parallel-execution-optimizer
Skill1 starsChanged 34 days agoNo licenceView on GitHub
Speed up a task by turning it into a dependency graph of parallel lanes with a lane matrix, batched reads and checks, write surfaces isolated by file, worktree, branch, or service, and a final verification table. Use when the user wants a task done much faster through parallel work, concurrent agents, batched tool calls, isolated worktrees, or many independent verification lanes without losing correctness.
6 other projects use a version of this, 5 of them edited.
Adopted by
Most recently taken up by
- renepf/claude-skillsedited, first seen Oct 25, 2026
- davidanthonyn/claude-skillsedited, first seen Oct 20, 2026
- gongyijie85/dsh-eccedited, first seen Oct 13, 2026
- NISTALTALSON/essential-claude-skillsedited, first seen Oct 11, 2026
- SamuelNDCE/claude-super-skill-libraryedited, first seen Aug 1, 2026
- marcusgoll/Spec-Flowtheir own version, first seen Apr 23, 2026
Used with
Projects with it also use prediction-market-oracle-research, orch-pipeline and 8 more.
Other files people use alongside this one.
Files found in the same public projects as a version of this one, more often than they turn up anywhere else. Each project counts once, large collections count for less, and this file's own repository is left out.
renepfSkillprediction-market-oracle-research
Research prediction markets as data sources or oracle signals for products, agents, dashboards, and corporate decision intelligence. Use for source-grounded analysis of market-implied probabilities, caveats, and integration patterns without investment advice.
Also in 3 projects that use this
renepfSkillorch-pipeline
Shared orchestration engine for the orch-* skill family. Defines the gated Research-Plan-TDD-Review-Commit pipeline, the size classifier, the agent map, and the two human gates that the orch-* operation skills delegate to. Not usually invoked directly.
Also in 3 projects that use this
RojiosSkilldefi-amm-security
Security checklist for Solidity AMM contracts, liquidity pools, and swap flows. Covers reentrancy, CEI ordering, donation or inflation attacks, oracle manipulation, slippage, admin controls, and integer math.
Also in 4 projects that use this
mturacSkillrecsys-pipeline-architect
Designs composable recommendation, ranking, and feed pipelines using the six-stage Source→Hydrator→Filter→Scorer→Selector→SideEffect framework popularized by X's open-sourced For You algorithm. Use this skill when the user wants to build any system that picks "the top K items for a user/context" — content feeds, search ranking, task prioritization, notification ordering, RAG retrieval ranking, alert triage, ad selection. Produces a stage-by-stage spec, an interface definition in the user's target language, and a runnable scaffold. Triggers: "recommendation system", "feed algorithm", "ranking pipeline", "for you feed", "how should I rank X", "candidate pipeline", "content recommender", "pipeline architecture for recsys".
Also in 4 projects that use this
TironFoxSkillagent-payment-x402
Add x402 payment execution to AI agents — per-task budgets, spending controls, and non-custodial wallets via MCP tools. Use when agents need to pay for APIs, services, or other agents.
Also in 3 projects that use this
arsalllsSkillnetwork-config-validation
Pre-deployment validation of Cisco IOS/IOS-XE configuration — catching missing saves, mismatched ACLs, overlapping subnets, duplicate IPs, missing route-maps, and dangerous commands before they cause outages.
Also in 3 projects that use this
- +2 more from renepf
Other versions6 projects use a version of this.
Word for word · 0
None found.
Edited · 5
- gongyijie85/dsh-ecc★ 899% same
- NISTALTALSON/essential-claude-skills★ 199% same
- SamuelNDCE/claude-super-skill-library★ 198% same
- davidanthonyn/claude-skills★ 098% same
- renepf/claude-skills★ 098% same
Wrote their own version · 1
- marcusgoll/Spec-Flow★ 94same name
How matches are found. Word for word: the exact same text. Edited: shares passages with this file (“99% same” means 99% of its five-word phrases also appear here; 10% or more counts). Their own version: similar meaning, or, weakest, the same name. We can’t tell which project had it first. Projects are counted among the 200 most-starred candidates, and mentions are links to the repository we found, up to 50 per site, so both counts are a floor.
In this repository196 other files it gives its agents.
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- skills/tech-leads-club/react-best-practices/AGENTS.mdAGENTS.md
- skills/tech-leads-club/react-composition-patterns/AGENTS.mdAGENTS.md
- CLAUDE.mdCLAUDE.md
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- The first 60 shown.
The file
We split this skill into the rules it gives an agent
11 rules. 11 are common, 0 are distinctive, and 0 are very specific to this project.
11
Common
Most of the 6 edited versions we read keep these.
0
Distinctive
This author's own choices. Worth a look.
0
Very specific
Tied to their project's names, files or tools. Probably skip.
No licence file, so all rights are reserved — read it at the source. We count its rules but don't quote them. Read them on GitHub.
“Common” is measured: kept by at least 6 in 10 of the 6 edited versions of this file we could read. “Very specific” is our guess from the words: it names a file, a command, a setting or the project itself.
Does it work?
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Using an agent? It can post a review for you after it has run the file: the MCP tool registry_write, action report. How to connect one.
Your trail
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Now do this for your own.
Bring your CLAUDE.md, AGENTS.md or skills. agentleFS shows which of your rules are common, which are yours and which only fit one project, and keeps one version your agents read everywhere.

