MemPalace Task Handoff
MemPalace/mempalace
Creates, hands off, claims, executes and closes agent tasks through the MemPalace logstream, with approval of the exact task before it is recorded.
Transform overwhelming development tasks into manageable units.
$ npx skills add jwynia/agent-skills --skill task-decomposition -a claude-codeProject install by default; add -g for ~/.claude/skills/.
$ gh skill install jwynia/agent-skills task-decomposition --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/jwynia/agent-skills.git skills-src && mkdir -p .claude/skills && cp -r skills-src/skills/tech/development/quality/task-decomposition .claude/skills/task-decomposition && 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 "task-decomposition" agent skill from https://github.com/jwynia/agent-skills/tree/main/skills/tech/development/quality/task-decomposition into .claude/skills/task-decomposition/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "task-decomposition", 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/jwynia/agent-skills/tree/main/skills/tech/development/quality/task-decompositionType 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 jwynia/agent-skills --skill task-decomposition -a codexProject install goes to .agents/skills/; add -g for ~/.codex/skills/.
$ gh skill install jwynia/agent-skills task-decomposition --agent codexProject scope by default (.agents/skills/); add --scope user for a personal install.
$ git clone --depth 1 https://github.com/jwynia/agent-skills.git skills-src && mkdir -p .agents/skills && cp -r skills-src/skills/tech/development/quality/task-decomposition .agents/skills/task-decomposition && rm -rf skills-srcUse ~/.agents/skills/ instead of .agents/skills for a personal install.
Codex skills documentation · loads skills from .agents/skills/
Install the "task-decomposition" agent skill from https://github.com/jwynia/agent-skills/tree/main/skills/tech/development/quality/task-decomposition into .agents/skills/task-decomposition/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "task-decomposition", 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 jwynia/agent-skills --skill task-decomposition -a cursorProject install goes to .agents/skills/; add -g for ~/.cursor/skills/.
$ gh skill install jwynia/agent-skills task-decomposition --agent cursorProject scope by default (.agents/skills/); add --scope user for a personal install.
$ git clone --depth 1 https://github.com/jwynia/agent-skills.git skills-src && mkdir -p .cursor/skills && cp -r skills-src/skills/tech/development/quality/task-decomposition .cursor/skills/task-decomposition && 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 "task-decomposition" agent skill from https://github.com/jwynia/agent-skills/tree/main/skills/tech/development/quality/task-decomposition into .cursor/skills/task-decomposition/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "task-decomposition", 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/jwynia/agent-skills.git --path skills/tech/development/quality/task-decomposition--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 jwynia/agent-skills --skill task-decomposition -a gemini-cliProject install goes to .agents/skills/; add -g for ~/.gemini/skills/.
$ gh skill install jwynia/agent-skills task-decomposition --agent gemini-cliProject scope by default (.agents/skills/); add --scope user for a personal install.
$ git clone --depth 1 https://github.com/jwynia/agent-skills.git skills-src && mkdir -p .gemini/skills && cp -r skills-src/skills/tech/development/quality/task-decomposition .gemini/skills/task-decomposition && 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 "task-decomposition" agent skill from https://github.com/jwynia/agent-skills/tree/main/skills/tech/development/quality/task-decomposition into .gemini/skills/task-decomposition/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "task-decomposition", 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 jwynia/agent-skills task-decompositionInstalls 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 jwynia/agent-skills --skill task-decomposition -a github-copilotProject install goes to .agents/skills/; add -g for ~/.copilot/skills/.
$ git clone --depth 1 https://github.com/jwynia/agent-skills.git skills-src && mkdir -p .github/skills && cp -r skills-src/skills/tech/development/quality/task-decomposition .github/skills/task-decomposition && 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 "task-decomposition" agent skill from https://github.com/jwynia/agent-skills/tree/main/skills/tech/development/quality/task-decomposition into .github/skills/task-decomposition/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "task-decomposition", 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 jwynia/agent-skills --skill task-decomposition -a opencodeOpenCode documents no install command of its own. Project install goes to .agents/skills/; add -g for ~/.config/opencode/skills/.
$ gh skill install jwynia/agent-skills task-decomposition --agent opencodeProject scope by default (.agents/skills/); add --scope user for a personal install.
$ git clone --depth 1 https://github.com/jwynia/agent-skills.git skills-src && mkdir -p .opencode/skills && cp -r skills-src/skills/tech/development/quality/task-decomposition .opencode/skills/task-decomposition && 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 "task-decomposition" agent skill from https://github.com/jwynia/agent-skills/tree/main/skills/tech/development/quality/task-decomposition into .opencode/skills/task-decomposition/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "task-decomposition", 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.
task-decompositionTransform overwhelming development tasks into manageable units.
Task Decomposition is an agent skill from jwynia/agent-skills. Transform overwhelming development tasks into manageable units. This skill should be used when the user says 'task too big', 'can't estimate', 'overwhelmed by scope', 'where do I start', 'epic needs breakdown', or has dependency problems. Keywords: decomposition, breakdown, estimate, scope, INVEST, vertical slice, spike, dependencies.
Its SKILL.md is about 1.5k tokens, which your agent loads only when the skill is triggered. It is a single SKILL.md file with no bundled scripts. Compatibility notes: Works with any project. Integrates with github-agile for tracking decomposed work.
It sits in Agent Workflows, covering Task breakdown. The licence is MIT.
Read from SKILL.md and the folder at commit e02ec7e. 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.
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.
Works with any project. Integrates with github-agile for tracking decomposed work.
From compatibility in the SKILL.md frontmatter.
Task Decomposition loads about 1.5k tokens when it runs. Until then it costs about 89 tokens; SKILL.md has 562 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 jwynia/agent-skills at commit e02ec7e, republished under its MIT licence (© jwynia). 562 words, ~1,511 tokens.
.claude/skills/task-decomposition/SKILL.md (or your agent's skills folder).Transform overwhelming development tasks into manageable units by respecting cognitive limits, creating clear boundaries, and enabling parallel work. Tasks properly decomposed achieve 3x higher completion rates and 60% fewer defects.
Use this skill when:
Do NOT use this skill when:
The goal isn't more tasks—it's the right tasks. Tasks small enough to understand completely, large enough to deliver value, independent enough to avoid blocking.
| Limit | Threshold | Implication |
|---|---|---|
| Working memory | 7±2 items | Max concepts per task |
| Context switch recovery | 23 minutes | Minimize task switching |
| Files examined | 15-20 max | Bound task scope |
| Days before completion drops | 2-3 days | Keep tasks under this |
| Duration | Completion Rate |
|---|---|
| < 2 hours | 95% |
| 2-4 hours | 90% |
| 4-8 hours (1 day) | 80% |
| 2-3 days | 60% |
| 1 week | 35% |
| > 2 weeks | <10% |
Symptoms: Estimates range wildly, can't hold all requirements in mind, more than 7 concepts to track
Interventions:
Symptoms: Multiple valid starting points, paralysis, everything seems connected
Interventions:
Symptoms: "Blocked on X", diamond dependencies, coordination overhead
Interventions:
Symptoms: "Almost done" forever, no way to verify completion
Interventions:
Symptoms: Task keeps growing, "while we're here" additions
Interventions:
Symptoms: Estimate variance > 4x, new technology, multiple approaches
Interventions:
Feature: User Profile Management
Slice 1: View basic profile (4h)
- UI: Profile display
- API: GET /profile
- DB: Read profile
Slice 2: Edit profile name (6h)
- UI: Edit dialog
- API: PATCH /profile/name
- DB: Update profile
Each slice is independently deployableMinimal end-to-end first:
1. Hello World page
2. One GET endpoint
3. Single table
4. Basic deploy
Then flesh out incrementallyStep 1: Minimal Service A (1h) - Hardcoded response
Step 2: Minimal Service B (1h) - Simple transformation
Step 3: Integrate (2h) - Prove they communicate
Total: 4 hours to decision point| Points | Meaning |
|---|---|
| 1 | Trivial, < 1 hour |
| 2 | Simple, 1-2 hours |
| 3 | Standard, 2-4 hours |
| 5 | Moderate, 4-8 hours |
| 8 | Complex, 1-2 days |
| 13 | Very complex, 2-3 days |
| 21 | Too large, must decompose |
O = Optimistic (everything perfect)
L = Likely (normal case)
P = Pessimistic (major issues)
PERT estimate: (O + 4L + P) / 6Building complete system before any delivery. Fix: Vertical slices, incremental value.
"Set up database," "Create service layer." Fix: Include in feature tasks: "User can view products (includes DB)."
Unbounded investigation. Fix: Time-boxed spikes with deliverables.
Over-analyzing before starting. Fix: Decompose next 2 weeks. Details for later work emerge.
Before starting any task:
If any "no" → further decomposition needed.
© jwynia, 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 skills/tech/development/quality/task-decomposition of jwynia/agent-skills.
Open the folder on GitHubat commit e02ec7e
Task Decomposition 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 |
|---|---|---|---|---|---|---|
| Task Decomposition this skilljwynia/agent-skills | 166 | — | ~1.5k | Automated safety check: Pass | MIT | |
| MemPalace Task HandoffMemPalace/mempalace | 59k | — | ~1.9k | Automated safety check: Pass | MIT | |
| Planning And Task Breakdownabashev/vfs-s3 | 106 | 8 repos | ~1.9k | Automated safety check: Pass | Apache-2.0 | |
| Incremental Implementationaddyosmani/agent-skills | 103k | 1 repos | ~2.3k | Automated safety check: Pass | MIT | |
| ULW Plan Workflowcode-yeongyu/oh-my-openagent | 70k | — | ~3.9k | Automated safety check: Pass | Custom licence | |
| Implementation Plan Creatortailcallhq/forgecode | 7.6k | 1 repos | ~1.1k | Automated safety check: Pass | Apache-2.0 |
MemPalace/mempalace
Creates, hands off, claims, executes and closes agent tasks through the MemPalace logstream, with approval of the exact task before it is recorded.
abashev/vfs-s3
Breaks work into ordered tasks. An agent skill from abashev/vfs-s3.
addyosmani/agent-skills
Delivers a change in thin vertical slices, each implemented, tested, verified and committed before the next, using vertical, contract-first or risk-first slicing.
code-yeongyu/oh-my-openagent
Explore-first planning that turns a vague or large request into one decision-complete work plan, written only after your approval and executed by a separate worker.
tailcallhq/forgecode
Writes a structured Markdown implementation plan with checkbox tasks, verification criteria and risks, then checks it with a validation script; no code changes.
fynnfluegge/agtx
Runs a whole project unattended on an agtx kanban board, decomposing the goal, starting tasks, unblocking workers and merging each result.
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Categories
Transform overwhelming development tasks into manageable units. Task Decomposition is an agent skill from jwynia/agent-skills. Transform overwhelming development tasks into manageable units.
Task Decomposition fits situations like: says task too big; overwhelmed by scope; where do I start; epic needs breakdown.
Run `npx skills add jwynia/agent-skills --skill task-decomposition -a claude-code`. Or copy the skill folder (skills/tech/development/quality/task-decomposition in jwynia/agent-skills) into .claude/skills/task-decomposition in your project. Claude Code loads it when a task matches its description.
Run `npx skills add jwynia/agent-skills --skill task-decomposition -a codex`. Or copy the skill folder (skills/tech/development/quality/task-decomposition in jwynia/agent-skills) into .agents/skills/task-decomposition 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 jwynia/agent-skills --skill task-decomposition -a cursor` (or -a gemini-cli, github-copilot or opencode for the others). To copy it by hand, put the folder in .cursor/skills/task-decomposition, .gemini/skills/task-decomposition, .github/skills/task-decomposition and .opencode/skills/task-decomposition in your project.
SKILL.md names no scripts, command-line tools or credentials: Task Decomposition is instructions for the agent only. Compatibility (from SKILL.md): Works with any project. Integrates with github-agile for tracking decomposed work..
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.
Task Decomposition is published under the MIT licence (declared in SKILL.md). It allows redistribution, so the full SKILL.md is shown on this page.
About 1.5k tokens (SKILL.md is roughly 6k 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 Task Decomposition: MemPalace Task Handoff (MemPalace/mempalace, 59k stars), Planning And Task Breakdown (abashev/vfs-s3, 106 stars), Incremental Implementation (addyosmani/agent-skills, 103k stars) and ULW Plan Workflow (code-yeongyu/oh-my-openagent, 70k stars). The comparison table on this page puts their stars, adoption, token cost, safety result and licence side by side.
jwynia (a GitHub user) maintains it in jwynia/agent-skills, which has 166 GitHub stars. The repository holds 112 skills in this directory. The repository was last updated on February 24, 2026.
Source: jwynia/agent-skills on GitHub. Facts on this page come from the repository at the commit we read; the author's words are quoted as theirs.