Chalk Labs
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Install
Works with Claude Code, Claude apps, Codex, Cursor, Gemini CLI, GitHub Copilot, VS Code, OpenCode, Goose, Windsurf. Read the repository before you give any tool access to your data.
npx agentmarket install skill/1molchuan-autopilot
Asks which of your tools to add it to (Claude Code, Codex, Cursor, VS Code, Windsurf, Gemini CLI, Claude Desktop) and shows the change first. See https://agentmart.dev/cli.
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About
Reviews
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Permissions
What this skill can do and what it asks for, from its SKILL.md. Checked Oct 25, 2026.
- Tools
- No tools found
- Secrets
- None asked for
- Install scripts
- None found
Network hosts it talks to 1
codeload.github.com· found in install command
Files it touches
~/.claude/skills/autopilot
What's inside
- Skill name
autopilot- Description
- 全自动 RPI 执行 — 从想法到可运行代码
- License
- MIT
- Instructions
- 58 lines in SKILL.md · view on GitHub
Files (1)
- SKILL.md
SKILL.md (first lines)
# oh-my-ccg Autopilot Full automatic RPI cycle: research → plan → impl → review. ## Activation Trigger: "autopilot", "auto" + requirement description ## Workflow ### Phase 1: Initialize - Use `rpi_state_write` MCP tool to create RPI state with requirement - Verify Codex + Gemini availability via `ask_codex(prompt="ping")` and `ask_gemini(prompt="ping")` MCP calls - Use `mode_state_write` MCP tool to start autopilot state tracking ### Phase 2: Auto-Research - Run explore agent for codebase context - Launch multi-model exploration **in parallel via MCP tools**: - `ask_codex(agent_role="analyst", background=true)` — backend constraints - `ask_gemini(agent_role="designer", background=true)` — frontend constraints - Collect results via `check_job_status` - Synthesize constraints automatically - Present constraint summary to user for quick confirmation ### Phase 3: Auto-Plan - Suggest /clear if context > 80% - Run planner agent with constraints - Cross-validate with dual-model **parallel MCP calls**: - `ask_codex(agent_role="planner", background=true)` — plan validation - `ask_gemini(agent_role="designer", background=true)` — frontend validation - Generate zero-decision task list - Update state via `rpi_state_write` MCP tool ### Phase 4: Auto-Impl - Suggest /clear if context > 80% - Route tasks via MCP tools: - Frontend tasks → `ask_gemini` for prototype, then executor rewrites - Backend tasks → `ask_codex` for prototype, then executor rewrites - Use Team mode if multiple independent tasks - Use Ralph mode for each task (execute→verify→fix) - Continue until all tasks pass verification - Update state via `rpi_state_write` MCP tool after each task ### Phase 5: Auto-Review - Run dual-model cross-review via **parallel MCP calls**: - `ask_codex(agent_role="code-reviewer", background=true)` - `ask_gemini(agent_role="designer", background=true)` - Fix Critical findings automatically - Present final report to user ## Context Management - Monitor context usage after each phase - Prompt user for /clear when approaching 80% - State persists in .oh-my-ccg/state/ across /clear (managed via MCP tools) ## Cancellation Use /oh-my-ccg:cancel to stop autopilot at any point.
From 1molchuan/oh-my-ccg, MIT.
More from 1molchuan/oh-my-ccg
- 0.423score
oh-my-ccg-init
1molchuan
初始化 oh-my-ccg 环境 — 验证 MCP 服务器、Codex、Gemini
SkillDFreshness: D★ 1Claude Code +9 - 0.420score
deepinit
1molchuan
深度代码库初始化,生成分层 AGENTS.md 文档
SkillDFreshness: D★ 1Claude Code +9 - 0.420score
doctor
1molchuan
诊断和修复 oh-my-ccg 安装问题
SkillDFreshness: D★ 1Claude Code +9 - 0.420score
help
1molchuan
oh-my-ccg 帮助与使用指南
SkillDFreshness: D★ 1Claude Code +9 - 0.420score
note
1molchuan
保存会话笔记到记事本,防止上下文压缩丢失
SkillDFreshness: D★ 1Claude Code +9 - 0.420score
oh-my-ccg-impl
1molchuan
RPI 实施阶段 — 按零决策计划机械执行
SkillDFreshness: D★ 1Claude Code +9 - 0.420score
oh-my-ccg-research
1molchuan
RPI 研究阶段 — 需求转化为约束集
SkillDFreshness: D★ 1Claude Code +9 - 0.420score
oh-my-ccg-review
1molchuan
独立双模型交叉审查(随时可用)
SkillDFreshness: D★ 1Claude Code +9 - 0.420score
team
1molchuan
并行团队执行,N 个协调 Worker 协作
SkillDFreshness: D★ 1Claude Code +9 - 0.420score
trace
1molchuan
显示 Agent 流程追踪时间线与摘要
SkillDFreshness: D★ 1Claude Code +9 - 0.420score
setup
1molchuan
oh-my-ccg 初始安装向导
SkillDFreshness: D★ 1Claude Code +9 - 0.420score
cancel
1molchuan
取消当前活跃的 oh-my-ccg 模式
SkillDFreshness: D★ 1Claude Code +9
Signals
- Stars
- 1
- Forks
- 1
- Open issues
- 1
- Last commit (this folder)
- Feb 23, 2026 (8 months ago)
From GitHub (fetched Oct 24, 2026).
Details
- License
- MIT
- Repository
- github.com/1molchuan/oh-my-ccg
- First seen
- Oct 24, 2026
- Last checked
- Oct 24, 2026
- Source
- GitHubgithub-graphql
More from 1molchuan
- 0.423score
oh-my-ccg-init
1molchuan
初始化 oh-my-ccg 环境 — 验证 MCP 服务器、Codex、Gemini
SkillDFreshness: D★ 1Claude Code +9 - 0.420score
doctor
1molchuan
诊断和修复 oh-my-ccg 安装问题
SkillDFreshness: D★ 1Claude Code +9 - 0.420score
help
1molchuan
oh-my-ccg 帮助与使用指南
SkillDFreshness: D★ 1Claude Code +9 - 0.420score
note
1molchuan
保存会话笔记到记事本,防止上下文压缩丢失
SkillDFreshness: D★ 1Claude Code +9 - 0.420score
oh-my-ccg-impl
1molchuan
RPI 实施阶段 — 按零决策计划机械执行
SkillDFreshness: D★ 1Claude Code +9 - 0.420score
deepinit
1molchuan
深度代码库初始化,生成分层 AGENTS.md 文档
SkillDFreshness: D★ 1Claude Code +9
Done for you
Rather not set it up yourself?
Chalk Labs scopes, builds and runs agents for your team: the task audit, the eval harness, the integrations and the weekly ops report. Fixed scope, priced before we start.
See how we build AI agents →Read the case studies
Chalk Labs is a two-founder AI and growth studio. We build AI agents, CRMs and MVPs for Web3 and AI companies, and have shipped 50+ product and token launches.
- launches shipped
- 50+
- launches shipped
- media placements
- 500+
- media placements
- founders on every account
- 2
- founders on every account
Press we've placed: Forbes · CoinDesk · Decrypt · Cointelegraph · The Block
Rahil Jain, Co-founder, Chalk Labs. Ex-Goldman Sachs engineer. You talk to the person who builds it.
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Cite this page
autopilot skill. Agent Mart. https://agentmart.dev/skills/1molchuan-autopilot (last updated 2026-10-24)