Tired of RAG demos that only work in notebooks? Flamehaven FileSearch is designed for real deployment — a lightweight, production-ready document search engine that you can self-host in minutes.

Key Highlights

5-minute setup — pip install flamehaven-filesearch[api] 100% self-hosted — your documents never leave your infra Python SDK + REST API with FastAPI & Swagger UI SQLite-backed store — simple, portable, and offline-friendly Gemini-powered embeddings with natural language Q&A + citations Docker-ready — works on a $5 VPS or your laptop

Why it matters

Unlike typical RAG stacks that require vector DBs, multiple APIs, and complex infra, Flamehaven FileSearch runs cleanly on Python and SQLite — no dependencies, no vendor lock-in. You own the data, the storage, and the intelligence.

It’s built for teams, researchers, and indie developers who need semantic search they can actually deploy and trust.

Try it

GitHub: https://github.com/flamehaven01/Flamehaven-Filesearch

PyPI: flamehaven-filesearch Docs: /docs after running the API server

#opensource #python #AI #RAG #Gemini #FastAPI #Flamehaven #LLM #developer

Security & Account Notice

Recently, GitHub detected a suspicious login attempt on our organization account. As a precaution, a password reset was enforced. We are currently in contact with GitHub Security and awaiting resolution.

This incident did not affect any public repositories such as dir2md, flashrecord, crom-efficient, ARR-medic-cyp3a4, or Unstable Singularity Detector. All builds remain verified and signed.

We sincerely apologize for any inconvenience caused and appreciate your understanding as we complete the security audit.