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AI & Agents Cursor Forum · 2026-05-06

How are teams sharing context across Claude Code, Codex and Cursor?

团队同时在用 Claude Code / Codex / Cursor,上下文怎么共享?

At a glance · 30-second read
  • WhoCursor Forum · 2026-05-06 · 59 replies
  • The askHow are teams sharing context across Claude Code, Codex and Cursor?
  • The openingA shared AI context layer: rules, decision logs and reusable prompts synced across tools.

What was actually said

“Claude Code, Codex, Cursor, Windsurf all seem to have slightly different ways of handling project context, rules, memories and session history.”

— Cursor Forum · 2026-05-06 · forum.cursor.com/t/how-are-people-handling-context-a…

Background and pain

The pain

Key decisions live inside each person's private chat; handover means re-explaining everything to another AI.

A buildable angle

The opening

A shared AI context layer: rules, decision logs and reusable prompts synced across tools.

How to validate it

  1. Read the whole thread and note the recurring scenarios — repetition is the density of the need.
  2. Search existing tools around "team / context" and check which single step they actually cover.
  3. Put up a one-line landing page, share it back to Cursor Forum, and see whether anyone asks about pricing.

Existing options

Cursor Rules, CLAUDE.md, Memory Bank 类方案

FAQ

Where does this request come from?
From a public thread on Cursor Forum, posted on 2026-05-06 with 59 replies, filed under AI & Agents. Read the full context here: https://forum.cursor.com/t/how-are-people-handling-context-across-different-ai-coding-tools/159891
What exactly are users complaining about?
Claude Code, Codex, Cursor, Windsurf all seem to have slightly different ways of handling project context, rules, memories and session history. Key decisions live inside each person's private chat; handover means re-explaining everything to another AI.
What could this become as a product?
A shared AI context layer: rules, decision logs and reusable prompts synced across tools.
What alternatives exist today?
Known options: Cursor Rules, CLAUDE.md, Memory Bank 类方案. These usually cover only one step of the workflow, leaving the rest manual.

More threads on this pain

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