RAGForge

Chat with your

documents

instantly.

Upload PDFs, Word docs, or text files. RAGForge chunks, embeds, and indexes everything — then lets you query it all with Gemini. No backend needed.

3File formats
< 1minFirst query
0Infrastructure
The Pipeline

Four steps to intelligence

01UPLOADPDF, TXT, DOCX
02CHUNKSplit & embed
03INDEXVector store
04CHATAsk anything
Capabilities

Everything you need

Gemini Embeddings

State-of-the-art vector embeddings via Gemini. Documents become semantically searchable in seconds.

Embedding size768-dim

Smart Chunking

Recursive character splitter with configurable size and overlap. Context preserved across chunk boundaries.

Max chunk size2K

Streaming Answers

Responses stream token-by-token from Gemini Flash or Pro. See answers form in real time, no waiting.

Time to first token< 1s

Source Attribution

Every answer cites exactly which document chunks it came from. Full transparency, no hallucination hiding.

Configurable retrievalTop-K

Multi-format Parsing

Drop PDFs, Word docs, or plain text. Parser handles everything server-side — just drag and drop.

Supported formats3

Custom System Prompt

Override the system prompt to control tone, persona, and format. Your pipeline behaves exactly as you define.

Custom personas
Why RAGForge

Skip the boilerplate

 DIY SetupRAGForge
Vector DB setupHoursBuilt-in
Document parsingWrite your ownDrag & drop
Embedding pipelineCustom codeAutomatic
Auth & multi-userIntegrate yourselfClerk included
Chat with sourcesBuild from scratchReady to use
Time to first queryDaysMinutes

Ready to forge?

Bring your Gemini API key and start chatting with your documents in minutes. No backend, no infrastructure, no waiting.

Get Started — Free