ai-llm-integration-expert SKILL.md skillA

ai-llm-integration-expert from roedyrustam/vibes-plug is an agent skill: a SKILL.md folder an AI agent loads when a task calls for it.

Install it, pinned
mdr add roedyrustam/vibes-plug/ai-llm-integration-expert@v4.2.1

Pins v4.2.1 in mdr.lock. Pin the fingerprint instead.

Audit grade
A, 17 of 17 checks passed
Kind
SKILL.md skill
Repository
roedyrustam/vibes-plug
Path
skills/ai-llm-integration-expert/SKILL.md
Versions recorded
16
Latest version
v4.2.1, committed Oct 8, 2026
First version recorded
Jul 26, 2026
Size
26,300 bytes
Repository stars
112
License
MIT

Expert guide for integrating Large Language Models (LLMs), Model Context Protocol (MCP v1.x), hybrid reasoning models, RAG architecture, vector databases, and AI agents / Panduan ahli untuk integrasi LLM, Model Context Protocol (MCP), model hybrid reasoning, arsitektur RAG, vector database, dan agen AI.

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

# AI & LLM Integration Expert (2026 Edition)

[English](#english) | [Bahasa Indonesia](#bahasa-indonesia)

---

<a name="english"></a>
## English

### Description
Production-grade guidelines for integrating AI, Model Context Protocol (MCP), hybrid reasoning models, and Large Language Models (LLMs) into modern software architectures. Covers hybrid reasoning token streaming, Streamable HTTP MCP transports, agentic memory architectures, native context caching, RAG pipelines, and multi-model orchestration.

### Trigger Conditions
- Integrating frontier reasoning models: Google Gemini 4 Pro / Gemini 4 Flash / Project Astra, Anthropic Claude 5.1 (Fable/Mythos) / Claude 5 Sonnet, OpenAI GPT-5.6 / GPT-5 / o3 / o3-mini / GPT-4.5, DeepSeek-R1 / DeepSeek-Pro / V3, or open-source weights (Llama 4, Qwen 2.5/3 Coder).
- Implementing Model Context Protocol (MCP) server or client integrations with Streamable HTTP transport or MCP Sampling.
- Building AI chatbots, copilots, or autonomous AI agent workflows (LangGraph, OpenAI Agents SDK, Google ADK, Mastra.ai, Vercel AI SDK 5.x/6.x).
- Managing streaming reasoning tokens (`<think>` chunks) separately from final output in user interfaces.
…

Read the whole file at its exact version.

How to install

The exact contents, by fingerprint
mdr add roedyrustam/vibes-plug/ai-llm-integration-expert@sha256:08e7fdae9abaa734

The line at the top of this page pins the label v4.2.1, 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.

Badge

mdr badge

[![mdr](https://markdownregistry.com/badge/art_6kgjjqlfi5epbo5c.svg)](https://markdownregistry.com/a/art_6kgjjqlfi5epbo5c)

5 badge image fetches in 30 days. What the badge shows.

Versions

The registry has recorded 16 versions of this file, between Jul 26, 2026 and Oct 8, 2026, about one every 5 days.

versioncommittedcommitsizeaudit
v4.2.1 latest2026-10-08 e8e3cf1 26,300 BA view · diff
v4.2.02026-10-03 d8cca2a 26,300 BA view · diff
v4.1.02026-10-03 96968e4 26,300 BA view · diff
v4.1.02026-10-03 8bb822a 25,609 BA view · diff
v4.0.02026-09-30 7be209a 25,610 BA view · diff
v3.0.02026-09-13 528c014 25,610 BA view · diff
v3.0.02026-09-13 4cedcda 25,282 BA view · diff
v2.8.02026-09-11 16cf003 15,288 BA view · diff
v2.8.02026-09-07 57a4b90 14,646 BA view · diff
v2.8.02026-09-07 66128aa 14,650 BA view · diff
git:20260907.0ae92d02026-09-07 0ae92d0 14,633 BA view · diff
git:20260816.d23736e2026-08-16 d23736e 12,475 BA view · diff
git:20260812.4f062ad2026-08-12 4f062ad 11,963 BA view · diff
git:20260809.9101e262026-08-09 9101e26 11,832 BA view · diff
git:20260729.f16bff52026-07-29 f16bff5 10,420 BA view · diff
git:20260726.d6ae9182026-07-26 d6ae918 6,238 BA view

Audit of the latest version

A  17 of 17 checks passed. Fixed automatic checks with no AI involved, so the same checks give the 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 (26300 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

roedyrustam/vibes-plug · 112 stars · license MIT · pushed 2026-10-22 · branch main

API

GET https://markdownregistry.com/api/v1/artifacts/art_6kgjjqlfi5epbo5c
GET https://markdownregistry.com/api/v1/resolve?ref=roedyrustam/vibes-plug/ai-llm-integration-expert
GET https://markdownregistry.com/api/v1/blob/08e7fdae9abaa734be989c071a3228c6ccde1dbf253ea48a8c435a4dc611d082

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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Every file in roedyrustam/vibes-plug

Other files named ai-llm-integration-expert

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