EduPage MCP Server
# EduPage MCP Server
<!-- mcp-name: io.github.oliverhruby/edupage-mcp -->
[](https://github.com/oliverhruby/edupage-mcp/releases)
[](https://github.com/oliverhruby/edupage-mcp/actions/workflows/quality-gates.yml)
[](https://github.com/oliverhruby/edupage-mcp/actions/workflows/security.yml)
[](https://github.com/oliverhruby/edupage-mcp/actions/workflows/container-security.yml)
[](https://github.com/oliverhruby/edupage-mcp/actions/workflows/upstream-coverage.yml)
## Project
A Model Context Protocol (MCP) server that exposes the full functionality of the
[`edupage-api`](https://github.com/EdupageAPI/edupage-api) Python library to AI
agents such as opencode, Claude, Cursor and any other MCP client.
EduPage is a school information system used across Europe. This server lets you
query and operate a student / teacher / parent EduPage account directly from
your agent: timetables, grades, homework, substitutions, meals (including
ordering), messages, rosters, parent child-switching and more — including
**multiple schools** (e.g. two children attending different schools).
> **⚠️ Unofficial API.** Like all EduPage MCP servers, this relies on the
> community-maintained [`edupage-api`](https://github.com/EdupageAPI/edupage-api)
> library, which talks to EduPage's undocumented endpoints. Use read-only
> features freely; use the write features (`send_message`, meal ordering, child
> switching) carefully.
---
## Table of Contents
- [Why another EduPage MCP server?](#why-another-edupage-mcp-server)
- [What it provides](#what-it-provides)
- [Getting started](#getting-started)
- [Prerequisites](#prerequisites)
- [1. Install](#1-install)
- [2. Configure credentials](#2-configure-credentials)
- [3. Register with your MCP client](#3-register-with-your-mcp-client)
- [Prompt examples](#prompt-examples)
- [Multiple schools (subdomains)](#multiple-schools-subdomains)
- [Tool reference](#tool-reference)
- [Data & safety notes](#data--safety-notes)
- [Contributing](#contributing)
- [Limitations](#limitations)
- [Support](#support)
- [License](#license)
---
## Why another EduPage MCP server?
Two other EduPage MCP servers already exist:
- [`mrtineu/edupage-mcp`](https://github.com/mrtineu/edupage-mcp) — also
published on PyPI as [`edupage-mcp`](https://pypi.org/project/edupage-mcp/)
- [`mhlavac/edupage-mcp`](https://github.com/mhlavac/edupage-mcp)
Both are good and I have **no affiliation** with them — they are simply
referenced here for honest comparison. They primarily focus on the **read-only**
surface of the API.
This project deliberately goes further:
| Capability | mhlavac | mrtineu (PyPI) | **this project** |
|---|---|---|---|
| **Advanced login** — portal auto-detect, **2FA**, **session id** (`PHPSESSID`) | partial (portal) | basic only | ✅ |
| Timetables (own + any teacher/class/room) | ✅ | ✅ | ✅ |
| Grades (all / by term & year) | ✅ | ✅ | ✅ |
| Substitutions / timetable changes | ✅ | ✅ | ✅ |
| Meals — **read menu** | ✅ | ✅ | ✅ |
| Meals — **choose / sign-off / rate** | ❌ | ❌ | ✅ |
| Send messages (`send_message`) | ✅ | ❌ | ✅ |
| Parent **student switching** (switch to/from student) | partial (list) | ❌ | ✅ |
| Next ringing time / bell schedule | ❌ | ❌ | ✅ |
| Raw session **custom request** | ❌ | ❌ | ✅ |
| **Multiple schools** (auto-login + discovery) | ❌ | ❌ | ✅ |
| **Role-aware** (parent / student / teacher) | ❌ | ❌ | ✅ |
| **Day summaries** (one-call daily report) | ❌ | ❌ | ✅ |
**Key differentiators:**
- **Multi-school automatic discovery.** Set `EDUPAGE_SUBDOMAINS` with one shared
login and the server auto-discovers students across all schools — no need to
maintain a manual "Student → school1, Student → school2" mapping. A student at
two schools (e.g. Student at `school1` + `school2`) is found automatically
with separate per-school results.
- **Role-aware tools.** The server detects whether you're a parent, student, or
teacher at each school and behaves accordingly — `get_student_timetable`
switches to the student account for parents, returns direct timetables for
students. No tool duplication.
- **Full write surface.** Meal ordering/rating, message sending, student switching
— the other servers don't cover these.
---
## What it provides
A single stdio MCP server exposing **46 tools** (published on PyPI as
[`edupage-mcp-full`](https://pypi.org/project/edupage-mcp-full/)):
- **Authentication** — `login`, `login_auto`, `login_all`, `login_from_session`,
`two_factor_check_confirmed`, `two_factor_finish`, `auth_status`, `user_id`
- **Timetables** — `get_my_timetable`, `get_timetable` (teacher/student/class/
classroom), `get_student_timetable` (student by name, cross-school),
`get_next_week_timetable`, `get_next_ringing_time`, `get_periods`, `school_year`
- **Students** — `find_student` (name → person_id, cross-school),
`get_student_timetable` (cross-school, role-aware), `scan_students`
(auto-discover all students across schools), `get_my_students` (classmates or
school-wide for parents), `switch_to_student` (by id **or** name, parent only),
`switch_to_parent`, `clear_student_cache` (force refresh cached student lists)
- **Schools** — `get_schools` (logged-in schools with role per school)
- **Grades** — `get_grades`
- **Notifications / timeline** — `get_notifications`, `get_notification_history`,
`get_homework`, `get_assignments`, `get_absences`, `get_upcoming_events`, `get_news`
- **Substitutions** — `get_timetable_changes`, `get_missing_teachers`
- **Meals** — `get_meals`, `choose_meal`, `sign_off_meal`, `rate_meal`
- **Day summaries** — `get_day_summary` (one call: timetable, substitutions,
missing teachers, grades, meals, homework, assignments, absences, news,
events, notifications for a date — "what happened yesterday at school" in a
single round trip; each section is isolated so one failure doesn't kill the
report). Includes an OpenCode skill (`school-day-summary`) for human-readable
formatting in OpenCode; other clients use the raw JSON directly.
- **Rosters** — `get_students`, `get_all_students`, `get_teachers`, `get_classes`,
`get_classrooms`, `get_subjects`, `get_my_students`
- **Actions** — `send_message`, `switch_to_student`, `switch_to_parent`, `custom_request`
---
## Getting started
You need an MCP-capable client (opencode, Claude Desktop, Cursor, etc.).
### 1. Install
If you are using an AI coding client, a simple prompt is often enough to get
started, for example: "Install the EduPage MCP as described in this GitHub
repository oliverhruby/edupage-mcp". Most MCP-capable clients can then guide
you through the available setup options.
**Option A — from MCP Registry (recommended, one-click in VS Code / GitHub Copilot)**
The server is listed in the [MCP Registry](https://registry.modelcontextprotocol.io/).
In VS Code or GitHub Copilot, search for "EduPage MCP" and install with one click.
Or use the direct deeplink: `mcp://install/io.github.oliverhruby/edupage-mcp`
**Option B — from PyPI**
Use this for normal usage with a released version.
Requirements: `uv` for `uvx`, or Python **3.10+** for `pip`.
```bash
uvx edupage-mcp-full
# or, if you prefer pip (into whatever environment your MCP client uses):
pip install edupage-mcp-full
```
`uvx` runs the package without a persistent install. If `uvx` is unavailable,
install `uv` first (`pip install uv` or `winget install astral-sh.uv`).
**Option C — from GitHub (latest source)**
Use this if you want the latest changes before a PyPI release.
Requirements: `uv` for `uvx`, or Python **3.10+** for `pip`.
```bash
uvx --from "git+https://github.com/oliverhruby/edupage-mcp.git" edupage-mcp-full
# or
pip install "git+https://github.com/oliverhruby/edupage-mcp.git"
```
**Option D — Docker**
Use this for an isolated container runtime.
Requirements: Docker.
Pull a prebuilt image (recommended):
```bash
docker pull ghcr.io/oliverhruby/edupage-mcp:latest
docker run --rm -i \
-e EDUPAGE_USERNAME=your_username \
-e EDUPAGE_PASSWORD=your_password \
ghcr.io/oliverhruby/edupage-mcp:latest
```
Version tags are also available (for example `v0.4.0`) if you prefer pinned
images.
Build locally from source (fallback):
```bash
docker build -t edupage-mcp-full .
docker run --rm -i \
-e EDUPAGE_USERNAME=your_username \
-e EDUPAGE_PASSWORD=your_password \
edupage-mcp-full
```
The container uses the same environment variables described in
[Configure credentials](#2-configure-credentials). It also includes a
`HEALTHCHECK` (stdio process liveness by default; local TCP check in HTTP
transport modes).
For HTTP transports, set optional runtime vars:
- `MCP_TRANSPORT`: `stdio` (default), `sse`, or `streamable-http`
- `MCP_HOST`: bind host (default `127.0.0.1`)
- `MCP_PORT`: bind port (default `8000`)
- `MCP_API_KEY`: optional bearer token for HTTP auth
When `MCP_API_KEY` is set, HTTP requests must include `Authorization: Bearer <key>`.
If `MCP_API_KEY` is not set, HTTP endpoints are unauthenticated. For production,
prefer proper authentication and TLS via a reverse proxy or API gateway.
> `pyproject.toml` pins `mcp<2` (the stable FastMCP v1 API). `mcp 2.x` renamed
> `FastMCP` to `MCPServer` and changed the API surface; this server targets the
> FastMCP v1 API for simplicity and stability.
**Option C — development from source**
Use this if you are contributing or debugging locally.
Requirements: Python **3.10+**.
```bash
git clone https://github.com/oliverhruby/edupage-mcp.git
cd edupage-mcp
uv sync # or: python -m venv .venv && .venv/bin/python -m pip install -e .
uv run edupage-mcp-full
```
**Option D — Docker**
Use this for an isolated container runtime.
Requirements: Docker.
Pull a prebuilt image (recommended):
```bash
docker pull ghcr.io/oliverhruby/edupage-mcp:latest
docker run --rm -i \
-e EDUPAGE_USERNAME=your_username \
-e EDUPAGE_PASSWORD=your_password \
ghcr.io/oliverhruby/edupage-mcp:latest
```
Version tags are also available (for example `v0.4.0`) if you prefer pinned
images.
Build locally from source (fallback):
```bash
docker build -t edupage-mcp-full .
docker run --rm -i \
-e EDUPAGE_USERNAME=your_username \
-e EDUPAGE_PASSWORD=your_password \
edupage-mcp-full
```
The container uses the same environment variables described in
[Configure credentials](#2-configure-credentials). It also includes a
`HEALTHCHECK` (stdio process liveness by default; local TCP check in HTTP
transport modes).
For HTTP transports, set optional runtime vars:
- `MCP_TRANSPORT`: `stdio` (default), `sse`, or `streamable-http`
- `MCP_HOST`: bind host (default `127.0.0.1`)
- `MCP_PORT`: bind port (default `8000`)
- `MCP_API_KEY`: optional bearer token for HTTP auth
When `MCP_API_KEY` is set, HTTP requests must include `Authorization: Bearer <key>`.
If `MCP_API_KEY` is not set, HTTP endpoints are unauthenticated. For production,
prefer proper authentication and TLS via a reverse proxy or API gateway.
> `pyproject.toml` pins `mcp<2` (the stable FastMCP v1 API). `mcp 2.x` renamed
> `FastMCP` to `MCPServer` and changed the API surface; this server targets the
> FastMCP v1 API for simplicity and stability.
### 2. Configure credentials
Either set environment variables **or** pass credentials to `login` (see
[Prompt examples](#prompt-examples)).
```bash
# Windows (persistent, per-user)
setx EDUPAGE_USERNAME "your_username"
setx EDUPAGE_PASSWORD "your_password"
setx EDUPAGE_SUBDOMAINS "s1,s2,s3" # optional: multiple schools (auto-login + discovery)
# macOS / Linux
export EDUPAGE_USERNAME="your_username"
export EDUPAGE_PASSWORD="your_password"
export EDUPAGE_SUBDOMAINS="s1,s2,s3" # optional
```
**Single school?** Just set `EDUPAGE_USERNAME` + `EDUPAGE_PASSWORD`. The server
auto-discovers your school via the EduPage portal on startup — no subdomain needed.
**Multiple schools?** Add `EDUPAGE_SUBDOMAINS` (comma-separated). The server
logs into all of them on startup with your shared credentials.
### 3. Register with your MCP client
**opencode** — add to `~/.config/opencode/opencode.json` (or `opencode.jsonc`):
```jsonc
{
"mcp": {
"edupage": {
"type": "local",
"enabled": true,
"command": ["uvx", "edupage-mcp-full"],
"env": {
"EDUPAGE_USERNAME": "{env:EDUPAGE_USERNAME}",
"EDUPAGE_PASSWORD": "{env:EDUPAGE_PASSWORD}",
"EDUPAGE_SUBDOMAINS": "{env:EDUPAGE_SUBDOMAINS}"
}
}
}
}
```
> Put credentials in your shell/environment (or a `.env`) and reference them with
> `{env:VAR}`, or hardcode them under `env:` directly. `uvx` will auto-provision
> the package the first time; it must be on your `PATH`.
**Claude Desktop / Cursor** — use `claude_desktop_config.json` /
`.mcp.json` with a `mcpServers` entry in the standard shape, pointing
`command`/`args` at the venv python and the `edupage_mcp.py` path, plus an
`env` block with your credentials.
After editing client config, **restart the client** so the MCP server is loaded.
---
## Prompt examples
| User prompt | Likely tool call(s) | Expected response |
|---|---|---|
| "Are we connected and logged in?" | `auth_status` | Connected status, active school/subdomain, and login state per school. |
| "What classes do I have today?" | `get_my_timetable` | A short timetable summary for today. |
| "Show me the 9.A schedule for 2026-09-10" | `get_timetable target_type="class" target_id="9.A" date_str="2026-09-10"` | Class timetable for that date. |
| "What grades do I have this term?" | `get_grades term="FIRST" year=2026` | Subject-by-subject grade overview for the selected term/year. |
| "Any substitutions today?" | `get_timetable_changes` | Changes, cancellations, and replacements for today. |
| "What is for lunch and order option 2 for tomorrow" | `get_meals` → `choose_meal date_str="2026-09-10" meal_type="lunch" number=2` | Meal menu and order confirmation (or a clear error if unavailable). |
| "Find Student A's timetable for tomorrow" | `get_student_timetable name="Student A" date_str="2026-09-10"` | Student A's timetable; if found in multiple schools, one result per school. |
| "List teachers and send a hello to Teacher456" | `get_teachers` → `send_message recipient_id="Teacher456" body="Hello!"` | Teacher list plus message sent confirmation. |
| **"What happened at school yesterday for my kids?"** | `get_day_summary date_str="2026-09-09"` (discovery index) → `get_day_summary date_str="2026-09-09" name="Student A" subdomain="school-a"` → `... name="Student B" subdomain="school-b"` | **Discovery-first**: the no-name call lists each child per school; then one complete daily report call per child (timetable, substitutions, missing teachers, grades, meals, homework, assignments, absences, news, events, notifications). Keeps each response small and avoids mixing schools/students. |
| **"How was school today for Student A?"** | `get_day_summary name="Student A"` (defaults to today) | Human-readable summary via the bundled OpenCode skill `school-day-summary`. |
---
## Multiple schools & automatic student discovery
Each subdomain (school) keeps its **own** logged-in session. There are two ways
to log in to several schools at once:
**A) Automatic on startup (recommended).** Set `EDUPAGE_SUBDOMAINS` (a
comma-separated list) plus the shared `EDUPAGE_USERNAME` / `EDUPAGE_PASSWORD` —
the server logs into all of them when it launches, so every tool is immediately
ready and students are discoverable across all schools with **no login call and
no student→school mapping**:
```bash
setx EDUPAGE_SUBDOMAINS "school1,school2,school3" # Windows
export EDUPAGE_SUBDOMAINS="school1,school2,school3" # macOS / Linux
```
```text
get_schools # lists school1, school2, school3 (logged in, with role)
scan_students # discovers Student A and Student B across those schools
get_student_timetable name="Student A" # is found at school1 AND school2
```
**B) On demand with `login_all`.** Authenticate several schools at once, then pass
`subdomain` to any data tool (it defaults to the last active subdomain when
omitted):
```text
login_all subdomains="school1,school2" usernames="u1,u2" passwords="p1,p2"
get_my_timetable subdomain="school1"
get_my_timetable subdomain="school2"
auth_status # shows all logged-in subdomains + which is active
```
You can also call `login` once per school to add/lookup sessions incrementally.
> **Single school?** No `EDUPAGE_SUBDOMAINS` needed — the server auto-discovers
> your school via the portal on startup. For two or more schools, set
> `EDUPAGE_SUBDOMAINS` (auto-login) or use `login_all` / repeated `login` calls.
---
## Students by name (e.g. "timetable for Student A")
Because the server **auto-discovers students across the configured
`EDUPAGE_SUBDOMAINS`** (or every logged-in school when the variable is unset),
you don't need to know or state which school a student is in. Just ask for the
timetable by name and the server searches every school in scope:
```text
"timetable for Student A" -> get_student_timetable name="Student A"
```
`get_student_timetable` (with no `subdomain`):
1. searches **every school in the discovery scope** — the configured
`EDUPAGE_SUBDOMAINS`, or all logged-in schools when unset — for a student
whose first/last/full name matches (`scan_students` does just the discovery
step),
2. for each school where the student is found, switches to the student account if
you're logged in as a parent, returns that student's timetable for the date, and
switches back to the parent account afterwards,
3. returns **one result per school**.
A student attending **more than one school** (e.g. Student at `school1` +
`school2`) therefore yields a list of two per-school timetables — separate
results, never merged. This is the built-in replacement for maintaining a
manual "Student → school1" mapping: with `EDUPAGE_SUBDOMAINS` set, discovery is
fully automatic.
---
## Tool reference
| Tool | Description | Writes? |
|---|---|---|
| `login` | Log in with username/password/subdomain (env vars supported) | ✅ session |
| `login_auto` | Log in via the EduPage portal (auto-detect school) | ✅ session |
| `login_all` | Log in to multiple schools in one call | ✅ session |
| `login_from_session` | Create a session from an existing `PHPSESSID` cookie | ✅ session |
| `two_factor_check_confirmed` | Check if 2FA was approved on a device | |
| `two_factor_finish` | Finish 2FA (email/app code or device confirmation) | ✅ session |
| `auth_status` | Which subdomains are logged in + active one | |
| `user_id` | Logged-in user id | |
| `school_year` | Current school year | |
| `get_my_timetable` | Logged-in user's timetable for a date | |
| `get_timetable` | Timetable of a teacher/student/class/classroom | |
| `get_student_timetable` | Student's timetable by name or id (role-aware, cross-school) | ✅ session |
| `get_next_week_timetable` | Mon–Fri timetable for next week | |
| `get_next_ringing_time` | Next bell (break/lesson) at a given time | |
| `get_periods` | Bell schedule (period start/end times) | |
| `get_grades` | Grades, optionally by year & term | |
| `get_notifications` | Timeline notifications | |
| `get_notification_history` | Timeline notifications since a date | |
| `get_homework` | Homework from the timeline | |
| `get_assignments` | Homework/tests/exams from the timeline | |
| `get_absences` | Absence records from the timeline | |
| `get_upcoming_events` | Trips/excursions/meetings/holidays | |
| `get_news` | School news | |
| `get_timetable_changes` | Substitutions / timetable changes for a date | |
| `get_missing_teachers` | Teachers missing on a date | |
| `get_day_summary` | One-call daily report (timetable, substitutions, teachers, grades, meals, homework, assignments, absences, news, events, notifications) for a date; student by name/id (role-aware). **Discovery-first**: parent without `name`/`student_id` returns a lightweight per-school student index (`mode:"discovery"`); pass `full=True` to build full reports for every child. Bundles OpenCode skill `school-day-summary` for human-readable output. | |
| `get_meals` | Meal menu (snack/lunch/afternoon snack; `include_breakfast`/`include_dinner` add extras) | |
| `choose_meal` | Order a meal | ✅ |
| `sign_off_meal` | Cancel an ordered meal | ✅ |
| `rate_meal` | Rate a meal (quality/quantity) | ✅ |
| `get_students` | Students in the logged-in user's class | |
| `get_all_students` | All students in the school (short list) | |
| `get_teachers` | All teachers | |
| `get_classes` | All classes | |
| `get_classrooms` | All classrooms | |
| `get_subjects` | All subjects | |
| `get_my_students` | Students visible to the logged-in account (one school) | |
| `find_student` | Look up a student's person_id by name (cross-school) | |
| `scan_students` | Auto-discover students across the configured `EDUPAGE_SUBDOMAINS` (or all logged-in schools when unset) | |
| `clear_student_cache` | Clear cached student rosters (one school or all schools) | ✅ cache |
| `get_schools` | List logged-in schools + role per school | |
| `send_message` | Send a message to a user | ✅ |
| `switch_to_student` | Switch to a student account by id or name (parent only) | ✅ session |
| `switch_to_parent` | Switch back to the parent account | ✅ session |
| `custom_request` | Raw request through the active session (GET/POST) | ✅ |
---
## Data & safety notes
- Most tools are **read-only**. The ones marked **Writes? ✅** mutate EduPage
state (sent messages, ordered meals, switched accounts). Use them with care.
- `get_homework`, `get_assignments`, `get_absences`, `get_upcoming_events` and
`get_news` derive their data from the **timeline notifications** — if the
school doesn't push certain event types, those tools may return empty lists.
- `get_missing_teachers` is marked **experimental** upstream (parses HTML from
the substitution page) and can raise if a teacher's name no longer matches.
- Meal `rate_meal` and ordering depend on the school publishing menus with the
matching identifiers; not all schools expose ratings.
- `get_meals` first tries the per-student meal-ordering endpoint (needed for
ordering/ratings). When a school doesn't enable that, it falls back to the
school's **public canteen menu widget** (`/menu/?wid=menu_CanteenMenu_1`),
which is read-only (no ordering) and may include extra meals — pass
`include_breakfast=true` / `include_dinner=true` to also get Raňajky/Večera.
---
## Skills
The package includes an **OpenCode skill** (`school-day-summary`) at
`<site-packages>/edupage_mcp/skills/school-day-summary/SKILL.md`. It teaches
OpenCode agents how to turn `get_day_summary` JSON into a human-readable daily
school report.
**OpenCode only:** To register it:
```bash
mkdir -p ~/.config/opencode/skills/school-day-summary
cp <site-packages>/edupage_mcp/skills/school-day-summary/SKILL.md \
~/.config/opencode/skills/school-day-summary/SKILL.md
```
Restart OpenCode; the agent can then answer *"what happened at school yesterday
for my kids?"* by calling `get_day_summary` per child.
**Other MCP clients (Copilot, Claude, Cursor, etc.)** — call `get_day_summary`
directly; they receive the full structured JSON. Formatting is client-specific
(no skill system in the MCP protocol).
---
## Contributing
Contributor and maintainer guidance is in [CONTRIBUTING.md](CONTRIBUTING.md).
- Contribution workflow and local setup
- Architecture and implementation details
- Release process (PyPI, GitHub Releases, GHCR)
- CI quality gates and upstream coverage drift checks
---
## Limitations
- **Unofficial/read-mostly by design.** EduPage can change its endpoints at any
time; reliability ultimately depends on `edupage-api`, not this wrapper.
- **No CAPTCHA bypass.** If EduPage presents a CAPTCHA during login, log in via
browser first, then use `login_from_session` with the resulting `PHPSESSID`.
- **2FA requires human interaction** (approve on device or provide a code).
- **Parent/teacher accounts** are only partially verified upstream; some parent
methods are best-effort.
- The auth session lives for the lifetime of the MCP server process; restarting
the client means logging in again.
- Cross-school student discovery depends on being logged into all relevant
schools (via `EDUPAGE_SUBDOMAINS`, `login_all`, or repeated `login` calls).
If a school is not logged in, that student's results from that school cannot
be discovered.
---
## Support
If you like this project and want to support or request a feature, send me a
beer, it keeps my mind relaxed and ideas will come :-)
[](https://www.paypal.me/oliverhruby/)
---
## License
[MIT](LICENSE) © Oliver Hrubý
This project is **not affiliated with or endorsed by** Ascora (EduPage) or by
the authors of `edupage-api`. EduPage is a registered trademark of its
respective owner(s).
TDQS
Scored across 46 tools
Many tools have distinct purposes, but significant overlap exists among student-related tools (get_students, get_all_students, get_my_students, scan_students, find_student) and timetable tools (get_my_timetable, get_student_timetable, get_timetable, get_next_week_timetable, get_timetable_range). The descriptions help but an agent could easily misselect without careful reading.
Most tool names follow a consistent verb_noun or noun pattern (get_, login_, switch_), but a few deviate (school_year, user_id, two_factor_check_confirmed). Overall predictable and readable.
46 tools is excessive for the domain, with many overlapping functions and niche authentication/2FA tools that could be consolidated. The count feels heavy and increases selection complexity.
The surface covers a wide range of school operations (timetables, grades, meals, messaging, authentication), but lacks explicit update/delete operations for most resources (e.g., no update_homework, no delete_message). Minor gaps that agents can work around via custom_request.