Agent Launch Checklist
aircrushin/promptMinder
Review an AI agent before release across scope, tools, state, safety, observability, human handoff, and rollback.
Analyze readiness and issue a production go/no-go decision for a Vast.ai renter workload using retained evidence for cost, capacity, security, recovery, observability, and teardown.
Install Vastai Prod Checklist
$ npx skills add jeremylongshore/tons-of-skills-marketplace --skill vastai-prod-checklist -a claude-codeProject install by default; add -g for ~/.claude/skills/.
$ gh skill install jeremylongshore/tons-of-skills-marketplace vastai-prod-checklist --agent claude-codeProject scope by default; add --scope user for a personal install. Needs GitHub CLI 2.90.0 or later (public preview).
$ git clone --depth 1 https://github.com/jeremylongshore/tons-of-skills-marketplace.git skills-src && mkdir -p .claude/skills && cp -r skills-src/skills/.curated/vastai-prod-checklist .claude/skills/vastai-prod-checklist && rm -rf skills-srcUse ~/.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/
Install the "vastai-prod-checklist" agent skill from https://github.com/jeremylongshore/tons-of-skills-marketplace/tree/main/skills/.curated/vastai-prod-checklist into .claude/skills/vastai-prod-checklist/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "vastai-prod-checklist", then confirm the skill loads.Claude Code copies the folder itself, the same result as the manual copy. Check what it changed before you commit it.
$skill-installer install https://github.com/jeremylongshore/tons-of-skills-marketplace/tree/main/skills/.curated/vastai-prod-checklistType this inside Codex. $skill-installer <name> installs a curated skill from openai/skills. The installer writes to $CODEX_HOME/skills (default ~/.codex/skills). Restart Codex if the skill does not show up.
$ npx skills add jeremylongshore/tons-of-skills-marketplace --skill vastai-prod-checklist -a codexProject install goes to .agents/skills/; add -g for ~/.codex/skills/.
$ gh skill install jeremylongshore/tons-of-skills-marketplace vastai-prod-checklist --agent codexProject scope by default (.agents/skills/); add --scope user for a personal install.
$ git clone --depth 1 https://github.com/jeremylongshore/tons-of-skills-marketplace.git skills-src && mkdir -p .agents/skills && cp -r skills-src/skills/.curated/vastai-prod-checklist .agents/skills/vastai-prod-checklist && rm -rf skills-srcUse ~/.agents/skills/ instead of .agents/skills for a personal install.
Codex skills documentation · loads skills from .agents/skills/
Install the "vastai-prod-checklist" agent skill from https://github.com/jeremylongshore/tons-of-skills-marketplace/tree/main/skills/.curated/vastai-prod-checklist into .agents/skills/vastai-prod-checklist/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "vastai-prod-checklist", then confirm the skill loads.Codex copies the folder itself, the same result as the manual copy. Check what it changed before you commit it.
$ npx skills add jeremylongshore/tons-of-skills-marketplace --skill vastai-prod-checklist -a cursorProject install goes to .agents/skills/; add -g for ~/.cursor/skills/.
$ gh skill install jeremylongshore/tons-of-skills-marketplace vastai-prod-checklist --agent cursorProject scope by default (.agents/skills/); add --scope user for a personal install.
$ git clone --depth 1 https://github.com/jeremylongshore/tons-of-skills-marketplace.git skills-src && mkdir -p .cursor/skills && cp -r skills-src/skills/.curated/vastai-prod-checklist .cursor/skills/vastai-prod-checklist && rm -rf skills-srcUse ~/.cursor/skills/ instead of .cursor/skills for a personal install.
Cursor skills documentation · loads skills from .cursor/skills/, .agents/skills/, .claude/skills/, .codex/skills/
Install the "vastai-prod-checklist" agent skill from https://github.com/jeremylongshore/tons-of-skills-marketplace/tree/main/skills/.curated/vastai-prod-checklist into .cursor/skills/vastai-prod-checklist/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "vastai-prod-checklist", then confirm the skill loads.Cursor copies the folder itself, the same result as the manual copy. Check what it changed before you commit it.
$ gemini skills install https://github.com/jeremylongshore/tons-of-skills-marketplace.git --path skills/.curated/vastai-prod-checklist--scope user (default) or --scope workspace; --path is the subfolder of the repo that holds the skill; --consent skips the security confirmation prompt.
$ npx skills add jeremylongshore/tons-of-skills-marketplace --skill vastai-prod-checklist -a gemini-cliProject install goes to .agents/skills/; add -g for ~/.gemini/skills/.
$ gh skill install jeremylongshore/tons-of-skills-marketplace vastai-prod-checklist --agent gemini-cliProject scope by default (.agents/skills/); add --scope user for a personal install.
$ git clone --depth 1 https://github.com/jeremylongshore/tons-of-skills-marketplace.git skills-src && mkdir -p .gemini/skills && cp -r skills-src/skills/.curated/vastai-prod-checklist .gemini/skills/vastai-prod-checklist && rm -rf skills-srcUse ~/.gemini/skills/ instead of .gemini/skills for a personal install, then run /skills reload.
Gemini CLI skills documentation · loads skills from .gemini/skills/, .agents/skills/
Install the "vastai-prod-checklist" agent skill from https://github.com/jeremylongshore/tons-of-skills-marketplace/tree/main/skills/.curated/vastai-prod-checklist into .gemini/skills/vastai-prod-checklist/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "vastai-prod-checklist", then confirm the skill loads.Gemini CLI copies the folder itself, the same result as the manual copy. Check what it changed before you commit it.
$ gh skill install jeremylongshore/tons-of-skills-marketplace vastai-prod-checklistInstalls for Copilot at project scope by default; add --scope user for a personal install. Preview a skill first with gh skill preview. Needs GitHub CLI 2.90.0 or later (public preview).
$ npx skills add jeremylongshore/tons-of-skills-marketplace --skill vastai-prod-checklist -a github-copilotProject install goes to .agents/skills/; add -g for ~/.copilot/skills/.
$ git clone --depth 1 https://github.com/jeremylongshore/tons-of-skills-marketplace.git skills-src && mkdir -p .github/skills && cp -r skills-src/skills/.curated/vastai-prod-checklist .github/skills/vastai-prod-checklist && rm -rf skills-srcUse ~/.copilot/skills/ instead of .github/skills for a personal install. Commit .github/skills so cloud agent and code review can use it.
GitHub Copilot skills documentation · loads skills from .github/skills/, .claude/skills/, .agents/skills/
Install the "vastai-prod-checklist" agent skill from https://github.com/jeremylongshore/tons-of-skills-marketplace/tree/main/skills/.curated/vastai-prod-checklist into .github/skills/vastai-prod-checklist/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "vastai-prod-checklist", then confirm the skill loads.GitHub Copilot copies the folder itself, the same result as the manual copy. Check what it changed before you commit it.
$ npx skills add jeremylongshore/tons-of-skills-marketplace --skill vastai-prod-checklist -a opencodeOpenCode documents no install command of its own. Project install goes to .agents/skills/; add -g for ~/.config/opencode/skills/.
$ gh skill install jeremylongshore/tons-of-skills-marketplace vastai-prod-checklist --agent opencodeProject scope by default (.agents/skills/); add --scope user for a personal install.
$ git clone --depth 1 https://github.com/jeremylongshore/tons-of-skills-marketplace.git skills-src && mkdir -p .opencode/skills && cp -r skills-src/skills/.curated/vastai-prod-checklist .opencode/skills/vastai-prod-checklist && rm -rf skills-srcUse ~/.config/opencode/skills/ instead of .opencode/skills for a personal install.
OpenCode skills documentation · loads skills from .opencode/skills/, .claude/skills/, .agents/skills/
Install the "vastai-prod-checklist" agent skill from https://github.com/jeremylongshore/tons-of-skills-marketplace/tree/main/skills/.curated/vastai-prod-checklist into .opencode/skills/vastai-prod-checklist/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "vastai-prod-checklist", then confirm the skill loads.OpenCode copies the folder itself, the same result as the manual copy. Check what it changed before you commit it.
Facts
- Skill name
vastai-prod-checklist- GitHub stars
- 2.8k
- Token cost
- ~1k tokens
- SKILL.md length
- 398 words
- Files
- 2 (incl. references)
- Skills in repo
- 3,342
- Repo updated
- First seen
- Licence
- MIT
At a glance
Analyze readiness and issue a production go/no-go decision for a Vast.ai renter workload using retained evidence for cost, capacity, security, recovery, observability, and teardown.
- Works in 6 steps: Verify account and permissions → Verify capacity policy → Verify immutable execution → …
- A release needs production approval
- SKILL.md covers Overview, Prerequisites, Instructions and Authentication, plus 5 more sections
- Instructions only: no scripts, shell commands, URLs or credentials in SKILL.md
What it does
Vastai Prod Checklist is an agent skill from jeremylongshore/tons-of-skills-marketplace. Analyze readiness and issue a production go/no-go decision for a Vast.ai renter workload using retained evidence for cost, capacity, security, recovery, observability, and teardown. Use when a release needs production approval. Trigger with: "approve Vast.ai production", "run the Vast.ai launch checklist", "is this Vast.ai workload production ready".
Its SKILL.md is about 1k tokens, which your agent loads only when the skill is triggered. The skill folder holds 2 other files, including reference files (for example `references/official-docs.md`). Compatibility notes: Requires an immutable release candidate, approved Vast.ai account, workload SLOs, security policy, and rollback owner.
It sits in DevOps & Cloud, covering Feature launches and release readiness, Product launch strategy and Observability. The repository describes itself as: Model-agnostic agent-skills platform with a harness-free canonical layer, verified adapters, and the ccpi package manager. Explore at tonsofskills.com. The licence is MIT.
When your agent uses it
- A release needs production approval
- With: approve Vast.ai production
- Run the Vast.ai launch checklist
- Is this Vast.ai workload production ready
Example prompts
- “approve Vast.ai production”
- “run the Vast.ai launch checklist”
- “is this Vast.ai workload production ready”
- “/vastai-prod-checklist”
Requirements
- Compatibility (from SKILL.md): Requires an immutable release candidate, approved Vast.ai account, workload SLOs, security policy, and rollback owner.
- Pre-approved tools (allowed-tools): Read, Grep, Write, Edit
Workflow steps
6 steps, taken from the step headings in SKILL.md.
What it can do on your machine
Read from SKILL.md and the folder at commit cfae287. It shows what the files ask for, not the result of running them.
Tool permissions
Pre-approves these tools, so the agent can use them without asking each time:
ReadGrepWriteEdit
From allowed-tools in the SKILL.md frontmatter.
Runs code
No scripts in the folder and no shell commands in SKILL.md.
From the folder's file list and the shell code blocks in SKILL.md.
Network
Links to these hosts (documentation or services it may open):
docs.vast.ai
From URLs in SKILL.md, links to its own repository left out.
Credentials
Names no API keys, tokens, secrets or passwords.
From names ending in _API_KEY, _TOKEN, _SECRET, _KEY or _PASSWORD in SKILL.md.
Compatibility
Requires an immutable release candidate, approved Vast.ai account, workload SLOs, security policy, and rollback owner.
From compatibility in the SKILL.md frontmatter.
Context cost
Vastai Prod Checklist loads about 1k tokens when it runs, and up to ~1.3k if it reads all its reference files. Until then it costs about 94 tokens; SKILL.md has 398 words of instructions outside code blocks.
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 jeremylongshore/tons-of-skills-marketplace at commit cfae287, republished under its MIT licence (© jeremylongshore). 398 words, ~1,017 tokens.
Download SKILL.mdSave it as
.claude/skills/vastai-prod-checklist/SKILL.md (or your agent's skills folder). This skill also uses 1 other file; get the full folder from GitHub.- name
- vastai-prod-checklist
- description
- Analyze readiness and issue a production go/no-go decision for a Vast.ai renter workload using retained evidence for cost, capacity, security, recovery, observability, and teardown. Use when a release needs production approval. Trigger with: "approve Vast.ai production", "run the Vast.ai launch checklist", "is this Vast.ai workload production ready".
- allowed-tools
- Read, Grep, Write, Edit
- compatibility
- Requires an immutable release candidate, approved Vast.ai account, workload SLOs, security policy, and rollback owner.
- version
- 2.0.0
- argument-hint
- [release-id-workload-and-slo]
- model
- inherit
- effort
- high
- license
- MIT
- author
- Jeremy Longshore <jeremy@intentsolutions.io>
- tags
- saas, vastai, production, readiness, governance
Vast.ai Production Go/No-Go
Overview
Production approval is an evidence bundle, not a list of optimistic assertions. Every gate needs an owner, artifact, and expiry; any failed critical gate yields NO-GO.
Prerequisites
- Release ID, image digest, dataset/model identity, and expected traffic or job profile
- Capacity, latency, reliability, recovery, security, and spend objectives
- Named incident, billing, data-recovery, and teardown owners
Instructions
Step 1: Verify account and permissions
Confirm account/team context, positive balance or approved autobilling, least-privilege keys, audit visibility, and no credential in release artifacts.
Step 2: Verify capacity policy
Demonstrate compliant offers or Serverless worker capacity across required GPU, VRAM, geography, reliability, and price constraints.
Step 3: Verify immutable execution
Pin image/template/model identity and prove startup, health, output contract, and workload-specific acceptance on a canary.
Step 4: Verify recovery
Restore from an external checkpoint or roll back a Serverless template. Prove that stop, outbid, offline, expiry, and zero-balance paths have owners.
Step 5: Verify operations
Show bounded retries, terminal-state handling, logs/metrics, signed webhook or polling coverage, cost alarms, and escalation contacts.
Step 6: Issue the decision
Record PASS, FAIL, owner, evidence URI, and expiry for each gate. Launch only on GO; retain the exact rollback and cleanup commands.
Authentication
Production keys must be named and scoped by function. Separate billing, team administration, deployment, workload storage, and monitoring authority.
Show full SKILL.md (181 more words)Show less
Tool Discipline
Use Read and Grep to inspect manifests, configuration, provider output, and existing tests before proposing a mutation. Use Write or Edit only for the approved plan, implementation, test, or redacted receipt; do not create, update, destroy, or fund Vast.ai resources without explicit operator approval.
Output
- Per-gate PASS/FAIL matrix with evidence and expiry
- GO or NO-GO decision with accepted residual risks
- Rollback, incident, billing, and teardown owner receipt
Return release ID, account context, immutable identities, gate results, decision, approvers, expiry, and rollback target.
Examples
A Serverless model release receives GO only after canary output parity, bounded scale testing, signed webhook acceptance, cost thresholds, and reverse rolling-update evidence are attached.
Error Handling
| Failure | Response |
|---|---|
| Critical evidence is missing | Issue NO-GO; an owner assertion is not a substitute. |
| Offer capacity is temporarily absent | Delay or use an approved alternate profile; do not weaken policy silently. |
| Rollback was not exercised | Run it on the canary before production approval. |
| Billing owner is unavailable | Issue NO-GO because zero balance can stop workloads and endanger data. |
Resources
© jeremylongshore, MIT. Rendered from Markdown: HTML in the file is shown as text, images as links, and headings moved down two levels. Raw file
Files
SKILL.md and 1 other file (references) in skills/.curated/vastai-prod-checklist of jeremylongshore/tons-of-skills-marketplace.
- SKILL.md
- references/official-docs.md
Open the folder on GitHubat commit cfae287
Compare with similar skills
Vastai Prod Checklist 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.
| Skill | Stars | Used in | Tokens | Auto-check | Licence | Repo updated |
|---|---|---|---|---|---|---|
| Vastai Prod Checklist this skilljeremylongshore/tons-of-skills-marketplace | 2.8k | — | ~1k | Automated safety check: Pass | MIT | |
| Agent Launch Checklistaircrushin/promptMinder | 111 | — | ~499 | Automated safety check: Pass | None | |
| Launch Day Conductoraaron-he-zhu/aaron-marketing-skills | 2.9k | — | ~3.4k | Automated safety check: Pass | Apache-2.0 | |
| Frontmcp Production Readinessagentfront/frontmcp | 146 | — | ~6.5k | Automated safety check: Pass | Apache-2.0 | |
| Synthetic Monitoringpetrkindlmann/qa-skills | 170 | — | ~5.8k | Automated safety check: Pass | MIT | |
| Testing In Productionpetrkindlmann/qa-skills | 170 | — | ~5.3k | Automated safety check: Pass | MIT |
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Related
Questions about Vastai Prod Checklist
What does Vastai Prod Checklist do?
Analyze readiness and issue a production go/no-go decision for a Vast.ai renter workload using retained evidence for cost, capacity, security, recovery, observability, and teardown. Vastai Prod Checklist is an agent skill from jeremylongshore/tons-of-skills-marketplace.ai renter workload using retained evidence for cost, capacity, security, recovery, observability, and teardown.
When should I use Vastai Prod Checklist?
Vastai Prod Checklist fits situations like: A release needs production approval; with: approve Vast.ai production; run the Vast.ai launch checklist; is this Vast.ai workload production ready.
How do I install Vastai Prod Checklist in Claude Code?
Run `npx skills add jeremylongshore/tons-of-skills-marketplace --skill vastai-prod-checklist -a claude-code`. Or copy the skill folder (skills/.curated/vastai-prod-checklist in jeremylongshore/tons-of-skills-marketplace) into .claude/skills/vastai-prod-checklist in your project. Claude Code loads it when a task matches its description.
How do I install Vastai Prod Checklist in Codex?
Run `npx skills add jeremylongshore/tons-of-skills-marketplace --skill vastai-prod-checklist -a codex`. Or copy the skill folder (skills/.curated/vastai-prod-checklist in jeremylongshore/tons-of-skills-marketplace) into .agents/skills/vastai-prod-checklist in your project. Codex loads it when a task matches its description.
Can I use Vastai Prod Checklist 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 jeremylongshore/tons-of-skills-marketplace --skill vastai-prod-checklist -a cursor` (or -a gemini-cli, github-copilot or opencode for the others). To copy it by hand, put the folder in .cursor/skills/vastai-prod-checklist, .gemini/skills/vastai-prod-checklist, .github/skills/vastai-prod-checklist and .opencode/skills/vastai-prod-checklist in your project.
What does Vastai Prod Checklist need to run?
SKILL.md names no scripts, command-line tools or credentials: Vastai Prod Checklist is instructions for the agent only. Its frontmatter pre-approves these tools: Read, Grep, Write, Edit. Compatibility (from SKILL.md): Requires an immutable release candidate, approved Vast.ai account, workload SLOs, security policy, and rollback owner..
Does Vastai Prod Checklist access the network?
SKILL.md names 1 domain. As links in the text: docs.vast.ai. This is read from the text; nothing was executed.
Is Vastai Prod Checklist 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 Vastai Prod Checklist use?
Vastai Prod Checklist is published under the MIT licence (declared in SKILL.md). It allows redistribution, so the full SKILL.md is shown on this page.
How many tokens does Vastai Prod Checklist use?
About 1k tokens (SKILL.md is roughly 4.1k characters). Agents keep only the skill's name and description in context until a task matches; then they load SKILL.md in full. Its references folder adds about 330 tokens, read only when the agent opens those files.
What are the alternatives to Vastai Prod Checklist?
Skills that share tags, products or a category with Vastai Prod Checklist: Agent Launch Checklist (aircrushin/promptMinder, 111 stars), Launch Day Conductor (aaron-he-zhu/aaron-marketing-skills, 2.9k stars), Frontmcp Production Readiness (agentfront/frontmcp, 146 stars) and Synthetic Monitoring (petrkindlmann/qa-skills, 170 stars). The comparison table on this page puts their stars, adoption, token cost, safety result and licence side by side.
Who maintains Vastai Prod Checklist?
jeremylongshore (a GitHub user) maintains it in jeremylongshore/tons-of-skills-marketplace, which has 2,827 GitHub stars. The repository holds 3,342 skills in this directory. The repository was last updated on October 10, 2026.
Source: jeremylongshore/tons-of-skills-marketplace on GitHub. Facts on this page come from the repository at the commit we read; the author's words are quoted as theirs.