Getting it into your agent
One page per mod, every tool's command on it. A separate URL per tool would split the same page into five that compete with each other.
npx agentmods add skills/mracal/vibe-engineering/parallel-task-decompositionnpx skills add mracal/vibe-engineering --skill parallel-task-decompositiongit clone --depth 1 https://github.com/mracal/vibe-engineeringWrote this? Show the measurements
A badge with what this costs and how it scanned, read live from this page, so it follows the numbers instead of freezing them. Markdown for a README, HTML for a documentation site or a project page.
[](https://agentmods.dev/skills/mracal/vibe-engineering/parallel-task-decomposition)<a href="https://agentmods.dev/skills/mracal/vibe-engineering/parallel-task-decomposition"><img src="https://agentmods.dev/badge/skills/mracal/vibe-engineering/parallel-task-decomposition.svg" alt="Measured on agentmods" height="20"></a>What it costs to keep this loaded
Counted locally with the o200k_base tokenizer, which is exact for GPT models; Claude uses its own tokenizer and its counts differ. Treat this as one consistent yardstick across the catalogue rather than a bill. Prices are per million input tokens.
| Model | Per session | Once invoked |
|---|---|---|
| Fable 5 | $0.00038 | $0.00583 |
| Opus 5 | $0.00019 | $0.00292 |
| Sonnet 5 | $0.00008 | $0.00117 |
| Haiku 4.5 | $0.00004 | $0.00058 |
Grade A, and why
vibe-parallel-task-decomposition scanned grade A with 0 findings against 26 rules in 11 categories — prompt injection, anti-refusal, data exfiltration, privilege escalation, supply chain, agent snooping, system-prompt leakage, SSRF and excessive agency — measured 4d ago.
A static scan of the body, not an audit. Every finding is printed with the line that produced it so you can judge whether it matters here. A mod is markdown that instructs an agent; that is exactly why what it instructs is worth reading.
Nothing flagged
None of the 26 patterns this scan looks for appear in this file: no shell pipes, no recursive deletes, no credential paths, no hidden text, no instruction-override or anti-refusal phrasing, no agent-config snooping. That is not a guarantee, it is the absence of the things that are checkable.
This is a copy
100% identical to vibe-parallel-task-decomposition — 0 lines differ, which has more behind it and is treated as the original. This page carries a canonical link to it rather than competing with it.
What it actually says
vibe-parallel-task-decomposition
Large tasks are often collections of independent subtasks hiding behind a sequential mental model. Find the parallelism.
When to Use This Skill
- Facing a task with 5+ subtasks
- Multiple files need changes that don't depend on each other
- Implementation plan has steps that could run concurrently
- User asks to "speed this up" or "parallelize"
When NOT to Use This Skill
- Tasks with fewer than 3 subtasks
- All subtasks depend on each other sequentially
- Changes are all in the same file
- The overhead of coordination exceeds the benefit
Steps
-
List all subtasks from the plan or requirements
-
Build dependency graph — For each pair of tasks, ask:
- Do they modify the same file? → dependent
- Does task B need output from task A? → dependent
- Do they share mutable state? → dependent
- Otherwise → independent (can parallelize)
-
Group into batches:
- Batch 0: Tasks with no dependencies (run first, in parallel)
- Batch 1: Tasks that depend only on Batch 0 (run after Batch 0, in parallel)
- Batch N: Continue until all tasks assigned
-
Set parallelism limit — Max 4-6 concurrent agents (beyond this, coordination overhead dominates)
-
Create dispatch plan:
Output Format
Parallel Task Decomposition
Total Tasks: X Batches: Y Max Parallelism: Z agents Estimated Speedup: ~Nx vs sequential
Dependency Graph
Task A ──→ Task D
Task B ──→ Task D
Task C (independent)
Task D ──→ Task F
Task E (independent)
Dispatch Plan
| Batch | Tasks | Parallelism | Dependencies |
|---|---|---|---|
| 0 | A, B, C, E | 4 | None |
| 1 | D | 1 | A, B |
| 2 | F | 1 | D |
Per-Task Assignments
- Task A: [files], [description], [acceptance test]
- Task B: [files], [description], [acceptance test]
Integration Order
After all batches complete, integrate in order: [A, B, C, E] → D → F
What this file has done since we first saw it
Hashed on every crawl. A supply-chain change to an agent config is a question of when, not whether, so the history is kept rather than the latest state alone.
- 4d ago First seen · 76 lines · 38 tokens per session scan A 6a6e0489749a
vibe-parallel-task-decomposition is a skill published in the GitHub repository mracal/vibe-engineering (3 stars, last pushed 4d ago), licensed MIT. It adds 38 tokens to every session and 583 once invoked, about $0.0002 per session on Opus 5. A static security scan graded it A with 0 findings. It is 100% identical to vibe-parallel-task-decomposition, differing in 0 lines, and is treated as a copy.
Other skills, from other repositories
deploy
Use when shipping a release of Agent Sessions — bumping version, updating CHANGELOG, building, signing, notarizing, publishing appcast, and creating a GitHub release.
release-notes
Use when writing or curating the user-facing release copy for an Agent Sessions release — README "What's New", GitHub release notes, Sparkle release notes, or website/launch copy. Not for the internal CHANGELOG, which stays a full development history.
sc-skill
Capture deterministic macOS screenshots for testing, docs, release notes, and marketing assets. Use when asked to automate app screenshots, batch-generate screenshot sets, standardize window sizing/composition, or choose between Peekaboo and native macOS screenshot tooling.
add-agent-support
Create and ship AgentSessions support for a new or changed local AI agent/provider. Use when adding, reviewing, testing, documenting, or marketing a provider integration, session parser, transcript source, support-matrix entry, verified-version bump, or provider UI surface; drives the full loop from pre-support…
handover
Use when wrapping up or capturing the current state of a coding session — writes a short, dated entry to the repo's RepoHandover.md so a future agent or you can resume without grepping archived sessions. Triggers on "handover", "hand off", "write handover", "capture state", "checkpoint this session".
agent-session-format-check
Verify agent session format compatibility for Agent Sessions. Use when any agent CLI updates, when monitoring flags drift, or when bumping max verified versions (fixtures + docs + tests). Covers session schema, usage/limits tracking, storage backends, and discovery path contracts for all supported agents.