Agent skill

Agent Release Swarm

by ruvnet in ruvnet/ruflo

Agent skill for release-swarm - invoke with $agent-release-swarm

MITAuto-check passedDevelopment

Install Agent Release Swarm

skills CLI
$ npx skills add ruvnet/ruflo --skill agent-release-swarm -a claude-code

Project install by default; add -g for ~/.claude/skills/.

GitHub CLI
$ gh skill install ruvnet/ruflo agent-release-swarm --agent claude-code

Project scope by default; add --scope user for a personal install. Needs GitHub CLI 2.90.0 or later (public preview).

Manual copy
$ git clone --depth 1 https://github.com/ruvnet/ruflo.git skills-src && mkdir -p .claude/skills && cp -r skills-src/.agents/skills/agent-release-swarm .claude/skills/agent-release-swarm && rm -rf skills-src

Use ~/.claude/skills/ instead of .claude/skills for a personal install. The folder must contain SKILL.md.

Claude Code skills documentation · loads skills from .claude/skills/

Facts

Skill name
agent-release-swarm
GitHub stars
74k
Used in
2 other repos
Token cost
~3.5k tokens
SKILL.md length
292 words
Files
1
Skills in repo
264
Repo updated
First seen
Licence
MIT

At a glance

Agent skill for release-swarm - invoke with $agent-release-swarm

  • Works in 9 steps: Release Planning → Automated Versioning → Release Orchestration → …
  • Development work in your project
  • SKILL.md covers Overview, Core Features, Release Configuration and Release Agents, plus 5 more sections
  • Calls npx, gh and jq; needs GITHUB_TOKEN

What it does

Agent Release Swarm is an agent skill from ruvnet/ruflo. Agent skill for release-swarm - invoke with $agent-release-swarm

Its SKILL.md is about 3.5k tokens, which your agent loads only when the skill is triggered. It is a single SKILL.md file with no bundled scripts.

It sits in Development. It works with Model Context Protocol and GitHub. The repository describes itself as: 🌊 The original agent harness. Deploy intelligent multi-player swarms, coordinate autonomous workflows, and build conversational AI systems. Features adaptive memory…. The licence is MIT.

When your agent uses it

  • Development work in your project

Example prompts

  • “/agent-release-swarm”

Requirements

  • Node.js
  • Docker
  • A credential in GITHUB_TOKEN

Workflow steps

9 steps, taken from the step headings in SKILL.md.

  1. Release Planning
  2. Automated Versioning
  3. Release Orchestration
  4. Progressive Deployment
  5. Multi-Repo Releases
  6. Hotfix Automation
  7. Release Planning
  8. Automation
  9. Documentation

What it can do on your machine

Read from SKILL.md and the folder at commit 58e0ae7. It shows what the files ask for, not the result of running them.

  • Tool permissions

    Pre-approves nothing: there is no allowed-tools line, so your agent's usual permission prompts apply.

    From allowed-tools in the SKILL.md frontmatter.

  • Runs code

    Shell commands in SKILL.md call:

    • npx
    • gh
    • jq

    From the folder's file list and the shell code blocks in SKILL.md.

  • Network

    No URLs in SKILL.md. Its commands use npx and gh, which can reach the network depending on how they are called.

    From URLs in SKILL.md, links to its own repository left out.

  • Credentials

    Names these keys or tokens, usually read from environment variables:

    • GITHUB_TOKEN

    From names ending in _API_KEY, _TOKEN, _SECRET, _KEY or _PASSWORD in SKILL.md.

Context cost

Agent Release Swarm loads about 3.5k tokens when it runs. Until then it costs about 21 tokens; SKILL.md has 292 words of instructions outside code blocks.

Always · name and description, kept in context so the agent knows when to use it
~21
When it runs · the whole SKILL.md, loaded when a task matches
~3.5k

Estimates: characters ÷ 4, the usual rule of thumb; real counts depend on the model's tokenizer. Scripts and assets cost tokens only if the agent reads them.

Safety

Auto-check passed

The automated check found no risky patterns in SKILL.md.

Automated static check — not a guarantee. Review scripts before installing. It scans the text of SKILL.md for risky patterns (piping downloads into a shell, reading credential files, hidden Unicode, destructive commands); files beside SKILL.md are not scanned.

SKILL.md

The full file from ruvnet/ruflo at commit 58e0ae7, republished under its MIT licence (© ruvnet). 292 words, ~3,499 tokens.

Download SKILL.mdSave it as .claude/skills/agent-release-swarm/SKILL.md (or your agent's skills folder).
name
agent-release-swarm
description
Agent skill for release-swarm - invoke with $agent-release-swarm

name: release-swarm description: Orchestrate complex software releases using AI swarms that handle everything from changelog generation to multi-platform deployment type: coordination color: "#4ECDC4" tools:

  • Bash
  • Read
  • Write
  • Edit
  • TodoWrite
  • TodoRead
  • Task
  • WebFetch
  • mcp__github__create_pull_request
  • mcp__github__merge_pull_request
  • mcp__github__create_branch
  • mcp__github__push_files
  • mcp__github__create_issue
  • mcp__claude-flow__swarm_init
  • mcp__claude-flow__agent_spawn
  • mcp__claude-flow__task_orchestrate
  • mcp__claude-flow__parallel_execute
  • mcp__claude-flow__load_balance hooks: pre_task: | echo "🐝 Initializing release swarm coordination..." npx ruv-swarm hook pre-task --mode release-swarm --init-swarm post_edit: | echo "🔄 Synchronizing release swarm state and validating changes..." npx ruv-swarm hook post-edit --mode release-swarm --sync-swarm post_task: | echo "🎯 Release swarm task completed. Coordinating final deployment..." npx ruv-swarm hook post-task --mode release-swarm --finalize-release notification: | echo "📡 Broadcasting release completion across all swarm agents..." npx ruv-swarm hook notification --mode release-swarm --broadcast

Release Swarm - Intelligent Release Automation

Overview

Orchestrate complex software releases using AI swarms that handle everything from changelog generation to multi-platform deployment.

Core Features

1. Release Planning
bash
# Plan next release using gh CLI
# Get commit history since last release
LAST_TAG=$(gh release list --limit 1 --json tagName -q '.[0].tagName')
COMMITS=$(gh api repos/:owner/:repo$compare/${LAST_TAG}...HEAD --jq '.commits')

# Get merged PRs
MERGED_PRS=$(gh pr list --state merged --base main --json number,title,labels,mergedAt \
  --jq ".[] | select(.mergedAt > \"$(gh release view $LAST_TAG --json publishedAt -q .publishedAt)\")")  

# Plan release with commit analysis
npx ruv-swarm github release-plan \
  --commits "$COMMITS" \
  --merged-prs "$MERGED_PRS" \
  --analyze-commits \
  --suggest-version \
  --identify-breaking \
  --generate-timeline
2. Automated Versioning
bash
# Smart version bumping
npx ruv-swarm github release-version \
  --strategy "semantic" \
  --analyze-changes \
  --check-breaking \
  --update-files
3. Release Orchestration
bash
# Full release automation with gh CLI
# Generate changelog from PRs and commits
CHANGELOG=$(gh api repos/:owner/:repo$compare/${LAST_TAG}...HEAD \
  --jq '.commits[].commit.message' | \
  npx ruv-swarm github generate-changelog)

# Create release draft
gh release create v2.0.0 \
  --draft \
  --title "Release v2.0.0" \
  --notes "$CHANGELOG" \
  --target main

# Run release orchestration
npx ruv-swarm github release-create \
  --version "2.0.0" \
  --changelog "$CHANGELOG" \
  --build-artifacts \
  --deploy-targets "npm,docker,github"

# Publish release after validation
gh release edit v2.0.0 --draft=false

# Create announcement issue
gh issue create \
  --title "🎉 Released v2.0.0" \
  --body "$CHANGELOG" \
  --label "announcement,release"

Release Configuration

Release Config File
yaml
# .github$release-swarm.yml
version: 1
release:
  versioning:
    strategy: semantic
    breaking-keywords: ["BREAKING", "!"]
    
  changelog:
    sections:
      - title: "🚀 Features"
        labels: ["feature", "enhancement"]
      - title: "🐛 Bug Fixes"
        labels: ["bug", "fix"]
      - title: "📚 Documentation"
        labels: ["docs", "documentation"]
        
  artifacts:
    - name: npm-package
      build: npm run build
      publish: npm publish
      
    - name: docker-image
      build: docker build -t app:$VERSION .
      publish: docker push app:$VERSION
      
    - name: binaries
      build: .$scripts$build-binaries.sh
      upload: github-release
      
  deployment:
    environments:
      - name: staging
        auto-deploy: true
        validation: npm run test:e2e
        
      - name: production
        approval-required: true
        rollback-enabled: true
        
  notifications:
    - slack: releases-channel
    - email: stakeholders@company.com
    - discord: webhook-url

Release Agents

Changelog Agent
bash
# Generate intelligent changelog with gh CLI
# Get all merged PRs between versions
PRS=$(gh pr list --state merged --base main --json number,title,labels,author,mergedAt \
  --jq ".[] | select(.mergedAt > \"$(gh release view v1.0.0 --json publishedAt -q .publishedAt)\")")  

# Get contributors
CONTRIBUTORS=$(echo "$PRS" | jq -r '[.author.login] | unique | join(", ")')

# Get commit messages
COMMITS=$(gh api repos/:owner/:repo$compare$v1.0.0...HEAD \
  --jq '.commits[].commit.message')

# Generate categorized changelog
CHANGELOG=$(npx ruv-swarm github changelog \
  --prs "$PRS" \
  --commits "$COMMITS" \
  --contributors "$CONTRIBUTORS" \
  --from v1.0.0 \
  --to HEAD \
  --categorize \
  --add-migration-guide)

# Save changelog
echo "$CHANGELOG" > CHANGELOG.md

# Create PR with changelog update
gh pr create \
  --title "docs: Update changelog for v2.0.0" \
  --body "Automated changelog update" \
  --base main

Capabilities:

  • Semantic commit analysis
  • Breaking change detection
  • Contributor attribution
  • Migration guide generation
  • Multi-language support
Version Agent
bash
# Determine next version
npx ruv-swarm github version-suggest \
  --current v1.2.3 \
  --analyze-commits \
  --check-compatibility \
  --suggest-pre-release

Logic:

  • Analyzes commit messages
  • Detects breaking changes
  • Suggests appropriate bump
  • Handles pre-releases
  • Validates version constraints
Build Agent
bash
# Coordinate multi-platform builds
npx ruv-swarm github release-build \
  --platforms "linux,macos,windows" \
  --architectures "x64,arm64" \
  --parallel \
  --optimize-size

Features:

  • Cross-platform compilation
  • Parallel build execution
  • Artifact optimization
  • Dependency bundling
  • Build caching
Test Agent
bash
# Pre-release testing
npx ruv-swarm github release-test \
  --suites "unit,integration,e2e,performance" \
  --environments "node:16,node:18,node:20" \
  --fail-fast false \
  --generate-report
Deploy Agent
bash
# Multi-target deployment
npx ruv-swarm github release-deploy \
  --targets "npm,docker,github,s3" \
  --staged-rollout \
  --monitor-metrics \
  --auto-rollback

Advanced Features

1. Progressive Deployment
yaml
# Staged rollout configuration
deployment:
  strategy: progressive
  stages:
    - name: canary
      percentage: 5
      duration: 1h
      metrics:
        - error-rate < 0.1%
        - latency-p99 < 200ms
        
    - name: partial
      percentage: 25
      duration: 4h
      validation: automated-tests
      
    - name: full
      percentage: 100
      approval: required
2. Multi-Repo Releases
bash
# Coordinate releases across repos
npx ruv-swarm github multi-release \
  --repos "frontend:v2.0.0,backend:v2.1.0,cli:v1.5.0" \
  --ensure-compatibility \
  --atomic-release \
  --synchronized
3. Hotfix Automation
bash
# Emergency hotfix process
npx ruv-swarm github hotfix \
  --issue 789 \
  --target-version v1.2.4 \
  --cherry-pick-commits \
  --fast-track-deploy

Release Workflows

Standard Release Flow
yaml
# .github$workflows$release.yml
name: Release Workflow
on:
  push:
    tags: ['v*']

jobs:
  release-swarm:
    runs-on: ubuntu-latest
    steps:
      - uses: actions$checkout@v3
        with:
          fetch-depth: 0
          
      - name: Setup GitHub CLI
        run: echo "${{ secrets.GITHUB_TOKEN }}" | gh auth login --with-token
          
      - name: Initialize Release Swarm
        run: |
          # Get release tag and previous tag
          RELEASE_TAG=${{ github.ref_name }}
          PREV_TAG=$(gh release list --limit 2 --json tagName -q '.[1].tagName')
          
          # Get PRs and commits for changelog
          PRS=$(gh pr list --state merged --base main --json number,title,labels,author \
            --search "merged:>=$(gh release view $PREV_TAG --json publishedAt -q .publishedAt)")
          
          npx ruv-swarm github release-init \
            --tag $RELEASE_TAG \
            --previous-tag $PREV_TAG \
            --prs "$PRS" \
            --spawn-agents "changelog,version,build,test,deploy"
            
      - name: Generate Release Assets
        run: |
          # Generate changelog from PR data
          CHANGELOG=$(npx ruv-swarm github release-changelog \
            --format markdown)
          
          # Update release notes
          gh release edit ${{ github.ref_name }} \
            --notes "$CHANGELOG"
          
          # Generate and upload assets
          npx ruv-swarm github release-assets \
            --changelog \
            --binaries \
            --documentation
            
      - name: Upload Release Assets
        run: |
          # Upload generated assets to GitHub release
          for file in dist/*; do
            gh release upload ${{ github.ref_name }} "$file"
          done
          
      - name: Publish Release
        run: |
          # Publish to package registries
          npx ruv-swarm github release-publish \
            --platforms all
          
          # Create announcement issue
          gh issue create \
            --title "🚀 Released ${{ github.ref_name }}" \
            --body "See [release notes](https:/$github.com/${{ github.repository }}$releases$tag/${{ github.ref_name }})" \
            --label "announcement"
Continuous Deployment
bash
# Automated deployment pipeline
npx ruv-swarm github cd-pipeline \
  --trigger "merge-to-main" \
  --auto-version \
  --deploy-on-success \
  --rollback-on-failure

Release Validation

Pre-Release Checks
bash
# Comprehensive validation
npx ruv-swarm github release-validate \
  --checks "
    version-conflicts,
    dependency-compatibility,
    api-breaking-changes,
    security-vulnerabilities,
    performance-regression,
    documentation-completeness
  " \
  --block-on-failure
Compatibility Testing
bash
# Test backward compatibility
npx ruv-swarm github compat-test \
  --previous-versions "v1.0,v1.1,v1.2" \
  --api-contracts \
  --data-migrations \
  --generate-report
Security Scanning
bash
# Security validation
npx ruv-swarm github release-security \
  --scan-dependencies \
  --check-secrets \
  --audit-permissions \
  --sign-artifacts

Monitoring & Rollback

Release Monitoring
bash
# Monitor release health
npx ruv-swarm github release-monitor \
  --version v2.0.0 \
  --metrics "error-rate,latency,throughput" \
  --alert-thresholds \
  --duration 24h
Automated Rollback
bash
# Configure auto-rollback
npx ruv-swarm github rollback-config \
  --triggers '{
    "error-rate": ">5%",
    "latency-p99": ">1000ms",
    "availability": "<99.9%"
  }' \
  --grace-period 5m \
  --notify-on-rollback
Release Analytics
bash
# Analyze release performance
npx ruv-swarm github release-analytics \
  --version v2.0.0 \
  --compare-with v1.9.0 \
  --metrics "adoption,performance,stability" \
  --generate-insights

Documentation

Auto-Generated Docs
bash
# Update documentation
npx ruv-swarm github release-docs \
  --api-changes \
  --migration-guide \
  --example-updates \
  --publish-to "docs-site,wiki"
Release Notes
markdown
<!-- Auto-generated release notes template -->
# Release v2.0.0

## 🎉 Highlights
- Major feature X with 50% performance improvement
- New API endpoints for feature Y
- Enhanced security with feature Z

## 🚀 Features
### Feature Name (#PR)
Detailed description of the feature...

## 🐛 Bug Fixes
### Fixed issue with... (#PR)
Description of the fix...

## 💥 Breaking Changes
### API endpoint renamed
- Before: `$api$old-endpoint`
- After: `$api$new-endpoint`
- Migration: Update all client calls...

## 📈 Performance Improvements
- Reduced memory usage by 30%
- API response time improved by 200ms

## 🔒 Security Updates
- Updated dependencies to patch CVE-XXXX
- Enhanced authentication mechanism

## 📚 Documentation
- Added examples for new features
- Updated API reference
- New troubleshooting guide

## 🙏 Contributors
Thanks to all contributors who made this release possible!

Best Practices

1. Release Planning
  • Regular release cycles
  • Feature freeze periods
  • Beta testing phases
  • Clear communication
2. Automation
  • Comprehensive CI/CD
  • Automated testing
  • Progressive rollouts
  • Monitoring and alerts
3. Documentation
  • Up-to-date changelogs
  • Migration guides
  • API documentation
  • Example updates

Integration Examples

NPM Package Release
bash
# NPM package release
npx ruv-swarm github npm-release \
  --version patch \
  --test-all \
  --publish-beta \
  --tag-latest-on-success
Docker Image Release
bash
# Docker multi-arch release
npx ruv-swarm github docker-release \
  --platforms "linux$amd64,linux$arm64" \
  --tags "latest,v2.0.0,stable" \
  --scan-vulnerabilities \
  --push-to "dockerhub,gcr,ecr"
Mobile App Release
bash
# Mobile app store release
npx ruv-swarm github mobile-release \
  --platforms "ios,android" \
  --build-release \
  --submit-review \
  --staged-rollout

Emergency Procedures

Hotfix Process
bash
# Emergency hotfix
npx ruv-swarm github emergency-release \
  --severity critical \
  --bypass-checks security-only \
  --fast-track \
  --notify-all
Rollback Procedure
bash
# Immediate rollback
npx ruv-swarm github rollback \
  --to-version v1.9.9 \
  --reason "Critical bug in v2.0.0" \
  --preserve-data \
  --notify-users

See also: workflow-automation.md, multi-repo-swarm.md

© ruvnet, MIT. Rendered from Markdown: HTML in the file is shown as text, images as links, and headings moved down two levels. Raw file

Files

Just SKILL.md in .agents/skills/agent-release-swarm of ruvnet/ruflo.

Open the folder on GitHubat commit 58e0ae7

Used in 2 other repositories

We found 2 copies of this SKILL.md (exact, near-identical or edited) in other folders, from 2 other GitHub owners. This page covers the copy in ruvnet/ruflo, which our catalogue first saw on October 7, 2026.

Compare with similar skills

Agent Release Swarm next to the 5 skills that share the most tags, products or categories with it. Stars are the repository's; “used in” counts other GitHub owners with a copy.

Agent Release Swarm compared with similar skills
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Agent Release Swarm this skillruvnet/ruflo74k2 repos~3.5kAutomated safety check: PassMIT
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Library Documentation Seekerwithkynam/vibecode-pro-max-kit1.1k1 repos~1kAutomated safety check: NotesMIT
Herdr Issue Triageherdrdev/herdr43k—~517Automated safety check: PassApache-2.0
Plane Release Notes Generatormakeplane/plane61k—~2.5kAutomated safety check: PassAGPL-3.0
Deepseek Automationzhu1090093659/deepseek-pp1.9k—~2.1kAutomated safety check: NotesApache-2.0

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Categories

Questions about Agent Release Swarm

What does Agent Release Swarm do?

Agent skill for release-swarm - invoke with $agent-release-swarm. Agent Release Swarm is an agent skill from ruvnet/ruflo.

When should I use Agent Release Swarm?

Agent Release Swarm fits situations like: development work in your project.

How do I install Agent Release Swarm in Claude Code?

Run `npx skills add ruvnet/ruflo --skill agent-release-swarm -a claude-code`. Or copy the skill folder (.agents/skills/agent-release-swarm in ruvnet/ruflo) into .claude/skills/agent-release-swarm in your project. Claude Code loads it when a task matches its description.

How do I install Agent Release Swarm in Codex?

Run `npx skills add ruvnet/ruflo --skill agent-release-swarm -a codex`. Or copy the skill folder (.agents/skills/agent-release-swarm in ruvnet/ruflo) into .agents/skills/agent-release-swarm in your project. Codex loads it when a task matches its description.

Can I use Agent Release Swarm in Cursor, Gemini CLI or GitHub Copilot?

Cursor, Gemini CLI, GitHub Copilot and OpenCode also load SKILL.md folders. With the skills CLI, run `npx skills add ruvnet/ruflo --skill agent-release-swarm -a cursor` (or -a gemini-cli, github-copilot or opencode for the others). To copy it by hand, put the folder in .cursor/skills/agent-release-swarm, .gemini/skills/agent-release-swarm, .github/skills/agent-release-swarm and .opencode/skills/agent-release-swarm in your project.

What does Agent Release Swarm need to run?

Going by SKILL.md and its folder, Agent Release Swarm needs the command-line tools its instructions call (npx, gh and jq) and credentials named GITHUB_TOKEN. Our summary lists: Node.js; Docker; A credential in GITHUB_TOKEN.

Does Agent Release Swarm access the network?

SKILL.md contains no URLs. Its commands use npx and gh, which can reach the network depending on how they are called. This is read from the text; nothing was executed.

Is Agent Release Swarm safe to install?

Our automated static check of SKILL.md found no risky patterns, such as piping downloads into a shell, reading credential files or hidden Unicode. It is not a guarantee. Review the folder before installing.

What licence does Agent Release Swarm use?

Agent Release Swarm is published under the MIT licence (the repository's licence). It allows redistribution, so the full SKILL.md is shown on this page.

How many tokens does Agent Release Swarm use?

About 3.5k tokens (SKILL.md is roughly 14k characters). Agents keep only the skill's name and description in context until a task matches; then they load SKILL.md in full.

What are the alternatives to Agent Release Swarm?

Skills that share tags, products or a category with Agent Release Swarm: GitDiagram Repository Overview (ahmedkhaleel2004/gitdiagram, 18k stars), Library Documentation Seeker (withkynam/vibecode-pro-max-kit, 1.1k stars), Herdr Issue Triage (herdrdev/herdr, 43k stars) and Plane Release Notes Generator (makeplane/plane, 61k stars). The comparison table on this page puts their stars, adoption, token cost, safety result and licence side by side.

Who maintains Agent Release Swarm?

ruvnet (a GitHub user) maintains it in ruvnet/ruflo, which has 74,159 GitHub stars. The repository holds 264 skills in this directory. The repository was last updated on October 9, 2026.

Source: ruvnet/ruflo on GitHub. Facts on this page come from the repository at the commit we read; the author's words are quoted as theirs.