Gen Plan
alibaba/atrex-kernel-agent
Generate a structured implementation plan from an evidence draft.
Generates structured .code-task.md files from descriptions or PDD implementation plans.
$ npx skills add mikeyobrien/ralph-orchestrator --skill code-task-generator -a claude-codeProject install by default; add -g for ~/.claude/skills/.
$ gh skill install mikeyobrien/ralph-orchestrator code-task-generator --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/mikeyobrien/ralph-orchestrator.git skills-src && mkdir -p .claude/skills && cp -r skills-src/.claude/skills/code-task-generator .claude/skills/code-task-generator && 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 "code-task-generator" agent skill from https://github.com/mikeyobrien/ralph-orchestrator/tree/main/.claude/skills/code-task-generator into .claude/skills/code-task-generator/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "code-task-generator", 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/mikeyobrien/ralph-orchestrator/tree/main/.claude/skills/code-task-generatorType 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 mikeyobrien/ralph-orchestrator --skill code-task-generator -a codexProject install goes to .agents/skills/; add -g for ~/.codex/skills/.
$ gh skill install mikeyobrien/ralph-orchestrator code-task-generator --agent codexProject scope by default (.agents/skills/); add --scope user for a personal install.
$ git clone --depth 1 https://github.com/mikeyobrien/ralph-orchestrator.git skills-src && mkdir -p .agents/skills && cp -r skills-src/.claude/skills/code-task-generator .agents/skills/code-task-generator && rm -rf skills-srcUse ~/.agents/skills/ instead of .agents/skills for a personal install.
Codex skills documentation · loads skills from .agents/skills/
Install the "code-task-generator" agent skill from https://github.com/mikeyobrien/ralph-orchestrator/tree/main/.claude/skills/code-task-generator into .agents/skills/code-task-generator/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "code-task-generator", 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 mikeyobrien/ralph-orchestrator --skill code-task-generator -a cursorProject install goes to .agents/skills/; add -g for ~/.cursor/skills/.
$ gh skill install mikeyobrien/ralph-orchestrator code-task-generator --agent cursorProject scope by default (.agents/skills/); add --scope user for a personal install.
$ git clone --depth 1 https://github.com/mikeyobrien/ralph-orchestrator.git skills-src && mkdir -p .cursor/skills && cp -r skills-src/.claude/skills/code-task-generator .cursor/skills/code-task-generator && 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 "code-task-generator" agent skill from https://github.com/mikeyobrien/ralph-orchestrator/tree/main/.claude/skills/code-task-generator into .cursor/skills/code-task-generator/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "code-task-generator", 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/mikeyobrien/ralph-orchestrator.git --path .claude/skills/code-task-generator--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 mikeyobrien/ralph-orchestrator --skill code-task-generator -a gemini-cliProject install goes to .agents/skills/; add -g for ~/.gemini/skills/.
$ gh skill install mikeyobrien/ralph-orchestrator code-task-generator --agent gemini-cliProject scope by default (.agents/skills/); add --scope user for a personal install.
$ git clone --depth 1 https://github.com/mikeyobrien/ralph-orchestrator.git skills-src && mkdir -p .gemini/skills && cp -r skills-src/.claude/skills/code-task-generator .gemini/skills/code-task-generator && 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 "code-task-generator" agent skill from https://github.com/mikeyobrien/ralph-orchestrator/tree/main/.claude/skills/code-task-generator into .gemini/skills/code-task-generator/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "code-task-generator", 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 mikeyobrien/ralph-orchestrator code-task-generatorInstalls 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 mikeyobrien/ralph-orchestrator --skill code-task-generator -a github-copilotProject install goes to .agents/skills/; add -g for ~/.copilot/skills/.
$ git clone --depth 1 https://github.com/mikeyobrien/ralph-orchestrator.git skills-src && mkdir -p .github/skills && cp -r skills-src/.claude/skills/code-task-generator .github/skills/code-task-generator && 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 "code-task-generator" agent skill from https://github.com/mikeyobrien/ralph-orchestrator/tree/main/.claude/skills/code-task-generator into .github/skills/code-task-generator/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "code-task-generator", 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 mikeyobrien/ralph-orchestrator --skill code-task-generator -a opencodeOpenCode documents no install command of its own. Project install goes to .agents/skills/; add -g for ~/.config/opencode/skills/.
$ gh skill install mikeyobrien/ralph-orchestrator code-task-generator --agent opencodeProject scope by default (.agents/skills/); add --scope user for a personal install.
$ git clone --depth 1 https://github.com/mikeyobrien/ralph-orchestrator.git skills-src && mkdir -p .opencode/skills && cp -r skills-src/.claude/skills/code-task-generator .opencode/skills/code-task-generator && 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 "code-task-generator" agent skill from https://github.com/mikeyobrien/ralph-orchestrator/tree/main/.claude/skills/code-task-generator into .opencode/skills/code-task-generator/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "code-task-generator", 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.
code-task-generatorGenerates structured .code-task.md files from descriptions or PDD implementation plans.
Code Task Generator is an agent skill from mikeyobrien/ralph-orchestrator. Generates structured .code-task.md files from descriptions or PDD implementation plans. Auto-detects input type, creates properly formatted tasks with Given-When-Then acceptance criteria.
Its SKILL.md is about 1.6k tokens, which your agent loads only when the skill is triggered. It is a single SKILL.md file with no bundled scripts.
It sits in Agent Workflows, covering Planning and User stories. The repository describes itself as: An improved implementation of the Ralph Wiggum technique for autonomous AI agent orchestration. The licence is MIT.
7 steps, taken from the step headings in SKILL.md.
Read from SKILL.md and the folder at commit edc2b32. 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.
No scripts in the folder and no shell commands in SKILL.md (its code samples are markdown).
From the folder's file list and the shell code blocks in SKILL.md.
No URLs in SKILL.md.
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.
Code Task Generator loads about 1.6k tokens when it runs. Until then it costs about 52 tokens; SKILL.md has 648 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 mikeyobrien/ralph-orchestrator at commit edc2b32, republished under its MIT licence (© mikeyobrien). 648 words, ~1,590 tokens.
.claude/skills/code-task-generator/SKILL.md (or your agent's skills folder).Generate structured code task files from rough descriptions or PDD implementation plans. Auto-detects input type and creates properly formatted .code-task.md files. For PDD plans, processes one step at a time to allow learning between steps.
These rules apply across ALL steps:
.ralph/tasks/): Output directory for code task filesConstraints:
Check if input is a file with PDD plan structure (checklist + numbered steps). Set mode to "pdd" or "description" and inform the user.
For both modes: create measurable acceptance criteria in Given-When-Then format and prepare a task breakdown plan.
Present the proposed breakdown to the user:
Create files following the Code Task Format below.
PDD mode specifics:
.ralph/tasks/{task_name}/step{NN}/ folder by default (zero-padded: step01, step02, step10)task-01-{title}.code-task.md, task-02-{title}.code-task.mdAll tasks:
status: pending, created: YYYY-MM-DD, started: null, completed: null.code-task.md extensionList generated files with paths. For PDD mode, include the step's demo requirements. Suggest running code-assist on tasks in sequence, or using Ralph for autonomous implementation.
Ask: "Would you like me to set up Ralph to implement these tasks autonomously?"
If yes, create a concise PROMPT.md with objective, spec directory reference, execution order, and acceptance criteria. Suggest the appropriate command:
ralph run --config presets/pdd-to-code-assist.ymlralph run -c ralph.yml -H builtin:code-assistEach code task file MUST follow this structure:
---
status: pending
created: YYYY-MM-DD
started: null
completed: null
---
# Task: [Task Name]
## Description
[What needs to be implemented and why]
## Background
[Context needed to understand the task]
## Reference Documentation
**Required:**
- Design: .ralph/specs/{task_name}/design.md
**Additional References (if relevant to this task):**
- [Specific research document or section]
**Note:** Read the design document before beginning implementation.
## Technical Requirements
1. [First requirement]
2. [Second requirement]
## Dependencies
- [Dependency with details]
## Implementation Approach
1. [Implementation step or approach]
## Acceptance Criteria
1. **[Criterion Name]**
- Given [precondition]
- When [action]
- Then [expected result]
## Metadata
- **Complexity**: [Low/Medium/High]
- **Labels**: [Comma-separated labels]
- **Required Skills**: [Skills needed]Description mode input: "I need a function that validates email addresses and returns detailed error messages"
Description mode output: .ralph/tasks/email-validator.code-task.md — task with acceptance criteria for valid/invalid email handling, error messages, and unit tests.
PDD mode input: ".ralph/specs/data-pipeline/plan.md"
PDD mode output: .ralph/tasks/data-pipeline/step02/ containing task-01-create-data-models.code-task.md, task-02-implement-validation.code-task.md, task-03-add-serialization.code-task.md — each with design.md reference, acceptance criteria, and demo requirements.
Vague description: Ask clarifying questions, suggest common patterns, create a basic task and offer to refine.
Complex description: Suggest breaking into smaller tasks, focus on core functionality first, offer to create related tasks.
Missing technical details: Make reasonable assumptions, include multiple approaches, note areas needing user decisions.
Plan file not found: Check if path is a directory (look for plan.md within), suggest common PDD plan locations.
Invalid plan format: Identify missing sections, suggest running PDD to generate a proper plan, extract what's available.
All steps complete: Inform user, ask if they want a specific step anyway, suggest reviewing for new steps.
© mikeyobrien, MIT. Rendered from Markdown: HTML in the file is shown as text, images as links, and headings moved down two levels. Raw file
Just SKILL.md in .claude/skills/code-task-generator of mikeyobrien/ralph-orchestrator.
Open the folder on GitHubat commit edc2b32
Code Task Generator 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 |
|---|---|---|---|---|---|---|
| Code Task Generator this skillmikeyobrien/ralph-orchestrator | 3.2k | — | ~1.6k | Automated safety check: Pass | MIT | |
| Gen Planalibaba/atrex-kernel-agent | 161 | — | ~3.4k | Automated safety check: Pass | MIT | |
| Autospec Tasksariel-frischer/autospec | 144 | — | ~2.5k | Automated safety check: Pass | MIT | |
| Notion Spec To Implementationrongxinzy/RongxinAI | 154 | 2 repos | ~2.2k | Automated safety check: Pass | AGPL-3.0 | |
| Factory Queuetikalk/adlc-team-skills | 141 | — | ~1.3k | Automated safety check: Pass | MIT | |
| App Buildermicrosoft/power-platform-skills | 972 | — | ~13k | Automated safety check: Notes | MIT |
alibaba/atrex-kernel-agent
Generate a structured implementation plan from an evidence draft.
ariel-frischer/autospec
Generate YAML task breakdown from implementation plan. An agent skill from ariel-frischer/autospec.
rongxinzy/RongxinAI
Turns product or tech specs into concrete Notion tasks that Claude code can implement.
tikalk/adlc-team-skills
A skill your agent uses when managing mission brief intake — triage, AI-assisted advisory scoring, gating label stamping, and milestones or epics generation (plan mode).
microsoft/power-platform-skills
Builds and edits a model-driven Power Apps app from a natural-language intent — tables, columns, relationships, adaptive forms with sub-grids, views, Choice-column charts, business rules, business…
HybridAIOne/hybridclaw
Break features into implementation plans, acceptance criteria, and sequenced tasks.
mikeyobrien/ralph-orchestrator
Introspect, explain, and improve Ralph Orchestrator using its published llms.txt doc map.
mikeyobrien/ralph-orchestrator
A skill your agent uses when testing Ralph's hat collection presets, validating preset configurations, or auditing the preset library for bugs and UX issues.
mikeyobrien/ralph-orchestrator
A skill your agent uses when creating animated demos (GIFs) for pull requests or documentation.
mikeyobrien/ralph-orchestrator
A skill your agent uses when bumping ralph-orchestrator version for a new release, after fixes are committed and ready to publish
mikeyobrien/ralph-orchestrator
A skill your agent uses when asked to review a PR, run a code review loop, or invoke the ralph reviewer against a pull request number or GitHub URL
mikeyobrien/ralph-orchestrator
A skill your agent uses when you need to reproduce or debug TUI rendering issues (garbled output, broken streaming, layout corruption) by running ralph in a tmux split pane and capturing live output.
Generates structured .code-task.md files from descriptions or PDD implementation plans. Code Task Generator is an agent skill from mikeyobrien/ralph-orchestrator.md files from descriptions or PDD implementation plans.
Code Task Generator fits situations like: tasks that involve Planning; tasks that involve User stories.
Run `npx skills add mikeyobrien/ralph-orchestrator --skill code-task-generator -a claude-code`. Or copy the skill folder (.claude/skills/code-task-generator in mikeyobrien/ralph-orchestrator) into .claude/skills/code-task-generator in your project. Claude Code loads it when a task matches its description.
Run `npx skills add mikeyobrien/ralph-orchestrator --skill code-task-generator -a codex`. Or copy the skill folder (.claude/skills/code-task-generator in mikeyobrien/ralph-orchestrator) into .agents/skills/code-task-generator 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 mikeyobrien/ralph-orchestrator --skill code-task-generator -a cursor` (or -a gemini-cli, github-copilot or opencode for the others). To copy it by hand, put the folder in .cursor/skills/code-task-generator, .gemini/skills/code-task-generator, .github/skills/code-task-generator and .opencode/skills/code-task-generator in your project.
SKILL.md names no scripts, command-line tools or credentials: Code Task Generator is instructions for the agent only.
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.
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.
Code Task Generator is published under the MIT licence (the repository's licence). It allows redistribution, so the full SKILL.md is shown on this page.
About 1.6k tokens (SKILL.md is roughly 6.4k characters). Agents keep only the skill's name and description in context until a task matches; then they load SKILL.md in full.
Skills that share tags, products or a category with Code Task Generator: Gen Plan (alibaba/atrex-kernel-agent, 161 stars), Autospec Tasks (ariel-frischer/autospec, 144 stars), Notion Spec To Implementation (rongxinzy/RongxinAI, 154 stars) and Factory Queue (tikalk/adlc-team-skills, 141 stars). The comparison table on this page puts their stars, adoption, token cost, safety result and licence side by side.
mikeyobrien (a GitHub user) maintains it in mikeyobrien/ralph-orchestrator, which has 3,167 GitHub stars. The repository holds 16 skills in this directory. The repository was last updated on October 5, 2026.
Source: mikeyobrien/ralph-orchestrator on GitHub. Facts on this page come from the repository at the commit we read; the author's words are quoted as theirs.