karixmas/intellectual-dna
🧠 Transform conversations into a searchable knowledge base, enabling deeper insights and evolved thinking on AI and decision-making.
What's novel
🧠 Transform conversations into a searchable knowledge base, enabling deeper insights and evolved thinking on AI and decision-making.
Code Analysis
10 files read · 3 roundsA personal AI knowledge management system that ingests 353K+ conversation messages, embeds them with vector search, runs 70+ LLM-powered analysis pipelines to extract intellectual patterns (evolution, problem resolution, MVP velocity), and exposes everything as MCP tools for Claude Code to query.
Strengths
Genuinely novel personal knowledge architecture with a clean Facts→Interpretations→MCP Server layering, real data scale (353K messages, 106K embeddings), and thoughtful LLM pipeline design with JSON Schema structured output, budget tracking, and caching. The 8 Universal Principles framework and the daily briefing agent (contradiction detection, stalled project detection, forgotten insights) show real intellectual depth in how personal AI history is analyzed.
Weaknesses
Massive code duplication across 70+ pipeline files (each re-implements LLM calling, cost tracking, parquet writing, budget management), zero test coverage, hardcoded personal paths throughout, a 117KB monolithic MCP server file, and a README that describes a completely different GUI product that doesn't exist in the codebase.
Score Breakdown
Signal breakdown
Innovation
Craft
Traction
Scope
Evidence
Commits
9
Contributors
1
Files
81
Active weeks
4
Repository
Language
Python
Stars
1
Forks
0
License
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