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 skills add Jamie-BitFlight/claude_skills --skill parallel-workgit clone --depth 1 https://github.com/Jamie-BitFlight/claude_skillsWrote 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/jamie-bitflight/claude_skills/parallel-work)<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/github.svg" alt="Measured on agentmods" height="20"></a>Or the 80×15 button, for a site that already has a row of RSS and ATOM ones. Only the verdict fits; the numbers stay here.
<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="Reviewed on agentmods" width="80" height="20"></a>- NVIDIA SkillSpector pass
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 5.1 | $0.00128 | $0.00983 |
| Opus 5.5 | $0.00051 | $0.00393 |
| Sonnet 5.5 | $0.00026 | $0.00197 |
| Haiku 4.5 | $0.00013 | $0.00098 |
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 22d 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.
How it starts
The opening of the file, as written. The whole thing — 54 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.
Task-intent admission
For fan-outs and loops, apply delegate's task-intent admission as a reference within the current parallel-work phase.
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.
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.
- 22d ago Changed · +4 lines d13920f3df55
- 2mo ago First seen · 50 lines · 128 tokens per session scan A f5788821d220
parallel-work is a skill published in the GitHub repository Jamie-BitFlight/claude_skills (67 stars, last pushed 19d ago), licensed MIT. It adds 128 tokens to every session and 983 once invoked, about $0.0005 per session on Opus 5.5. 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.
parallel-work compared with skills from other repositories
| Mod | Type | Stars | Last push | Licence | Scan | Tokens | Works with |
|---|---|---|---|---|---|---|---|
| parallel-workJamie-BitFlight/claude_skills | Skill | 67 | 19d ago | MIT | A | 128 | Claude Code |
| orbit-notionnexu-io/open-design | Skill | 107k | today | Apache-2.0 | A | 117 | Claude Code, Codex |
| agentmailpaperclipai/paperclip | Skill | 112k | today | MIT | A | 30 | Claude Code, Codex |
| Cortexdanielmiessler/LifeOS | Skill | 20k | 2d ago | MIT | A | 184 | Claude Code |
| rowboat-spacesrowboatlabs/rowboat | Skill | 18k | yesterday | Apache-2.0 | A | 60 | Claude Code, Codex |
| feishuHmbown/CodeWhale | Skill | 41k | today | MIT | A | 33 | Claude Code, Codex |
| pinchtab-mcppinchtab/pinchtab | Skill | 11k | 11d ago | MIT | A | 52 | Claude Code, Codex |