parallel-work

parallel-work is a skill for Claude Code from Jamie-BitFlight/claude_skills. It costs 128 tokens per session (939 once invoked), scanned A, original, MIT.

A set of patterns for assigning independent pieces of work to multiple software agents at once and combining their results. It also covers review, filtering, ranking, and investigation workflows.

In plain words
What is it for?
Use it to split independent coding or investigation tasks, wait for all workers, apply the same change to separate targets, or have one agent check another's work.
Why use it?
It helps decide when parallel work is safe and how to avoid conflicting file changes or combining results before every task is finished.

Skill for Claude Code

Written for Claude Code: shipped in a Claude Code plugin. Also seen: mentions subagents; mentions Claude Code.

Part of the agent-orchestration plugin — 4 skills shipped together

Good fit Use it to split independent coding or investigation tasks, wait for all workers, apply the same change to separate targets, or have one agent check another's work.

Compare 6 skills from other repositories ↓
Install with agentmods
npx agentmods add skills/jamie-bitflight/claude_skills/parallel-work
Install

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.

Any agent
npx skills add Jamie-BitFlight/claude_skills --skill parallel-work
Clone the repo
git clone --depth 1 https://github.com/Jamie-BitFlight/claude_skills

Made for: Claude Code.

Or install agent-orchestration, the plugin that ships this one along with the rest of its 4 skills.

Wrote 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.

agentmods badge for parallel-work

README.md
[![agentmods](https://agentmods.dev/badge/skills/jamie-bitflight/claude_skills/parallel-work.svg)](https://agentmods.dev/skills/jamie-bitflight/claude_skills/parallel-work)
Your own site
<a href="https://agentmods.dev/skills/jamie-bitflight/claude_skills/parallel-work"><img src="https://agentmods.dev/badge/skills/jamie-bitflight/claude_skills/parallel-work.svg" alt="Measured on agentmods" height="20"></a>
Per session 128 Skills are progressive disclosure: only the name and description are preloaded; the body loads when the skill is used.
When invoked 939 The whole file, excluding the scripts and references it only reads on demand.
Security scan A 0 findings. A grade says what 26 rules found in the file — not that it is safe. Third-party audits
  • NVIDIA SkillSpector pass 7 Sept 2026
How audits are shown
Origin original No closer match found in the catalogue.
Token cost

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.

ModelPer sessionOnce invoked
Fable 5.1 $0.00128 $0.00939
Opus 5 $0.00064 $0.00469
Sonnet 5 $0.00026 $0.00188
Haiku 4.5 $0.00013 $0.00094

Measured yesterday against content hash f5788821d220, method: parsed. Prices are Anthropic first-party input rates as of 2026-09-07, from the pricing page.

Security

Grade A, and why

parallel-work 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 yesterday.

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.

plugins/agent-orchestration/skills/parallel-work/SKILL.md · 50 lines

How it starts

The opening of the file, as written. The whole thing — 50 lines — stays where its author put it; the contents beside it link to each section on GitHub.

Parallel work

Parallelism buys fresh context per unit and speed. It costs coordination: a fan-in that must wait, a merge that must not collide, a judge that must not be the maker. Use it where the units are genuinely independent, and pay the coordination cost explicitly.

Preconditions

  • The units are independent: none needs another's result to start.
  • You know what the units are. Unknown cause → one investigation dispatch first.
  • Writes are isolated: each unit writes different files, or each unit runs in its own worktree and commits only the files that unit touched (mechanics: delegate/references/harness-notes/claude-code.md's Isolation section).

Missing any one → serialize, or investigate first.

Shapes

Fan-out, fan-in. N dispatches of the same phase, one per unit, sent together. A single consolidating dispatch waits for all of them — that wait is the barrier — and merges their delivery files into one. Keep each unit's output in a file; the consolidator reads paths, not your context.

Mechanical fan-out. One process dispatch decides the exact change once. N generic dispatches apply it verbatim, each to its own targets. One review dispatch checks the whole set. The orchestrator never applies the edit itself, however small the set.

Maker/checker. Whoever produced a result never judges it. Route review to a different agent — a reviewer-typed agent for the domain where one exists, otherwise a specialist in a different role — with the success criteria and the artifact path, and nothing from the maker's reasoning.

Generate and filter. Fan out to produce candidates; one dispatch dedupes and scores them against a written rubric; only survivors continue. Write the rubric before generating.

Tournament. For ranking a set too large to judge in one window: pairwise comparison dispatches, each holding two items, with a bracket held in a file. Comparative judgments are more reliable than absolute scores.

Read the full file on GitHub · 50 lines

Changes

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.

  1. yesterday First seen · 50 lines · 128 tokens per session scan A f5788821d220

Subscribe to this mod's changes

parallel-work is a skill published in the GitHub repository Jamie-BitFlight/claude_skills (66 stars, last pushed today), licensed MIT. It adds 128 tokens to every session and 939 once invoked, about $0.0006 per session on Opus 5. A static security scan graded it A with 0 findings. No closer match exists in the catalogue, so it is treated as the original; first seen 2026-09-06.