ai-orchestration-llamaindex SKILL.md skillA

ai-orchestration-llamaindex from agents-inc/skills is an agent skill: a SKILL.md folder an AI agent loads when a task calls for it.

Install it, pinned
mdr add agents-inc/skills/ai-orchestration-llamaindex@git:20261016.afd0e14

Pins git:20261016.afd0e14 in mdr.lock. Pin the fingerprint instead.

Audit grade
A, 17 of 17 checks passed
Kind
SKILL.md skill
Repository
agents-inc/skills
Path
src/skills/ai-orchestration-llamaindex/SKILL.md
Versions recorded
2
Latest version
git:20261016.afd0e14, committed Oct 16, 2026
First version recorded
Mar 23, 2026
Size
18,886 bytes
Repository stars
26
License
MIT

LlamaIndex.TS data framework for RAG, indexing, retrieval, query engines, chat engines, and agentic workflows in TypeScript.

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

# LlamaIndex.TS Patterns

> **Quick Guide:** LlamaIndex.TS is a data framework for building context-aware LLM applications in TypeScript. Use `Settings` singleton to configure LLM and embedding models globally. Load documents with `SimpleDirectoryReader`, chunk with `SentenceSplitter`, index with `VectorStoreIndex.fromDocuments()`, and query with `index.asQueryEngine()`. For agents, use `agent()` from `@llamaindex/workflow` with `tool()` definitions using Zod schemas. All core operations are async -- every function returns a Promise. The `llamaindex` package re-exports most things, but LLM providers require separate packages like `@llamaindex/openai` or `@llamaindex/ollama`.

---

<critical_requirements>

## CRITICAL: Before Using This Skill

**(You MUST configure `Settings.llm` and `Settings.embedModel` before any indexing or querying -- the Settings singleton is lazily initialized and defaults to OpenAI, which will fail without an API key)**

**(You MUST await all LlamaIndex operations -- `fromDocuments()`, `asQueryEngine()`, `query()`, `chat()`, `loadData()` are ALL async)**
…

Read the whole file at its exact version.

How to install

The exact contents, by fingerprint
mdr add agents-inc/skills/ai-orchestration-llamaindex@sha256:6f2d10c5d5ecad06

The line at the top of this page pins the label git:20261016.afd0e14, 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_kcaavxhulbe5nuoi.svg)](https://markdownregistry.com/a/art_kcaavxhulbe5nuoi)

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

Versions

The registry has recorded 2 versions of this file, between Mar 23, 2026 and Oct 16, 2026, about one every 207 days.

versioncommittedcommitsizeaudit
git:20261016.afd0e14 latest2026-10-16 afd0e14 18,886 BA view · diff
git:20260323.1cb67272026-03-23 1cb6727 19,162 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 (18886 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

agents-inc/skills · 26 stars · license MIT · pushed 2026-10-27 · branch main

API

GET https://markdownregistry.com/api/v1/artifacts/art_kcaavxhulbe5nuoi
GET https://markdownregistry.com/api/v1/resolve?ref=agents-inc/skills/ai-orchestration-llamaindex
GET https://markdownregistry.com/api/v1/blob/6f2d10c5d5ecad0650ffb1fbec368a07b23cef12aeefcb231a6909d415a397d1

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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