Qv Registry Autobase Patterns
tetherto/qvac
Reference material for Autobase, HyperDB, and multi-writer patterns in the QVAC registry server.
Guide for creating and maintaining outbox-based eventually consistent operations in Sentry.
Install Hybrid Cloud Outboxes
$ npx skills add getsentry/sentry --skill hybrid-cloud-outboxes -a claude-codeProject install by default; add -g for ~/.claude/skills/.
$ gh skill install getsentry/sentry hybrid-cloud-outboxes --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/getsentry/sentry.git skills-src && mkdir -p .claude/skills && cp -r skills-src/.agents/skills/hybrid-cloud-outboxes .claude/skills/hybrid-cloud-outboxes && 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 "hybrid-cloud-outboxes" agent skill from https://github.com/getsentry/sentry/tree/master/.agents/skills/hybrid-cloud-outboxes into .claude/skills/hybrid-cloud-outboxes/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "hybrid-cloud-outboxes", 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/getsentry/sentry/tree/master/.agents/skills/hybrid-cloud-outboxesType 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 getsentry/sentry --skill hybrid-cloud-outboxes -a codexProject install goes to .agents/skills/; add -g for ~/.codex/skills/.
$ gh skill install getsentry/sentry hybrid-cloud-outboxes --agent codexProject scope by default (.agents/skills/); add --scope user for a personal install.
$ git clone --depth 1 https://github.com/getsentry/sentry.git skills-src && mkdir -p .agents/skills && cp -r skills-src/.agents/skills/hybrid-cloud-outboxes .agents/skills/hybrid-cloud-outboxes && rm -rf skills-srcUse ~/.agents/skills/ instead of .agents/skills for a personal install.
Codex skills documentation · loads skills from .agents/skills/
Install the "hybrid-cloud-outboxes" agent skill from https://github.com/getsentry/sentry/tree/master/.agents/skills/hybrid-cloud-outboxes into .agents/skills/hybrid-cloud-outboxes/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "hybrid-cloud-outboxes", 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 getsentry/sentry --skill hybrid-cloud-outboxes -a cursorProject install goes to .agents/skills/; add -g for ~/.cursor/skills/.
$ gh skill install getsentry/sentry hybrid-cloud-outboxes --agent cursorProject scope by default (.agents/skills/); add --scope user for a personal install.
$ git clone --depth 1 https://github.com/getsentry/sentry.git skills-src && mkdir -p .cursor/skills && cp -r skills-src/.agents/skills/hybrid-cloud-outboxes .cursor/skills/hybrid-cloud-outboxes && 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 "hybrid-cloud-outboxes" agent skill from https://github.com/getsentry/sentry/tree/master/.agents/skills/hybrid-cloud-outboxes into .cursor/skills/hybrid-cloud-outboxes/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "hybrid-cloud-outboxes", 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/getsentry/sentry.git --path .agents/skills/hybrid-cloud-outboxes--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 getsentry/sentry --skill hybrid-cloud-outboxes -a gemini-cliProject install goes to .agents/skills/; add -g for ~/.gemini/skills/.
$ gh skill install getsentry/sentry hybrid-cloud-outboxes --agent gemini-cliProject scope by default (.agents/skills/); add --scope user for a personal install.
$ git clone --depth 1 https://github.com/getsentry/sentry.git skills-src && mkdir -p .gemini/skills && cp -r skills-src/.agents/skills/hybrid-cloud-outboxes .gemini/skills/hybrid-cloud-outboxes && 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 "hybrid-cloud-outboxes" agent skill from https://github.com/getsentry/sentry/tree/master/.agents/skills/hybrid-cloud-outboxes into .gemini/skills/hybrid-cloud-outboxes/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "hybrid-cloud-outboxes", 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 getsentry/sentry hybrid-cloud-outboxesInstalls 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 getsentry/sentry --skill hybrid-cloud-outboxes -a github-copilotProject install goes to .agents/skills/; add -g for ~/.copilot/skills/.
$ git clone --depth 1 https://github.com/getsentry/sentry.git skills-src && mkdir -p .github/skills && cp -r skills-src/.agents/skills/hybrid-cloud-outboxes .github/skills/hybrid-cloud-outboxes && 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 "hybrid-cloud-outboxes" agent skill from https://github.com/getsentry/sentry/tree/master/.agents/skills/hybrid-cloud-outboxes into .github/skills/hybrid-cloud-outboxes/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "hybrid-cloud-outboxes", 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 getsentry/sentry --skill hybrid-cloud-outboxes -a opencodeOpenCode documents no install command of its own. Project install goes to .agents/skills/; add -g for ~/.config/opencode/skills/.
$ gh skill install getsentry/sentry hybrid-cloud-outboxes --agent opencodeProject scope by default (.agents/skills/); add --scope user for a personal install.
$ git clone --depth 1 https://github.com/getsentry/sentry.git skills-src && mkdir -p .opencode/skills && cp -r skills-src/.agents/skills/hybrid-cloud-outboxes .opencode/skills/hybrid-cloud-outboxes && 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 "hybrid-cloud-outboxes" agent skill from https://github.com/getsentry/sentry/tree/master/.agents/skills/hybrid-cloud-outboxes into .opencode/skills/hybrid-cloud-outboxes/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "hybrid-cloud-outboxes", 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
hybrid-cloud-outboxes- GitHub stars
- 45k
- Token cost
- ~4.8k tokens
- SKILL.md length
- 1,424 words
- Files
- 5 (incl. references)
- Skills in repo
- 29
- Repo updated
- First seen
- Licence
- Custom licence
At a glance
Guide for creating and maintaining outbox-based eventually consistent operations in Sentry.
- Works in 9 steps: Determine What You Need → Add Outbox Replication to a New Model → Add a New OutboxCategory → …
- Asked to add outbox
- SKILL.md covers Critical Constraints, Step 1: Determine What You Need, Step 2: Add Outbox Replication… and Step 3: Add a New OutboxCategory, plus 6 more sections
- Instructions only: no scripts, shell commands, URLs or credentials in SKILL.md
What it does
Hybrid Cloud Outboxes is an agent skill from getsentry/sentry, published by the product's own GitHub organization. Guide for creating and maintaining outbox-based eventually consistent operations in Sentry. Most commonly used for cross-silo data replication, but applicable anywhere eventual consistency is needed — including single-silo deferred side effects, audit logging, and event fanout. Use when asked to "add outbox", "add outbox replication", "replicate model to control silo", "replicate model to cell", "add outbox category", "write outbox signal receiver", "debug stuck outboxes", "outbox not processing", "data not…
Its SKILL.md is about 4.8k tokens, which your agent loads only when the skill is triggered. The skill folder holds 5 other files, including reference files (for example `references/backfill.md`, `references/category-and-scope.md` and `references/debugging.md`).
It sits in Databases, covering Database administration and Debugging. It works with Sentry. The repository describes itself as: Developer-first error tracking and performance monitoring.
When your agent uses it
- Asked to add outbox
- Add outbox replication
- Replicate model to control silo
- Replicate model to cell
Example prompts
- “add outbox”
- “add outbox replication”
- “replicate model to control silo”
- “/hybrid-cloud-outboxes”
Requirements
- Python 3
Workflow steps
9 steps, taken from the step headings in SKILL.md.
- Determine What You Need
- Add Outbox Replication to a New Model
- Add a New OutboxCategory
- Write a Manual Signal Receiver
- Migrate an Existing Model to Use Outboxes
- Set Up a Backfill
- Test Outbox-Based Replication
- Debug Stuck Outboxes
- Verify (Pre-flight Checklist)
What it can do on your machine
Read from SKILL.md and the folder at commit 87d1203. 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
No scripts in the folder and no shell commands in SKILL.md (its code samples are python).
From the folder's file list and the shell code blocks in SKILL.md.
Network
No URLs in SKILL.md.
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.
Context cost
Hybrid Cloud Outboxes loads about 4.8k tokens when it runs, and up to ~13k if it reads all its reference files. Until then it costs about 212 tokens; SKILL.md has 1,424 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
Its licence (Custom licence) doesn't allow us to republish the file, so here is its outline and opening line. It has 1,424 words (~4,753 tokens).
“Sentry uses a transactional outbox pattern for eventually consistent operations. When a model changes, an outbox row is written inside the same database transaction. After the transaction commits, the outbox is drained — firing a signal that triggers side effects…”
- name
- hybrid-cloud-outboxes
Files
SKILL.md and 4 other files (references) in .agents/skills/hybrid-cloud-outboxes of getsentry/sentry.
- SKILL.md
- references/backfill.md
- references/category-and-scope.md
- references/debugging.md
- references/signal-receivers.md
Open the folder on GitHubat commit 87d1203
Compare with similar skills
Hybrid Cloud Outboxes 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 |
|---|---|---|---|---|---|---|
| Hybrid Cloud Outboxes this skillgetsentry/sentry | 45k | — | ~4.8k | Automated safety check: Pass | Custom licence | |
| Qv Registry Autobase Patternstetherto/qvac | 674 | — | ~441 | Automated safety check: Pass | Apache-2.0 | |
| Cleanupwannabespace/conar | 1.5k | — | ~2.4k | Automated safety check: Pass | AGPL-3.0 | |
| Production Error Huntdifferent-ai/openwork | 24k | — | ~803 | Automated safety check: Pass | Custom licence | |
| Slow Database InterviewerPrepLabsAI/InterviewMentor | 112 | — | ~2.6k | Automated safety check: Pass | MIT | |
| Doca Erasure CodingNVIDIA/skills | 3.5k | — | ~4.3k | Automated safety check: Pass | Apache-2.0 |
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Related
Works with
Categories
Questions about Hybrid Cloud Outboxes
What does Hybrid Cloud Outboxes do?
Guide for creating and maintaining outbox-based eventually consistent operations in Sentry. Hybrid Cloud Outboxes is an agent skill from getsentry/sentry, published by the product's own GitHub organization. Guide for creating and maintaining outbox-based eventually consistent operations in Sentry.
When should I use Hybrid Cloud Outboxes?
Hybrid Cloud Outboxes fits situations like: asked to add outbox; add outbox replication; replicate model to control silo; replicate model to cell.
How do I install Hybrid Cloud Outboxes in Claude Code?
Run `npx skills add getsentry/sentry --skill hybrid-cloud-outboxes -a claude-code`. Or copy the skill folder (.agents/skills/hybrid-cloud-outboxes in getsentry/sentry) into .claude/skills/hybrid-cloud-outboxes in your project. Claude Code loads it when a task matches its description.
How do I install Hybrid Cloud Outboxes in Codex?
Run `npx skills add getsentry/sentry --skill hybrid-cloud-outboxes -a codex`. Or copy the skill folder (.agents/skills/hybrid-cloud-outboxes in getsentry/sentry) into .agents/skills/hybrid-cloud-outboxes in your project. Codex loads it when a task matches its description.
Can I use Hybrid Cloud Outboxes 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 getsentry/sentry --skill hybrid-cloud-outboxes -a cursor` (or -a gemini-cli, github-copilot or opencode for the others). To copy it by hand, put the folder in .cursor/skills/hybrid-cloud-outboxes, .gemini/skills/hybrid-cloud-outboxes, .github/skills/hybrid-cloud-outboxes and .opencode/skills/hybrid-cloud-outboxes in your project.
What does Hybrid Cloud Outboxes need to run?
SKILL.md names no scripts, command-line tools or credentials: Hybrid Cloud Outboxes is instructions for the agent only. Our summary lists: Python 3.
Does Hybrid Cloud Outboxes access the network?
SKILL.md contains no URLs. Any network use would come from the scripts or tools the agent runs. This is read from the text; nothing was executed.
Is Hybrid Cloud Outboxes 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 Hybrid Cloud Outboxes use?
Hybrid Cloud Outboxes has a licence file (the repository's licence) that doesn't match a standard licence. Read it on GitHub before reusing the skill.
How many tokens does Hybrid Cloud Outboxes use?
About 4.8k tokens (SKILL.md is roughly 19k 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 8.2k tokens, read only when the agent opens those files.
What are the alternatives to Hybrid Cloud Outboxes?
Skills that share tags, products or a category with Hybrid Cloud Outboxes: Qv Registry Autobase Patterns (tetherto/qvac, 674 stars), Cleanup (wannabespace/conar, 1.5k stars), Production Error Hunt (different-ai/openwork, 24k stars) and Slow Database Interviewer (PrepLabsAI/InterviewMentor, 112 stars). The comparison table on this page puts their stars, adoption, token cost, safety result and licence side by side.
Who maintains Hybrid Cloud Outboxes?
getsentry (a GitHub organization, an official publisher) maintains it in getsentry/sentry, which has 45,495 GitHub stars. The repository holds 29 skills in this directory. The repository was last updated on October 7, 2026.
Source: getsentry/sentry on GitHub. Facts on this page come from the repository at the commit we read; the author's words are quoted as theirs.