session-convert
Enables conversion of coding agent sessions between Claude Code, Codex CLI, and OpenCode, including full support for OpenCode's SQLite storage.
README
session-convert
MCP server that converts coding agent sessions between Claude Code, Codex CLI, and OpenCode.
The only tool that supports OpenCode SQLite session conversion — agent-convert and ctxmv handle Claude↔Codex but nothing touches OpenCode's .opencode/opencode.db.
What problem does this solve?
You're using multiple AI coding agents (Claude Code, Codex CLI, OpenCode) and want to migrate a session from one to another — maybe you started in Claude Code but want to continue in OpenCode, or you found a great Codex session that would be useful in Claude.
Each agent stores sessions differently:
- Claude Code — JSONL files in
~/.claude/projects/<hash>/sessions/ - Codex CLI — Rollout JSONL in
~/.codex/sessions/YYYY/MM/DD/ - OpenCode — SQLite database in
<project>/.opencode/opencode.db
This MCP server reads from any of these, normalizes into a unified format, and writes to any other. All 6 conversion directions work (Claude→Codex, Claude→OpenCode, Codex→Claude, Codex→OpenCode, OpenCode→Claude, OpenCode→Codex).
Quick Start
git clone https://github.com/megamen32/session-convert.git
cd session-convert
npm install
npm run build
MCP Configuration
Add to your MCP client config (Claude Desktop, Cursor, Windsurf, etc.):
Claude Desktop (claude_desktop_config.json):
{
"mcpServers": {
"session-convert": {
"command": "node",
"args": ["/absolute/path/to/session-convert/dist/index.js"]
}
}
}
Cursor / Windsurf (.cursor/mcp.json or equivalent):
{
"mcpServers": {
"session-convert": {
"command": "node",
"args": ["/absolute/path/to/session-convert/dist/index.js"]
}
}
}
MCP Tools
list_sessions
List available sessions from a harness. Filter by working directory prefix.
list_sessions({ harness: "claude", cwdPrefix: "~/apps" })
list_sessions({ harness: "codex" })
list_sessions({ harness: "opencode", searchPaths: ["~/projects"] })
convert_session
Convert a session from one harness to another by session ID.
convert_session({ from: "claude", to: "opencode", sessionId: "abc-123" })
convert_session({ from: "codex", to: "claude", sessionId: "xyz-789" })
convert_session({ from: "opencode", to: "codex", sessionId: "oc-session-1", projectPath: "/path/to/project" })
preview_conversion
Dry-run a conversion — shows message breakdown, tool call stats, and compatibility warnings without writing anything.
preview_conversion({ from: "claude", to: "opencode", sessionId: "abc-123" })
convert_by_path
Convert a session file by its direct path. Auto-detects the format (Claude JSONL, Codex rollout JSONL, or OpenCode .db).
convert_by_path({ sourcePath: "/home/user/.claude/projects/.../sessions/abc.jsonl", to: "codex" })
convert_by_path({ sourcePath: "/home/user/myproject/.opencode/opencode.db", to: "claude" })
Conversion Matrix
| From \ To | Claude Code | Codex CLI | OpenCode |
|---|---|---|---|
| Claude Code | — | ✅ | ✅ |
| Codex CLI | ✅ | — | ✅ |
| OpenCode | ✅ | ✅ | — |
What Gets Preserved
| Content type | Claude → Codex | Claude → OpenCode | Codex → Claude | Codex → OpenCode | OpenCode → Claude | OpenCode → Codex |
|---|---|---|---|---|---|---|
| Text messages | ✅ | ✅ | ✅ | ✅ | ✅ | ✅ |
| Tool calls (name + args) | ✅ | ✅ | ✅ | ✅ | ✅ | ✅ |
| Tool results | ✅ | ✅ | ✅ | ✅ | ✅ | ✅ |
| Thinking / reasoning | ✅ | ✅ | ✅ | ✅ | ✅ | ✅ |
| Images | ✅ | ✅ | ✅ | ✅ | ✅ | ✅ |
| Session metadata (CWD, timestamps) | ✅ | ✅ | ✅ | ✅ | ✅ | ✅ |
| Model name | ✅ | ✅ | ✅ | ✅ | ✅ | ✅ |
| Token usage | Approx | Approx | ✅ | Approx | Approx | Approx |
How It Works
Source format → Unified Conversation → Target format
(JSONL/SQLite) (typed Messages) (JSONL/SQLite)
- Read — Parse the source session (Claude JSONL, Codex rollout JSONL, or OpenCode SQLite) into a unified
Conversationobject with typedMessageparts (text,tool_call,tool_result,thinking,image) - Transform — Map content types between format-specific representations (e.g., Claude's
tool_use↔ Codex'sfunction_call↔ OpenCode's double-wrappedtool_callpart) - Write — Serialize to the target harness's native format and store it in the correct location
Format-Specific Details
- Claude Code stores sessions as one JSON object per line in
.jsonlfiles. Tool calls aretool_useblocks, results aretool_resultblocks in the next user message. Thinking blocks are stored asthinkingcontent type. - Codex CLI uses a
session_metaheader line followed byresponse_itementries. Tool calls are separatefunction_callitems with matchingfunction_call_outputitems. Reasoning is a separatereasoningitem type. - OpenCode uses SQLite with a
sessionstable and amessagestable. Parts are stored as JSON in a double-wrapped format:[{ "type": "text", "data": { "text": "..." } }]. This is the trickiest format and the main reason this tool exists.
Testing
# Create the OpenCode SQLite test fixture
npm run test:fixtures
# Run all 34 tests (covers all 6 conversion directions + edge cases)
npm test
# Watch mode
npm run test:watch
Tests use 3 hand-crafted mini-sessions (one per harness) that include text, thinking, tool_call, and tool_result content parts. Each test reads from a fixture, writes to a target format, then reads back to verify roundtrip integrity.
Known Limitations
- Encrypted Codex reasoning (
encrypted_content) cannot be decrypted — only summary text is preserved - Claude sub-agent sessions (Task tool spawning child sessions) are not followed — only the parent conversation converts
- Token usage is approximate when cross-converting (different tokenizers per provider)
- OpenCode must be restarted to discover newly imported sessions
- System messages are dropped for Claude (not stored in JSONL) or converted to user messages for Codex
Comparison with Alternatives
| Feature | session-convert | agent-convert | ctxmv |
|---|---|---|---|
| Claude Code read/write | ✅ | ✅ | ✅ |
| Codex CLI read/write | ✅ | ✅ | ✅ |
| OpenCode read/write | ✅ | ❌ | ❌ |
| MCP interface | ✅ | ❌ | ❌ |
| SQLite support | ✅ | ❌ | ❌ |
| Session preview | ✅ | ❌ | ❌ |
| Path-based conversion | ✅ | ✅ | ❌ |
Keywords
mcp server, claude code session export, codex cli session migration, opencode session convert, ai coding agent session transfer, claude to codex, claude to opencode, codex to claude, opencode to claude, session migration tool, coding agent context switch, mcp tool, model context protocol, session converter, ai agent session backup, claude jsonl, codex rollout jsonl, opencode sqlite, coding session portability
License
MIT
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