Not just search —
Graph Memory doesn't just find text — it understands how your project is structured.
Up and running in 3 steps
Install
npm install -g @graphmemory/serverServe
graphmemory serveConnect
Claude · Cursor · WindsurfAI Prompt Builder
Generate optimized system prompts for any MCP-connected AI assistant.
What makes it different
Not another RAG pipeline. A structured, interconnected project memory.
Kanban, List View & Epics
Full kanban board with drag-and-drop, plus a list view with grouping by any field — status, priority, assignee, tag, or epic. Organize work with epics that track progress across tasks.
- Kanban board + sortable list with grouping
- Epics — group tasks, track completion %
- Filter chips — see active filters at a glance
- Real-time sync via WebSocket
Hybrid Search Across Everything
Not keyword-only, not vector-only — both. BM25 keyword matching + vector cosine similarity fused via Reciprocal Rank Fusion, then expanded via graph BFS traversal.
- BM25 + vector + RRF fusion
- Graph-aware BFS expansion
- One query searches all graphs
- Local embeddings — no API calls
File Mirror — Edit in Your IDE
Every note, task, and skill is mirrored to markdown files in your project. Edit them in VS Code, commit to git, review in PRs. Changes sync back automatically.
- .notes/ — knowledge base as markdown
- .tasks/ — tasks with YAML frontmatter
- .skills/ — procedures your team can share
- Attachments stored alongside files
Epics & Cross-Graph Links
Group tasks into epics to track progress across features. Link any node to any other graph — tasks to code, notes to docs, skills to symbols. Everything stays connected.
- Epics with progress tracking
- Link any node to any other graph
- Workspace-wide links across projects
- Navigate from code → docs → tasks → knowledge
Six Interconnected Graphs
Your project, understood as structure — not just text.
Docs
Markdown parsed into heading chunks with cross-file links and code blocks
Code
tree-sitter AST — functions, classes, interfaces, imports, relationships
Knowledge
Persistent notes and facts with typed relations and cross-graph links
Tasks
Kanban workflow with priorities, assignees, due dates, and linking
Skills
Reusable recipes with steps, triggers, and usage tracking
Files
Every project file with metadata, language detection, directory tree
Built-in Web UI
Full-featured interface included — no extra setup needed.
Dashboard
Stats, recent activity, quick actions
Kanban Board
Drag-drop tasks across status columns
Task List
Grouping, filters with chips, sorting
Epics
Group tasks into epics, track progress
Unified Search
One query across all six graphs
Knowledge
Persistent notes with relations and links
Skills
Reusable recipes with steps and triggers
Prompt Builder
Generate optimized system prompts
70 MCP Tools
Search, create, link, and manage — all from your AI assistant.
Connect Any MCP Client
Run in your project directory:
claude mcp add --transport http \
--scope project graph-memory \
http://localhost:3000/mcp/my-projectBuilt for real workflows
See how teams use Graph Memory every day.
Project Onboarding
New developer? Search docs, explore code symbols, read team notes — all from your AI assistant.
Learn more →Code Review
Review PRs with full project context. Cross-reference code with docs and architecture decisions.
Learn more →Team Knowledge Base
Capture decisions, procedures, and patterns. Team members edit notes in their IDE via file mirror.
Learn more →Incident Response
Debug production issues fast. Search code, check knowledge base, create tasks for fixes.
Learn more →Production Ready
Everything you need to ship — out of the box.
Ready to give your AI a memory?
Get started in under a minute. Free, open source, runs locally.