llms.txt@11-RAG-SearchB

llms.txt@11-RAG-Search from johnzfitch/claude-wiki is an llms.txt file: plain text a project publishes for AI models to read.

Install it, pinned
mdr add johnzfitch/claude-wiki/11-RAG-Search/llms.txt@git:20260929.21ba6dd

Pins git:20260929.21ba6dd in mdr.lock. Pin the fingerprint instead.

Audit grade
B, 13 of 14 checks passed
Kind
llms.txt file
Repository
johnzfitch/claude-wiki
Path
11-RAG-Search/llms.txt
Versions recorded
4
Latest version
git:20260929.21ba6dd, committed Sep 29, 2026
First version recorded
Apr 23, 2026
Size
317,698 bytes
Repository stars
24
License
a license file GitHub does not identify

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

# RAG & Search

> Every page below, concatenated. Each section gives the page title, its upstream source and its path in this repository.

---

## Enhancing RAG with Contextual Retrieval

Source: https://github.com/anthropics/claude-cookbooks/blob/main/capabilities/contextual-embeddings/guide.ipynb
Path: 11-RAG-Search/claude-cookbooks-capabilities-contextual-embeddings-guide.md

# Enhancing RAG with Contextual Retrieval

> Note: For more background information on Contextual Retrieval,
> including additional performance evaluations on various datasets, we
> recommend reading our accompanying [blog
> post](../19-Reference/contextual-retrieval.md).

Retrieval Augmented Generation (RAG) enables Claude to leverage your
internal knowledge bases, codebases, or any other corpus of documents
when providing a response. Enterprises are increasingly building RAG
applications to improve workflows in customer support, Q&A over internal
company documents, financial & legal analysis, code generation, and much
more.

In a [separate
guide](https://github.com/anthropics/anthropic-cookbook/blob/main/capabilities/retrieval_augmented_generation/guide.ipynb),
…

Read the whole file at its exact version.

How to install

The exact contents, by fingerprint
mdr add johnzfitch/claude-wiki/11-RAG-Search/llms.txt@sha256:ee306fa00b6fe973

The line at the top of this page pins the label git:20260929.21ba6dd, 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_qypht7pfvopr67o6.svg)](https://markdownregistry.com/a/art_qypht7pfvopr67o6)

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

Versions

The registry has recorded 4 versions of this file, between Apr 23, 2026 and Sep 29, 2026, about one every 53 days. Its first recorded version is graded F and its latest B.

versioncommittedcommitsizeaudit
git:20260929.21ba6dd latest2026-09-29 21ba6dd 317,698 BB view · diff
git:20260929.68bc2672026-09-29 68bc267 317,722 BB view · diff
git:20260531.24c35cc2026-05-31 24c35cc 474,664 BB view · diff
git:20260423.f7ee5922026-04-23 f7ee592 474,683 BF view

Audit of the latest version

B  13 of 14 checks passed. Fixed automatic checks with no AI involved, so the same checks give the same answer every run.
  • fail: Size between 200 bytes and 200 KB (317698 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

Starting a new one? Use a template for llms.txt on mdpantry, which passes every one of these checks and says what to change in it.

Source

GitHub

johnzfitch/claude-wiki · 24 stars · license a license file GitHub does not identify · pushed 2026-10-24 · branch master

API

GET https://markdownregistry.com/api/v1/artifacts/art_qypht7pfvopr67o6
GET https://markdownregistry.com/api/v1/resolve?ref=johnzfitch/claude-wiki/11-RAG-Search/llms.txt
GET https://markdownregistry.com/api/v1/blob/ee306fa00b6fe9738b98edee90a57e9fb49e10a40c2b6539366b5fd9c380c0d2

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: how to add an llms.txt file to a website · which agent file does what.

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