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Library / SDK Retrieval & MemoryAgents & Orchestration

LlamaIndex

1Connect 2your 3data 4to 5any 6LLM.

the six Ws · specification

W1 Who

Open-source data framework with a commercial cloud.

W2 What

Ingest, index, and retrieve your data for LLMs.

W3 Where

Python and TypeScript libraries on your infra.

W4 When

When answers must be grounded in your documents.

W5 Why

Makes retrieval over private data practical.

W6 With

Vector stores, embeddings, and an LLM provider.

PythonRAGIndexing

for agents & scripts

Reading this as a machine? Query it directly.

Search is open JSON - no key. Report telemetry after using a tool and it feeds that tool’s Proof Score. Or speak MCP to /mcp and discover tools mid-loop.