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Flamehaven-Filesearch

Self-hosted RAG search engine for private document search, hybrid retrieval, and production deployment in minutes instead of weeks.

About This Work

Flamehaven-Filesearch is a production-grade self-hosted RAG engine for teams that need private document search, source-grounded answers, and fast deployment. It combines BM25 plus hybrid retrieval, 34 file formats, multi-LLM support, and operational security without pushing sensitive documents into third-party SaaS.

dockerdocument-searchfastapiopen-sourcepythonragsemantic-searchbm25crewaidocument-parsinghaystackhybrid-searchknowledge-baselangchainllamaindexllmollamaself-hostedvector-search

Repository Overview

Flamehaven-Filesearch is a production-grade self-hosted RAG engine for teams that need private document search, source-grounded answers, and fast deployment. It combines BM25 plus hybrid retrieval, 34 file formats, multi-LLM support, and operational security without pushing sensitive documents into third-party SaaS.

README Core

Stop sending your sensitive documents to third-party services. FLAMEHAVEN FileSearch is a production-grade RAG search engine — BM25+hybrid retrieval, 34 file formats, multi-LLM (Gemini, OpenAI, Claude, Ollama) — running self-hosted in minutes, not days.

What changed in each release? See CHANGELOG.md for the full version history.

Framework SDKs (LangChain, LlamaIndex, etc.) are imported lazily — install only what you need:

Use & Documentation

Detailed installation, commands, examples, and deeper usage notes live in the repository README and docs.

README Map

  • Self-hosted RAG search engine. Production-ready in 3 minutes.
  • 🎯 Why FLAMEHAVEN FileSearch?
  • Features ✨
  • Core Capabilities
  • Quick Start 🚀
  • Option 1: Docker (Recommended)

Key Signals

  • ✅ API Key Hashing - SHA256 with salt
  • ✅ Rate Limiting - Per-key quotas (default: 100/min)
  • ✅ Permission System - Granular access control
  • ✅ Audit Logging - Complete request history
  • ✅ OWASP Headers - Security headers enabled by default

Announcements

synced Apr 30, 2026

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