GenAI / Graph Engineer – Agentic code intelligence with Neo4j

[modest sapphire]

GenAI / Graph Engineer – Agentic code intelligence with Neo4j

I’m currently building an MCP server for coding agents, designed to give them a real, graph-based understanding of large codebases.

What it does:

Incremental ingestion of entire projects (minutes, not hours)

Persistent code graph (files, scopes, symbols, relationships)

Hybrid search: BM25 + semantic embeddings

Graph traversal for context expansion
(who consumes a scope, who is consumed by it, dependency depth)

Example capability exposed to agents:

const results = await brain.search({
query: "authentication middleware",
semantic: true,
boost_keywords: ["AuthService", "validateToken"],
explore_depth: 2,
summarize: true
});

With these tools, agents like Claude Code can instantly grasp a concept across a codebase, instead of painfully reading files one by one.

I’m open to:

Collaborations with teams working on Neo4j / graph / search / agentic systems

Integrating these tools into existing coding agents

Freelance / consulting opportunities around GenAI + graph-based intelligence

Portfolio & demos:
https://luciformresearch.com

Feel free to DM me if this resonates.

[patent gulch]

🤳𝐆𝐨𝐨𝐝 𝐜𝐨𝐝𝐞 𝐢𝐬𝐧’𝐭 𝐥𝐨𝐮𝐝 — 𝐢𝐭 𝐰𝐨𝐫𝐤𝐬.🌟
I’m an AI Engineer specializing in graph-based intelligence, where Neo4j meets modern AI and LLMs to solve problems traditional databases simply can’t. I design systems that reason, connect, and scale — not just store data.

My strength lies in turning complex relationships into usable intelligence: recommendation engines, fraud detection, knowledge graphs, semantic search, and AI copilots backed by Neo4j. I don’t over-engineer. I build systems that are fast, explainable, and production-ready.

I’ve worked with startups and technical founders who needed clarity, speed, and ownership, not buzzwords. From data modeling to deployment, I stay accountable until the system delivers measurable value.

Client feedback:
“He didn’t just build what we asked for — he understood the problem better than we did and delivered a smarter solution. The Neo4j model alone saved us months.”

What you get when you work with me:

Clean, well-designed graph data models

AI systems that actually use relationships, not fake “AI”

Production-ready APIs and pipelines

Clear communication and zero hand-holding required

I’m not an agency. I don’t outsource. I work directly with you, and I’m comfortable owning critical systems.

Knowledge Graph + AI Search Demo
https://sandbox.neo4j.com/

Built a knowledge graph demo combining Neo4j with AI embeddings to enable semantic search across connected entities.
Skills: Knowledge Graphs, AI Search, Neo4j, Vector Embeddings

Thanks.
Cova