Research lands in your repo as a draft PR
Outrider is a free GitHub Action that watches arXiv for techniques relevant to your system and opens a draft PR only when a paper wires cleanly into your code. When a change is premature it opens an issue, and when nothing fits it tells you. One artifact per window, so it never spams your repo.
$ remyxai outrider init --repo owner/name --auto-interest
From new research to your repo in four steps
Define an interest
One command profiles your repo and creates a Research Interest, a living description of what to track.
→Scout daily
The pipeline matches new arXiv papers and research assets against your interests every day.
→Verify the fit
Candidates are checked against your actual code paths, so recommendations anchor to real files, real modules, real seams.
→Open the PR
remyx-ai[bot] opens a draft PR with the integration, the paper, and the benchmark context linked. You review, run, and decide.
Three ways to tell it what to track
A Research Interest is a named description of what matters to your system. Every create command kicks off a first recommendation pass, so the interest is populated right away.
$ remyxai interests create \
--name "LLM Efficiency" \
--context "quantization,
speculative decoding,
KV cache compression"
Describe the territory in plain language, or hand it a Hugging Face or GitHub URL to expand.
$ remyxai interests from-repo \
github.com/your-org/your-repo \
--daily-count 3 \
--automate review
The engine analyzes the repo and builds a profile of its themes, architecture, and history.
$ remyxai interests from-project \
"Spatial VQA" --wait
Build the interest from a project's experiments, so the scouting follows where your work is actually heading.
Server-side setup. Your local git is untouched
Provisioning runs through the Remyx GitHub App as remyx-ai[bot]. You authorize once, and the engine handles the rest with credentials scoped to do exactly one job.
- a scoped automation key minted per repo, revocable on its own
- your personal API key never becomes a repo secret
- your model provider key is connected once, then handled for you
- review mode available, so you merge the setup PR yourself
Your first recommendation PR is one command away
Free to install. Works with the repos and CI you already have.