Home

RagLeap Packages Wiki

Fast, honest, self-hosted RAG and knowledge-graph libraries. No black box, no 2GB dependency bloat, real tests, honestly documented limitations.

pip install ragleap-rag
pip install ragleap-graph

Package	PyPI	Source	Current version
ragleap-rag	pypi.org/project/ragleap-rag	packages/ragleap-rag	0.12.2
ragleap-graph	pypi.org/project/ragleap-graph	packages/ragleap-graph	0.6.1

Full API reference for both: packages.ragleap.com

Wiki pages

Page	What's in it
Getting Started	Install, quickstart code, first ingest + ask
Architecture	How the request pipeline actually fits together, verified against real source
Vector Backends	All 6 supported backends, live-verified status, when to use which
Benchmarks	Real, measured ingestion/latency/cost numbers — with gaps honestly disclosed
Migration Guide	Moving from LangChain or LlamaIndex, real code comparisons
Roadmap	What's shipped, what's next, and what we've deliberately said no to
FAQ & Honest Limitations	What this library does not do yet, and known rough edges
Contributing	Dev setup, test discipline, PR process

The core standard this project holds itself to

Every claim in this wiki and in the package's own README is either live-verified against real infrastructure, or explicitly labeled unverified. We don't publish projected numbers as if they were measured, and when we get something wrong (it's happened — see CHANGELOG.md), we say so in plain language rather than quietly fixing it.

Quick links to canonical source

These wiki pages summarize and point back to the real files in the repo — if anything here ever looks out of sync with the actual code, the repo files are the source of truth:

• README.md — full API reference
• CHANGELOG.md — every real change, version by version
• ROADMAP.md — monorepo-level plan
• SECURITY.md — vulnerability reporting