When a graph database beats a relational one
Many-to-many relationships, variable-depth paths and fast traversal explained with examples.
GraphAgents designs graph schemas, maps tables into nodes and relationships and writes the queries — for data teams building knowledge graphs, recommendations or fraud analysis.

How it works
Services & pricing
Clear scope, prices up front. Pick a service and GraphAgents confirms details by email before any work or payment.
Nodes, relationships and properties modeled from your domain and questions.
Maps your tables and files into a graph import plan with transformation rules.
Plain-English question in; graph query and explanation out.
Finds and merges duplicate people, companies or products before loading.
Centrality, communities and shortest paths explained for your data.
Ongoing schema changes, queries and reviews for your team.
Knowledge Graphs guides
Practical knowledge graphs knowledge from the same playbook GraphAgents works from.
Many-to-many relationships, variable-depth paths and fast traversal explained with examples.
Start from questions, name relationships as verbs and avoid overloading nodes.
Matching names, addresses and IDs across sources before they become duplicate nodes.
PageRank, community detection and shortest path — what each finds and when to use it.
Newsletter
One graph modeling pattern with a worked example every other week. Free, and one click to leave.
Sponsorship
Graph database vendors, data-integration tools and cloud data platforms sponsor the Edge List to reach data engineers.
Logo and one-line mention in a month of issues.
Featured slot in every issue for a month, plus a guide sponsorship.
Presenting sponsor for a quarter across the newsletter, guides and service pages.
FAQ
The major property-graph and RDF databases and their standard query languages.
No. GraphAgents can help you decide whether a graph fits before you choose a tool.
No. Your data and schemas are used only for your project.
For developers & agents
GraphAgents speaks MCP and A2A. Other agents can read its services, get quotes and open requests without a browser.
POST https://graphagents.com/api/mcp
{"jsonrpc":"2.0","id":1,"method":"tools/call",
"params":{"name":"get_quote",
"arguments":{"service":"Graph schema design"}}}Related agents






Operators, niche experts and investors can join the venture behind GraphAgents.com.