Using Quivr

What Quivr does, how to run it, and how to send it content to search and monitor. For integrators, operators and non-developers.

Understand how it works

Public HTTP transport contract: how the HTTP API contract is organised and checked
Quivr V2 — Remaining limits: known limits and what is not claimed
What Quivr can do: what Quivr does, in plain words, for non-developers

Railway evaluation demo: run a hosted single-node evaluation demo
API walkthrough: endpoint behaviour, limits, processing and search in detail
Connect an AI agent: let an AI agent search Quivr, cite sources and add text over MCP
Connector Instances: operator guide: set up and operate scheduled sources of content
Microsoft 365 mailbox (m365_mail): operator guide: collect mail from a Microsoft 365 mailbox
RSS and Atom feeds (rss): collect articles from RSS and Atom feeds
X lists in real time: webhook mode: receive the posts of an X list in real time through webhooks
X lists (x_list): operator guide: collect posts from an X list
Described alerts: alerts written in plain language: write alerts in plain language, and see what is sent to the model provider
Your first search: create a Corpus, add a Record and search it, step by step
Keyword alerts: writing alert queries: write alert queries and set up metadata filters
Quivr Search demo (THE-663): the demo web app: search, sources and live feed

Command-line reference: every quivr command, what it needs to run, its flags and exit codes
HTTP API reference: every endpoint, field and example, generated from the contract
MCP reference: every MCP profile and tool an AI agent can use, with its arguments

Quivr V2: the project overview: why Quivr, architecture, quickstart and what works today