Library

Every package, one place

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

Core engine

The self-hosted AI-employee app itself.

ragleap-core

v0.13.2 · Core engine (this repo)

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

Python libraries

Install with pip. Each library is versioned and released on its own.

RAG and retrieval

ragleap-rag

v0.15.0 · PyPI package

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

ragleap-graph

v0.10.0 · PyPI package

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

ragleap-vectorstores

v0.6.0 · PyPI package

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

Agents and tools

ragleap-tools

v0.5.1 · PyPI package

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

MCP client (Streamable HTTP only) and, since 0.4.0, UTCP client that turns allowlisted tools on remote servers into ragleap-tools Tool objects. Alpha. Its UTCP discovery was live-checked once against a real manual (2026-11-07); no UTCP tool call has been verified against a real server.

ragleap-agents

v0.5.0 · PyPI package

Single-agent act-observe loop over ragleap-tools Tool objects, with a taint rule and approval gates. Alpha. Includes an OpenAI-compatible adapter; run against Groq with three models, and the taint rule has not been triggered by a real model.

Speech

ragleap-voice

v0.3.6 · PyPI package (pre-alpha)

Pre-alpha open, local speech tooling: licence-checked manifest, hash-verified downloads, and, since 0.1.0, a Whisper speech-to-text engine and an Indic Parler-TTS worker. Every model is unverified.

Memory and security

ragleap-memory

v0.3.0 · PyPI package (alpha)

Alpha, durable, tenant-scoped long-term memory for LLM applications in one SQLite file: typed entries with trust labels, supersede, forget, export and erase. Not independently audited.

ragleap-security

v0.2.0 · PyPI package (alpha)

Alpha, small, auditable security primitives for the ragleap libraries: tenant scopes, a hash-chained audit log, secret handling and input limits. Standard library only. Not independently audited.

Tracing and cost (Python)

ragleap-trace

v0.1.0 · PyPI package

Dependency-free tracing: spans with hard limits, privacy-safe by default, and an adapter for ragleap-rag hooks. Local files only; no network exporters.

ragleap-optimizer

v0.1.0 · PyPI package

Alpha, not independently audited. A measure-first layer for LLM requests: every step reports what it changed and whether it can lose information, and evaluate compares quality on your own cases.

Physical AI (simulation only)

ragleap-physical

v0.0.5 · PyPI package (pre-alpha, simulation only)

Pre-alpha bridge between AI agents and open-source simulators: the AI proposes, a named person approves the exact change, and the limits are checked again. Nothing here controls real hardware.

Java libraries

Java ports for JVM teams, on Maven Central.

ragleap-rag (Java port)

v0.14.0 · 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-graph (Java port)

v0.4.0 · Maven Central

A Java port of the ragleap-graph Neo4j graph index: optional LLM extraction, deduplication, upsert, queries and hybrid or graph-only retrieval over the HTTP Query API...

ragleap-vectorstores (Java port)

v0.1.0 · Maven Central

OpenSearch, Upstash Vector and Redis Stack backends for the ragleap-rag VectorBackend interface, with no vendor SDK. Upstash is not live-verified.

ragleap-terraform (Java jar)

v0.1.1 · Maven Central

The same files as the PyPI package, as a jar with a small reader class. Not a code port; Terraform is not included.

ragleap-ansible (Java jar)

v0.1.2 · Maven Central

The same files as the PyPI package, as a jar with a small reader class. Not a code port; Ansible is not included.

ragleap-observability (Java jar)

v0.8.4 · Maven Central

The same files as the PyPI package (the observability Helm chart), as a jar with a small reader class. Not a code port; Helm and Kubernetes are not included.

JavaScript and TypeScript libraries

Packages for Node.js, on npm.

@ragleap/rag (TypeScript)

v0.2.0 · npm (early)

Early TypeScript RAG utilities for Node.js 22 and later. Parity with the Python ragleap-rag has not been checked.

DevOps libraries (Python)

Python packages on PyPI: Kubernetes manifests, Helm charts and a Terraform module for running RagLeap.