.
Source: team-attention/plugins-for-claude-natives on GitHub. Facts on this page come from the repository at the commit we read; the author's words are quoted as theirs.