When the cookie text has no captured CMP payload (long-tail sites that
don't use ePaaS/OneTrust/Cookiebot/etc.) we now fall back to a Qwen → OVH
LLM cascade to extract a structured vendor list from the policy text.
New module backend/compliance/services/vendor_llm_extractor.py:
- extract_vendors_via_llm(cookie_text): runs Qwen first (local Ollama),
then OVH if Qwen returns nothing usable.
- System prompt instructs the model to return STRICT JSON only:
{vendors: [{name, country, purpose, category, opt_out_url,
privacy_policy_url, persistence, cookies: [...]}]}
- Lenient JSON parser tolerates code-fences, prose wrappers, dict vs list.
- _normalize() caps array sizes (80 vendors, 30 cookies each), validates
URLs (must be http(s)), trims fields to reasonable lengths.
Route integration (agent_compliance_check_routes.py):
- After named-CMP extract: if cmp_vendors is empty AND the cookie text
has ≥500 words (otherwise it's likely navigation chrome), invoke the
LLM extractor. Progress message 'Vendor-Liste per LLM extrahieren...'.
- Vendors then run through the same validate_vendor_urls + score_vendors
pipeline → VVT table rendered identically regardless of source.
docker-compose.yml: backend-compliance gains OLLAMA_URL, CMP_LLM_MODEL,
OVH_LLM_URL/KEY/MODEL env vars (same names as consent-tester so the
configuration is unified).
This closes the 'every site eventually gets a VVT table' goal:
- Known CMP → V1/V2 structured extraction (fast, exact)
- Unknown CMP → V3 LLM extraction (slow, best-effort)
- No text at all → no vendors, but other compliance checks still run.
breakpilot-compliance
DSGVO/AI-Act compliance platform — 10 services, Go · Python · TypeScript
Overview
breakpilot-compliance is a multi-tenant DSGVO/EU AI Act compliance platform that provides an SDK for consent management, data subject requests (DSR), audit logging, iACE impact assessments, and document archival. It ships as 10 containerised services covering an admin dashboard, a developer portal, a Python/FastAPI backend, a Go AI compliance engine, TTS, and a decentralised document store on IPFS. Every service is deployed automatically via Gitea Actions → Orca on every push to main.
Architecture
| Service | Tech | Port | Container |
|---|---|---|---|
| admin-compliance | Next.js 15 | 3007 | bp-compliance-admin |
| backend-compliance | Python / FastAPI 0.123 | 8002 | bp-compliance-backend |
| ai-compliance-sdk | Go 1.24 / Gin | 8093 | bp-compliance-ai-sdk |
| developer-portal | Next.js 15 | 3006 | bp-compliance-developer-portal |
| breakpilot-compliance-sdk | TypeScript SDK (React/Vue/Angular/vanilla) | — | — |
| consent-sdk | JS/TS Consent SDK | — | — |
| compliance-tts-service | Python / Piper TTS | 8095 | bp-compliance-tts |
| document-crawler | Python / FastAPI | 8098 | bp-compliance-document-crawler |
| dsms-gateway | Python / FastAPI / IPFS | 8082 | bp-compliance-dsms-gateway |
| dsms-node | IPFS Kubo v0.24.0 | — | bp-compliance-dsms-node |
All containers share the external breakpilot-network Docker network and depend on breakpilot-core (Valkey, Vault, RAG service, Nginx reverse proxy).
Quick Start
Prerequisites: Docker, Go 1.24+, Python 3.12+, Node.js 20+
git clone ssh://git@gitea.meghsakha.com:22222/Benjamin_Boenisch/breakpilot-compliance.git
cd breakpilot-compliance
# Copy and populate secrets (never commit .env)
cp .env.example .env
# Start all services
docker compose up -d
For the Orca/Hetzner production target (x86_64), use the override:
docker compose -f docker-compose.yml -f docker-compose.hetzner.yml up -d
Development Workflow
Use feature branches off main. Supported prefixes: feat/, feature/, hotfix/.
git checkout main && git pull origin main
git checkout -b feat/my-change
# ... make changes ...
git push origin feat/my-change
# Open a PR → squash merge to main
Push to main triggers:
- Gitea Actions — lint → test → validate (see CI Pipeline below)
- Orca — automatic build + deploy (~3 min total)
Monitor status: https://gitea.meghsakha.com/Benjamin_Boenisch/breakpilot-compliance/actions
CI Pipeline
Defined in .gitea/workflows/ci.yaml.
| Job | What it checks |
|---|---|
loc-budget |
All source files ≤ 500 LOC; soft target 300 |
guardrail-integrity |
Commits touching guardrail files carry [guardrail-change] |
go-lint |
golangci-lint on ai-compliance-sdk/ |
python-lint |
ruff + mypy on Python services |
nodejs-lint |
tsc --noEmit + ESLint on Next.js services |
test-go-ai-compliance |
go test ./... in ai-compliance-sdk/ |
test-python-backend-compliance |
pytest in backend-compliance/ |
test-python-document-crawler |
pytest in document-crawler/ |
test-python-dsms-gateway |
pytest test_main.py in dsms-gateway/ |
sbom-scan |
License + vulnerability scan via syft + grype |
validate-canonical-controls |
OpenAPI contract baseline diff |
File Budget
| Limit | Value | How to check |
|---|---|---|
| Soft target | 300 LOC | bash scripts/check-loc.sh |
| Hard cap | 500 LOC | Same; also enforced by PreToolUse hook + git pre-commit + CI |
| Exceptions | .claude/rules/loc-exceptions.txt |
Require written rationale + [guardrail-change] commit marker |
The .claude/settings.json PreToolUse hook blocks Claude Code from writing or editing files that would exceed the hard cap. The git pre-commit hook re-checks. CI is the final gate.
Links
| URL | |
|---|---|
| Admin dashboard | https://admin-dev.breakpilot.ai |
| Developer portal | https://developers-dev.breakpilot.ai |
| Backend API | https://api-dev.breakpilot.ai |
| AI SDK API | https://sdk-dev.breakpilot.ai |
| Gitea repo | https://gitea.meghsakha.com/Benjamin_Boenisch/breakpilot-compliance |
| Gitea Actions | https://gitea.meghsakha.com/Benjamin_Boenisch/breakpilot-compliance/actions |