vault-search SKILL.md skillA

vault-search from pantheon-org/tekhne is an agent skill: a SKILL.md folder an AI agent loads when a task calls for it.

Install it, pinned
mdr add pantheon-org/tekhne/vault-search@git:20260710.a38941a

Pins git:20260710.a38941a in mdr.lock. Pin the fingerprint instead.

Audit grade
A, 17 of 17 checks passed
Kind
SKILL.md skill
Repository
pantheon-org/tekhne
Path
skills/agentic-harness/vault-search/SKILL.md
Versions recorded
2
Latest version
git:20260710.a38941a, committed Jul 10, 2026
First version recorded
Jul 10, 2026
Size
3,789 bytes
Repository stars
10
License
MIT

Search persistent memory for relevant context — including architectural decisions, resolved bugs, and implementation patterns — when the user asks about past decisions, when debugging a recurring issue, when uncertain whether something was already decided, or before re-implementing something that may have been done before. Use when the user says "do you remember…", "what did we decide about…", or "have we solved this before".

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

# vault-search

Retrieve relevant memories from the vault using hybrid BM25 + vector search.

## Mindset

Search before you implement, design, or debug — not after. A 2-second search
that surfaces a prior constraint saves hours of work in the wrong direction.
When search returns empty, say so honestly; never fabricate a memory.

## When to use

- Before starting a non-trivial task: search for related prior decisions
- When the user asks "do you remember…" or "what did we decide about…"
- Before proposing an approach: check for existing constraints or patterns
- When a bug appears familiar: search for past workarounds

## How to use

```bash
vault-cli search "<query>" [--top-k <n>] [--project <id>]
```

Exits 1 with "No results." if nothing is found.

## Query construction

- Use **noun phrases**, not questions: `"auth token expiry"` not `"how does auth token expiry work?"`
- Use `--project` to narrow scope when working in a known project context
- If the first query returns nothing, broaden: remove specific version numbers or
  error codes and retry with a higher-level term (e.g. `"postgres connection"` instead of `"ECONNREFUSED 5432"`)

## Handling no results
…

Read the whole file at its exact version.

How to install

The exact contents, by fingerprint
mdr add pantheon-org/tekhne/vault-search@sha256:2330b0a3dcda68c4

The line at the top of this page pins the label git:20260710.a38941a, 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.

Badge

mdr badge

[![mdr](https://markdownregistry.com/badge/art_7voqxarnmancslwa.svg)](https://markdownregistry.com/a/art_7voqxarnmancslwa)

2 badge image fetches in 30 days. What the badge shows.

Versions

The registry has recorded 2 versions of this file, all committed on Jul 10, 2026.

versioncommittedcommitsizeaudit
git:20260710.a38941a latest2026-07-10 a38941a 3,789 BA view · diff
git:20260710.9cbcee22026-07-10 9cbcee2 2,739 BA view

Audit of the latest version

A  17 of 17 checks passed. Fixed automatic checks with no AI involved, so the same checks give the same answer every run.
  • pass: Frontmatter block present
  • pass: Frontmatter declares a name
  • pass: Frontmatter declares a description
  • pass: Size between 200 bytes and 200 KB (3789 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

GitHub

pantheon-org/tekhne · 10 stars · license MIT · pushed 2026-10-21 · branch main

API

GET https://markdownregistry.com/api/v1/artifacts/art_7voqxarnmancslwa
GET https://markdownregistry.com/api/v1/resolve?ref=pantheon-org/tekhne/vault-search
GET https://markdownregistry.com/api/v1/blob/2330b0a3dcda68c45ccdb8cca8b82f50f64d2ad1c83b1f27d93b1f8fdf855d75

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.

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