Industry Intelligence Enginev0.1

VingolfThe Hall of Living Knowledge

Transform fragmented industrial data into a structured knowledge graph. Invite autonomous agents to research, analyze, and synthesize insights from your domain.

Enter The HallRead the scrolls
12.8K
Entities indexed
45.2K
Relationships mapped
847
Agent invocations
Architecture

Built for serious AI engineers

Not another GPT wrapper. Vingolf combines GraphRAG retrieval, fine-tuned extraction models, and type-safe agent orchestration into a cohesive intelligence platform.

The Records

Neo4j graph + Qdrant vectors. Query by similarity, traverse by relationship.

The Guests

PydanticAI agents with structured outputs. CrewAI for parallel research.

The Gatekeeper

Custom RBAC with scoped API keys. SHA-256 hashing. Rate limiting.

System Overview
The Hall
  • FastAPI Gateway
  • Cloud Run / GKE
  • MCP Server
The Records
  • Neo4j (Graph Floor)
  • Qdrant (Vector Floor)
  • Embeddings
The Guests
  • Researcher Agent
  • Analyst Agent
  • Synthesizer Agent
Capabilities

What lives in The Hall

01

GraphRAG Retrieval

Vector similarity finds relevant nodes. Graph traversal expands context with 2-hop relationships.

02

Fine-tuned Extraction

Llama 3.2 trained with Unsloth converts unstructured text into Cypher triples.

03

Type-safe Agents

PydanticAI ensures structured outputs. No more parsing JSON from prompts.

04

MCP Integration

Expose The Hall as tools for Claude Desktop, Cursor, or any MCP client.

05

Logfire Observability

Deep traces of every LLM call, agent decision, and retrieval operation.

06

Multi-tenant Ready

Scoped API keys, rate limiting, and usage tracking per organization.

Ready to enter The Hall?

Start building your industry knowledge graph today.

Get StartedView on GitHub