Claude Code Skills·Claude Skills·The open SKILL.md registry for Claude
ClaudSkills / Engineering / ml-ai-eng

Vaultspec RAG Discovery

Category: Engineering  ·  Sub-category: ml-ai-eng  ·  Last updated:
Semantic codebase and architecture-decision discovery with vaultspec-rag - find code and the ADRs that govern it by meaning, then narrow with advanced filters and noise controls. Use to locate where or how something is done, or the decision behind it, instead of guessing identifiers or sweeping with keyword/grep search.
Security AStatic scan found no risk patternsHow grading works ›

From the source SKILL.md

vaultspec-rag finds things by MEANING. When you need to locate where or how something is done and do not already know the exact symbol, lead with a semantic search rather than a keyword sweep: keyword search only finds the words you already guessed, while semantic search finds the concept even when the code names it differently. The project's own discovery benchmarking is the basis for leading with it - a semantic-led hybrid sweep reaches the right file in about one call at roughly 1.3-2x less context than a broad grep or glob on a large tree, and recalls the governing decision with almost no…

What this skill does

Vaultspec RAG Discovery is a community-contributed Claude Code skill in the ml-ai-eng sub-category. It ships as a SKILL.md file that Claude Code auto-discovers under ~/.claude/skills/vaultspec-rag-discovery/ and loads when your prompt matches the skill's trigger.

Who uses this skill

The Vaultspec RAG Discovery Claude Code skill is built for software engineers, backend developers, full-stack teams, and technical leads building and maintaining production systems. It's part of ClaudSkills (also referred to as Claude Skills or Claude Code Skills) — the open community-curated registry of 158,000+ SKILL.md files for Anthropic's Claude Code agent and the wider Claude ecosystem (Claude API, Claude Agent SDK).

How to install

Free

Manual install (2 steps)

mkdir -p ~/.claude/skills/vaultspec-rag-discovery
curl -L https://claudskills.com/skills/vaultspec-rag-discovery/SKILL.md \
  -o ~/.claude/skills/vaultspec-rag-discovery/SKILL.md

Or just download SKILL.md directly and drop it into ~/.claude/skills/vaultspec-rag-discovery/. Claude Code auto-discovers it on next session.

Skills live at ~/.claude/skills/vaultspec-rag-discovery/SKILL.md on macOS/Linux, or %USERPROFILE%\.claude\skills\vaultspec-rag-discovery\SKILL.md on Windows. See the full install guide for step-by-step instructions.

Telegram

📱 Install from your phone or desktop Telegram

Open @claudskills_bot on Telegram, tap Open Desktop App, and the desktop app installs this skill for you. Or share the bot link with a colleague — they get the same one-tap install. Learn more →

Pro

One-click install via the desktop app

The ClaudSkills desktop app installs any skill directly into ~/.claude/skills/ with one click — no terminal required. Pro starts at $9/mo or $149 lifetime.

Pro

For the full experience including quality scoring and one-click install features for each skill — upgrade to Pro.

See pricing → Download desktop app

Frequently asked questions

How do I install the Vaultspec RAG Discovery Claude Code skill?
Install via the ClaudSkills desktop app (one click) or copy SKILL.md from the source repository to ~/.claude/skills/vaultspec-rag-discovery/SKILL.md and restart Claude Code. Both flows are detailed at claudskills.com/install/.
What does the Vaultspec RAG Discovery skill do?
Semantic codebase and architecture-decision discovery with vaultspec-rag - find code and the ADRs that govern it by meaning, then narrow with advanced filters and noise controls. Use to locate where or how something is done, or the decision behind it, instead of guessing identifiers or sweeping with keyword/grep search.
Is this skill free to install?
Yes. ClaudSkills is an open registry — every skill keeps its source repository's license, and manual install via copy is free. ClaudSkills Pro ($9/mo, $79/yr, or $149 one-time) adds one-click install via the desktop app and a multi-signal Quality Score.
When should I use the Vaultspec RAG Discovery skill?
Use Vaultspec RAG Discovery when your Claude Code task falls under the Engineering category — specifically in the ml ai eng area. Claude Code auto-discovers installed skills and invokes the right one based on the task description, so you can also ask Claude directly (e.g. "use Vaultspec RAG Discovery" or describe the task and let Claude pick). Browse related skills at /category/engineering/.
What is a Claude Code skill and how does the Vaultspec RAG Discovery skill fit in?
A Claude Code skill is a SKILL.md file that lives under ~/.claude/skills/<name>/ and tells the Claude Code CLI agent how to perform a specific task (instructions, prompts, allowed tools). Skills are auto-discovered at session start. Vaultspec RAG Discovery is one of 67,000+ skills indexed in the open ClaudSkills catalog, classified under the Engineering category. Learn more at /learn/what-is-a-claude-skill/.

Attribution & license

Cite this skill

If you reference this skill in a blog post, paper, or documentation, you can cite it as:

APA
nevenincs. (2026). Vaultspec RAG Discovery [Claude Code skill]. ClaudSkills. https://claudskills.com/skills/vaultspec-rag-discovery/
BibTeX
@misc{vaultspec-rag-discovery-2026,
  author    = {nevenincs},
  title     = {Vaultspec RAG Discovery [Claude Code skill]},
  year      = {2026},
  publisher = {ClaudSkills},
  url       = {https://claudskills.com/skills/vaultspec-rag-discovery/}
}

Embed this skill

Promote, attribute, or link this skill from your own README, blog post, or documentation. All three snippets are free to use — no sign-up, no API key. More distribution surfaces →

Badge
[![ClaudSkills](https://claudskills.com/badge/vaultspec-rag-discovery.svg)](https://claudskills.com/skills/vaultspec-rag-discovery/?utm_source=badge&utm_medium=readme&utm_campaign=skill_badge)
<script>
<script src="https://claudskills.com/embed/vaultspec-rag-discovery.js" async></script>
<iframe>
<iframe src="https://claudskills.com/embed/vaultspec-rag-discovery.html" width="100%" height="160" frameborder="0" loading="lazy" title="ClaudSkills: Vaultspec RAG Discovery"></iframe>

Security scan

Grade A · scanned 2026-07-23 — free static scan against the OWASP Agentic Skills Top 10.

No risk patterns were found in any of the ten OWASP-aligned categories. How grading works ›

Show this grade on your repo (click to copy):

[![Security: A](https://img.shields.io/badge/Security-A-2e7d32)](https://claudskills.com/skills/vaultspec-rag-discovery/#security)

Free. No spam. Unsubscribe in one click.

More Engineering skills

Browse all Engineering skills in the ClaudSkills registry, or explore these other picks from the same category:

Browse all Engineering skills → Top 100 skills
Part of ClaudSkills — the open registry for Claude Skills & Claude Code Skills.  ·  What's New  ·  Install guide  ·  About  ·  llms.txt

Part of Acreator Store — Adam Lankamer's AI tools: PerfectStudio · Ucaption · UTagger · AutoXPoster · TestYourSkills · AutomationFlows · Au Naturel · Telegram @acreatorstore

Categories

Use cases

Popular tags

Learn

Site