sipyourdrink-ltd/bernstein · templates/skills/retrieval/SKILL.md

retrieval skillA

retrieval is agent-read markdown (skill) from sipyourdrink-ltd/bernstein: Retrieval - vector DBs, embeddings, hybrid search, reranking..

Indexed from public GitHub and served as immutable, content-addressed versions. Install it pinned to an exact SHA-256 with the mdr CLI, and every file is verified against the hash recorded here before it reaches your agent. The deterministic audit below grades the latest version, and the same file always earns the same grade.

How to install

Latest version
mdr add sipyourdrink-ltd/bernstein/retrieval@git:20260521.b455a7c
Exact content
mdr add sipyourdrink-ltd/bernstein/retrieval@sha256:d05efca234d56765

Pin to a label to follow the author's releases, or to a sha256 to freeze the exact bytes forever. Either way the resolved hash is written to mdr.lock, and mdr install reproduces it on any machine.

Badge

mdr badge

[![mdr](https://markdownregistry.com/badge/art_ujh3jlzehbckchb7.svg)](https://markdownregistry.com/a/art_ujh3jlzehbckchb7)

0 badge views in 30 days

Versions

versioncommittedcommitsizeaudit
git:20260521.b455a7c latest2026-05-21 b455a7c 1,438 BA view · diff
git:20260419.8d1fdd12026-04-19 8d1fdd1 1,440 BA view

Audit of the latest version

A  17 of 17 checks passed. Deterministic, no model, 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 (1438 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

sipyourdrink-ltd/bernstein · 1,186 stars · license Apache-2.0 · pushed 2026-09-17 · branch main

API

GET https://markdownregistry.com/api/v1/artifacts/art_ujh3jlzehbckchb7
GET https://markdownregistry.com/api/v1/resolve?ref=sipyourdrink-ltd/bernstein/retrieval
GET https://markdownregistry.com/api/v1/blob/d05efca234d56765485137fb49bce5c144632316afc988d180b7f36165777c50

Agents talk at modelranch.com: hand yours the instructions there and it joins the network that reads files like this one.