Subagent Driven Development
Asvarox/allkaraoke
A skill your agent uses when executing implementation plans with independent tasks in the current session
Execute plans via delegatetask subagents (2-stage review). An agent skill from mateaix/mateclaw.
$ npx skills add mateaix/mateclaw --skill subagent-driven-development -a claude-codeProject install by default; add -g for ~/.claude/skills/.
$ gh skill install mateaix/mateclaw subagent-driven-development --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/mateaix/mateclaw.git skills-src && mkdir -p .claude/skills && cp -r skills-src/mateclaw-server/src/main/resources/skills/subagent-driven-development .claude/skills/subagent-driven-development && 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 "subagent-driven-development" agent skill from https://github.com/mateaix/mateclaw/tree/dev/mateclaw-server/src/main/resources/skills/subagent-driven-development into .claude/skills/subagent-driven-development/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "subagent-driven-development", 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/mateaix/mateclaw/tree/dev/mateclaw-server/src/main/resources/skills/subagent-driven-developmentType 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 mateaix/mateclaw --skill subagent-driven-development -a codexProject install goes to .agents/skills/; add -g for ~/.codex/skills/.
$ gh skill install mateaix/mateclaw subagent-driven-development --agent codexProject scope by default (.agents/skills/); add --scope user for a personal install.
$ git clone --depth 1 https://github.com/mateaix/mateclaw.git skills-src && mkdir -p .agents/skills && cp -r skills-src/mateclaw-server/src/main/resources/skills/subagent-driven-development .agents/skills/subagent-driven-development && rm -rf skills-srcUse ~/.agents/skills/ instead of .agents/skills for a personal install.
Codex skills documentation · loads skills from .agents/skills/
Install the "subagent-driven-development" agent skill from https://github.com/mateaix/mateclaw/tree/dev/mateclaw-server/src/main/resources/skills/subagent-driven-development into .agents/skills/subagent-driven-development/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "subagent-driven-development", 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 mateaix/mateclaw --skill subagent-driven-development -a cursorProject install goes to .agents/skills/; add -g for ~/.cursor/skills/.
$ gh skill install mateaix/mateclaw subagent-driven-development --agent cursorProject scope by default (.agents/skills/); add --scope user for a personal install.
$ git clone --depth 1 https://github.com/mateaix/mateclaw.git skills-src && mkdir -p .cursor/skills && cp -r skills-src/mateclaw-server/src/main/resources/skills/subagent-driven-development .cursor/skills/subagent-driven-development && 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 "subagent-driven-development" agent skill from https://github.com/mateaix/mateclaw/tree/dev/mateclaw-server/src/main/resources/skills/subagent-driven-development into .cursor/skills/subagent-driven-development/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "subagent-driven-development", 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/mateaix/mateclaw.git --path mateclaw-server/src/main/resources/skills/subagent-driven-development--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 mateaix/mateclaw --skill subagent-driven-development -a gemini-cliProject install goes to .agents/skills/; add -g for ~/.gemini/skills/.
$ gh skill install mateaix/mateclaw subagent-driven-development --agent gemini-cliProject scope by default (.agents/skills/); add --scope user for a personal install.
$ git clone --depth 1 https://github.com/mateaix/mateclaw.git skills-src && mkdir -p .gemini/skills && cp -r skills-src/mateclaw-server/src/main/resources/skills/subagent-driven-development .gemini/skills/subagent-driven-development && 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 "subagent-driven-development" agent skill from https://github.com/mateaix/mateclaw/tree/dev/mateclaw-server/src/main/resources/skills/subagent-driven-development into .gemini/skills/subagent-driven-development/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "subagent-driven-development", 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 mateaix/mateclaw subagent-driven-developmentInstalls 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 mateaix/mateclaw --skill subagent-driven-development -a github-copilotProject install goes to .agents/skills/; add -g for ~/.copilot/skills/.
$ git clone --depth 1 https://github.com/mateaix/mateclaw.git skills-src && mkdir -p .github/skills && cp -r skills-src/mateclaw-server/src/main/resources/skills/subagent-driven-development .github/skills/subagent-driven-development && 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 "subagent-driven-development" agent skill from https://github.com/mateaix/mateclaw/tree/dev/mateclaw-server/src/main/resources/skills/subagent-driven-development into .github/skills/subagent-driven-development/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "subagent-driven-development", 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 mateaix/mateclaw --skill subagent-driven-development -a opencodeOpenCode documents no install command of its own. Project install goes to .agents/skills/; add -g for ~/.config/opencode/skills/.
$ gh skill install mateaix/mateclaw subagent-driven-development --agent opencodeProject scope by default (.agents/skills/); add --scope user for a personal install.
$ git clone --depth 1 https://github.com/mateaix/mateclaw.git skills-src && mkdir -p .opencode/skills && cp -r skills-src/mateclaw-server/src/main/resources/skills/subagent-driven-development .opencode/skills/subagent-driven-development && 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 "subagent-driven-development" agent skill from https://github.com/mateaix/mateclaw/tree/dev/mateclaw-server/src/main/resources/skills/subagent-driven-development into .opencode/skills/subagent-driven-development/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "subagent-driven-development", 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.
subagent-driven-developmentExecute plans via delegatetask subagents (2-stage review). An agent skill from mateaix/mateclaw.
Subagent Driven Development is an agent skill from mateaix/mateclaw. Execute plans via delegatetask subagents (2-stage review).
Its SKILL.md is about 2.6k tokens, which your agent loads only when the skill is triggered. The skill folder holds 3 other files, including reference files (for example `references/context-budget-discipline.md` and `references/gates-taxonomy.md`).
It sits in Agent Workflows, covering Subagents and Planning. The repository describes itself as: 🤖 MateClaw — Your second brain with Multi-Agent Orchestration, MCP Protocol, Skills & Memory, Dream, and Multi-Channel Support. Built on Spring AI Alibaba. The licence is Apache-2.0.
4 steps, taken from the step headings in SKILL.md.
Read from SKILL.md and the folder at commit 3b5f7de. It shows what the files ask for, not the result of running them.
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.
Shell commands in SKILL.md call:
gitpytestFrom the folder's file list and the shell code blocks in SKILL.md.
No URLs in SKILL.md. Its commands use git, which can reach the network depending on how they are called.
From URLs in SKILL.md, links to its own repository left out.
Names no API keys, tokens, secrets or passwords.
From names ending in _API_KEY, _TOKEN, _SECRET, _KEY or _PASSWORD in SKILL.md.
Subagent Driven Development loads about 2.6k tokens when it runs, and up to ~4.8k if it reads all its reference files. Until then it costs about 22 tokens; SKILL.md has 752 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.
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.
The full file from mateaix/mateclaw at commit 3b5f7de, republished under its Apache-2.0 licence (© mateaix). 752 words, ~2,628 tokens.
.claude/skills/subagent-driven-development/SKILL.md (or your agent's skills folder). This skill also uses 2 other files; get the full folder from GitHub.Execute implementation plans by dispatching fresh subagents per task with systematic two-stage review.
Core principle: Fresh subagent per task + two-stage review (spec then quality) = high quality, fast iteration.
Use this skill when:
vs. manual execution:
Read the plan file. Extract ALL tasks with their full text and context upfront. Create a todo list:
# Read the plan
read_file("docs/plans/feature-plan.md")
# Create todo list with all tasks
todo([
{"id": "task-1", "content": "Create User model with email field", "status": "pending"},
{"id": "task-2", "content": "Add password hashing utility", "status": "pending"},
{"id": "task-3", "content": "Create login endpoint", "status": "pending"},
])Key: Read the plan ONCE. Extract everything. Don't make subagents read the plan file — provide the full task text directly in context.
For EACH task in the plan:
Use delegate_task with complete context:
delegate_task(
goal="Implement Task 1: Create User model with email and password_hash fields",
context="""
TASK FROM PLAN:
- Create: src/models/user.py
- Add User class with email (str) and password_hash (str) fields
- Use bcrypt for password hashing
- Include __repr__ for debugging
FOLLOW TDD:
1. Write failing test in tests/models/test_user.py
2. Run: pytest tests/models/test_user.py -v (verify FAIL)
3. Write minimal implementation
4. Run: pytest tests/models/test_user.py -v (verify PASS)
5. Run: pytest tests/ -q (verify no regressions)
6. Commit: git add -A && git commit -m "feat: add User model with password hashing"
PROJECT CONTEXT:
- Python 3.11, Flask app in src/app.py
- Existing models in src/models/
- Tests use pytest, run from project root
- bcrypt already in requirements.txt
""",
toolsets=['terminal', 'file']
)After the implementer completes, verify against the original spec:
delegate_task(
goal="Review if implementation matches the spec from the plan",
context="""
ORIGINAL TASK SPEC:
- Create src/models/user.py with User class
- Fields: email (str), password_hash (str)
- Use bcrypt for password hashing
- Include __repr__
CHECK:
- [ ] All requirements from spec implemented?
- [ ] File paths match spec?
- [ ] Function signatures match spec?
- [ ] Behavior matches expected?
- [ ] Nothing extra added (no scope creep)?
OUTPUT: PASS or list of specific spec gaps to fix.
""",
toolsets=['file']
)If spec issues found: Fix gaps, then re-run spec review. Continue only when spec-compliant.
After spec compliance passes:
delegate_task(
goal="Review code quality for Task 1 implementation",
context="""
FILES TO REVIEW:
- src/models/user.py
- tests/models/test_user.py
CHECK:
- [ ] Follows project conventions and style?
- [ ] Proper error handling?
- [ ] Clear variable/function names?
- [ ] Adequate test coverage?
- [ ] No obvious bugs or missed edge cases?
- [ ] No security issues?
OUTPUT FORMAT:
- Critical Issues: [must fix before proceeding]
- Important Issues: [should fix]
- Minor Issues: [optional]
- Verdict: APPROVED or REQUEST_CHANGES
""",
toolsets=['file']
)If quality issues found: Fix issues, re-review. Continue only when approved.
todo([{"id": "task-1", "content": "Create User model with email field", "status": "completed"}], merge=True)After ALL tasks are complete, dispatch a final integration reviewer:
delegate_task(
goal="Review the entire implementation for consistency and integration issues",
context="""
All tasks from the plan are complete. Review the full implementation:
- Do all components work together?
- Any inconsistencies between tasks?
- All tests passing?
- Ready for merge?
""",
toolsets=['terminal', 'file']
)# Run full test suite
pytest tests/ -q
# Review all changes
git diff --stat
# Final commit if needed
git add -A && git commit -m "feat: complete [feature name] implementation"Each task = 2-5 minutes of focused work.
Too big:
Right size:
Why fresh subagent per task:
Why two-stage review:
Cost trade-off:
This skill EXECUTES plans created by the writing-plans skill:
Implementer subagents should follow TDD:
Include TDD instructions in every implementer context.
The two-stage review process IS the code review. For final integration review, use the requesting-code-review skill's review dimensions.
If a subagent encounters bugs during implementation:
[Read plan: docs/plans/auth-feature.md]
[Create todo list with 5 tasks]
--- Task 1: Create User model ---
[Dispatch implementer subagent]
Implementer: "Should email be unique?"
You: "Yes, email must be unique"
Implementer: Implemented, 3/3 tests passing, committed.
[Dispatch spec reviewer]
Spec reviewer: ✅ PASS — all requirements met
[Dispatch quality reviewer]
Quality reviewer: ✅ APPROVED — clean code, good tests
[Mark Task 1 complete]
--- Task 2: Password hashing ---
[Dispatch implementer subagent]
Implementer: No questions, implemented, 5/5 tests passing.
[Dispatch spec reviewer]
Spec reviewer: ❌ Missing: password strength validation (spec says "min 8 chars")
[Implementer fixes]
Implementer: Added validation, 7/7 tests passing.
[Dispatch spec reviewer again]
Spec reviewer: ✅ PASS
[Dispatch quality reviewer]
Quality reviewer: Important: Magic number 8, extract to constant
Implementer: Extracted MIN_PASSWORD_LENGTH constant
Quality reviewer: ✅ APPROVED
[Mark Task 2 complete]
... (continue for all tasks)
[After all tasks: dispatch final integration reviewer]
[Run full test suite: all passing]
[Done!]Fresh subagent per task
Two-stage review every time
Spec compliance FIRST
Code quality SECOND
Never skip reviews
Catch issues earlyQuality is not an accident. It's the result of systematic process.
When the orchestration involves significant context usage, long review loops, or complex validation checkpoints, load these references for the specific discipline:
references/context-budget-discipline.md — Four-tier context degradation model (PEAK / GOOD / DEGRADING / POOR), read-depth rules that scale with context window size, and early warning signs of silent degradation. Load when a run will clearly consume significant context (multi-phase plans, many subagents, large artifacts).references/gates-taxonomy.md — The four canonical gate types (Pre-flight, Revision, Escalation, Abort) with behavior, recovery, and examples. Load when designing or reviewing any workflow that has validation checkpoints — use the vocabulary explicitly so each gate has defined entry, failure behavior, and resumption rules.Both references adapted from gsd-build/get-shit-done (MIT © 2025 Lex Christopherson).
© mateaix, Apache-2.0. Rendered from Markdown: HTML in the file is shown as text, images as links, and headings moved down two levels. Raw file
SKILL.md and 2 other files (references) in mateclaw-server/src/main/resources/skills/subagent-driven-development of mateaix/mateclaw.
Open the folder on GitHubat commit 3b5f7de
We found 3 copies of this SKILL.md (exact, near-identical or edited) in other folders, from 3 other GitHub owners. This page covers the copy in mateaix/mateclaw, which our catalogue first saw on October 7, 2026.
Subagent Driven Development 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 |
|---|---|---|---|---|---|---|
| Subagent Driven Development this skillmateaix/mateclaw | 1.1k | 3 repos | ~2.6k | Automated safety check: Pass | Apache-2.0 | |
| Subagent Driven DevelopmentAsvarox/allkaraoke | 261 | 37 repos | ~1.2k | Automated safety check: Pass | None | |
| Executing PlansGanyuanRan/Aegis | 1.3k | 1 repos | ~2.3k | Automated safety check: Pass | MIT | |
| Execumputun/cc-thingz | 483 | — | ~8k | Automated safety check: Pass | MIT | |
| Autopilot End-to-End Buildernick-vels/skills | 403 | — | ~2.5k | Automated safety check: Notes | MIT | |
| Workflow Orchestrationvxcozy/workflow-orchestration | 115 | — | ~1k | Automated safety check: Pass | MIT |
Asvarox/allkaraoke
A skill your agent uses when executing implementation plans with independent tasks in the current session
GanyuanRan/Aegis
A skill your agent uses when executing a written implementation plan across sessions or with review checkpoints.
umputun/cc-thingz
Execute plan tasks sequentially using subagents. An agent skill from umputun/cc-thingz.
nick-vels/skills
Builds an app, site, bot or feature from a spoken idea through requirements, spec, tickets, subagent work, review and acceptance, with a live progress dashboard.
vxcozy/workflow-orchestration
Disciplined task execution with planning, verification, and self-improvement loops.
byungjunjang/jangpm-meta-skills
Agentic system design blueprint generator. An agent skill from byungjunjang/jangpm-meta-skills.
mateaix/mateclaw
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mateaix/mateclaw
A skill your agent uses whenever the user wants to create, read, edit, or manipulate Word documents (.docx files).
mateaix/mateclaw
Use this skill any time a spreadsheet file is the primary input or output.
mateaix/mateclaw
Generate project ideas via creative constraints. An agent skill from mateaix/mateclaw.
mateaix/mateclaw
Dark-themed SVG architecture/cloud/infra diagrams as HTML. An agent skill from mateaix/mateclaw.
mateaix/mateclaw
Use the optional iOfficeAI/OfficeCLI engine for advanced inspection, validation, copy-on-write editing, template merge, or visual rendering of existing .docx, .xlsx, and .pptx files.
Categories
Execute plans via delegatetask subagents (2-stage review). An agent skill from mateaix/mateclaw. Subagent Driven Development is an agent skill from mateaix/mateclaw. Execute plans via delegatetask subagents (2-stage review).
Subagent Driven Development fits situations like: tasks that involve Subagents; tasks that involve Planning.
Run `npx skills add mateaix/mateclaw --skill subagent-driven-development -a claude-code`. Or copy the skill folder (mateclaw-server/src/main/resources/skills/subagent-driven-development in mateaix/mateclaw) into .claude/skills/subagent-driven-development in your project. Claude Code loads it when a task matches its description.
Run `npx skills add mateaix/mateclaw --skill subagent-driven-development -a codex`. Or copy the skill folder (mateclaw-server/src/main/resources/skills/subagent-driven-development in mateaix/mateclaw) into .agents/skills/subagent-driven-development in your project. Codex loads it when a task matches its description.
Cursor, Gemini CLI, GitHub Copilot and OpenCode also load SKILL.md folders. With the skills CLI, run `npx skills add mateaix/mateclaw --skill subagent-driven-development -a cursor` (or -a gemini-cli, github-copilot or opencode for the others). To copy it by hand, put the folder in .cursor/skills/subagent-driven-development, .gemini/skills/subagent-driven-development, .github/skills/subagent-driven-development and .opencode/skills/subagent-driven-development in your project.
Going by SKILL.md and its folder, Subagent Driven Development needs the command-line tools its instructions call (git and pytest). Our summary lists: Python 3.
SKILL.md contains no URLs. Its commands use git, which can reach the network depending on how they are called. This is read from the text; nothing was executed.
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.
Subagent Driven Development is published under the Apache-2.0 licence (the repository's licence). It allows redistribution, so the full SKILL.md is shown on this page.
About 2.6k tokens (SKILL.md is roughly 11k 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 2.2k tokens, read only when the agent opens those files.
Skills that share tags, products or a category with Subagent Driven Development: Subagent Driven Development (Asvarox/allkaraoke, 261 stars), Executing Plans (GanyuanRan/Aegis, 1.3k stars), Exec (umputun/cc-thingz, 483 stars) and Autopilot End-to-End Builder (nick-vels/skills, 403 stars). The comparison table on this page puts their stars, adoption, token cost, safety result and licence side by side.
mateaix (a GitHub user) maintains it in mateaix/mateclaw, which has 1,147 GitHub stars. The repository holds 17 skills in this directory. The repository was last updated on October 5, 2026.
Source: mateaix/mateclaw on GitHub. Facts on this page come from the repository at the commit we read; the author's words are quoted as theirs.