NuklearRabbit
b511ba2dbc
KnowledgeProvider protocol with a deterministic TF-IDF-weighted extractive demo provider (never generative, always cites real excerpts) and a RAGcore HTTP adapter that degrades cleanly to unavailable. Knowledge nav + chat-style Q&A UI with source cards and honest grounded/insufficient/unavailable states. 57 backend tests passing, ruff clean. Fixed a real relevance bug (generic terms like "vehicle" crowding out distinctive matches) via IDF weighting, found by testing the actual S6 scenario. Verified end-to-end in the browser: grounded damage question cites both expected procedures; unrelated question honestly returns insufficient evidence with no fabrication.
MobilityOps
Connected operations for vehicle rental and service teams.
MobilityOps is a working proof of concept for a fictitious mobility company. It combines vehicle and booking operations, a controlled vehicle-return workflow, data-quality review, RAGcore-backed internal knowledge, n8n orchestration and read-only tools published through ITWorx MCP Hub.
All people, companies, vehicles, bookings and documents are synthetic. The workflows, validation, integrations, audit logging and access boundaries are intended to be real.
Scope
The PoC implements:
- operations dashboard;
- vehicle and booking views;
- one complete vehicle-return workflow;
- five deterministic data-quality checks;
- human review and customer merge;
- audit trail;
- RAGcore-backed knowledge assistant with citations;
- one n8n return-processing workflow;
- four read-only MCP tools through ITWorx MCP Hub;
- deterministic demo reset and five-minute showcase.
It is not an ERP, CRM, accounting package, public booking site, payment system or autonomous agent.
Repository map
CLAUDE.md— binding implementation rules.MASTER_BUILD_PROMPT.md— prompt to start an autonomous Claude run.PROJECT_STATE.md— short persistent project memory.docs/— product, architecture, UX and acceptance specification.contracts/— OpenAPI, event and MCP contracts.knowledge/— fictitious source documents for the MobilityOps RAGcore workspace.seed/— deterministic synthetic dataset and generator.n8n/— importable workflow definitions.backend/andfrontend/— minimal bootable scaffold, not the finished application.
Local scaffold
cp .env.example .env
docker compose up --build
Expected scaffold endpoints:
- Web:
http://localhost:1228 - API health:
http://localhost:8128/health - n8n:
http://localhost:5678
The finished project must keep these defaults configurable.