Knowledge & Memory

Local-first MCP server that gives AI coding agents persistent, cited memory of their project's notes, decisions, commits, and logs.

Persistent, project-aware, long-term memory for AI coding assistants

Hebbrix MCP server — persistent memory, knowledge graph, and outcome learning for any MCP-compatible agent

Customer-installable MCP server for the Hebbian tenant brain (Python). Same 13 tools as the Node.js sibling @hebbianvault/mcp.

MCP server for HeapDumpStarDiver - JVM heap dump analysis with DuckDB

Multi-project MCP router + operator dashboard for Claude Code, Codex, Cursor. Ask any local or SSH-reachable project a question without `cd` — the project's subagent loads its own CLAUDE.md and Serena memories and answers. Ships with a live web console: KPI strip, inter-project network graph, trace…

Cross-session memory for Claude over MCP — prioritised briefs, supersession, cross-project recall.

MCP server for graph-based long-term memory (FalkorDB or ArcadeDB)

Persistent knowledge-graph memory for AI agents, with local semantic search. No API keys.

MCP server that exposes Neo4j (Cypher) and Apache Jena Fuseki (SPARQL) tools to MCP-capable LLM hosts for querying UAF 1.2 / SysML 1.6 / BPMN 2.0 knowledge graphs.

MCP server for Microsoft Teams, Outlook Calendar, and Mail via Microsoft Graph API

Graphiti MCP Server - Enhanced fork with additional tools by Varming

MCP server for the Graphite Financial Knowledge Graph — wires it into Claude Code, Claude Desktop, Cursor, Codex CLI, and any other MCP-compatible client.

Graph RAG knowledge base for coding agents, backed by Neo4j and exposed over MCP

Real-time codebase graph for AI assistants: call graphs, dependencies, symbol lookup.

Graforest MCP Server — Build, populate, and query Knowledge Graphs with AI. 13 tools for knowledge ingestion, search, traversal, and graph management.

Structural code knowledge graph for AI coding assistants — impact analysis, cross-service flows, and symbol search via MCP

MCP server exposing GrafeoDB graph database to AI agents

Model Context Protocol server with GNNPCSAFT tools

Shared, project-aware memory for Claude Code, Codex, and other agents with human review.