chunking-strategy SKILL.md skillA
chunking-strategy from giuseppe-trisciuoglio/developer-kit is an agent skill: a SKILL.md folder an AI agent loads when a task calls for it.
mdr add giuseppe-trisciuoglio/developer-kit/chunking-strategy@git:20260324.a02e282Pins git:20260324.a02e282 in mdr.lock. Pin the fingerprint instead.
- Audit grade
- A, 17 of 17 checks passed
- Kind
- SKILL.md skill
- Repository
- giuseppe-trisciuoglio/developer-kit
- Path
plugins/developer-kit-ai/skills/chunking-strategy/SKILL.md- Versions recorded
- 5
- Latest version
- git:20260324.a02e282, committed Mar 24, 2026
- First version recorded
- Feb 7, 2026
- Size
- 6,588 bytes
- Repository stars
- 366
- License
- MIT
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.
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
# Chunking Strategy for RAG Systems ## Overview Provides chunking strategies for RAG systems, vector databases, and document processing. Recommends chunk sizes, overlap percentages, and boundary detection methods; validates semantic coherence; evaluates retrieval metrics. ## When to Use Use when building or optimizing RAG systems, vector search pipelines, document chunking workflows, or performance-tuning existing systems with poor retrieval quality. ## Instructions ### Choose Chunking Strategy Select based on document type and use case: 1. **Fixed-Size Chunking** (Level 1) - Use for simple documents without clear structure - Start with 512 tokens and 10-20% overlap - Adjust: 256 for factoid queries, 1024 for analytical 2. **Recursive Character Chunking** (Level 2) - Use for documents with structural boundaries - Hierarchical separators: paragraphs → sentences → words - Customize for document types (HTML, Markdown, JSON) 3. **Structure-Aware Chunking** (Level 3) - Use for structured content (Markdown, code, tables, PDFs) - Preserve semantic units: functions, sections, table blocks - Validate structure preservation post-split …
Read the whole file at its exact version.
How to install
mdr add giuseppe-trisciuoglio/developer-kit/chunking-strategy@sha256:50e95b88a2e01599The line at the top of this page pins the label git:20260324.a02e282, 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.
[](https://markdownregistry.com/a/art_36sbdioxwnotwp6x)
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Versions
The registry has recorded 5 versions of this file, between Feb 7, 2026 and Mar 24, 2026, about one every 11 days.
| version | committed | commit | size | audit | |
|---|---|---|---|---|---|
| git:20260324.a02e282 latest | 2026-03-24 | a02e282 | 6,588 B | A | view · diff |
| git:20260223.c6d4db1 | 2026-02-23 | c6d4db1 | 7,167 B | A | view · diff |
| v1.0.0 | 2026-02-08 | 147afce | 7,286 B | A | view · diff |
| v1.0.0 | 2026-02-07 | 1a732c7 | 7,273 B | A | view · diff |
| v1.0.0 | 2026-02-07 | 654d94d | 7,274 B | A | view |
Audit of the latest version
- 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
giuseppe-trisciuoglio/developer-kit · 366 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
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: the SKILL.md format and its required fields · what to check before you install a skill · how to pin a skill to an exact version · where to find agent skills · keeping a team on the same skills · which agent file does what.