New agent architecture for intelligent MC evaluation: agent_tools.py (367 LOC): - 5 tools in OpenAI function-calling format - query_controls: async DB query for MCs by doc_type - evaluate_controls_batch: deterministic keyword matching - search_document: text search with context - get_document_stats: word count, sections, language - submit_results: finalize check results compliance_agent.py (398 LOC): - ComplianceAgent class with agent loop - 3 LLM providers: Ollama, OpenAI-compatible (OVH), Anthropic - Tool call dispatch + result collection - System prompt for systematic compliance analysis - run_compliance_check() convenience function Hybrid mode: - COMPLIANCE_USE_AGENT=false (default): deterministic regex - COMPLIANCE_USE_AGENT=true: LLM agent with tool calling - Agent fallback to regex if LLM unavailable Works with Qwen 35B (Ollama), Qwen 120B (OVH vLLM), Claude. Co-Authored-By: Claude Opus 4.6 (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.