Spec Driven Development
MCP Server that facilitates spec-driven development workflows, not just Vibe Coding.
Description from the maker (original English)
Run commands, transfer files and browse assets on a JumpServer v4 bastion from your AI assistant.
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Pick the AI app you use, then copy the settings.
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Download the maker’s .mcpb file
The link goes to the maker’s own file; we do not host or repackage it. Open the file and Claude Desktop installs it.
Run this in your terminal
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These settings are generated from the maker’s registry entry. If the README says otherwise, follow the README.
Runs on your computer; the tool list appears in your AI app after you install it.
We check information anyone can see; we have not read the code. Checks that do not apply are left out of the count. · Checked Nov 7, 2026
The registry name was verified with the GitHub account MiFaZhan, which owns the repo
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This one runs on your computer; there is no internet endpoint
Runs on your computer and uses local settings instead
Runs on your computer; we can only read tool lists from internet endpoints
Compared with every active server in this category in the registry. Stars count only when the publisher owns the repo.
It passed 1 of 1 applicable basic checks. We have not read the code. Before adding a key or token, see what access the server asks for and use a key with only the permissions you need.
The registry does not list a required key, though some servers ask you to sign in on first use.
It runs on your computer. Your AI app starts it when needed, and data does not pass through the maker’s servers (unless it calls an online service itself).
The GitHub repo last changed –, and the latest version (0.2.3) reached the registry yesterday.
Apps that support MCP, such as Claude Desktop, Claude Code, Cursor and VS Code. You also need MCPB on your computer.
In the same category: Spec Driven Development, Remote Desktop Commander, Master CSS
Servers in the same category from other makers, sorted by stars.
Reading a card:★ GitHub starsiThree pillars: reviews · checks · usageiUpdated = latest version published to the registryi
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.
Inspect Master CSS classes, generated CSS, and project stylesheets from your AI client.
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A command-line client and MCP server for [JumpServer v4](https://docs.jumpserver.org/zh/v4/) bastion hosts. One self-contained binary that reaches the assets behind your bastion the same way the web terminal does — no VPN client, no SSH config, no per-host credentials.
Use it on its own to list assets, run commands, open shells and move files. Run jms mcp and an AI assistant (Claude Desktop, Claude Code, Codex, Cursor, pi, …) can do the same things through pooled, audited connections.
$ jms exec web-01 "systemctl is-active nginx"
active
English · 简体中文
Docs: Command reference · Addresses and proxies · Troubleshooting · Design
Reaching a bastion usually means a browser tab, or a ~/.ssh/config you maintain by hand. Neither composes with a shell pipeline, a build script, or an AI agent.
jms-client talks to the same two JumpServer APIs the web console uses (Core's REST API and KoKo's terminal gateway), so:
| Single static binary | No runtime dependencies. Linux, macOS, Windows on x86_64 and arm64. |
| Dual-address failover | Internal/external addresses probed and selected automatically, with a remembered last-good address for fast cold starts. |
| Connection pooling | Login sessions and terminals are reused per server/asset/account/protocol. Idle connections are reaped; broken ones are rebuilt. |
| Credentials in the OS store | Windows Credential Manager, macOS Keychain, Linux Secret Service. Environment-variable fallback for containers and CI. |
| Asset management | Create, update, delete and list assets, and grant or revoke access — all from the CLI or MCP, without leaving the terminal for the web console. |
| MCP server | Fifteen tools over stdio for AI clients, sharing one pooled process. |
| Local audit stream | Structured JSONL per process; jms tail to follow it, jms attach to watch and join. |
| Two terminal backends | WebSocket (default, same path as the web console) and SSH, with automatic selection. |
2222) to be open on the network path — many deployments only expose the web port, so check before relying on them.Download the archive for your platform from Releases and put the jms binary (jms.exe on Windows) on your PATH.
| Platform | File |
|---|---|
| Windows x86_64 | jms-client_ _windows_amd64.zip |
| Windows arm64 | jms-client_ _windows_arm64.zip |
| macOS Apple Silicon | jms-client_ _darwin_arm64.tar.gz |
| macOS Intel | jms-client_ _darwin_amd64.tar.gz |
| Linux x86_64 | jms-client_ _linux_amd64.tar.gz |
| Linux arm64 | jms-client_ _linux_arm64.tar.gz |
checksums.txt in the same release lets you verify the download:
sha256sum -c --ignore-missing checksums.txt # Linux
shasum -a 256 -c --ignore-missing checksums.txt # macOS
scoop bucket add mifazhan https://github.com/MiFaZhan/scoop-bucket
scoop install jms-client
Upgrade later with scoop update jms-client.
Requires Go 1.25 or newer:
go install github.com/MiFaZhan/jms-client/cmd/jms@latest
git clone https://github.com/MiFaZhan/jms-client
cd jms-client go build -o jms ./cmd/jms
If all you want is the AI integration and you would rather not manage a binary yourself, download `jms-client.mcpb` from Releases and open it with your MCP client (Claude Desktop and other MCPB-aware clients handle this by double-click). That single bundle contains the binaries for all six platform/architecture combinations; a bundled launcher picks the right one at startup.
$ jms config add bastion
Internal URL (http(s)://..., empty to skip): https://jumpserver.corp.example.com/ External URL (http(s)://..., empty to skip): Username: alice Password: Confirm password: TOTP secret (base32, empty to enter the code each time): Server "bastion" saved to /home/alice/.config/jms/config.toml Server "bastion" is now the default.
Either address may be left empty, but at least one is required. The credentials are validated against a reachable address before anything is written, so a mistyped password changes nothing on disk. The first server you add becomes the default.
$ jms config test
Server: bastion (default)
Endpoint URL Reachable Probe Login external https://jumpserver.corp.example.com/ yes 12ms ok
Credentials: keyring
config test probes every configured address and attempts a real login on each reachable one, so a network problem is reported separately from a rejected password, and you can see which addresses actually work. An address can pass the TCP probe and still fail the login — a VPN or proxy can accept the connection with nothing useful behind it.
$ jms ls # assets you are authorized for
$ jms ls -q web # search by keyword $ jms exec web-01 "uptime" # one command, exit code passes through $ jms login web-01 # interactive shell (Ctrl+] to exit) $ jms sftp web-01:/var/log/app.log . # download $ jms sftp ./config.yml web-01:/etc/app/ # upload
jms mcp runs a Model Context Protocol server over stdio. Any MCP-capable client can then list assets, run commands and transfer files through the same pooled connections your shell uses.
{
"mcpServers": { "jms": { "command": "jms", "args": ["mcp"] } } }
Print this snippet at any time with:
jms mcp --print-config
Because the MCP process has no command-line flags (your client launches one long-lived process and cannot add arguments per call), the endpoint, backend and command timeout are steered with environment variables in that client entry:
{
"mcpServers": { "jms": { "command": "jms", "args": ["mcp"], "env": { "JMS_MCP_BACKEND": "ws", "JMS_MCP_EXEC_TIMEOUT": "10m" } } } }
| Tool | Purpose | Required arguments |
|---|---|---|
jms_ls | List or search authorized assets | — |
jms_resolve_asset | Resolve an asset to its address, account and protocol | asset |
jms_exec | Run one command and return its output | asset, command |
jms_sftp_upload | Upload a local file to an asset | src, asset, dst |
jms_sftp_download | Download a file from an asset | asset, src, dst |
jms_sftp_relay | Stream a file directly between two assets | src_spec, dst_spec |
jms_config_list | List configured servers and their credential source | — |
jms_asset_list | List every asset on the server (admin view) | — |
jms_asset_show | Show one asset in detail | target |
jms_asset_create | Create a host asset | name, address |
jms_asset_update | Rename, re-address or re-comment an asset | target |
jms_asset_delete | Delete an asset | target |
jms_asset_grant | Grant users access to an asset | target |
jms_asset_permissions | List permissions, optionally for one asset | — |
jms_asset_revoke | Revoke a permission | target |
An eighth tool, jms_pool_status, is registered when JMS_MCP_DEBUG=1 and reports the shape of the connection pool. It is for diagnosing the server, not for daily use.
Most tools accept optional server, config_path, account, protocol and timeout arguments. Remote specs use the form [@ ]: .
Two behaviours worth knowing when you write prompts for an agent:
jms_exec returns the command's output; the remote exit status is recorded in the audit log but not surfaced in the tool result. If your agent must branch on success, make the command say so (… && echo OK || echo FAIL).rm, reboot and friends are not idempotent. A dropped connection triggers one recovery attempt through a fresh login, but only for a command that produced no output at all.| Command | What it does | ||||
|---|---|---|---|---|---|
| `jms config add \ | list \ | remove \ | set-default \ | test` | Manage server entries and their credentials. |
jms ls [server] [-q keyword] | List or search authorized assets. | ||||
jms exec | Run one command on an asset. | ||||
jms login | Open an interactive shell. | ||||
jms sftp | Upload or download a file. | ||||
jms ssh-pipe [command...] | Bridge stdio to an asset (for rsync -e). | ||||
jms tail [-f] | Follow the local audit stream. | ||||
jms attach | Watch a running host, optionally joining its session. | ||||
jms log show | Query the audit log. | ||||
jms mcp | Run the stdio MCP server. | ||||
| `jms asset list \ | show \ | create \ | update \ | delete` | Manage assets on the bastion. |
| `jms asset grant \ | permissions \ | revoke` | Manage who may reach an asset. |
JumpServer separates "an asset exists" from "a user may reach it": creating an asset records it, but only an AssetPermission exposes it to a user. That is why a new asset appears in jms asset list (the admin view) and not in jms ls (the per-user view) until it has been granted.
--grant-me on create does both steps in one command:
jms asset create "host-preview-01" 192.168.100.252 \
--account yunze --username yunze --password '…' --grant-me
Grants can also be managed separately:
jms asset grant "host-preview-01" --self # or --account @ALL --protocol all
jms asset permissions "host-preview-01" # what grants this asset jms asset revoke "grant-host-preview-01" --yes
Deleting an asset does not delete the permissions that referenced it; the two are separate objects, so jms asset revoke is the command that ends access.
Target syntax is @ ; omitting @ uses the default server.
Full reference: docs/command-reference.md · 简体中文
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