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This favors `threadId` instead of `conversationId` so we use the same terms as https://developers.openai.com/codex/sdk/. To test the local build: ``` cd codex-rs cargo build --bin codex npx -y @modelcontextprotocol/inspector ./target/debug/codex mcp-server ``` I sent: ```json { "method": "tools/call", "params": { "name": "codex", "arguments": { "prompt": "favorite ls option?" }, "_meta": { "progressToken": 0 } } } ``` and got: ```json { "content": [ { "type": "text", "text": "`ls -lah` (or `ls -alh`) — long listing, includes dotfiles, human-readable sizes." } ], "structuredContent": { "threadId": "019bbb20-bff6-7130-83aa-bf45ab33250e" } } ``` and successfully used the `threadId` in the follow-up with the `codex-reply` tool call: ```json { "method": "tools/call", "params": { "name": "codex-reply", "arguments": { "prompt": "what is the long versoin", "threadId": "019bbb20-bff6-7130-83aa-bf45ab33250e" }, "_meta": { "progressToken": 1 } } } ``` whose response also has the `threadId`: ```json { "content": [ { "type": "text", "text": "Long listing is `ls -l` (adds permissions, owner/group, size, timestamp)." } ], "structuredContent": { "threadId": "019bbb20-bff6-7130-83aa-bf45ab33250e" } } ``` Fixes https://github.com/openai/codex/issues/3712.