Bring your old Claude Code and Codex sessions with you when you switch agents
After moving to Pi as his main coding agent, a developer built UniSessions. It converts sessions both ways between 10 AI coding tools, exports traces for fine-tuning in Hugging Face, OpenAI and ShareGPT formats, and offers an MCP server.
Source
@ImVibhek on X · 2026-10-16
Written in our own words. Credit to the original author. Link checked 2026-10-22.
What they did
After moving to Pi as his main coding agent, a developer built UniSessions. It converts sessions both ways between 10 AI coding tools, exports traces for fine-tuning in Hugging Face, OpenAI and ShareGPT formats, and offers an MCP server.
Result (as claimed)
His Claude Code, Codex and Devin history now works in his new agent.
Tools they used
Cost: Claude Code: from $17/mo; OpenAI Codex: free plan, paid from $8/mo.
Set it up
Pick a contained repo or task
Start on a branch or side project where mistakes are cheap.
Install and configure
Set up Claude Code, OpenAI Codex, Pi. Read what it can run on your machine and limit permissions where possible.
Run it on a real task
Give it a well-scoped issue and let it work. Review the diff like any pull request.
Add guardrails
Keep tests and CI in the loop, and never let an agent push to main or touch production secrets unattended.
Copy the full setup prompt
Paste into your agent and it will walk you through the setup, asking before anything that sends, posts or spends.
You are helping me set up this AI use case end to end in Claude Code. Goal: Bring your old Claude Code and Codex sessions with you when you switch agents What the original author did: After moving to Pi as his main coding agent, a developer built UniSessions. It converts sessions both ways between 10 AI coding tools, exports traces for fine-tuning in Hugging Face, OpenAI and ShareGPT formats, and offers an MCP server. Reported result (as claimed by the author): His Claude Code, Codex and Devin history now works in his new agent. Source: https://x.com/ImVibhek/status/2111194751437287456 Tools they used: Claude Code, OpenAI Codex, Pi Category: Dev & ops Please: 1. Ask me 3 short questions about my situation (accounts I have, budget, what I want the output to look like). 2. Propose a step-by-step plan using these tools or cheaper alternatives, with the time and cost of each step. Use official pricing pages; say "check pricing" if unsure. 3. Then do the setup with me one step at a time, waiting for my OK before anything that sends messages, posts publicly, spends money or deletes data. 4. Finish with a checklist to run it again next time.
You are helping me set up this AI use case end to end in Codex. Goal: Bring your old Claude Code and Codex sessions with you when you switch agents What the original author did: After moving to Pi as his main coding agent, a developer built UniSessions. It converts sessions both ways between 10 AI coding tools, exports traces for fine-tuning in Hugging Face, OpenAI and ShareGPT formats, and offers an MCP server. Reported result (as claimed by the author): His Claude Code, Codex and Devin history now works in his new agent. Source: https://x.com/ImVibhek/status/2111194751437287456 Tools they used: Claude Code, OpenAI Codex, Pi Category: Dev & ops Please: 1. Ask me 3 short questions about my situation (accounts I have, budget, what I want the output to look like). 2. Propose a step-by-step plan using these tools or cheaper alternatives, with the time and cost of each step. Use official pricing pages; say "check pricing" if unsure. 3. Then do the setup with me one step at a time, waiting for my OK before anything that sends messages, posts publicly, spends money or deletes data. 4. Finish with a checklist to run it again next time.
You are helping me set up this AI use case end to end in Grok Bot. Goal: Bring your old Claude Code and Codex sessions with you when you switch agents What the original author did: After moving to Pi as his main coding agent, a developer built UniSessions. It converts sessions both ways between 10 AI coding tools, exports traces for fine-tuning in Hugging Face, OpenAI and ShareGPT formats, and offers an MCP server. Reported result (as claimed by the author): His Claude Code, Codex and Devin history now works in his new agent. Source: https://x.com/ImVibhek/status/2111194751437287456 Tools they used: Claude Code, OpenAI Codex, Pi Category: Dev & ops Please: 1. Ask me 3 short questions about my situation (accounts I have, budget, what I want the output to look like). 2. Propose a step-by-step plan using these tools or cheaper alternatives, with the time and cost of each step. Use official pricing pages; say "check pricing" if unsure. 3. Then do the setup with me one step at a time, waiting for my OK before anything that sends messages, posts publicly, spends money or deletes data. 4. Finish with a checklist to run it again next time.
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Guides for this use case
How to build an MCP server for AI agents · How to run multiple coding agents together · How to vibe code an app with Claude Code · How to save, share and resume coding agent sessions
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