Use-case stack · maintainers

Open-source maintainer triage

Triage issues, draft release notes, and summarize PRs without burning out.

Never auto-merge. AI drafts responses; maintainers own security and API stability.

Preferred / primary

Web LLM / chat

Anthropic models strong at long-context writing, code review, and careful analysis.

In this stack: Draft issue replies and release notes from facts.

Details Site

Web LLM / chat

OpenAI’s mainstream chat + tools product for writing, code, and analysis.

In this stack: Summarize long issue threads.

Details Site

Hybrid Coding

Code intelligence + AI chat that understands large repos (self-host Sourcegraph optional).

In this stack: Large-repo questions.

Details Site

Hybrid Coding

Static analysis for code; pairs well with LLM explanations of findings.

In this stack: Catch regressions in PRs.

Details Site

Hybrid Coding

CLI pair-programmer that commits git diffs with LLMs.

In this stack: Apply reviewed patches with commits.

Details Site

App / desktop Coding

Inline coding assistant inside popular IDEs, tight GitHub integration.

In this stack: Inline help while maintaining code.

Details Site

Stacks are editorial starting points — swap tools when policy, budget, or hardware demands it.