Spec Driven Development
MCP Server that facilitates spec-driven development workflows, not just Vibe Coding.
제작자가 쓴 설명(영어 원문)
Review and safely clean local Codex and Claude Code sessions
이 세 가지는 절대 하나의 점수로 합치지 않아요. 의견, 측정, 인기는 서로 다른 것이니까요.
이 서버는 아직 쉬운 말로 된 요약을 쓰지 못했어요. 아래는 레지스트리에서 읽어 온 사실이에요.
쓰고 있는 AI 앱을 고른 다음 설정을 복사하세요.
필요한 것
어떤 앱을 쓰세요?
위에서 앱을 고르세요. 기억해 두었다가 다음부터는 버튼에 “…에 설치”라고 표시해요.
Claude Desktop → Settings → Developer → Edit Config를 열고 claude_desktop_config.json에 이 내용을 붙여 넣으세요
{
"mcpServers": {
"session-steward": {
"command": "npx",
"args": [
"-y",
"session-steward",
"mcp"
]
}
}
}터미널에서 이 명령어를 실행하세요
claude mcp add session-steward -- npx -y session-steward mcp프로젝트의 .cursor/mcp.json 또는 ~/.cursor/mcp.json에 붙여 넣으세요
{
"mcpServers": {
"session-steward": {
"command": "npx",
"args": [
"-y",
"session-steward",
"mcp"
]
}
}
}브라우저가 앱을 열지 물어본 다음, 앱이 설정을 보여 주고 확인을 요청해요. 키 값은 비워 두니 직접 입력하세요.
프로젝트의 .vscode/mcp.json에 붙여 넣으세요
{
"servers": {
"session-steward": {
"type": "stdio",
"command": "npx",
"args": [
"-y",
"session-steward",
"mcp"
]
}
}
}브라우저가 앱을 열지 물어본 다음, 앱이 설정을 보여 주고 확인을 요청해요. 키 값은 비워 두니 직접 입력하세요.
이 서버는 내 컴퓨터에서 실행되는데, ChatGPT는 인터넷에 있는 서버에만 연결할 수 있어요. 다른 앱을 고르세요.
선택한 앱은 이 기기의 쿠키에만 저장돼요. 계정은 필요 없어요.
이 설정은 제작자의 레지스트리 정보로 만들었어요. README와 다르면 README를 따르세요.
내 컴퓨터에서 실행돼요. 설치하면 AI 앱에 도구 목록이 나타나요.
누구나 볼 수 있는 정보를 점검했고, 코드는 읽지 않았어요. 해당하지 않는 항목은 개수에서 뺐어요. · 2026년 11월 7일 점검
레지스트리 이름이 GitHub 계정 mallikcheripally 기준으로 확인되었고, 이 계정이 저장소를 소유하고 있어요
아직 GitHub에서 이 저장소를 읽어 오지 않았어요
아직 GitHub에서 이 저장소를 읽어 오지 않았어요
내 컴퓨터에서 실행되는 서버라 인터넷 엔드포인트가 없어요
내 컴퓨터에서 실행되며, 대신 로컬 설정을 사용해요
내 컴퓨터에서 실행돼요. 도구 목록은 인터넷 엔드포인트가 있는 서버에서만 읽을 수 있어요
레지스트리에서 이 카테고리의 활성 서버 전체와 비교했어요. 스타는 게시자가 저장소를 소유한 경우에만 세요.
해당하는 기본 점검 1개 중 1개를 통과했어요. 코드는 읽지 않았어요. 키나 토큰을 넣기 전에 서버가 어떤 권한을 요구하는지 확인하고, 꼭 필요한 권한만 있는 키를 쓰세요.
레지스트리에 필수 키가 나와 있지 않아요. 다만 처음 쓸 때 로그인을 요구하는 서버도 있어요.
내 컴퓨터에서 실행돼요. AI 앱이 필요할 때 실행하고, 데이터는 제작자의 서버를 거치지 않아요(서버 자체가 온라인 서비스를 호출하는 경우는 제외).
GitHub 저장소는 마지막으로 – 변경됐고, 최신 버전(0.12.0)은 44일 전 레지스트리에 올라왔어요.
Claude Desktop, Claude Code, Cursor, VS Code처럼 MCP를 지원하는 앱에서 쓸 수 있어요. 내 컴퓨터에 Node.js도 있어야 해요.
같은 카테고리에는: Spec Driven Development, Remote Desktop Commander, Kanal Varna — drains, leaks & plumbing (Varna, BG)
같은 카테고리에서 다른 제작자가 만든 서버예요. 스타 순으로 정렬했어요.
카드 보는 법:★ GitHub 스타i세 기둥: 리뷰 · 점검 · 사용 정도i업데이트 = 최신 버전을 레지스트리에 공개한 날i
MCP Server that facilitates spec-driven development workflows, not just Vibe Coding.
Remote Desktop Commander: use files, terminal and processes on your own computers from any AI app.
Drain unblocking, leak detection & plumbing in Varna, Bulgaria: services, prices, areas, contact
제작자의 저장소에서 쓰인 그대로 가져왔어요. PopNx MCP가 검토하거나 보증한 내용이 아니에요. HTML, 이미지, 스크립트는 제거했어요. 링크를 누르면 이 사이트를 벗어나요.
Session Steward is a local session manager for Codex and Claude Code. It helps you find old or large sessions across workspaces, decide what is worth keeping, and clean up the related records it recognizes. You can use it with browser UI or terminal CLI, or through MCP with ChatGPT or Claude.
Codex can delete a session, and Claude Code can purge a project. Built-in deletion works when you already know what should go. Session Steward helps when the hard part is reviewing many sessions across both tools.
Try the browser app for one run without installing it globally:
Session Steward requires Node.js 24.15 or newer.
npx session-steward@latest
The browser app listens only on 127.0.0.1 and does not upload session contents.
For ongoing use, install it globally:
npm install --global session-steward
The global install provides four commands:
| Command | Use it for |
|---|---|
session-steward | Browser interface |
session-steward-cli | Interactive terminal and JSON output |
session-steward-mcp | MCP session management |
session-steward-scheduler | Automatic session cleanup |
Session Steward supports macOS, Linux, and Windows. Run session-steward to open the browser interface. Leave its terminal open while you use it; press Ctrl+C to stop it.
Session Steward reads the local session folders already used by Codex and Claude Code. It looks for ~/.codex and ~/.claude by default and lets you switch providers from the same interface.
You can:
A workspace Keep covers that folder, its descendants, and future sessions there. Keep affects Session Steward cleanup only. Codex or Claude Code can still remove their own data.
The native delete commands are useful when you already know what should go. They do not cover the same cross-workspace review and cleanup job.
A session can have more than its transcript. Depending on the provider and storage version, it may also have history or registry entries, logs, checkpoints, and other linked records. Removing a JSONL file by hand can leave those records behind.
Session Steward starts from the session instead of a file path. It finds supported related records, shows them in one cleanup plan, and leaves storage it does not recognize alone. You can review several candidates together without treating every old session as safe to delete.
Run:
session-steward
Choose Codex or Claude Code, filter or search the list, and open sessions you are unsure about. When you select sessions for cleanup, the browser shows the affected records before asking for confirmation.
Use session-steward --no-open to start without opening a browser automatically. Open the local address printed in the terminal.
Start the interactive terminal:
session-steward-cli
Use Claude Code instead of Codex, or return a limited JSON result for another tool:
session-steward-cli --provider claude-code
session-steward-cli --json --limit 10
Filter with options such as --inactive-days 60, --archive-status archived, or --workspace /path/to/project. Use --events for the timeline, --tokens for token use, and --sort size for the largest sessions first. Run session-steward-cli --help for every option.
Connect the local MCP server once:
codex mcp add session-steward -- session-steward-mcp
Or connect it to Claude Code:
claude mcp add --scope user session-steward -- session-steward-mcp
Registry installers can start the same server without a global install using npx session-steward@latest mcp.
You can then ask your client to find inactive sessions, compare recognized session storage between Codex and Claude Code, inspect a session, keep a workspace, clean exact sessions, restore a backup, or manage a cleanup schedule.
Session Steward marks cleanup, restore, and schedule management as destructive MCP actions so the client can apply its configured approval policy.
Automatic cleanup continues in the background after you close the client. Create and manage schedules through MCP or the browser. Before uninstalling Session Steward, stop the scheduler:
session-steward-scheduler --stop
For another MCP client, configure a local stdio server named session-steward with the command session-steward-mcp.
The MCP process uses Session Steward's saved provider folders or the defaults when none are saved. Its server command can set startup folders with --codex-home or --claude-home, and its manage_settings tool can change the saved folders. A one-time browser or CLI override does not carry into a later MCP process.
The MCP server runs locally, but session details can contain messages, commands, file names, and workspace paths. Your MCP client may send that information to its AI provider.
For a manual cleanup:
Every interface revalidates the selected sessions before changing data. If Session Steward can detect that a selected session is active, preflight or cleanup stops. When detection is unavailable, it warns you to confirm that the selected sessions are closed.
Standard cleanup removes supported transcripts, history, registry entries, logs, and linked artifacts belonging to the selected sessions. It is the routine option.
Thorough cleanup also removes additional recognized session-owned data. For Codex, that can include supported Desktop references, memory outputs, and goal records. For Claude Code, it includes recognized file checkpoints.
Thorough cleanup is unavailable when the detected storage layout is not supported. Standard cleanup can still remove records that Session Steward can identify safely.
Backup and restore behavior
Recovery backups are stored under session-steward-backups/ inside the active provider folder.
If cleanup from the browser or interactive terminal needs attention, the backup is kept until you decide whether to restore it. The browser offers Restore, and the terminal reports the backup for the restore command. MCP and scheduled cleanup try to restore automatically.
After successful cleanup, Session Steward removes the recovery backup when it can. A restore first creates a temporary safety backup of the current files, then tries to remove both backups if the restore succeeds. If a restore or backup removal cannot complete, recovery data remains and Session Steward reports it.
The browser shows the active provider folder. Select Change to choose another existing folder and save it for later browser, terminal, and MCP sessions.
For a one-time browser override:
session-steward --codex-home /path/to/.codex
session-steward --claude-home /path/to/.claude
The CLI and MCP commands accept the same flags. An override applies only to that process and does not replace the saved folder.
Codex and Claude Code CLI sessions are supported on macOS, Linux, and Windows. Local Claude Desktop sessions are also supported on macOS and Windows. On Windows, the default provider folders are %USERPROFILE%\.codex and %USERPROFILE%\.claude; both standalone and Microsoft Store Claude Desktop data locations are detected.
Inside WSL, Session Steward uses the Linux home folder. Run it from Windows to manage sessions in your Windows profile.
Archiving a Claude Desktop session does not delete it. It remains available until it is explicitly included in cleanup. Session Steward does not remove Claude worktrees.
session-steward update
npm uninstall --global session-steward
If npm needs root access, the update command asks before retrying with sudo.
Uninstalling does not remove provider sessions, recovery backups, or saved folder preferences.
session-steward --no-open, then open the local address printed in the terminal.Current benchmarks on an arm64 Mac with Node.js 24.15.0:
| Scenario | Scale | Time | Measured memory growth |
|---|---|---|---|
| Paginated session listing | 50,003 sessions | 26 ms | 0.16 MB heap |
| Session size index | 20,003 sessions | 85 ms cold, 9.7 ms warm | 30 MB peak RSS |
| Transcript-only discovery | 5,003 sessions | 662 ms | 4.02 MB heap |
Run the scale benchmarks with:
npm run benchmark:scale
npm run benchmark:overview npm run benchmark:size npm run benchmark:discovery npm run benchmark:transcripts
Results vary with hardware, disk speed, and session layout. Tests and benchmarks use temporary synthetic data and do not read or modify your local sessions.
Use GitHub Issues to report a bug, request a provider, or share a storage format that Session Steward does not recognize. See the changelog for release history.
Session Steward is an independent project and is not affiliated with or endorsed by OpenAI or Anthropic.
앞부분만 보여 드려요. 나머지는 저장소에서 읽어 보세요