mjunaidca/mjs-agent-skills · .claude/skills/building-rag-systems/SKILL.md

building-rag-systems skillA

building-rag-systems is agent-read markdown (skill) from mjunaidca/mjs-agent-skills: Build production RAG systems with semantic chunking, incremental indexing, and filtered retrieval. Use when implementing document ingestion pipelines, vector search with Qdrant, or context-aware retrieval. Covers chunking strategies, change detection, payload indexing, and context expansion. NOT when doing simple similarity search without production requirements..

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 mjunaidca/mjs-agent-skills/building-rag-systems@git:20251222.1a21d20
Exact content
mdr add mjunaidca/mjs-agent-skills/building-rag-systems@sha256:216f86698185f946

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_qgdpzibrft3unwqd.svg)](https://markdownregistry.com/a/art_qgdpzibrft3unwqd)

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Versions

versioncommittedcommitsizeaudit
git:20251222.1a21d20 latest2025-12-22 1a21d20 11,066 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 (11066 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

mjunaidca/mjs-agent-skills · 28 stars · license none · pushed 2026-08-12 · branch main

API

GET https://markdownregistry.com/api/v1/artifacts/art_qgdpzibrft3unwqd
GET https://markdownregistry.com/api/v1/resolve?ref=mjunaidca/mjs-agent-skills/building-rag-systems
GET https://markdownregistry.com/api/v1/blob/216f86698185f9469843631bbd65a23295ed863048047646ca03125a3e1c6bf4

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