An agentic content platform. LLMs ingest, structure and serve exam material through a guarded MCP surface.
› What it does
- Spring AI MCP server with 24 content tools behind API-key auth. Idempotent natural-key upserts make LLM ingestion safe to re-run.
- LangGraph agent with planning tools, parallel read-only subagents, human approval before writes, token budgets and Postgres-checkpointed resumable runs.
- Permission-scoped tools, prompt-injection guards, streamed run events, and Langfuse + OpenTelemetry tracing.
- Spring Boot, Next.js SSR, Elasticsearch and Redis on an Ansible-deployed VPS with Prometheus, Loki and Grafana.
- Year
- 2026 — Now
- Role
- Solo · architecture to ops
- Type
- AI-native exam preparation platform
Stack
Spring AIMCPLangGraphLangfuseNext.jsPostgreSQLElasticsearchRedisAnsible
› System · Blueprint Rev A
Next.js SSR01
LangGraph agent02
Human-in-the-loop gate03
Spring AI MCP · 24 tools04
Postgres + Elastic05
Grafana · Loki · Langfuse06