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Agent skill

Qv Registry Autobase Patterns

by tetherto in tetherto/qvac

Reference material for Autobase, HyperDB, and multi-writer patterns in the QVAC registry server.

Apache-2.0Auto-check passedDatabases

Install Qv Registry Autobase Patterns

skills CLI
$ npx skills add tetherto/qvac --skill qv-registry-autobase-patterns -a claude-code

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

GitHub CLI
$ gh skill install tetherto/qvac qv-registry-autobase-patterns --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/tetherto/qvac.git skills-src && mkdir -p .claude/skills && cp -r skills-src/.agents/skills/qv-registry-autobase-patterns .claude/skills/qv-registry-autobase-patterns && 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
qv-registry-autobase-patterns
GitHub stars
685
Token cost
~441 tokens
SKILL.md length
153 words
Files
5 (incl. references)
Skills in repo
50
Repo updated
First seen
Licence
Apache-2.0

At a glance

Reference material for Autobase, HyperDB, and multi-writer patterns in the QVAC registry server.

  • Working with Autobase
  • SKILL.md covers What, When to Use and References
  • Instructions only: no scripts, shell commands, URLs or credentials in SKILL.md
  • HyperDB schemas

What it does

Qv Registry Autobase Patterns is an agent skill from tetherto/qvac. Reference material for Autobase, HyperDB, and multi-writer patterns in the QVAC registry server. Use when working with Autobase, HyperDB schemas, blind pairing/peering, Hyperdispatch, or debugging Corestore/replication issues.

Its SKILL.md is about 440 tokens, which your agent loads only when the skill is triggered. The skill folder holds 5 other files, including reference files (for example `references/autobase-patterns.md`, `references/hyperdb-autobase-learnings.md` and `references/hyperdb-learnings.md`).

It sits in Databases, covering Database administration and Debugging. The repository describes itself as: Open-source local AI SDK - run AI on-device with no cloud, no API keys. Supports GGUF, RAG, image, music, and video generation, speech-to-text, P2P inference, and more… The licence is Apache-2.0.

When your agent uses it

  • Working with Autobase
  • HyperDB schemas
  • Blind pairing/peering
  • Debugging Corestore/replication issues

Example prompts

  • “/qv-registry-autobase-patterns”

What it can do on your machine

Read from SKILL.md and the folder at commit 673ea94. 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.

    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

Qv Registry Autobase Patterns loads about 441 tokens when it runs, and up to ~15k if it reads all its reference files. Until then it costs about 64 tokens; SKILL.md has 153 words of instructions outside code blocks.

Always · name and description, kept in context so the agent knows when to use it
~64
When it runs · the whole SKILL.md, loaded when a task matches
~441
With references · SKILL.md plus every file in references/, read only if the agent opens them
~15k

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 tetherto/qvac at commit 673ea94, republished under its Apache-2.0 licence (© tetherto). 153 words, ~441 tokens.

Download SKILL.mdSave it as .claude/skills/qv-registry-autobase-patterns/SKILL.md (or your agent's skills folder). This skill also uses 4 other files; get the full folder from GitHub.
name
qv-registry-autobase-patterns
description
Reference material for Autobase, HyperDB, and multi-writer patterns in the QVAC registry server. Use when working with Autobase, HyperDB schemas, blind pairing/peering, Hyperdispatch, or debugging Corestore/replication issues.

Registry Autobase Patterns

What

Reference material for Autobase, HyperDB, Hyperdispatch, and multi-writer distributed database patterns used in the QVAC registry server. Covers schema design, blind pairing/peering, multi-writer deployment, RPC layer setup, and HyperDB query patterns.

When to Use

  • Working with Autobase configuration, apply functions, or multi-writer patterns
  • Working with HyperDB schemas, collections, indexes, or query patterns
  • Implementing or debugging blind pairing (invites) or blind peering (mirrors)
  • Setting up Hyperdispatch routers or operation encoding
  • Deploying or managing multi-writer instances (3-writer setup, writer rotation)
  • Working with Hyperswarm networking, Protomux RPC, or peer discovery
  • Debugging Corestore, Hypercore, or replication issues

References

FileContent
references/autobase-patterns.mdAutobase + HyperDB multi-writer architecture: blind pairing, blind peering, schema build pipeline, router setup, common operations
references/implementation-kb.mdRegistry-specific gotchas: Corestore locking, named keypairs, writer vs indexer, Protomux connection order
references/hyperdb-learnings.mdHyperDB workshop: schema definition, CRUD operations, indexes, query patterns, networking, testing
references/hyperdb-autobase-learnings.mdMulti-writer workshop: Autobase architecture, Hyperdispatch, RPC layer, 3-writer deployment, disaster recovery

© tetherto, Apache-2.0. 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 4 other files (references) in .agents/skills/qv-registry-autobase-patterns of tetherto/qvac.

  • SKILL.md
  • references/autobase-patterns.md
  • references/hyperdb-autobase-learnings.md
  • references/hyperdb-learnings.md
  • references/implementation-kb.md

Open the folder on GitHubat commit 673ea94

Compare with similar skills

Qv Registry Autobase Patterns 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.

Qv Registry Autobase Patterns compared with similar skills
SkillStarsUsed inTokensAuto-checkLicenceRepo updated
Qv Registry Autobase Patterns this skilltetherto/qvac685—~441Automated safety check: PassApache-2.0
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Digoaldigoal/blog8.6k—~2.2kAutomated safety check: PassGPL-2.0
DBoracle/skills877—~1.4kAutomated safety check: PassUPL-1.0
Provider Architecturemajiayu000/litellm-rs117—~4.9kAutomated safety check: PassMIT
Slow Database InterviewerPrepLabsAI/InterviewMentor112—~2.6kAutomated safety check: PassMIT

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Categories

Questions about Qv Registry Autobase Patterns

What does Qv Registry Autobase Patterns do?

Reference material for Autobase, HyperDB, and multi-writer patterns in the QVAC registry server. Qv Registry Autobase Patterns is an agent skill from tetherto/qvac. Reference material for Autobase, HyperDB, and multi-writer patterns in the QVAC registry server.

When should I use Qv Registry Autobase Patterns?

Qv Registry Autobase Patterns fits situations like: working with Autobase; hyperDB schemas; blind pairing/peering; debugging Corestore/replication issues.

How do I install Qv Registry Autobase Patterns in Claude Code?

Run `npx skills add tetherto/qvac --skill qv-registry-autobase-patterns -a claude-code`. Or copy the skill folder (.agents/skills/qv-registry-autobase-patterns in tetherto/qvac) into .claude/skills/qv-registry-autobase-patterns in your project. Claude Code loads it when a task matches its description.

How do I install Qv Registry Autobase Patterns in Codex?

Run `npx skills add tetherto/qvac --skill qv-registry-autobase-patterns -a codex`. Or copy the skill folder (.agents/skills/qv-registry-autobase-patterns in tetherto/qvac) into .agents/skills/qv-registry-autobase-patterns in your project. Codex loads it when a task matches its description.

Can I use Qv Registry Autobase Patterns 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 tetherto/qvac --skill qv-registry-autobase-patterns -a cursor` (or -a gemini-cli, github-copilot or opencode for the others). To copy it by hand, put the folder in .cursor/skills/qv-registry-autobase-patterns, .gemini/skills/qv-registry-autobase-patterns, .github/skills/qv-registry-autobase-patterns and .opencode/skills/qv-registry-autobase-patterns in your project.

What does Qv Registry Autobase Patterns need to run?

SKILL.md names no scripts, command-line tools or credentials: Qv Registry Autobase Patterns is instructions for the agent only.

Does Qv Registry Autobase Patterns 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 Qv Registry Autobase Patterns 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 Qv Registry Autobase Patterns use?

Qv Registry Autobase Patterns is published under the Apache-2.0 licence (the repository's licence). It allows redistribution, so the full SKILL.md is shown on this page.

How many tokens does Qv Registry Autobase Patterns use?

About 441 tokens (SKILL.md is roughly 1.8k 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 15k tokens, read only when the agent opens those files.

What are the alternatives to Qv Registry Autobase Patterns?

Skills that share tags, products or a category with Qv Registry Autobase Patterns: Hybrid Cloud Outboxes (getsentry/sentry, 46k stars), Digoal (digoal/blog, 8.6k stars), DB (oracle/skills, 877 stars) and Provider Architecture (majiayu000/litellm-rs, 117 stars). The comparison table on this page puts their stars, adoption, token cost, safety result and licence side by side.

Who maintains Qv Registry Autobase Patterns?

tetherto (a GitHub organization) maintains it in tetherto/qvac, which has 685 GitHub stars. The repository holds 50 skills in this directory. The repository was last updated on October 10, 2026.

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