vaultspec-rag-discovery SKILL.md skillA
vaultspec-rag-discovery from nevenincs/vaultspec-core is an agent skill: a SKILL.md folder an AI agent loads when a task calls for it.
mdr add nevenincs/vaultspec-core/vaultspec-rag-discovery@git:20260717.822511bPins git:20260717.822511b in mdr.lock. Pin the fingerprint instead.
- Audit grade
- A, 17 of 17 checks passed
- Kind
- SKILL.md skill
- Repository
- nevenincs/vaultspec-core
- Path
.vaultspec/skills/vaultspec-rag-discovery/SKILL.md- Versions recorded
- 1
- Latest version
- git:20260717.822511b, committed Jul 17, 2026
- Size
- 7,402 bytes
- Repository stars
- 2
- License
- MIT
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.
Collected from public GitHub. Every version is saved exactly as it was and never changes. Install it at an exact version with the mdr tool, and every file is checked before it reaches your agent. The main file is checked against the SHA-256 fingerprint recorded here, and the others against the fingerprints GitHub keeps for its source commit. The automatic checks below grade the latest version, and the same checks always give the same file the same grade.
What the file says
# Semantic discovery with vaultspec-rag 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 noise. Treat vaultspec-rag as a discovery instrument and grep as the exact-symbol confirmer: a search lands you on the right surface, grep pins the precise line. Never conclude "there is no such site" from a search alone - confirm with grep. ## The method: locate by meaning, read, confirm 1. **Locate by meaning.** Run a semantic search to reach the epicenter file (code) or the governing record (a decision). One tight query gets you there. 1. **Read the epicenter whole.** Open the top file (or the nearest existing analogue) in full. …
Read the whole file at its exact version.
How to install
mdr add nevenincs/vaultspec-core/vaultspec-rag-discovery@sha256:03268b7bf42a0872The line at the top of this page pins the label git:20260717.822511b, which is what most people want. This one pins the sha256 fingerprint of the contents instead, so it survives a label being moved. Either way the exact version is written to mdr.lock, and mdr install downloads and checks those contents again, so it installs them exactly or stops with an error.
[](https://markdownregistry.com/a/art_oij5gsjhhhmmnsqr)
2 badge image fetches in 30 days. What the badge shows.
Versions
The registry has recorded 1 version of this file, committed on Jul 17, 2026.
Audit of the latest version
- pass: Frontmatter block present
- pass: Frontmatter declares a name
- pass: Frontmatter declares a description
- pass: Size between 200 bytes and 200 KB (7402 bytes)
- pass: No zero-width or bidi control characters
- pass: No instruction hidden inside an HTML comment
- pass: No link to an exfiltration or paste host
- pass: No credential-shaped string
- pass: No instruction to send local credentials anywhere
- pass: No text hidden with inline styles
- pass: No prompt-injection phrasing
- pass: No curl or wget piped into a shell
- pass: No recursive delete of root, home or parent
- pass: No instruction to read or print local credentials
- pass: No base64 blob over 200 characters
- pass: No link to a raw IP address
- pass: No script tag
Source
nevenincs/vaultspec-core · 2 stars · license MIT · pushed 2026-10-27 · branch main
API
GET https://markdownregistry.com/api/v1/artifacts/art_oij5gsjhhhmmnsqr GET https://markdownregistry.com/api/v1/resolve?ref=nevenincs/vaultspec-core/vaultspec-rag-discovery GET https://markdownregistry.com/api/v1/blob/03268b7bf42a0872c7b70a88c6ad68e46ab1ef0f157511e9e6ec457255692148
Your AI assistant does the legwork. You hear about the deals worth your word. Hand yours the standing instructions at modelranch.com and it joins the network that reads files like this one.
Guides: the SKILL.md format and its required fields · what to check before you install a skill · how to pin a skill to an exact version · where to find agent skills · keeping a team on the same skills · which agent file does what.