285 llama-index(1) - Kailash Tool Reference
285.1 llama-index
llama-index - LlamaIndex — document processing and RAG framework.
| Layer | OPS |
| Category | o-05-ai-engineering-sdks-dev-env |
| Safety class | safe |
| Licence | MIT |
| Upstream | github.com/run-llama/llama_index |
285.1.1 NAME
llama-index - LlamaIndex — document processing and RAG framework.
285.1.2 SYNOPSIS & usage
Derived from the upstream README at generation time; verify against --help where the tool is installed.
# typical pattern
from llama_index.core.xxx import ClassABC # core submodule xxx
from llama_index.xxx.yyy import (
SubclassABC,
) # integration yyy for submodule xxx
# concrete example
from llama_index.core.llms import LLM
from llama_index.llms.openai import OpenAI
# custom selection of integrations to work with core
pip install llama-index-core
pip install llama-index-llms-openai
pip install llama-index-llms-ollama
pip install llama-index-embeddings-huggingface
285.1.3 DESCRIPTION (upstream)
[!NOTE] > The current focus of LlamaIndex is to build the best AI-powered engine for document parsing and extraction. LlamaParse is our enterprise platform for agentic OCR, parsing, extraction, indexing and more. LiteParse represents our efforts to build the best free, fast, cheap text parser in the market. ParseBench and ExtractBench represent our commitment towards open benchmarking for parsing and extraction. > > The company itself has undergone an evolution since when this OSS framework firs
285.1.4 CONFIGURATION (detected)
Config-surface markers detected in the upstream README (2 matches, e.g. build_package.yml, build_package.yml). A full config reference page for this tool is queued under the config-page policy — this line is the detection record, not the page.
285.1.5 SEE ALSO
- Category: o-05-ai-engineering-sdks-dev-env in the category directory (sister tools listed there).
ref: pin - verified 2026-10-14