Getting it into your agent
It runs from inside its repository, so the clone comes first — what it calls does not travel with the file alone.
git clone --depth 1 https://github.com/Soulcynics404/AgentForgenpx agentmods add commands/soulcynics404/agentforge/release-swarmWrote 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/commands/soulcynics404/agentforge/release-swarm)<a href="https://agentmods.dev/commands/soulcynics404/agentforge/release-swarm"><img src="https://agentmods.dev/badge/commands/soulcynics404/agentforge/release-swarm/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/commands/soulcynics404/agentforge/release-swarm"><img src="https://agentmods.dev/badge/commands/soulcynics404/agentforge/release-swarm.svg" alt="Reviewed on agentmods" width="80" height="20"></a>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 | $0.00000 | $0.03313 |
| Opus 5.5 | $0.00000 | $0.01325 |
| Sonnet 5.5 | $0.00000 | $0.00663 |
| Haiku 4.5 | $0.00000 | $0.00331 |
Grade A, and why
release-swarm scanned grade A with 0 findings against 26 rules in 11 categories — prompt injection, anti-refusal, data exfiltration, privilege escalation, supply chain, agent snooping, system-prompt leakage, SSRF and excessive agency — measured 2mo ago.
A static scan of the body, not an audit. Every finding is printed with the line that produced it so you can judge whether it matters here. A mod is markdown that instructs an agent; that is exactly why what it instructs is worth reading.
Nothing flagged
None of the 26 patterns this scan looks for appear in this file: no shell pipes, no recursive deletes, no credential paths, no hidden text, no instruction-override or anti-refusal phrasing, no agent-config snooping. That is not a guarantee, it is the absence of the things that are checkable.
This is a copy
100% identical to release-swarm — 2 lines differ, which has more behind it and is treated as the original. This page carries a canonical link to it rather than competing with it.
How it starts
The opening of the file, as written. The whole thing — 544 lines — stays where its author put it; the contents beside it link to each section on GitHub.
Release Swarm - Intelligent Release Automation
Overview
Orchestrate complex software releases using AI swarms that handle everything from changelog generation to multi-platform deployment.
Core Features
1. Release Planning
# Plan next release using gh CLI
# Get commit history since last release
LAST_TAG=$(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 "$MERGED_PRS" \
--analyze-commits \
--suggest-version \
--identify-breaking \
--generate-timeline
2. Automated Versioning
# Smart version bumping
npx ruv-swarm github release-version \
--strategy "semantic" \
--analyze-changes \
--check-breaking \
--update-files
3. Release Orchestration
# Full release automation with gh CLI
# Generate changelog from PRs and commits
CHANGELOG=$(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
# .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: [email protected]
- discord: webhook-url
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.
- 2mo ago First seen · 544 lines · 0 tokens per session scan A ac52624cab6a
release-swarm is a command published in the GitHub repository Soulcynics404/AgentForge (1 stars, last pushed 2mo ago), licensed MIT. It costs nothing until one of its globs matches a file; then it loads 3,313 tokens. A static security scan graded it A with 0 findings. It is 100% identical to release-swarm, differing in 2 lines, and is treated as a copy.
release-swarm compared with commands from other repositories
| Mod | Type | Stars | Last push | Licence | Scan | Tokens | Works with |
|---|---|---|---|---|---|---|---|
| release-swarmSoulcynics404/AgentForge | Command | 1 | 2mo ago | MIT | A | 0 | Claude Code |
| upstream-watchDougTrajano/pydantic-ai-skills | Command | 381 | 5d ago | MIT | A | 35 | Claude Code |
| releasecapazme/mcp-legal-it | Command | 30 | 3d ago | Apache-2.0 | A | 56 | Claude Code |
| create-prdsswift/ion | Command | 5 | yesterday | MIT | A | 28 | Claude Code |
| shipdshakes/compass | Command | 21 | 4d ago | MIT | A | 14 | Claude Code |
| fire-updateThierryN/fire-flow | Command | 78 | 2mo ago | MIT | A | 10 | Claude Code |
| rebase_promptfotoetienne/gru | Command | 11 | 1mo ago | Apache-2.0 | A | 0 | Claude Code |