FastRAGOSS
FeaturesHow it worksDeveloperDocsHosting
Give it a ⭐
FeaturesHow it worksDeveloperDocsHosting
Give it a ⭐
Overview

Getting started

  • Running locally
  • Deployment
  • Providers

Architecture

  • Architecture
  • The self-corpus

Diagrams

  • Architecture diagrams
  • Data model (ERD)

Pipeline

  • Chunking
  • CRAG
  • Guardrails
  • Voice
  • Latency

Operations

  • Operations
  • Runbook
  • Benchmarking
  • LLM providers
documentation

Docs

Architecture, local setup, deployment, and pipeline deep-dives - rendered from the same markdown in the repo.

Getting started

Running locally

Compose stack, profiles, calibration, and first query.

Deployment

Vercel, Render, env vars, and cloud providers.

Providers

Local vs cloud adapter matrix.

Architecture

Architecture

Request path, components, and data flow.

The self-corpus

Indexing FastRAG's own code and docs, and deriving its golden set.

Diagrams

Architecture diagrams

Context, containers, sequences, data, deployment, lifecycles, network.

Data model (ERD)

Entities, attributes and cardinalities across Postgres, Qdrant and Redis.

Pipeline

Chunking

Strategies, metadata, and index shape.

CRAG

Corrective retrieval grading and rewrite.

Guardrails

Input gates before retrieval and generation.

Voice

STT, streaming voice queries, and audio handling.

Latency

Stage budgets and the sub-200ms retrieval target.

Operations

Operations

Monitoring, tracing, and day-two tasks.

Runbook

Incident checks and recovery steps.

Benchmarking

Latency harness and golden gates.

LLM providers

OpenAI-compatible generation backends.

FastRAGOSS

Voice-enabled, multilingual RAG. Answers only from retrieved sources - or it stays silent.

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Product

  • Features
  • How it works
  • Hosting
  • Providers

Pipeline

  • Guardrails
  • Benchmarks
  • Latency
  • The developer

Source

  • Repository
  • Docs
  • Running locally
  • Providers
  • Architecture

Developer

  • Rohan Sen

2026 FastRAG. Open source.

github.com/rohansen856/FastRAG