amey-thakur/ai-skills · skills/ai-memory-rag/chunking-strategies/SKILL.md

chunking-strategies skillA

chunking-strategies is agent-read markdown (skill) from amey-thakur/ai-skills: Split documents into retrieval units that preserve meaning, so a retrieved chunk answers the question rather than trailing off mid-thought. Use when building or fixing a retrieval pipeline whose results are technically relevant but useless..

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 amey-thakur/ai-skills/chunking-strategies@git:20260728.fe84bd4
Exact content
mdr add amey-thakur/ai-skills/chunking-strategies@sha256:171f70916c6e3f55

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_6apqon2lh2t2uhfp.svg)](https://markdownregistry.com/a/art_6apqon2lh2t2uhfp)

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Versions

versioncommittedcommitsizeaudit
git:20260728.fe84bd4 latest2026-07-28 fe84bd4 2,162 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 (2162 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

amey-thakur/ai-skills · 7 stars · license MIT · pushed 2026-09-06 · branch main

API

GET https://markdownregistry.com/api/v1/artifacts/art_6apqon2lh2t2uhfp
GET https://markdownregistry.com/api/v1/resolve?ref=amey-thakur/ai-skills/chunking-strategies
GET https://markdownregistry.com/api/v1/blob/171f70916c6e3f55258e15bf8fd8adb0a8649c7f8cdbdd871ec68732c07a916f

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