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.
Flamehaven•2mo ago
This update includes a path-traversal fix, FastAPI/Starlette security patches, request-ID tracing, rate limiting, LRU+TTL caching (<10ms hits), and a full set of Prometheus metrics. It’s noticeably more stable than the previous version.
The project is still lightweight and fully self-hostable, which remains a core focus. Thanks!