Source ReviewWARN
Read: QUICKSTART.md, docker-compose.yml, .env.example, scripts/quickstart/init-env.sh, and the key lines of the Dockerfiles. The Python backend and frontend source were not read file by file.
Ask a question and AI agents search the web and write a research report with cited sources; runs on your own machine with Docker Compose, bound to 127.0.0.1. A bring-your-own-key product: you supply your own OpenAI and Tavily keys. Derived from a frozen snapshot of an Apache-2.0 open-source project.
Individuals, researchers and small teams who want AI agents to gather web material on their own machine and turn it into a cited report, and who already have or are willing to get OpenAI and Tavily keys.
$ sh scripts/quickstart/init-env.sh $ docker compose up -d --build
Files in the product repository at the pinned commit. A few house files are left out of the zip.
Clone → Checkout → Toolchain → Run studio
A tool where you ask a question and AI agents search the web and write a research report with cited sources: a frontend and a backend service, brought up with Docker Compose on your own machine.
Derived from an open-source project under the Apache-2.0 licence, and not the original project itself.
Delivery is a frozen snapshot: one zip, taken from the product repository at revision 40683e1.
The liability cap, the scope of what is promised and the statutory floor are governed by the Terms of Service.
Everything below was checked against the pinned commit ddd4db3. Every verdict carries its full reasoning, an evidence link and the checker; failures are published, not hidden — do not take our word for it, verify it yourself.
1 PASS4 WARN0 FAIL
Read: QUICKSTART.md, docker-compose.yml, .env.example, scripts/quickstart/init-env.sh, and the key lines of the Dockerfiles. The Python backend and frontend source were not read file by file.
The generator script was read in full: it copies .env.example into .env, filling values from your shell if exported. The Dockerfiles were only checked on key lines (pinned base images, a non-root user for the backend); no download-and-pipe-to-shell pattern was looked for beyond that. Other upstream scripts were not read.
This is a frozen snapshot that does not follow upstream. The date of the pinned upstream commit and recent activity were not checked.
SPDX:Apache-2.0
The product repository has a LICENSE file, and PRODUCT.md records the upstream license as Apache-2.0. The file text was not compared line by line against the upstream copy.
Dependencies are declared in the requirements files and the frontend package files and fetched at build time. They were not scanned for licenses.
Last verified passing: 2026-11-12
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