ai-rag-patterns SKILL.md skillA
ai-rag-patterns from peterbamuhigire/chwezi-dev-engine is an agent skill: a SKILL.md folder an AI agent loads when a task calls for it.
mdr add peterbamuhigire/chwezi-dev-engine/ai-rag-patterns@git:20260929.65e3315Pins git:20260929.65e3315 in mdr.lock. Pin the fingerprint instead.
- Audit grade
- A, 17 of 17 checks passed
- Kind
- SKILL.md skill
- Repository
- peterbamuhigire/chwezi-dev-engine
- Path
skills/ai/ai-rag-patterns/SKILL.md- Versions recorded
- 5
- Latest version
- git:20260929.65e3315, committed Sep 29, 2026
- First version recorded
- May 19, 2026
- Size
- 8,176 bytes
- Repository stars
- 28
- License
- MIT
Use when building features that answer questions from private data, documents, policies, or time-sensitive information — RAG architecture, chunking, hybrid search, re-ranking, vector databases, evaluation, agentic and multimodal RAG, and bounded iterative retrieval for context-starved subagents.
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 Patterns — Retrieval-Augmented Generation ## Operating contract ## Inputs | Input | Required | Purpose | |---|---|---| | Domain evidence | yes | question set, authoritative corpus, tenancy and access rules, freshness target, citation needs, and evaluation set | ## Outputs - Produce: retrieval architecture, ingestion/chunking policy, index and filter contract, grounded-answer schema, and evaluation report. ## Capability and permission boundaries Default to read-only analysis. Read only scoped records; redact secrets and regulated data. Writes, execution, network calls, production configuration, customer communication, billing changes, and delegation require explicit authority and an identified owner. Never widen tenant, time-window, or system scope implicitly. ## Degraded mode When required telemetry, evidence, execution, network access, or write authority is unavailable, return a partial result with each unassessed item labelled, preserve the safest existing state, and state the evidence or approval needed to continue. Never convert missing evidence into a pass. ## Decision rules | Condition | Action | |---|---| …
Read the whole file at its exact version.
How to install
mdr add peterbamuhigire/chwezi-dev-engine/ai-rag-patterns@sha256:9e0da9f63bfc6849The line at the top of this page pins the label git:20260929.65e3315, 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_ljpngegfad35jj2m)
3 badge image fetches in 30 days. What the badge shows.
Versions
The registry has recorded 5 versions of this file, between May 19, 2026 and Sep 29, 2026, about one every 33 days.
| version | committed | commit | size | audit | |
|---|---|---|---|---|---|
| git:20260929.65e3315 latest | 2026-09-29 | 65e3315 | 8,176 B | A | view · diff |
| git:20260924.eb7972e | 2026-09-24 | eb7972e | 7,955 B | A | view · diff |
| git:20260924.29cdc2b | 2026-09-24 | 29cdc2b | 7,617 B | A | view · diff |
| git:20260712.a867952 | 2026-07-12 | a867952 | 6,999 B | A | view · diff |
| git:20260519.bd4658a | 2026-05-19 | bd4658a | 6,835 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 (8176 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
peterbamuhigire/chwezi-dev-engine · 28 stars · license MIT · pushed 2026-10-22 · branch main
API
GET https://markdownregistry.com/api/v1/artifacts/art_ljpngegfad35jj2m GET https://markdownregistry.com/api/v1/resolve?ref=peterbamuhigire/chwezi-dev-engine/ai-rag-patterns GET https://markdownregistry.com/api/v1/blob/9e0da9f63bfc68499d19efe1609079be9f838987e26c041711c3e3c7f3d6c8f9
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.
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