RagLeap
Library

Every package, one place

All MIT licensed. Real versions, real test counts, real dependencies — click through for full documentation and source.

ragleap-rag

v0.13.0 · PyPI package

Self-hosted RAG engine: hybrid dense+sparse retrieval, 28-format ingestion, 6 vector backends, 8 embedding providers, 12...

ragleap-graph

v0.9.0 · PyPI package

Knowledge-graph-augmented retrieval for RAG systems: Neo4j-backed entity extraction, co-occurrence graphs, entity dedupl...

ragleap-tools

v0.4.0 · PyPI package

Standalone, dependency-light tool implementations exposing OpenAI/Gemini-style function-calling schemas — no execution l...

ragleap-vectorstores

v0.5.1 · PyPI package

Pluggable vector backends beyond ragleap-rag's built-in 6 — Chroma, LanceDB, Redis, Upstash Vector, OpenSearch — as opti...

ragleap-observability

v0.6.2 · PyPI package (Helm charts)

Prometheus, Grafana, Loki and AlertManager observability stack for RagLeap Core, live-verified against a real Kubernetes...

ragleap-ops

v0.4.1 · PyPI package (K8s manifests)

Kubernetes deployment manifests for RagLeap Core — Deployment, Service, PVC and Secret manifests translated from the rea...

ragleap-core

v0.9.0 · Core engine (this repo)

The self-hosted AI-employee platform itself — approval-gated agents, 46 built-in roles, chat + voice channels....

ragleap-rag (Java port)

v0.12.0 · Maven Central

A pure-Java port of ragleap-rag for JVM teams: pgvector RAG pipeline, streaming generation, six vector backends (Milvus, Pinecone not live-verified)...

ragleap-app-chart

v0.3.0 · PyPI package (Helm chart)

A generic, reusable Helm chart for deploying arbitrary services to Kubernetes — not RagLeap-specific, unlike ragleap-ops...

ragleap-terraform

v0.1.0 · PyPI package (Terraform)

A Terraform module that creates a local kind cluster and installs the RagLeap Helm charts...

ragleap-integrations

v0.1.0 · PyPI package

MCP client that turns allowlisted tools on remote MCP servers into ragleap-tools Tool objects. Streamable HTTP only. Alpha.