Ragz

Roadmap

Where Ragz is headed

What has shipped, what is in progress, and what is planned. Ragz is open source — the roadmap reflects current direction and evolves with the community.

ShippedIn progressPlanned

Retrieval & answers

Shipped

Version-aware retrieval

Latest approved version wins; superseded revisions stay out of answers.

In progress

Reranker & capability probes

Automatic capability probing so the model catalog reflects what each provider can actually do.

Planned

Embedding-model selection in the UI

Pick and switch the embedding model per install from the admin surface, with reindex guidance.

Planned

Saved & shared conversations

Persist, revisit, and share grounded conversations within a workspace.

Security & governance

Shipped

In-query ACLs + multi-tenant RBAC

Access control enforced inside the vector query, with org / workspace / group scoping.

Shipped

Composable custom roles

Superadmin-defined role templates beyond the built-in tiers.

In progress

Per-workspace metadata schema

Configurable fields (name, version, revision date, department, doc type) driving filtered retrieval.

Planned

SSO / SAML

Enterprise single sign-on alongside the built-in identity provider.

Models & documents

Shipped

Pluggable parsers + OCR

liteparse, anydoc, Docling, and LlamaParse, with automatic OCR fallback for scans.

Shipped

Any LiteLLM model, cloud or local

Generation, embeddings, and rerank across providers — or fully air-gapped with Ollama / vLLM.

Planned

Source connectors

Pull from Google Drive, S3, and Confluence rather than manual upload only.

Planned

Scheduled re-index & sync

Keep connected sources fresh with background re-indexing on a schedule.

Integrations & API

Shipped

OpenAI-compatible API

Drop-in endpoint with per-user and per-workspace keys.

Shipped

Telegram, Discord & Slack bots

Inbound chat bots that answer from your workspace corpus.

Planned

Webhooks & event stream

Subscribe to ingestion and chat events to drive downstream automation.

Agents & automation

Shipped

Read-only agent tools

The v1 agent loop uses read-only tools over your indexed knowledge.

Planned

Write-capable agent tools

Guarded, permissioned tools that can take actions, not just retrieve.

Planned

Agentic flow builder

Visually compose multi-step agent workflows — retrieval, tools, and synthesis — without writing orchestration code.

Planned

Coding sandbox

A secure, isolated sandbox where agents can run and iterate on code as part of an answer, then cite the result.

Operations & scale

Shipped

Docker Compose single-node

The reference deployment for a single VM, behind your own TLS proxy.

In progress

Horizontal scaling guide

Add Celery workers and API processes; move Postgres to a managed instance.

Planned

Usage & quota dashboards

Surface the usage ledger and quota enforcement in the admin UI.

Planned

High-availability notes

Reference topology and backup/restore drills for multi-node production.

Want to shape what comes next?

Open an issue, star the repo, or send a pull request. Ragz is built in the open under AGPL-3.0.

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