RagLeapGuides for every package
16 guides across 8 packages, mirrored from the GitHub wiki and each package's docs. Pick a package to filter.
Getting Started
You'll need a PostgreSQL database with the pgvector extension enabled, and an API key for at least one supported provider (Gemini, Anthropic, OpenAI…
Architecture
This page mirrors the "How it fits together" diagram in the README — verified against real, current source ( inspect.signature() checks against…
Core Engine — AI Employees
Scope note: this page documents ragleap-core 's engine ( core/ , channels/ ), not the ragleap-rag / ragleap-graph pip packages covered by the rest of…
Core Engine — n8n Workflow Automation
Scope note: this page documents ragleap-core 's engine ( core/ , channels/ ), not the ragleap-rag / ragleap-graph pip packages covered by the rest of…
Vector Backends
ragleap-rag supports 6 vector storage backends. 2 are live-verified against a real service; 4 are code-complete but not yet live-tested — this is…
Migration Guide
Moving from LangChain or LlamaIndex? The full guide with 5 real, runnable side-by-side comparisons lives at MIGRATION.md in the repo root. This page…
Benchmarks
All numbers below come from a real, timed run against real infrastructure — never projected or estimated. Full methodology, raw results, and…
FAQ & Honest Limitations
No agentic AI / tool-calling. This is a RAG engine — text in, grounded answer out. No agent reasoning loop, no tool-calling. That's planned as…
Contributing
ragleap-rag is open source and welcomes contributions. This page covers the practical mechanics; project values are in Roadmap and the repo's…
ragleap-graph package guide
Knowledge-graph-augmented retrieval for RAG systems — entity extraction, co-occurrence graphs, and graph-based document retrieval via Neo4j.
ragleap-vectorstores package guide
Pluggable vector backends beyond ragleap-rag 's built-in 6 (PgVector, FAISS, Pinecone, Weaviate, Qdrant, Milvus).
ragleap-tools package guide
Standalone, dependency-light tool implementations for LLM tool-calling. Exposes OpenAI/Gemini-style function-calling schemas.
ragleap-observability package guide
Metrics, logs, and alerting for RagLeap Core -- Prometheus, Grafana, Loki, and AlertManager, wired against the real db/app/voice/neo4j services.
ragleap-ops package guide
Kubernetes deployment manifests for RagLeap Core.
ragleap-ops runbook
Operational playbooks for the 4 minimum incident scenarios flagged in the DevOps maturity plan: db-down, neo4j-crash-loop, backup-failure-detected, in…
ragleap-app-chart package guide
A generic, reusable Helm chart for deploying arbitrary services to Kubernetes — built by RagLeap, but not specific to RagLeap.