implementing-document-indexing SKILL.md skillA
implementing-document-indexing from qte77/claude-code-plugins is an agent skill: a SKILL.md folder an AI agent loads when a task calls for it.
mdr add qte77/claude-code-plugins/implementing-document-indexing@git:20260929.bb41808Pins git:20260929.bb41808 in mdr.lock. Pin the fingerprint instead.
- Audit grade
- A, 17 of 17 checks passed
- Kind
- SKILL.md skill
- Repository
- qte77/claude-code-plugins
- Path
plugins/rag-core/skills/implementing-document-indexing/SKILL.md- Versions recorded
- 2
- Latest version
- git:20260929.bb41808, committed Sep 29, 2026
- First version recorded
- Apr 6, 2026
- Size
- 3,585 bytes
- Repository stars
- 3
- License
- Apache-2.0
Implements document indexing with heading-boundary chunking, embedding, FAISS vector store, and PageIndex-style hybrid retrieval. Use when building RAG pipelines, document search, or memory layers.
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
# Document Indexing Implementation
**Target**: $ARGUMENTS
Implements a **document indexing and hybrid retrieval** pipeline: parse documents,
build a heading-based tree index, chunk by heading boundaries, embed with
sentence-transformers, store in FAISS, and retrieve via hybrid search.
## Architecture Overview
```text
Document --> Parser --> Pages --> TreeIndex (PageIndex)
|
v
Chunker (heading-boundary + max-token)
|
v
Embedder (sentence-transformers)
|
v
VectorStore (FAISS IndexFlatIP)
|
v
HybridRetrieval (vector search -> full page -> tree filter)
```
## Chunking Strategy
See `references/chunking-strategies.md` for full reference.
**Heading-boundary chunking** (primary):
1. Split document by heading boundaries (H1-H6)
…Read the whole file at its exact version.
How to install
mdr add qte77/claude-code-plugins/implementing-document-indexing@sha256:4312df7534afcbd0The line at the top of this page pins the label git:20260929.bb41808, 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_o2tnysm7kxo6cohl)
2 badge image fetches in 30 days. What the badge shows.
Versions
The registry has recorded 2 versions of this file, between Apr 6, 2026 and Sep 29, 2026, about one every 176 days.
| version | committed | commit | size | audit | |
|---|---|---|---|---|---|
| git:20260929.bb41808 latest | 2026-09-29 | bb41808 | 3,585 B | A | view · diff |
| git:20260406.0f1ea0d | 2026-04-06 | 0f1ea0d | 3,581 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 (3585 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
qte77/claude-code-plugins · 3 stars · license Apache-2.0 · pushed 2026-10-19 · branch main
API
GET https://markdownregistry.com/api/v1/artifacts/art_o2tnysm7kxo6cohl GET https://markdownregistry.com/api/v1/resolve?ref=qte77/claude-code-plugins/implementing-document-indexing GET https://markdownregistry.com/api/v1/blob/4312df7534afcbd046faee4232a51d2238de590d7d3872bdd835a0b0c734f5bb
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.