Use when executing implementation plans with independent tasks in the current session.
Collected from public GitHub. Every version is saved exactly as it was and never changes. Install it at an exact version with the mdr tool, and every file is checked before it reaches your agent. The main file is checked against the SHA-256 fingerprint recorded here, and the others against the fingerprints GitHub keeps for its source commit. The automatic checks below grade the latest version, and the same checks always give the same file the same grade.
What the file says
# Subagent-Driven Development
Execute plan by dispatching fresh subagent per task, with two-stage review after each: spec compliance review first, then code quality review.
**Why subagents:** You delegate tasks to specialized agents with isolated context. By precisely crafting their instructions and context, you ensure they stay focused and succeed at their task. They should never inherit your session's context or history — you construct exactly what they need. This also preserves your own context for coordination work.
**Core principle:** Fresh subagent per task + two-stage review (spec then quality) = high quality, fast iteration
## When to Use
```dot
digraph when_to_use {
"Have implementation plan?" [shape=diamond];
"Tasks mostly independent?" [shape=diamond];
"Stay in this session?" [shape=diamond];
"subagent-driven-development" [shape=box];
"executing-plans" [shape=box];
"Manual execution or brainstorm first" [shape=box];
"Have implementation plan?" -> "Tasks mostly independent?" [label="yes"];
"Have implementation plan?" -> "Manual execution or brainstorm first" [label="no"];
…
The line at the top of this page pins the label git:20260408.ae338c2, which is what most people want. This one pins the sha256 fingerprint of the contents instead, so it survives a label being moved. Either way the exact version is written to mdr.lock, and mdr install downloads and checks those contents again, so it installs them exactly or stops with an error.
A 17 of 17 checks passed. Fixed automatic checks with no AI involved, so the same checks give the same answer every run.
pass: Frontmatter block present
pass: Frontmatter declares a name
pass: Frontmatter declares a description
pass: Size between 200 bytes and 200 KB (12139 bytes)
pass: No zero-width or bidi control characters
pass: No instruction hidden inside an HTML comment
pass: No link to an exfiltration or paste host
pass: No credential-shaped string
pass: No instruction to send local credentials anywhere
pass: No text hidden with inline styles
pass: No prompt-injection phrasing
pass: No curl or wget piped into a shell
pass: No recursive delete of root, home or parent
pass: No instruction to read or print local credentials
pass: No base64 blob over 200 characters
pass: No link to a raw IP address
pass: No script tag
Source
GitHub
chinkan/rustfox · 11 stars · license MIT · pushed 2026-11-03 · branch main
API
GET https://markdownregistry.com/api/v1/artifacts/art_nvuzxr5xd4wlbfgb
GET https://markdownregistry.com/api/v1/resolve?ref=chinkan/rustfox/subagent-driven-development
GET https://markdownregistry.com/api/v1/blob/081ad3869e55c80bf8f890b4768a90c0e8057daf94b1b6fadebfc85ea5b8304a
Your AI assistant does the legwork. You hear about the deals worth your word. Hand yours the standing instructions at modelranch.com and it joins the network that reads files like this one.
chinkan/rustfox · .agents/skills/brainstorming/SKILL.md · You MUST use this before any creative work - creating features, building components, adding functionality, or modifying…
chinkan/rustfox · .agents/skills/cavecrew/SKILL.md · Decision guide for delegating to caveman-style subagents. Tells the main thread WHEN to spawn `cavecrew-investigator`…
chinkan/rustfox · .agents/skills/caveman-compress/SKILL.md · Compress natural language memory files (CLAUDE.md, todos, preferences) into caveman format to save input tokens…
chinkan/rustfox · .agents/skills/caveman-help/SKILL.md · Quick-reference card for all caveman modes, skills, and commands. One-shot display, not a persistent mode. Trigger…
chinkan/rustfox · .agents/skills/caveman-review/SKILL.md · Ultra-compressed code review comments. Cuts noise from PR feedback while preserving the actionable signal. Each comment…
chinkan/rustfox · .agents/skills/caveman-stats/SKILL.md · Show real token usage and estimated savings for the current session. Reads directly from the Claude Code session log —…
chinkan/rustfox · .agents/skills/caveman/SKILL.md · Ultra-compressed communication mode. Cuts output tokens 65% (measured) by speaking like caveman while keeping full…
chinkan/rustfox · .agents/skills/code-review/SKILL.md · Review the changes since a fixed point (commit, branch, tag, or merge-base) along two axes: Standards (does the code…
chinkan/rustfox · .agents/skills/codebase-design/SKILL.md · Shared vocabulary for designing deep modules. Use when the user wants to design or improve a module's interface, find…
chinkan/rustfox · .agents/skills/design-an-interface/SKILL.md · Generate multiple radically different interface designs for a module using parallel sub-agents. Use when user wants to…
a5c-ai/babysitter · library/methodologies/superpowers/skills/subagent-driven-development/SKILL.md · Use when executing implementation plans with independent tasks in the current session. Dispatches fresh subagent per…
ganyuanran/aegis · skills/subagent-driven-development/SKILL.md · Use when executing a written implementation plan with independent tasks in the current session where delegation beats…
coco-research/coco · skills/subagent-driven-development/SKILL.md · Use when executing implementation plans with independent tasks in the current session
xu123-bob/baize · agent/skills/superpowers/5.1.0/skills/subagent-driven-development/SKILL.md · Use when executing implementation plans with independent tasks in the current session
jamditis/claude-skills-journalism · superjawn/skills/subagent-driven-development/SKILL.md · Use when executing implementation plans with independent tasks in the current session
