Our team use Linear, which is great, well, I would have to say they over uses linear. Especially as an extremely lean team our engineering tickets are kind of piling up and our new devs finds it hard to navigate.
We have multiple projects, services, repositories and resources. So it’s usually my job to make sure any Linear ticket is triaged and assigned to the right member with enough context on what exactly to do and not to do. Maybe I’m a noob, but I tried numerous tools out there that uses AI to get relevant context and but almost all of them did not meet my expectations, and the best was Devin, but it was doing too much and a bit expensive.
What I needed: multiple projects per org, triage (cheaper model), find duplicate tickets, existing PR, GitHub issues, linear team -> correct repo, plan (heavy model), second pass/revise, slack updates human in the loops, Llm traces, cost, open source models, add change instructions, good harness and skills.
Built over the last few weeks and have been using this heavily for myself (my personal projects) and my team that basically does the above workflow and post to linear so I can review and assign to a team member.
(Also started seeing savings a lot of tokens/usage limits on Claude code and GitHub copilot. As the codebase exploration is already done)
Today I decided to change it to public in case anyone else has similar issues. (Only self host-able, I use Dokploy, and with Openrouter BYOK currently)
If it’s helpful feel free to customize and add your own integration, I used linear sdk, and ai-sdk in case you are wondering.