| PII scan / redact | compliance/guard.py | compliance scan-text | POST /api/scan-text | Scan text view | CLI, dashboard | Stable |
Guard wrapper guard(model) | compliance/guard.py | — (SDK) | — (via proxy) | — | compliance, integrations | Stable |
| OpenAI-compatible guard proxy | gateway/guard_proxy.py | serve | /v1/chat/completions, /v1/embeddings, /v1/guardrails/reload | Reload button in Guardrails view | guard proxy | Stable |
| Guardrails file | dashboard/server.py | serve --config | GET/PUT /api/guardrails | Guardrails view | dashboard | Stable |
| PII audit trail | compliance/guard.py AuditLog | — | GET /api/audit, GET /api/summary | Audit, Overview | dashboard | Stable |
| Cost tracking, budgets, chargeback | observability/cost_tracker.py | audit costs --period | GET /api/costs?period | Costs, Overview | AI inventory | Stable |
| Shadow-AI inventory | observability/ai_inventory.py | audit scan --include-env | GET /api/inventory?include_env | Inventory | AI inventory | Stable |
| Evidence report | compliance/reporting.py | compliance report-evidence | GET /api/evidence-report?format&period&organization&project&costs_log | Evidence report view | compliance, dashboard | Stable |
| Compliance monitor and report | gateway/compliance_api.py | compliance run-compliance, generate-report | POST /v1/compliance/monitor, /report, GET /regulations, /healthcare/use-cases | Compliance view (record a check) | compliance | Stable |
| Compliance dashboard and alerts | gateway/compliance_api.py (per-process store) | compliance dashboard, alerts, configure-alerts | GET /v1/compliance/dashboard, /alerts, POST /alerts/configure | Compliance view | compliance | Beta |
| GDPR runtime policy | compliance/gdpr.py | via run-compliance with metadata.purpose | via /v1/compliance/monitor | Compliance view | compliance | Stable |
| Regulatory watcher | compliance/regulatory_watch.py | — (SDK) | — | — | compliance | Stable |
| Differential privacy | compliance/advanced.py DPMechanism | — (SDK) | — | — | compliance quickstart | Stable |
| Framework adapters | integrations/frameworks | — (SDK) | — | — | integrations | Stable |
| Hallucination detection | evaluation/hallucination.py | — (SDK) | — (MCP check_grounding) | — | cookbook, feature status | Stable |
| Run tracing | observability/tracing.py | — (SDK) | — | — | tracing | Stable |
ModelSession switching | client/model_session.py | — (SDK) | — | — | cookbook | Stable |
| Agents and orchestrator | agents/ | — (SDK) | — | — | architecture | Stable / Beta |
| Chat | gateway/models.py | chat start | POST /v1/chat, /v1/generate | — | CLI, gateway | Stable |
| Chat sessions | gateway/chat.py | chat list-sessions, load, save, delete | /v1/sessions, /{id}, /{id}/messages, /{id}/save, /load | — | gateway | Stable |
| Model compare, health, metrics, list | gateway/ | models compare, health, metrics, list | POST /v1/compare, POST /v1/health/check, GET /v1/metrics, GET /v1/models | — | CLI, gateway | Stable |
| Local model download, export, delete | transformers directly | models download, export, delete | — (CLI only, needs torch) | — | CLI | Beta |
| Model conversion | model_conversion | convert (needs [finetune]) | — (CLI only, needs torch) | — | CLI | Beta |
| Context transfer | context_transfer | context-transfer | — (CLI only) | — | CLI | Stable |
| RAG | rag/, gateway/rag_api.py | — (SDK) | /documents, /files, /query, /generate, /models/switch, /token | — | RAG, RAG API | Stable |
| Memory systems | memory/ | — (SDK) | — | — | memory | Stable |
| Fine-tuning | fine_tuning/ | — (SDK) | — | — | features | Beta |
| MCP server | mcp_server/ | python -m multimind.mcp_server | — | — | MCP server | Stable |
| Backend server | server/platform.py | backend | /, /health, /ready, /docs | — | API overview | Stable |