giuseppe-trisciuoglio/developer-kit · plugins/developer-kit-ai/skills/chunking-strategy/SKILL.md

chunking-strategy skillA

chunking-strategy is agent-read markdown (skill) from giuseppe-trisciuoglio/developer-kit: Provides chunking strategies for RAG systems. Generates chunk size recommendations (256-1024 tokens), overlap percentages (10-20%), and semantic boundary detection methods. Validates semantic coherence and evaluates retrieval precision/recall metrics. Use when building retrieval-augmented generation systems, vector databases, or processing large documents..

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 giuseppe-trisciuoglio/developer-kit/chunking-strategy@git:20260324.a02e282
Exact content
mdr add giuseppe-trisciuoglio/developer-kit/chunking-strategy@sha256:50e95b88a2e01599

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_36sbdioxwnotwp6x.svg)](https://markdownregistry.com/a/art_36sbdioxwnotwp6x)

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Versions

versioncommittedcommitsizeaudit
git:20260324.a02e282 latest2026-03-24 a02e282 6,588 BA view · diff
git:20260223.c6d4db12026-02-23 c6d4db1 7,167 BA view · diff
v1.0.02026-02-08 147afce 7,286 BA view · diff
v1.0.02026-02-07 1a732c7 7,273 BA view · diff
v1.0.02026-02-07 654d94d 7,274 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 (6588 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

giuseppe-trisciuoglio/developer-kit · 345 stars · license MIT · pushed 2026-09-10 · branch main

API

GET https://markdownregistry.com/api/v1/artifacts/art_36sbdioxwnotwp6x
GET https://markdownregistry.com/api/v1/resolve?ref=giuseppe-trisciuoglio/developer-kit/chunking-strategy
GET https://markdownregistry.com/api/v1/blob/50e95b88a2e015994fab6e6431a98254713ffe3067146a772d9cd6be3e15c643

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