The context engine for AI-native development
Miriel ingests your data from anywhere and turns it into a live, queryable context layer — so an agent or LLM working inside your product always has the right information, and storage and retrieval are handled for you.
Ingest anything, seamlessly
Connect your data sources and Miriel ingests them for you — documents, databases, conversations, and more — with no bespoke pipelines to build or maintain.
Instantly actionable
Your data becomes queryable in real time, with intelligent indexing and retrieval tuned to each source so your AI gets the context it needs — not a pile of raw text.
Built for your stack
Reach the engine through convenient Python, C#, TypeScript, and REST APIs — or explore, inspect, and manage your data from the web dashboard.
Storage & retrieval, handled
Put an agent or LLM to work inside your product and let Miriel handle storing and retrieving the relevant information automatically — that problem is solved for you.
The core storage and retrieval layer for AI-native apps and agents.
- Power with only a couple of lines of code — one connects your data, the next retrieves the right context.
- Unparalleled quality from indexing and retrieval tailored to each of your data sources.
- Security and control — encrypt every interaction and manage permissions at the token level, not just the file level.
- Auditability and source attribution — inspect the whole pipeline and see the sources behind every answer.
GET STARTED
Build with the context engine.
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