Library docs. This covers the open-source pip install-able packages only. To install and run ragleap-core (the AI employee system), see docs.ragleap.com.

7 packages documented

Documentation

Full API references for all eight packages, each drawn directly from the source and cross-checked line by line — not generated from docstrings alone.

Package references

Pick a package to see its full public API, version history, known limitations, and the real bugs found while building it.

ragleap-rag Hybrid retrieval engine — ingestion, embedding, vector search, generation

v0.15.0 Read →

ragleap-rag (Java) Java port of the ragleap-rag core pipeline, on Maven Central — connection pooling, embeddings, all 6 vector backends, retrieval, generation, 27-format document parser

v0.14.0 Read →

ragleap-graph Knowledge-graph retrieval over Neo4j — extraction, relations, hybrid search

v0.10.0 Read →

ragleap-graph (Java) Java port of the ragleap-graph Neo4j graph index, on Maven Central — regex or optional LLM extraction, deduplication, upsert, relation, lineage and entity queries, hybrid or graph-only retrieval

v0.4.0 Read →

ragleap-vectorstores Pluggable vector backends beyond ragleap-rag core's 6 — Chroma, LanceDB, Redis, Upstash and OpenSearch

v0.6.0 Read →

ragleap-tools Standalone, dependency-light tools for LLM tool-calling — stateless tools, sandboxed file ops, document search, web search, GitHub search and image description

v0.5.1 Read →

ragleap-integrations MCP client over Streamable HTTP that returns ragleap-tools Tool objects — owner-configured servers, an exact tool allowlist, modern and legacy protocol paths, connect() with approval and audit governance, multi-tenant use (McpHub), and a UTCP client (0.4.0, discovery live-checked once, no tool call verified against a real UTCP server)

v0.4.0 Read →

ragleap-agents Single-agent act-observe loop over ragleap-tools Tool objects — schema-checked actions, untrusted tool results, a taint rule with approval gates, pause/resume, an OpenAI-compatible adapter

v0.5.0 Read →

ragleap-ops Kubernetes deployment manifests + Helm chart, live-tested end-to-end on a real cluster

v0.6.2 Read →

ragleap-app-chart Generic, reusable Helm chart for arbitrary services — not RagLeap-specific

v0.3.2 Read →

ragleap-terraform Terraform module: local kind cluster plus the RagLeap Helm charts

v0.1.1 Read →

ragleap-ansible Ansible roles that prepare and harden a fresh Ubuntu server

v0.1.2 Read →

ragleap-voice Pre-alpha model manager for open, local speech models — licence-checked manifest, hash-verified downloads, no speech engines yet

v0.3.6 Read →

ragleap-memory Alpha, tenant-scoped long-term memory in one SQLite file: typed entries with trust labels, supersede, erase. Not independently audited.

v0.3.0 Read →

ragleap-security Alpha, small security primitives: tenant scopes, a hash-chained audit log, secret handling, input limits. Not independently audited.

v0.2.0 Read →

ragleap-observability Prometheus, Grafana, Loki + Promtail for ragleap-ops, live-verified end-to-end

v0.8.4 Read →

Looking for something else?

Source code and issue tracking live on GitHub. Release history and install instructions are on each package's PyPI page. The commercial RagLeap platform has its own separate docs at docs.ragleap.com.