Agent skill

GAIA Sidecar Agent Release

by amd in amd/gaia

Walks through releasing a GAIA sidecar agent as a frozen binary plus npm client through the tag-triggered Agent Hub CI pipeline, with a human gate before publishing.

MITAuto-check passedDevOps & Cloud

Install GAIA Sidecar Agent Release

skills CLI
$ npx skills add amd/gaia --skill agent-hub-release -a claude-code

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

GitHub CLI
$ gh skill install amd/gaia agent-hub-release --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/amd/gaia.git skills-src && mkdir -p .claude/skills && cp -r skills-src/.claude/skills/agent-hub-release .claude/skills/agent-hub-release && 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-hub-release
GitHub stars
1.6k
Token cost
~3.6k tokens
SKILL.md length
1,623 words
Files
1
Skills in repo
44
Repo updated
First seen
Licence
MIT

At a glance

Walks through releasing a GAIA sidecar agent as a frozen binary plus npm client through the tag-triggered Agent Hub CI pipeline, with a human gate before publishing.

  • Works in 3 steps: the tag (or workflow_dispatch input) —… → hub/agents//npm/package.json → .version → hub/agents//python/gaia-agent.yaml →…
  • Releasing a sidecar agent under hub/agents/ to the Agent Hub and npm
  • SKILL.md covers Relationship to the author…, Distribution model (the mental…, What a sidecar agent adds… and The three version numbers the…, plus 5 more sections
  • Calls npm, git and gh; reaches hub.amd-gaia.ai; needs GAIA_HUB_TOKEN and AGENT_HUB_PUBLISH_TOKEN

What it does

This skill walks through releasing a GAIA sidecar agent: a frozen, Python-free REST binary plus a thin npm client, shipped to the GAIA Agent Hub and to npm through a tag-triggered CI release. The email agent is the reference implementation, with its Python and npm folders and release_agent_email.yml. The pipeline freezes the binary with PyInstaller per operating system, publishes through the Agent Hub Worker and releases the npm package through OIDC.

It is a phased process with one hard human gate, the agent-publish environment, and the agent is told to stop and confirm before anything irreversible such as pushing a release tag or approving the publish. Publishes are immutable per filename, so a bad release is fixed with a new version. The skill says the email pipeline has not yet cut a real release and its lock file still holds placeholder hashes, so it describes a design rather than a proven path. It defers to docs/guides/hub-publishing.mdx for the standard wheel and PyPI route.

When your agent uses it

  • Releasing a sidecar agent under hub/agents/ to the Agent Hub and npm
  • Onboarding a new sidecar agent to the release pipeline
  • Authoring a release workflow file named after the agent
  • Deciding what must be confirmed before pushing a release tag

Example prompts

  • “Walk me through releasing the email agent as a frozen binary and npm client.”
  • “Draft release_agent_calendar.yml for a new sidecar agent, modeled on the email agent.”
  • “Check what the agent-publish gate needs before I push the release tag.”

Requirements

  • Maintainer setup of the agent-publish environment and GAIA_HUB_TOKEN

Workflow steps

3 steps, taken from the first numbered list in SKILL.md.

  1. the tag (or workflow_dispatch input) — agent-pkg--v →
  2. hub/agents//npm/package.json → .version
  3. hub/agents//python/gaia-agent.yaml → version

What it can do on your machine

Read from SKILL.md and the folder at commit 05fb50b. 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:

    • npm
    • git
    • gh

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

  • Network

    Hosts in commands or code, which the agent is likely to contact:

    • hub.amd-gaia.ai

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

  • Credentials

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

    • GAIA_HUB_TOKEN
    • AGENT_HUB_PUBLISH_TOKEN

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

Context cost

GAIA Sidecar Agent Release loads about 3.6k tokens when it runs. Until then it costs about 106 tokens; SKILL.md has 1,623 words of instructions outside code blocks.

Always · name and description, kept in context so the agent knows when to use it
~106
When it runs · the whole SKILL.md, loaded when a task matches
~3.6k

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 amd/gaia at commit 05fb50b, republished under its MIT licence (© amd). 1,623 words, ~3,644 tokens.

Download SKILL.mdSave it as .claude/skills/agent-hub-release/SKILL.md (or your agent's skills folder).
name
agent-hub-release
description
Cut or wire a frozen-binary + npm sidecar release for a GAIA agent (the email-agent CI pipeline: freeze -> Agent Hub Worker /publish -> npm OIDC). Use when releasing or onboarding a sidecar agent under hub/agents/, or authoring a release_agent_<id>.yml. For the standard wheel/PyPI + Hub publish, defer to the author guide docs/guides/hub-publishing.mdx — this skill is the sidecar extension on top of it.

Releasing a GAIA Sidecar Agent (frozen binary + npm)

How to ship a sidecar agent — a frozen, no-Python REST binary plus a thin npm client — to the GAIA Agent Hub and npm, via the tag-triggered CI release. The email agent is the reference: hub/agents/email/python/ + hub/agents/email/npm/ + .github/workflows/release_agent_email.yml.

This is a phased process with one hard human gate (the agent-publish environment). Stop and confirm before anything irreversible — pushing a release tag, approving the publish gate. Publishes are immutable per filename: a bad release is fixed by a new version, never an overwrite.

Status — the email pipeline has not yet cut a real release. hub/agents/email/npm/binaries.lock.json still carries placeholder PENDING-1648 hashes and #1648 is open, so the freeze→publish→fetch-verify path has never run end-to-end. Treat this skill as the design of record, not a paved road, until the first real release lands and fills the lock. Likewise the agent-publish environment + GAIA_HUB_TOKEN + hub vars are maintainer setup (workflow header) — verify they exist before relying on them.

Relationship to the author guide (read first)

docs/guides/hub-publishing.mdx is the author-facing guide for the standard distribution: a Python wheel published to the Hub + PyPI via gaia agent publish (or the no-token PR route). It owns the authoritative rules for the manifest, versioning, immutability, and the two publish routes — don't restate or contradict them here.

This skill covers the additional channel an agent like email layers on top: a frozen native binary + an @amd-gaia/agent-<id> npm client, released through release_agent_<id>.yml. An agent can ship one or both channels. Where the two overlap (manifest, version rules), the guide is the source of truth.

Releasing an agent that has never shipped before? Cutting the release is the last phase. An agent is not release-ready because its code runs — it needs a capability-truth audit, a real scorecard, the doc bundle, and a day-one usability check first. Use porting-agent-to-hub for that flow, then come back here for the lane itself.

Distribution model (the mental picture)

freeze.py (PyInstaller, native per-OS, no cross-compile)
   └─ email-agent-<platform>[.exe]   ← one-file binary, boots a FastAPI REST sidecar
        └─ POST /publish  →  Agent Hub Worker (workers/agent-hub/) ── R2 bucket "gaia-hub"
             • stores each object IMMUTABLY under agents/<id>/<ver>/<file>
             • computes SHA-256 server-side
             • rebuilds index.json (the catalog the website reads)
        download = plain public GET at hub.amd-gaia.ai/agents/<id>/<ver>/<file>
   └─ @amd-gaia/agent-<id> (npm)  ← typed client + fetch CLI + sidecar lifecycle
        • binaries.lock.json maps platform → {filename, sha256, size}; the SHA-256
          is the integrity gate the fetch CLI enforces on download
        • published via npm OIDC trusted publishing (provenance, NO npm token)

The Worker fronts the bucket; CI never touches R2 directly — it POSTs to /publish so uploads are server-checksummed and the catalog is rebuilt atomically. The manifest + README ride along inside the publish.

What a sidecar agent adds (email = reference)

On top of the normal agent package (manifest + code + README + pyproject.toml, per the guide), a sidecar agent adds:

PathRole
hub/agents/<id>/python/packaging/freeze.py, smoke_test.py, server.py, gen_binaries_lock.py, publish_to_r2.py, HUB-UPLOAD.md (manual fallback)
hub/agents/<id>/npm/package.jsonESM-only client; exports . (Node) and ./client (browser-safe, client-only — landed in #1773)
hub/agents/<id>/npm/binaries.lock.jsonplatform → artifact + sha256 + size + baseUrl (placeholders until the first release)
hub/agents/<id>/npm/README.md (+ CHANGELOG.md)client docs; CHANGELOG is recommended (Keep a Changelog), not required by publish
hub/agents/<id>/npm/src/client.ts, client-entry.ts (browser entry, landed in #1773), fetch.ts, lifecycle, types.ts, errors.ts, cli.ts
.github/workflows/release_agent_<id>.ymlthe tag-triggered release (copy of release_agent_email.yml)

Notes:

  • The npm client is ESM-only ("type": "module"). Node consumers use the . entry (fetch + spawn); browser/Electron renderers use ./client (client-only, zero Node built-ins) — landed in #1773, documented by #1776.
  • binaries.lock.json ships placeholder hashes until the first real release. While a hash is a placeholder the fetch CLI is fail-loud — a bad binary can never be fetched. For local dev, point the lifecycle helpers at a locally-frozen binary instead of fetchBinary.
  • Manifest validation: validate the author manifest with gaia agent test --lint. Do not validate gaia-agent.yaml against workers/agent-hub/schemas/manifest.schema.json — that is the Hub's server-side aggregate schema and requires fields you never hand-write (versions, latest_version, deprecated, security_tier, permissions).
  • Platform-name skew (easy bug): the manifest's requirements.platforms uses win-x64; binaries.lock.json + the CI matrix use win32-x64. Same agent, two spellings — don't copy one into the other.

The three version numbers the release checks

The Resolve + validate release version step fails loudly unless all three are identical:

  1. the tag (or workflow_dispatch input) — agent-pkg-<id>-v<version> → <version>
  2. hub/agents/<id>/npm/package.json → .version
  3. hub/agents/<id>/python/gaia-agent.yaml → version

Bump the Python side with gaia agent version patch|minor|major (it rewrites gaia-agent.yaml + pyproject.toml + __init__.py together — bumping from the gaia-agent.yaml value, ignoring whatever the npm package.json currently says), then manually set the npm package.json to that same version — the release tooling checks all three agree. (Heads up: they can already be out of sync — e.g. a package.json ahead of gaia-agent.yaml — so a blind patch bumps the yaml base, not the npm value; the manual npm sync is what actually reconciles them.) Add the matching CHANGELOG.md entry too if the agent keeps one (recommended, not required by publish). binaries.lock.json's agentVersion

  • baseUrl are regenerated by CI — don't hand-edit them for a release.

Cutting a release (existing agent)

  1. Version-bump PR → main. gaia agent version <bump>, sync the npm package.json, add the CHANGELOG entry, merge to main (the workflow asserts the release commit is a main ancestor — publishing is allowed only from main).
  2. Pre-flight in hub/agents/<id>/npm/: npm ci && npm run build && npm test, and npm pack --dry-run to confirm README.md ships (and CHANGELOG.md, if you keep one).
  3. Tag from main (or workflow_dispatch with the version):
    bash
    git tag agent-pkg-<id>-v<version> && git push origin --tags
    Namespace is agent-pkg-<id>-* (NOT v*) — it deliberately does not fire the core publish.yml.
  4. Build stage freezes on 4 platforms — win32-x64, darwin-arm64, linux-x64 required; darwin-x64 (Intel) best-effort — smoke-tests each, hashes it. (The smoke test proves the binary boots and the REST route answers; with no Lemonade in CI it does not exercise real LLM triage — a 502/timeout passes.)
  5. Approve the gate. The publish job pauses on the agent-publish environment until a maintainer approves; the publish token isn't readable until then.
  6. Publish stage (atomic): POST every binary to /publish → regenerate binaries.lock.json with the real hashes → fetch-verify every published object against the lock → npm publish via OIDC (provenance) → trigger deploy_website.yml so the new catalog entry appears.

Monitor with gh run watch. npm publish skips if that exact version already exists; /publish is a verified 409 no-op for identical bytes.

Show full SKILL.md (694 more words)Show less

Onboarding a NEW sidecar agent (one-time)

  1. Scaffold the normal agent first (gaia agent init, per the guide), then add packaging/ and the hub/agents/<id>/npm/ client. Mirror email.
  2. Adapt the packaging scripts. freeze.py (its NAME = "email-agent" constant) and publish_to_r2.py (the executable name + the email-agent- filename prefix it parses) hardcode email-agent — copy + parameterize them for <id>. gen_binaries_lock.py is already generic (driven by published.json + manifest id); the agents/email hub prefix lives in the workflow's HUB_PREFIX env, not a script.
  3. Copy the workflow release_agent_email.yml → release_agent_<id>.yml and change: PKG_DIR, MANIFEST, README, FREEZE_DIST, HUB_PREFIX (agents/<id>), the tag trigger (agent-pkg-<id>-*), the artifact/frozen names, and the npm package name in the verify/publish steps.
  4. Register the npm trusted publisher for @amd-gaia/agent-<id> against the exact filename release_agent_<id>.yml. ⚠️ The OIDC subject is tied to the filename — renaming the workflow later breaks publish.
  5. (Maintainability) per-agent copies of a ~550-line workflow + three hardcoded scripts will drift. The durable fix is a reusable workflow_call release workflow + scripts parameterized by <id>; the per-agent copy is interim.

One-time infrastructure (verify it exists)

Per the workflow header (release_agent_email.yml), these are maintainer setup — confirm each before the first release:

  • GitHub environment agent-publish with required reviewers; restrict its deployment branches/tags to main and the agent-pkg-* tag pattern (a main-only rule blocks the tag-triggered gate).
  • Secret GAIA_HUB_TOKEN — Agent Hub Bearer token matching an entry in the Worker's PUBLISH_TOKENS, scoped to the agent's author. Define it as an environment secret on agent-publish (not a repo secret) so it's unreadable until the gate is approved. (The workflow maps it into the publish script's AGENT_HUB_PUBLISH_TOKEN env var — same token, different name inside the script.)
  • Var GAIA_HUB_BASE_URL — public Worker origin for downloads + the lock baseUrl (default https://hub.amd-gaia.ai).
  • Var GAIA_HUB_PUBLISH_URL — the Worker's workers.dev URL for uploads. The free-plan WAF on the proxied hub.amd-gaia.ai custom domain blocks large binary uploads (but not GETs). Required — the release fails loudly if it is unset (no silent fallback to the custom domain).
  • Railway HUB_CATALOG_URL=https://hub.amd-gaia.ai so the website rebuild reflects the new entry.

Invariants & gotchas

  • Immutable per filename. The Worker 409s on any re-POST of an existing filename (it keys on the filename via head(), not a byte-compare). The publish script then re-fetches and hashes the stored object: identical bytes → idempotent no-op, a hash mismatch → fail loudly. Fix a bad release with a new version — never an overwrite. (Same immutability the guide describes for id@version.)
  • Publish only from main. The job asserts the release commit is on main.
  • SCHEMA_VERSION MAJOR is the compat gate. Client and binary must agree on the wire-contract MAJOR or startSidecar throws VersionMismatchError. Bump the npm package and re-publish the binary together.
  • Best-effort Intel. darwin-x64 builds on macos-26-intel, then is verified on macos-15-intel. If it fails/absent it's dropped (3-platform release) with a loud ::warning::; Intel users get a clear "no binary for darwin-x64" install error, never a placeholder one.
  • SHA-256 provenance. publish_to_r2.py hashes each binary locally and the Worker hashes it server-side; the script asserts they match on the 201 before that (local, server-verified) hash is written to binaries.lock.json. The lock hash is then the gate the npm fetch CLI enforces on download (PlatformError on a placeholder, IntegrityError on a mismatch).
  • Fetch-verify is the real gate. After /publish, CI re-fetches every object via the npm fetch CLI and checks bytes-hash-to-lock (bounded retry for Cloudflare edge propagation) before npm publish.
  • Website is rebuilt, not patched. Hub pages build from live index.json; the publish job triggers deploy_website.yml on main. (A generic per-agent auto-redeploy is still being wired — see the guide's Verify step.)
  • Manual fallback: hub/agents/<id>/python/packaging/HUB-UPLOAD.md documents the by-hand rclone path to the gaia-hub bucket — identical objects + lock as CI.
  • Write the CHANGELOG entry, PR body, and your status reports per CLAUDE.md → How You Communicate: lead with what changes for someone installing the agent, put versions, hashes, and workflow mechanics underneath. Always say which platforms actually shipped — a dropped Intel build is the headline, not a footnote.

Reference files

  • .github/workflows/release_agent_email.yml — the canonical release workflow (its header comments document the whole contract).
  • docs/guides/hub-publishing.mdx — the author guide (manifest, versioning, wheel + PR publish routes). The overlap's source of truth.
  • hub/agents/email/python/gaia-agent.yaml — manifest reference.
  • hub/agents/email/npm/{package.json,binaries.lock.json,README.md} — client package reference.
  • hub/agents/email/python/packaging/{freeze,smoke_test,publish_to_r2,gen_binaries_lock}.py, HUB-UPLOAD.md — packaging + publish tooling.
  • workers/agent-hub/{README.md,schemas/manifest.schema.json,src/} — the Worker, the /publish contract, and the server-side aggregate schema.

© amd, 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 .claude/skills/agent-hub-release of amd/gaia.

Open the folder on GitHubat commit 05fb50b

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Works with

Categories

Questions about GAIA Sidecar Agent Release

What does GAIA Sidecar Agent Release do?

Walks through releasing a GAIA sidecar agent as a frozen binary plus npm client through the tag-triggered Agent Hub CI pipeline, with a human gate before publishing. This skill walks through releasing a GAIA sidecar agent: a frozen, Python-free REST binary plus a thin npm client, shipped to the GAIA Agent Hub and to npm through a tag-triggered CI release.yml.

When should I use GAIA Sidecar Agent Release?

GAIA Sidecar Agent Release fits situations like: releasing a sidecar agent under hub/agents/ to the Agent Hub and npm; onboarding a new sidecar agent to the release pipeline; authoring a release workflow file named after the agent; deciding what must be confirmed before pushing a release tag.

How do I install GAIA Sidecar Agent Release in Claude Code?

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

How do I install GAIA Sidecar Agent Release in Codex?

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

Can I use GAIA Sidecar Agent Release 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 amd/gaia --skill agent-hub-release -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-hub-release, .gemini/skills/agent-hub-release, .github/skills/agent-hub-release and .opencode/skills/agent-hub-release in your project.

What does GAIA Sidecar Agent Release need to run?

Going by SKILL.md and its folder, GAIA Sidecar Agent Release needs the command-line tools its instructions call (npm, git and gh) and credentials named GAIA_HUB_TOKEN and AGENT_HUB_PUBLISH_TOKEN. Our summary lists: Maintainer setup of the agent-publish environment and GAIA_HUB_TOKEN.

Does GAIA Sidecar Agent Release access the network?

SKILL.md names 1 domain. In commands or code: hub.amd-gaia.ai; the agent is likely to contact it when it follows the instructions. This is read from the text; nothing was executed.

Is GAIA Sidecar Agent Release 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 GAIA Sidecar Agent Release use?

GAIA Sidecar Agent Release 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 GAIA Sidecar Agent Release use?

About 3.6k tokens (SKILL.md is roughly 15k 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 GAIA Sidecar Agent Release?

Skills that share tags, products or a category with GAIA Sidecar Agent Release: CI Pipeline Synthesizer (kajisho5/ffmpeg-skill, 1.9k stars), Publish UI Package Release (cline/cline, 70k stars), DDNS Build and Release Maintenance (NewFuture/DDNS, 4.7k stars) and Google Agents CLI Deploy (pifferologo/cloud-agents-cli, 129 stars). The comparison table on this page puts their stars, adoption, token cost, safety result and licence side by side.

Who maintains GAIA Sidecar Agent Release?

amd (a GitHub organization) maintains it in amd/gaia, which has 1,580 GitHub stars. The repository holds 44 skills in this directory. The repository was last updated on October 8, 2026.

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