wshobson/agents · plugins/llm-application-dev/skills/rag-implementation/SKILL.md

rag-implementation skillA

rag-implementation is agent-read markdown (skill) from wshobson/agents: Build Retrieval-Augmented Generation (RAG) systems for LLM applications with vector databases and semantic search. Use when implementing knowledge-grounded AI, building document Q&A systems, or integrating LLMs with external knowledge bases..

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 wshobson/agents/rag-implementation@git:20260707.511f834
Exact content
mdr add wshobson/agents/rag-implementation@sha256:0dc4aeb9a9991278

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_ti7uj6zus76hc2vj.svg)](https://markdownregistry.com/a/art_ti7uj6zus76hc2vj)

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Versions

versioncommittedcommitsizeaudit
git:20260707.511f834 latest2026-07-07 511f834 4,555 BA view · diff
git:20260522.be57c0b2026-05-22 be57c0b 4,557 BA view · diff
git:20260307.47a5dbc2026-03-07 47a5dbc 15,385 BA view · diff
git:20260219.08655712026-02-19 0865571 16,840 BA view · diff
git:20260119.56848872026-01-19 5684887 16,840 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 (4555 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

wshobson/agents · 39,757 stars · license MIT · pushed 2026-09-14 · branch main

API

GET https://markdownregistry.com/api/v1/artifacts/art_ti7uj6zus76hc2vj
GET https://markdownregistry.com/api/v1/resolve?ref=wshobson/agents/rag-implementation
GET https://markdownregistry.com/api/v1/blob/0dc4aeb9a999127821fd938f07ddc3ca873324b1124f66c5d7ccb50f61a66ef0

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