P72 — rag_document_checker LEFT JOINs canonical_controls.scope_doc_type.
_filter_by_canonical_scope wirft MCs raus deren scope explizit auf
einen inkompatiblen Doc-Type zeigt (Mapping in _SCOPE_COMPATIBLE).
Konservativ: 'other'/NULL/'process' bleiben drin — Heuristik v1 ist
noch nicht stark genug fuer hartes Filtern.
Erwartete Wirkung: ~10-15% weniger irrelevante MCs pro Doc, weil z.B.
ein TOM-MC nicht mehr als DSE-Finding auftaucht.
P73 — mc_solution_generator.py: Qwen->OVH Cascade generiert pro HIGH/
CRITICAL-Fail eine konkrete Einfuege-Empfehlung mit Anchor (wo + was)
und Aufwand-Schaetzung. JSON-Schema {solution_text, anchor_hint,
effort_min}. In-process LRU-Cache (500 entries) per (mc_id, doc_md5).
Max 3 Solutions pro Doc-Type, global Cap 8 — haelt Latenz < 60s. Bloecke
werden im Mail-Render unter VVT als 'Loesungs-Vorschlaege (KI-generiert)'
eingehaengt. Disclaimer: kein Rechts-Beratung, mit DSB pruefen.
Co-Authored-By: Claude Opus 4.7 (1M context) <noreply@anthropic.com>
backend-compliance
Python/FastAPI service implementing the DSGVO compliance API: DSR, DSFA, consent, controls, risks, evidence, audit, vendor management, ISMS, change requests, document generation.
Port: 8002 (container: bp-compliance-backend)
Stack: Python 3.12, FastAPI, SQLAlchemy 2.x, Alembic, Keycloak auth.
Architecture
compliance/
├── api/ # Routers (thin, ≤30 LOC per handler)
├── services/ # Business logic
├── repositories/ # DB access
├── domain/ # Value objects, domain errors
├── schemas/ # Pydantic models, split per domain
└── db/models/ # SQLAlchemy ORM, one module per aggregate
The service follows this layered target structure but not all files are fully refactored yet. Phase 1 backlog is tracked in .claude/rules/loc-exceptions.txt (27 backend-compliance files currently excepted).
See ../AGENTS.python.md for the full convention and ../.claude/rules/architecture.md for the non-negotiable rules.
Run locally
cd backend-compliance
pip install -r requirements.txt
export COMPLIANCE_DATABASE_URL=... # Postgres (Hetzner or local)
uvicorn main:app --reload --port 8002
Tests
pytest compliance/tests/ -v
pytest --cov=compliance --cov-report=term-missing
Layout: tests/unit/, tests/integration/, tests/contracts/. Contract tests diff /openapi.json against tests/contracts/openapi.baseline.json.
Public API surface
404+ endpoints across /api/v1/*. Grouped by domain: ai, audit, consent, dsfa, dsr, gdpr, vendor, evidence, change-requests, generation, projects, company-profile, isms. Every path is a contract — see the "Public endpoints" rule in the root CLAUDE.md.
Environment
| Var | Purpose |
|---|---|
COMPLIANCE_DATABASE_URL |
Postgres DSN, sslmode=require |
KEYCLOAK_* |
Auth verification |
QDRANT_URL, QDRANT_API_KEY |
Vector search |
CORE_VALKEY_URL |
Session cache |
Don't touch
Database schema, __tablename__, column names, existing migrations under migrations/. See root CLAUDE.md rule 3.