rag-retrieval SKILL.md skillA
rag-retrieval from yonatangross/orchestkit is an agent skill: a SKILL.md folder an AI agent loads when a task calls for it.
mdr add yonatangross/orchestkit/rag-retrieval@v2.0.0Pins v2.0.0 in mdr.lock. Pin the fingerprint instead.
- Audit grade
- A, 17 of 17 checks passed
- Kind
- SKILL.md skill
- Repository
- yonatangross/orchestkit
- Path
plugins/ork/skills/rag-retrieval/SKILL.md- Versions recorded
- 9
- Latest version
- v2.0.0, committed Oct 7, 2026
- First version recorded
- Jul 10, 2026
- Size
- 17,595 bytes
- Repository stars
- 299
- License
- MIT
Retrieval-Augmented Generation patterns for grounded LLM responses. Use when building RAG pipelines, embedding documents, implementing hybrid search, contextual retrieval, HyDE, agentic RAG, multimodal RAG, query decomposition, reranking, or pgvector search.
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
# RAG Retrieval Comprehensive patterns for building production RAG systems. Each category has individual rule files in `rules/` loaded on-demand. House thresholds, fusion ordering, and the latency and quality budgets we assert live in [House delta](#house-delta) below. Vendor documentation is linked, not restated (see [Upstream coverage](#upstream-coverage-do-not-restate)). ## Quick Reference | Category | Rules | Impact | When to Use | |----------|-------|--------|-------------| | [Core RAG](#core-rag) | 4 | CRITICAL | Basic RAG, citations, hybrid search, context management | | [Embeddings](#embeddings) | 3 | HIGH | Model selection, chunking, batch/cache optimization | | [Contextual Retrieval](#contextual-retrieval) | 3 | HIGH | Context-prepending, hybrid BM25+vector, pipeline | | [HyDE](#hyde) | 3 | HIGH | Vocabulary mismatch, hypothetical document generation | | [Agentic RAG](#agentic-rag) | 4 | HIGH | Self-RAG, CRAG, knowledge graphs, adaptive routing | | [Multimodal RAG](#multimodal-rag) | 3 | MEDIUM | Image+text retrieval, PDF chunking, cross-modal search | | [Query Decomposition](#query-decomposition) | 3 | MEDIUM | Multi-concept queries, parallel retrieval, RRF fusion | …
Read the whole file at its exact version.
How to install
mdr add yonatangross/orchestkit/rag-retrieval@sha256:f462879df6d42e00The line at the top of this page pins the label v2.0.0, 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_ewk2wwfmjyetyvta)
4 badge image fetches in 30 days. What the badge shows.
Versions
The registry has recorded 9 versions of this file, between Jul 10, 2026 and Oct 7, 2026, about one every 11 days.
| version | committed | commit | size | audit | |
|---|---|---|---|---|---|
| v2.0.0 latest | 2026-10-07 | 480e358 | 17,595 B | A | view · diff |
| v2.0.0 | 2026-09-29 | 105a980 | 17,599 B | A | view · diff |
| v2.0.0 | 2026-09-28 | 220adb4 | 17,617 B | A | view · diff |
| v2.0.0 | 2026-09-20 | 02cb935 | 17,630 B | A | view · diff |
| v2.0.0 | 2026-08-29 | 2aed0b0 | 17,630 B | A | view · diff |
| v2.0.0 | 2026-08-05 | 1f4cf61 | 17,630 B | A | view · diff |
| v2.0.0 | 2026-07-31 | 0e6a3a8 | 15,833 B | A | view · diff |
| v2.0.0 | 2026-07-25 | 47b78fb | 10,160 B | A | view · diff |
| v2.0.0 | 2026-07-10 | 10a2d30 | 10,160 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 (17595 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
yonatangross/orchestkit · 299 stars · license MIT · pushed 2026-11-07 · branch main
API
GET https://markdownregistry.com/api/v1/artifacts/art_ewk2wwfmjyetyvta GET https://markdownregistry.com/api/v1/resolve?ref=yonatangross/orchestkit/rag-retrieval GET https://markdownregistry.com/api/v1/blob/f462879df6d42e00cca06d490172fa02398643b12f54f26a4e9a9b8b38b673f5
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.
More from yonatangross/orchestkit
Every file in yonatangross/orchestkit