yonatangross/orchestkit · plugins/ork/skills/rag-retrieval/SKILL.md

rag-retrieval skillA

rag-retrieval is agent-read markdown (skill) from yonatangross/orchestkit: Retrieval-Augmented Generation patterns for grounded LLM responses. Use when building RAG pipelines, embedding documents, implementing hybrid search, contextual retrieval, HyDE, agentic RAG, multimodal RAG, query decomposition, reranking, or pgvector search..

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 yonatangross/orchestkit/rag-retrieval@v2.0.0
Exact content
mdr add yonatangross/orchestkit/rag-retrieval@sha256:a858fb8a4bc59a32

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_ewk2wwfmjyetyvta.svg)](https://markdownregistry.com/a/art_ewk2wwfmjyetyvta)

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Versions

versioncommittedcommitsizeaudit
v2.0.0 latest2026-08-29 2aed0b0 17,630 BA view · diff
v2.0.02026-08-05 1f4cf61 17,630 BA view · diff
v2.0.02026-07-31 0e6a3a8 15,833 BA view · diff
v2.0.02026-07-25 47b78fb 10,160 BA view · diff
v2.0.02026-07-10 10a2d30 10,160 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 (17630 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

yonatangross/orchestkit · 278 stars · license MIT · pushed 2026-09-17 · branch main

API

GET https://markdownregistry.com/api/v1/artifacts/art_ewk2wwfmjyetyvta
GET https://markdownregistry.com/api/v1/resolve?ref=yonatangross/orchestkit/rag-retrieval
GET https://markdownregistry.com/api/v1/blob/a858fb8a4bc59a32aee5cad30ef377283dd700bab7bbc9b6973f15b63a4ed5bd

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