Spec Driven Development
MCP Server that facilitates spec-driven development workflows, not just Vibe Coding.
Description from the maker (original English)
Finland's Wilma school system for parents and students: schedule, homework, exams and messages.
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We have not written a plain-language summary for this one yet. Below are the facts we read from the registry.
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Open Claude Desktop → Settings → Developer → Edit Config, and paste this into claude_desktop_config.json
{
"mcpServers": {
"wilma": {
"command": "npx",
"args": [
"-y",
"@wilm-ai/wilma-cli",
"mcp"
]
}
}
}Run this in your terminal
claude mcp add wilma -- npx -y @wilm-ai/wilma-cli mcpPaste into .cursor/mcp.json in your project, or ~/.cursor/mcp.json
{
"mcpServers": {
"wilma": {
"command": "npx",
"args": [
"-y",
"@wilm-ai/wilma-cli",
"mcp"
]
}
}
}Your browser asks to open the app, then the app shows the settings and asks you to confirm. Key values are left empty for you to fill in.
Paste into .vscode/mcp.json in your project
{
"servers": {
"wilma": {
"type": "stdio",
"command": "npx",
"args": [
"-y",
"@wilm-ai/wilma-cli",
"mcp"
]
}
}
}Your browser asks to open the app, then the app shows the settings and asks you to confirm. Key values are left empty for you to fill in.
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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 6, 2026
The registry name was verified against the domain wilm.ai (the registry checks domain ownership)
We have not read this repo from GitHub yet
We have not read this repo from GitHub yet
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 (2.4.0) reached the registry 3 days ago.
Apps that support MCP, such as Claude Desktop, Claude Code, Cursor and VS Code. You also need Node.js on your computer.
In the same category: Spec Driven Development, Remote Desktop Commander, Apify MCP Server
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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.
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Command line interface for Wilma (Finnish school system), built for parents and AI agents. Students can use it with their own Wilma login too.
Needs Node.js 20.18.1 or newer.
npm i -g @wilm-ai/wilma-cli
pnpm add -g @wilm-ai/wilma-cli
wilma login
Opens a one-time login page in your browser: pick your school's Wilma and log in. The login is saved to ~/.config/wilmai/config.json.
Without a browser: wilma login --tenant --username with the password in WILMA_PASSWORD or piped via --password-stdin. Or set WILMA_TENANT, WILMA_USERNAME, WILMA_PASSWORD (and WILMA_TOTP_SECRET) and skip the saved login.
wilma logout # every saved login; `wilma logout 2` for one (numbers from `wilma accounts`)
Wilma allows one session per account: when WilmAI logs in, Wilma logs you out in your browser, and the other way round. wilma logout ends WilmAI's session, as Wilma's own Log out does, so you can use Wilma in the browser. The logins stay saved, and the next command logs in again. wilma config clear deletes the logins as well.
wilma summary # the daily briefing for every child — start here
wilma schedule tomorrow # today | tomorrow | week | next-week | 2026-10-07 | thu wilma exams # upcoming exams, with topics and start times wilma homework wilma notes --days 7 # lesson notes: absences and teachers' feedback wilma notes summary # those counted by kind for the school year wilma messages # newest first; [new] and reply counts wilma messages 27164611 # one message with its whole thread wilma news # dated bulletins plus pinned ones; --older for the rest wilma news 73291 # one bulletin with its links wilma news 73291 download 1 # a file linked from it wilma grades # recent exam grades wilma gradebook # course and report-card grades wilma printouts # PDFs such as report cards; wilma printouts saves one wilma students wilma help # usage, examples and the JSON shape
--student narrows to one (a number, the full name, or the start of a first or last name — never a loose match).--json or --text forces either. The JSON is the same as the MCP tools' — { students: [{ student, … }] } — compact, with times in Finnish time and their offset (2026-10-02T13:37:00+03:00).YYYY-MM-DD, today, yesterday or tomorrow.WILMAI_NO_SESSION_CACHE=1 turns this off.wilma summary --since yesterday returns only what is new: bulletins, messages, homework and lesson notes from that day on, plus anything unread.{ "status": "error", "code": "unknown_student", "message": "…" }, with exit code 2 for usage errors, 3 when not logged in, and 1 otherwise. Codes include invalid_argument, unknown_command, not_logged_in, unknown_student, ambiguous_student, not_found, login_failed, mfa_required, network and wilma_error.The 1.x spellings still work: kids list, tenants, attendance list, list, messages read , news read , news resource download , printouts download and --all-students.
Running wilma without arguments in a terminal opens an interactive menu.
wilma mcp
Starts a stdio MCP server with read-only Wilma tools (wilma_summary, wilma_schedule, wilma_read_news, …) that return the same data as the commands, plus wilma_logout, which ends WilmAI's Wilma session like wilma logout. Add it to any MCP client as npx -y @wilm-ai/wilma-cli@2 mcp. Setup guides for Claude, ChatGPT, Grok Bot and OpenClaw: https://wilm.ai
wilma news lists every link in a bulletin (resources). Any resource can be downloaded with wilma news download [--output ] (the resource id also accepts a bare number, e.g. 1 for resource-1). Wilma-hosted files download through the session; external links are fetched without your Wilma login, and only from public websites. The result's status says what happened: downloaded (use the returned path) or not_a_file when the link answered with a web page (for example a sharing link that needs signing in — open it in a browser instead). --output defaults to the current directory; existing files are never overwritten.
Children at schools on different Wilmas need one login per Wilma. Run wilma login again (or press "Add another school's Wilma" on the login page); commands then cover every child, and each child carries the wilma it belongs to.
wilma accounts # saved logins, numbered
wilma accounts remove # or the Wilma name or username; also ends that login's Wilma session
wilma find-school <city or school>
wilma update # when a newer version is out, a command says so on stderr, at most once a day (WILMAI_NO_UPDATE_CHECK=1 turns it off)
wilma config clear # deletes every saved login and session wilma home # where to download WilmAI Home, the Wilma app for Mac and Windows wilma --version
If your Wilma account has MFA/TOTP enabled:
Recommended: run wilma login. When Wilma asks for a code, the login page asks for your authenticator's setup key (base32 or otpauth:// URI) and saves it with the login, so later logins make their own codes. In the interactive menu (wilma), choose "Save TOTP secret for automatic login".
Without a saved login: set WILMA_TOTP_SECRET along with the other WILMA_* variables. --totp-secret also works, but a key on the command line ends up in shell history and is visible to other programs on the computer.
Logins are saved in ~/.config/wilmai/config.json (or $XDG_CONFIG_HOME/wilmai/config.json; override with WILMAI_CONFIG_PATH) and the current Wilma sessions in wilmai-sessions.json next to it, both readable only by you. wilma logout ends the sessions and deletes them, keeping the logins; wilma config clear deletes both.
A TLS certificate error means the network is intercepting TLS and re-signing with a private root CA (common behind a corporate secure web gateway). Node ignores the OS trust store, so curl and your browser keep working while every Wilma request fails. A successful npm install is not evidence that TLS is healthy — the npm registry is commonly exempt from inspection.
NODE_USE_SYSTEM_CA=1 wilma summary # Node >=22.19 / >=24.6
node --use-system-ca "$(command -v wilma)" summary # Node >=22.15 NODE_EXTRA_CA_CERTS=/path/to/root-ca.pem wilma summary # explicit root
Never use NODE_TLS_REJECT_UNAUTHORIZED=0 — it turns verification off entirely.
In JSON, transport failures have the code network, with the underlying cause and a hint, so agents can branch on it:
{
"status": "error", "code": "network", "message": "TLS certificate verification failed for https://example.inschool.fi (UNABLE_TO_GET_ISSUER_CERT_LOCALLY)", "cause": "UNABLE_TO_GET_ISSUER_CERT_LOCALLY", "hint": "..." }
--student narrows to one.