MCP: agentmemory
by rohitg00
Self-hosted persistent memory for coding agents: hooks capture what you do, and an MCP server lets any agent recall it across sessions and across tools.
Query Neo4j graph databases in natural language — the assistant reads your schema and writes the Cypher.
Set up this MCP server in your favorite AI agent — copy a ready-made configuration below.
The Neo4j Cypher MCP server lets an assistant query a graph database by generating Cypher from natural language, grounded in the actual schema.
Cypher is expressive but unfamiliar, and graph questions are naturally phrased in language: "which customers are connected to this account through more than two hops", "what depends on this service". Translating those into traversals is exactly the kind of task where an assistant with the schema in hand does well.
uvx mcp-neo4j-cypher with connection details in environment variables. Works against local instances, self-managed clusters, and Neo4j Aura. Companion servers in the same repository cover Aura instance management and knowledge-graph memory.
by rohitg00
Self-hosted persistent memory for coding agents: hooks capture what you do, and an MCP server lets any agent recall it across sessions and across tools.
by DeusData
Local code-intelligence MCP server that indexes a repository into a persistent knowledge graph, so structural questions cost one query instead of a file-reading spree.
Builds a searchable markdown graph of your repo so coding agents stop re-exploring it on every task — reported 42% fewer tokens and 46% fewer tool calls.
Local-first Rust MCP server that maps your repo into a code graph and project memory, then hands coding agents cited file-and-line excerpts.