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Agent Swarm Deployer

Splits huge data workloads into batches, runs them across parallel sub-agents, and merges everything back into one validated output.

AutomationAdvanced27342AI score 9/10Last updated: Aug 11, 2026

What it does

Deploys a swarm of parallel sub-agents for large, independent DATA tasks — processing 1,000 documents, analyzing datasets, bulk content generation (use agent-army for code changes).

  • Inventories the data source, reads samples, counts items, estimates tokens
  • Defines input/output schemas, then computes batch size from a token budget (70% of ~200K per agent) and swarm size
  • Launches up to 20 background agents per wave, sequencing additional waves
  • Validates returned JSON for schema, completeness and duplicates, then merges in order
  • Retries failed items (max 2 rounds) and flags you if unrecoverable items exceed 10%
  • Emits CSV/JSON/Markdown/individual files plus a final report on quality metrics and cost

Who it's for

  • Data and ops folks who must classify or summarize hundreds to thousands of records
  • Marketing/sales teams running bulk lead scoring or sentiment analysis
  • Content teams that want quality checks and failure recovery automated, not manual

Examples

  1. "Run sentiment analysis on the 3,000 reviews in reviews/ and give me a CSV"
  2. "Score the 800 leads in leads.json against this rubric"
  3. "Summarize each of the 500 markdown files in docs/ into 3 sentences as separate files"

· · · Install guide · · ·

Try it now, no install

Paste this into Claude to use the skill without installing anything.

Read the instructions in this file and follow them to help me:
https://raw.githubusercontent.com/OneWave-AI/claude-skills/HEAD/agent-swarm-deployer/SKILL.md

What I want: (describe your task here)

If Claude can't open the link, open it yourself and paste the contents instead.

If it works for you, download the ZIP below and install it. Then it runs on its own — no pasting each time.

Install in the Claude app (no terminal)
  1. Download the ZIP with the button below.
  2. In Claude, open Settings → Capabilities and turn on 'Code execution and file creation'. (one time)
  3. Go to Customize → Skills → + → 'Upload a skill' and upload the ZIP.
Download ZIP
Install in Claude Code

Let Claude do it — paste this into Claude Code

Install the skill I found on Claude Skill Mart.
Copy the agent-swarm-deployer folder from the GitHub repo OneWave-AI/claude-skills into my ~/.claude/skills/agent-swarm-deployer/.
When it's done, tell me in one line what this skill can do.

Install with a command instead

git clone https://github.com/OneWave-AI/claude-skills.git && mkdir -p ~/.claude/skills && cp -r claude-skills/agent-swarm-deployer ~/.claude/skills/

This is a third-party skill. Check the source repository before installing.

  1. Open a terminal and clone the repo: git clone https://github.com/OneWave-AI/claude-skills.git
  2. Create the skills folder if needed: mkdir -p ~/.claude/skills
  3. Copy just this skill: cp -r claude-skills/agent-swarm-deployer ~/.claude/skills/
  4. Confirm the references/ folder came along — the workflow reads those files.
  5. Restart Claude Code and check that agent-swarm-deployer shows up in your skills list.
  6. Start with a 5-10 item sample run to verify output quality and cost before scaling to a full swarm.