Files
Schulcloud-MCP/docs/ROADMAP.md
MechaCat02 c9bcd3de31 Record extension options and decisions in docs/ROADMAP.md
Nothing implemented. Captures the setup decisions (bearer token,
stateless, inline extraction) and, for any future persistence, that it
goes in the Pi's existing PostgreSQL under its own database and user.

Worth keeping because the build surfaced facts that are expensive to
rediscover: search covers file names but never file contents, so the 93
PDFs here are opaque to it; one search costs ~270 upstream requests;
extracted file text is immutable per fileRecord and so cacheable
forever; German needs the german FTS dictionary plus pg_trgm, since
compounds defeat stemming; and "what's new since X" is impossible today
because the API has no changed-since filter anywhere.

Also records what is ruled out and why — collaborative text editor
contents are not retrievable, OCR is unnecessary since images go to
Claude directly, and write tools would forfeit the read-only property
that makes the public endpoint acceptable.

Co-Authored-By: Claude Opus 5 <noreply@anthropic.com>
2026-09-12 17:12:52 +02:00

4.5 KiB

Possible extensions

Nothing here is built. This records options considered during setup, the decisions already taken, and the trade-offs found while building — so none of it has to be rediscovered.

Decisions already taken

Decision Choice Rejected
Endpoint auth Static bearer token (MCP_AUTH_TOKEN, constant-time check) OAuth 2.1; secret URL path
State Stateless — every tool call hits the API live Postgres cache; cache + full-text search
File delivery Inline extracted text; images inline Raw base64 only
If persistence is added The Pi's existing PostgreSQL, with its own database and user A dedicated container; SQLite

Two of the rejected options need no revisiting. OAuth 2.1 is disproportionate machinery for a single-user endpoint a bearer token already protects. "Raw bytes as well as extracted text" got built anyway — download_file takes raw: true.

1. Full-text search over file contents

The gap: search covers course/board/card/lesson/task titles and text, and file names — never file contents. The 93 PDFs in this account are opaque to it. "Where does it explain the Caesar cipher?" only hits if those words are in a filename.

The cost: one search walks ~26 course pages, ~30 board skeletons plus card fetches, and ~150 per-element file listings — roughly 270 upstream requests, several seconds, every time.

Design sketch

  • Postgres tsvector + GIN. Use the german dictionary, so Verschlüsselung matches Verschlüsselungsverfahren; the default english config stems these wrongly.
  • Add pg_trgm alongside. German compounds defeat stemming — Datenschutzgrundverordnung will not match Datenschutz — and trigram similarity also absorbs typos.
  • Index: titles and text of courses, boards, cards, lessons, tasks; file names; and extracted file text.
  • Later, optionally: embeddings in pgvector, so "the thing about encryption" finds Verschlüsselung without sharing a word. Needs an embedding model in the loop, so it is a separate step, not part of this.

2. Cache, with bypass

The split that makes staleness tolerable — index is discovery, live API is detail. Search the index to find where something is; always re-fetch it to read it. A stale index then costs a missed or spurious hit, never wrong content. That is a far better failure mode than a cache that can serve last week's homework list as current.

  • fresh: true on search (re-crawl the relevant course first) and on the detail tools.
  • State freshness in every cached result ("indexed 2h ago"), regardless of the flag — a bypass only helps if the agent knows it needs one.
  • Extracted file text is cacheable indefinitely. A fileRecord id maps to immutable bytes; an edit produces a new record. PDF parsing happens once, ever. Cheapest large win here, and free of staleness risk.
  • Sync: nightly full crawl (~270 requests, trivial) plus on-demand per course.

Consequence to weigh: coursework text would then live on the Pi at rest, outside Schulcloud. It does not weaken the read-only property, but it is new — consider disk encryption and whether it lands in a backup.

3. "What's new since …"

Falls out of having an index with history: diff successive crawls to surface new boards, cards, files and tasks. Impossible today at any speed — the API has no changed-since filter anywhere. Arguably the most useful item on this list for a student, and nearly free once the sync job exists.

4. Smaller items

  • Video/audio transcription — this account has 5 MP4s and a WebM that are currently just "here is a file you cannot read".
  • MCP resources and prompts — expose courses/boards as attachable resources; canned prompts such as "summarise this week's homework".
  • Calendar — a separate schulcloud-calendar service, not part of the v3 API mapped in API.md.

5. Ruled out

  • Collaborative text editor contents. Confirmed unavailable: GET /api/v3/collaborative-text-editor/{parentType}/{parentId} returns a URL to the editor, never the document text.
  • OCR. Unnecessary — images are returned inline and Claude reads them directly.
  • Write tools (submitting homework, marking tasks done). Technically easy, but this forfeits the property that makes an internet-facing endpoint acceptable: that a leaked token cannot act as the user. A deliberate, separate decision — see the invariant in CLAUDE.md.