Founder Knowledge Graph
AI Memory System for Solo Founders
A persistent knowledge graph that gives AI agents real memory, context, and continuity across sessions. Built to solve the problem every solo founder faces: AI tools that forget everything the moment you close the window.
The Problem
AI assistants are powerful but stateless. Every new session starts from zero. For a solo founder managing multiple projects, this means repeating context, losing decisions, and watching agents make the same mistakes twice.
The Solution
A structured knowledge graph that captures entities, relationships, decisions, tasks, goals, and learning moments. AI agents connect via MCP (Model Context Protocol) and get a full briefing at the start of every session, including what happened while they were away.
The Story
Where it started
After months of working with AI agents across multiple projects, the same problem kept appearing: every new session was a blank slate. Decisions got lost, context had to be re-explained, and agents would repeat mistakes they had already been corrected on. The knowledge graph was built to fix that, to give AI agents the kind of persistent memory and institutional knowledge that a human team member would naturally accumulate.
Where it is now
Live and in daily use across all projects. The system tracks entities, relationships, tasks, goals, metrics, and learning moments. Agents get a tiered briefing at session start, with real-time drift detection and cross-project awareness. The infrastructure enforces the rules that agents would otherwise forget.
Where it's going
Open-sourcing the core as a tool for other solo founders and AI-native teams. Adding a web dashboard for visual exploration, deeper analytics on agent learning patterns, and expanding the automated scheduling and monitoring capabilities.
Key Highlights
Full MCP server for Claude Code and other AI tools
Tiered session briefing system (load only what you need)
Cross-project dispatcher that recommends what to work on next
Automated drift detection and codebase auditing
Daily plan tracking with goal alignment
Tech Stack
By the Numbers
6 projects tracked
MCP-native integration
Cross-session continuity
Automated daily briefings