AI Decision System
Replayable, offline-verifiable records for AI-assisted go/no-go decisions: experiment promotions, typed model answers and human-approved actions.
Your AI agent writes docs and pages faster than you can skim them. Loupe lets you read them rendered, comment on any line, and send structured feedback straight back to the agent over MCP.
Developer toolsPHP · GoGitHub @loupe-acOnlineOwner unconfirmed
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A document- and site-review tool for humans working with AI agents.
Taken from the repository README
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Loupe is a document- and site-review tool for humans working with AI agents.
loupe.ac — the hosted instance ·
Documentation — install, connect an
agent, operate itRead the full README ↗Loupe is a document- and live-review tool for humans working with AI agents.
loupe.ac — the hosted instance · Documentation — install, connect an agent, operate it
An agent (or a person) submits a Markdown document; humans review it inline — selecting text, leaving comments, and either approving it or requesting changes. A Model Context Protocol (MCP) endpoint lets AI coding agents create documents and hand back a review URL, so a long-form plan or spec gets considered human feedback instead of scrolling past in a terminal. A companion live-review widget brings the same select-and-comment flow to live web pages.
Built with Symfony, Tailwind CSS and Symfony UX (Stimulus + Turbo).
document_create / document_revise, receiving a shareable review URL.cli/) that watches your board and runs a non-interactive
Claude Code worker for every card moved to next.site-review scopes. An agent
signs in through your browser, and nobody copies a credential by hand.One container holding the app, its worker and Postgres:
docker run --rm -p 127.0.0.1:8080:80 ghcr.io/loupe-ac/loupe:demo
Open http://localhost:8080 and log in with [email protected] /
loupe-admin. Bind to 127.0.0.1 as above — that password is published on this
page.
The image is for evaluating Loupe, not running it: its APP_SECRET is a
committed constant, nothing terminates TLS, and mail is discarded. See
Demo for the volume and port options.
just up # start nginx, php-fpm, postgres
just composer install # runs inside the php-fpm container
just migrate-run # set up the database
just exec bin/console app:dev:seed # log in as [email protected] / password
just up publishes no host port — it expects a reverse proxy on an external
Docker network named traefik, and fails rather than degrades without one.
examples/ holds a working proxy and a plain-HTTP alternative;
Reverse proxy explains the choice.
The full documentation is published at
loupe.ac/docs. It is built
from docs/ in this repository, so the same pages are readable
here on GitHub:
See CONTRIBUTING and Development. Please report security issues privately — see SECURITY.
Copyright (C) 2026 Geoffrey Bachelet.
Licensed under the GNU Affero General Public License v3.0 or later (AGPL-3.0-or-later). If you run a modified version of Loupe as a network service, the AGPL requires you to make your source available to its users.
Every page carries a "Source code" link in the footer to satisfy that. It points
wherever APP_SOURCE_URL says, defaulting to this repository — correct for an
unmodified instance, and wrong for a modified one. If you change the code, set
APP_SOURCE_URL to the repository that holds your version.