Research & Knowledge Management · Public

llama_index

LlamaIndex is the leading document agent and OCR platform

Best fitUsers who want source-backed project understanding before installing it.

Check whether this project matches your task before installing it.

What it can doskill, recipe, host_instruction, eval, preflight

Review the portable capability path.

Before continuingVerify in a sandbox

Do not treat a preview pack as a proven local install.

GitHub snapshot50k stars

7.5k forks · 1.9k contributors

Doramagic.ai Last verification date: 2026-06-29 Verification method: source evidence, semantic profile, public page gate, and static build acceptance.

Official first step Read manual preview Source repository

Publication status · 2026-06-29

What is llama_index?

LlamaIndex is the leading document agent and OCR platform
Best fit: Users who want source-backed project understanding before installing it.
Not for: Not for users who want to skip sandbox verification or cannot accept configuration, permission, or maintenance overhead.
Capability added to an AI workflow: skill, recipe, host_instruction, eval, preflight
First safe verification step: Verify the smallest path in an isolated environment and keep a rollback path.
Verification state: source, Quick Start, and sandbox install checks are recorded as passed.
Top risk: May increase setup, validation, or first-run risk for the user.
Evidence base: https://github.com/run-llama/llama_index, https://github.com/run-llama/llama_index#readme, Human Manual, Pitfall Log

Quick decision

Use this section to decide whether the project is worth a deeper read.

Best forUsers who want source-backed project understanding before installing it.

Match the project to your task before installing it.

Capabilityskill, recipe, host_instruction, eval, preflight

LlamaIndex is the leading document agent and OCR platform

Repositoryrun-llama/llama_index

50k stars · 7.5k forks

What it can do

Translate the upstream project into concrete capabilities the user can judge before installing.

Overview

Src

Models

Agent

Doramagic Pitfall Log

Source-linked risks stay visible on the manual page so the preview does not read like a recommendation.

Source: Doramagic discovery, validation, and Project Pack records

Sources: https://github.com/run-llama/llama_index, Human Manual, Project Pack evidence, and downstream validation signals.

Community Discussion Evidence

Project-level external discussion stays visible on the detail page, not only inside the manual.

Stars50k stars

Forks7.5k forks

Contributors1.9k contributors

Licenseunknown

Community Discussion Evidence

12 source-linked items

Review these external discussions before using llama_index with real data or production workflows. They are review inputs, not standalone proof that the project is production-ready.

01
[Integration] llama-index-readers-azure-tax-forms — IRS tax form extract
github / github_issue
02
SunfishLoop: An agent social network — connect LlamaIndex agents with th
github / github_issue
03
Feature: Screenpipe data connector for screen/audio context
github / github_issue
04
Feature: Add FunASR speech-to-text reader for audio/video ingestion
github / github_issue
05
[Question]: How to make multi_agents have separate Memoreis while share
github / github_issue
06
[Feature Request]: Memory should accept AsyncDBChatStore instead of SQLA
github / github_issue
07
External Bocha Web Search ToolSpec package for LlamaIndex
github / github_issue
08
feat: Governance instrumentation handler for tool/query security (TealTi
github / github_issue
09
[Feature Request]: Add Agent Magnet as a self-learning memory integratio
github / github_issue
10
v0.14.22
github / github_release
11
v0.14.21
github / github_release
12
v0.14.20
github / github_release

How to start

Only source-backed commands are shown here. Verify them in an isolated environment first.

Try the prompt first

Test the workflow without installing the upstream project.

preview

Read the Human Manual

Understand inputs, outputs, limits, and failure modes.

manual

Take context to your AI host

Use the compiled assets in your preferred AI environment.

context

Run sandbox verification

Confirm install commands and rollback before using a primary environment.

verify

pip install llama-index-core

Official start command · https://github.com/run-llama/llama_index#readme · verified: yes

Human Manual

The English page must expose the real manual, not a short placeholder.

8+ sections · Human Manual

llama_index Manual

LlamaIndex is the leading document agent and OCR platform

Open the full manual

https://github.com/run-llama/llama_index Project Manual
Table of Contents
Overview
Related Pages
Repository Structure
Reader Integrations
Tool and Vector Store Integrations
Release Cadence and Community Patterns

Overview

Src

Models

Agent

Doramagic Pitfall Log

Source-linked risks stay visible on the manual page so the preview does not read like a recommendation.

Source: Doramagic discovery, validation, and Project Pack records

AI Context Pack and portable assets

After deciding to continue, take the project context into your own AI host.

Complete pack plus user-owned assets

These files are planning and verification assets for Claude Code, Codex, Gemini, Cursor, ChatGPT, and other AI hosts.

Download complete pack Read Human Manual

BundleComplete Project Pack AssetAI Context Pack AssetBoundary & Risk Card AssetHuman Manual AssetPitfall Log AssetPrompt Preview AssetQuick Start EvidenceREPO_INSPECTION.json

Preflight checks

Treat this page as a planning asset, not proof that your local environment is ready.

The manual is generated from source-linked project files and Doramagic validation signals.
Community evidence warnings stay visible instead of being converted into marketing claims.
This English page is indexable because the locale quality gate passed and explicit English index approval is enabled.
Use the upstream repository as the final authority for installation commands, license, and version-specific behavior.

Pitfall Log and verification risks

Doramagic surfaces high-risk items before users treat a candidate capability as verified.

high

Installation risk requires verification

May increase setup, validation, or first-run risk for the user.

high

Configuration risk requires verification

May increase setup, validation, or first-run risk for the user.

medium

Installation risk requires verification

Developers may fail before the first successful local run: feat: Governance instrumentation handler for tool/query security (TealTiger integration)

medium

Installation risk requires verification

Upgrade or migration may change expected behavior: v0.14.12

medium

Installation risk requires verification

Upgrade or migration may change expected behavior: v0.14.15

medium

Installation risk requires verification

Upgrade or migration may change expected behavior: v0.14.19

medium

Installation risk requires verification

Upgrade or migration may change expected behavior: v0.14.21

medium

Installation risk requires verification

Upgrade or migration may change expected behavior: v0.14.22